unzip dataset.

FedAvg.rar

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FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.1_seed42_cfgFedAvg_CIFAR100_config_exp0.txt

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+seed: 42, num_experiments: 5, experiment_id: 0, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 20, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 2, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.24631533.0/flpoison_24631533_20/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.1_seed42_cfgFedAvg_CIFAR100_config_exp0.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42
+
+Started on Thu Feb 26 03:22:13 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0135	Train loss: 0.0750	Test Acc: 0.0099	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0189	Train loss: 0.0741	Test Acc: 0.0107	Test loss: 0.0725
+Epoch 2  		Train Acc: 0.0311	Train loss: 0.0721	Test Acc: 0.0126	Test loss: 0.0726
+Epoch 3  		Train Acc: 0.0375	Train loss: 0.0705	Test Acc: 0.0285	Test loss: 0.0703
+Epoch 4  		Train Acc: 0.0465	Train loss: 0.0691	Test Acc: 0.0633	Test loss: 0.0665
+Epoch 5  		Train Acc: 0.0480	Train loss: 0.0676	Test Acc: 0.0634	Test loss: 0.0643
+Epoch 6  		Train Acc: 0.0588	Train loss: 0.0663	Test Acc: 0.0600	Test loss: 0.0675
+Epoch 7  		Train Acc: 0.0637	Train loss: 0.0648	Test Acc: 0.0625	Test loss: 0.0662
+Epoch 8  		Train Acc: 0.0695	Train loss: 0.0640	Test Acc: 0.0735	Test loss: 0.0644
+Epoch 9  		Train Acc: 0.0596	Train loss: 0.3417	Test Acc: 0.0776	Test loss: 0.0639
+Epoch 10 		Train Acc: 0.0441	Train loss: 0.0732	Test Acc: 0.0340	Test loss: 0.1593
+Epoch 11 		Train Acc: 0.0537	Train loss: 0.0661	Test Acc: 0.0399	Test loss: 0.1554
+Epoch 12 		Train Acc: 0.0619	Train loss: 0.0647	Test Acc: 0.0617	Test loss: 0.0777
+Epoch 13 		Train Acc: 0.0762	Train loss: 0.0630	Test Acc: 0.0823	Test loss: 0.0665
+Epoch 14 		Train Acc: 0.0867	Train loss: 0.0613	Test Acc: 0.1033	Test loss: 0.0613
+Epoch 15 		Train Acc: 0.0887	Train loss: 0.0607	Test Acc: 0.1162	Test loss: 0.0589
+Epoch 16 		Train Acc: 0.0910	Train loss: 0.0609	Test Acc: 0.1226	Test loss: 0.0583
+Epoch 17 		Train Acc: 0.0930	Train loss: 0.0602	Test Acc: 0.1246	Test loss: 0.0581
+Epoch 18 		Train Acc: 0.0943	Train loss: 0.0603	Test Acc: 0.1271	Test loss: 0.0576
+Epoch 19 		Train Acc: 0.0916	Train loss: 0.3111	Test Acc: 0.1316	Test loss: 0.0581
+Epoch 20 		Train Acc: 0.0615	Train loss: 0.0674	Test Acc: 0.1230	Test loss: 0.0585
+Epoch 21 		Train Acc: 0.1004	Train loss: 0.0604	Test Acc: 0.1149	Test loss: 0.0599
+Epoch 22 		Train Acc: 0.1090	Train loss: 0.0594	Test Acc: 0.1365	Test loss: 0.0574
+Epoch 23 		Train Acc: 0.1086	Train loss: 0.0590	Test Acc: 0.1411	Test loss: 0.0566
+Epoch 24 		Train Acc: 0.1225	Train loss: 0.0581	Test Acc: 0.1438	Test loss: 0.0564
+Epoch 25 		Train Acc: 0.1229	Train loss: 0.0576	Test Acc: 0.1499	Test loss: 0.0558
+Epoch 26 		Train Acc: 0.1154	Train loss: 0.0578	Test Acc: 0.1563	Test loss: 0.0556
+Epoch 27 		Train Acc: 0.1348	Train loss: 0.0568	Test Acc: 0.1647	Test loss: 0.0547
+Epoch 28 		Train Acc: 0.1414	Train loss: 0.0565	Test Acc: 0.1667	Test loss: 0.0546
+Epoch 29 		Train Acc: 0.1242	Train loss: 0.3045	Test Acc: 0.1616	Test loss: 0.0548
+Epoch 30 		Train Acc: 0.0771	Train loss: 0.0651	Test Acc: 0.1358	Test loss: 0.0576
+Epoch 31 		Train Acc: 0.1187	Train loss: 0.0583	Test Acc: 0.1484	Test loss: 0.0563
+Epoch 32 		Train Acc: 0.1412	Train loss: 0.0568	Test Acc: 0.1517	Test loss: 0.0555
+Epoch 33 		Train Acc: 0.1461	Train loss: 0.0565	Test Acc: 0.1625	Test loss: 0.0545
+Epoch 34 		Train Acc: 0.1502	Train loss: 0.0555	Test Acc: 0.1743	Test loss: 0.0539
+Epoch 35 		Train Acc: 0.1553	Train loss: 0.0550	Test Acc: 0.1831	Test loss: 0.0535
+Epoch 36 		Train Acc: 0.1445	Train loss: 0.0551	Test Acc: 0.1944	Test loss: 0.0526
+Epoch 37 		Train Acc: 0.1602	Train loss: 0.0540	Test Acc: 0.1910	Test loss: 0.0522
+Epoch 38 		Train Acc: 0.1594	Train loss: 0.0542	Test Acc: 0.2006	Test loss: 0.0515
+Epoch 39 		Train Acc: 0.1568	Train loss: 0.2813	Test Acc: 0.1904	Test loss: 0.0520
+Epoch 40 		Train Acc: 0.1102	Train loss: 0.0620	Test Acc: 0.1846	Test loss: 0.0527
+Epoch 41 		Train Acc: 0.1596	Train loss: 0.0554	Test Acc: 0.1784	Test loss: 0.0538
+Epoch 42 		Train Acc: 0.1691	Train loss: 0.0536	Test Acc: 0.1961	Test loss: 0.0519
+Epoch 43 		Train Acc: 0.1760	Train loss: 0.0533	Test Acc: 0.2109	Test loss: 0.0509
+Epoch 44 		Train Acc: 0.1758	Train loss: 0.0528	Test Acc: 0.2201	Test loss: 0.0498
+Epoch 45 		Train Acc: 0.1842	Train loss: 0.0522	Test Acc: 0.2256	Test loss: 0.0498
+Epoch 46 		Train Acc: 0.1805	Train loss: 0.0524	Test Acc: 0.2244	Test loss: 0.0497
+Epoch 47 		Train Acc: 0.1945	Train loss: 0.0512	Test Acc: 0.2282	Test loss: 0.0495
+Epoch 48 		Train Acc: 0.1973	Train loss: 0.0516	Test Acc: 0.2306	Test loss: 0.0489
+Epoch 49 		Train Acc: 0.1822	Train loss: 0.2909	Test Acc: 0.2144	Test loss: 0.0501
+Epoch 50 		Train Acc: 0.1242	Train loss: 0.0601	Test Acc: 0.1968	Test loss: 0.0513
+Epoch 51 		Train Acc: 0.1771	Train loss: 0.0534	Test Acc: 0.2172	Test loss: 0.0519
+Epoch 52 		Train Acc: 0.1730	Train loss: 0.0524	Test Acc: 0.2134	Test loss: 0.0510
+Epoch 53 		Train Acc: 0.1982	Train loss: 0.0515	Test Acc: 0.2249	Test loss: 0.0495
+Epoch 54 		Train Acc: 0.2074	Train loss: 0.0506	Test Acc: 0.2441	Test loss: 0.0482
+Epoch 55 		Train Acc: 0.2213	Train loss: 0.0499	Test Acc: 0.2484	Test loss: 0.0477
+Epoch 56 		Train Acc: 0.2092	Train loss: 0.0502	Test Acc: 0.2445	Test loss: 0.0476
+Epoch 57 		Train Acc: 0.2244	Train loss: 0.0487	Test Acc: 0.2511	Test loss: 0.0473
+Epoch 58 		Train Acc: 0.2252	Train loss: 0.0488	Test Acc: 0.2593	Test loss: 0.0469
+Epoch 59 		Train Acc: 0.2119	Train loss: 0.2637	Test Acc: 0.2519	Test loss: 0.0469
+Epoch 60 		Train Acc: 0.1617	Train loss: 0.0564	Test Acc: 0.2383	Test loss: 0.0489
+Epoch 61 		Train Acc: 0.2113	Train loss: 0.0506	Test Acc: 0.2399	Test loss: 0.0483
+Epoch 62 		Train Acc: 0.2229	Train loss: 0.0490	Test Acc: 0.2502	Test loss: 0.0473
+Epoch 63 		Train Acc: 0.2234	Train loss: 0.0486	Test Acc: 0.2619	Test loss: 0.0463
+Epoch 64 		Train Acc: 0.2393	Train loss: 0.0481	Test Acc: 0.2530	Test loss: 0.0470
+Epoch 65 		Train Acc: 0.2271	Train loss: 0.0484	Test Acc: 0.2634	Test loss: 0.0459
+Epoch 66 		Train Acc: 0.2318	Train loss: 0.0476	Test Acc: 0.2802	Test loss: 0.0446
+Epoch 67 		Train Acc: 0.2469	Train loss: 0.0470	Test Acc: 0.2837	Test loss: 0.0443
+Epoch 68 		Train Acc: 0.2437	Train loss: 0.0470	Test Acc: 0.2922	Test loss: 0.0440
+Epoch 69 		Train Acc: 0.2510	Train loss: 0.2598	Test Acc: 0.2670	Test loss: 0.0456
+Epoch 70 		Train Acc: 0.1691	Train loss: 0.0553	Test Acc: 0.2468	Test loss: 0.0481
+FLDetector Defense: Benign idx: [0 1]
+Epoch 71 		Train Acc: 0.2348	Train loss: 0.0487	Test Acc: 0.2512	Test loss: 0.0476
+FLDetector Defense: Benign idx: [0 1]
+Epoch 72 		Train Acc: 0.2471	Train loss: 0.0468	Test Acc: 0.2798	Test loss: 0.0451
+FLDetector Defense: Benign idx: [0 1]
+Epoch 73 		Train Acc: 0.2414	Train loss: 0.0467	Test Acc: 0.2972	Test loss: 0.0438
+FLDetector Defense: Benign idx: [0 1]
+Epoch 74 		Train Acc: 0.2469	Train loss: 0.0463	Test Acc: 0.2987	Test loss: 0.0433
+FLDetector Defense: Benign idx: [0 1]
+Epoch 75 		Train Acc: 0.2652	Train loss: 0.0453	Test Acc: 0.2874	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1 14 16]
+Epoch 76 		Train Acc: 0.2664	Train loss: 0.0450	Test Acc: 0.2751	Test loss: 0.0445
+FLDetector Defense: Benign idx: [ 0  1 14 16]
+Epoch 77 		Train Acc: 0.2596	Train loss: 0.0458	Test Acc: 0.2788	Test loss: 0.0450
+FLDetector Defense: Benign idx: [ 0  1 14]
+Epoch 78 		Train Acc: 0.2574	Train loss: 0.0462	Test Acc: 0.2674	Test loss: 0.0462
+FLDetector Defense: Benign idx: [0 1]
+Epoch 79 		Train Acc: 0.2506	Train loss: 0.2546	Test Acc: 0.2849	Test loss: 0.0443
+FLDetector Defense: Benign idx: [0 1]
+Epoch 80 		Train Acc: 0.1758	Train loss: 0.0549	Test Acc: 0.2649	Test loss: 0.0467
+FLDetector Defense: Benign idx: [0 1]
+Epoch 81 		Train Acc: 0.2496	Train loss: 0.0473	Test Acc: 0.2475	Test loss: 0.0505
+FLDetector Defense: Benign idx: [0 1]
+Epoch 82 		Train Acc: 0.2637	Train loss: 0.0461	Test Acc: 0.2769	Test loss: 0.0453
+FLDetector Defense: Benign idx: [0 1]
+Epoch 83 		Train Acc: 0.2602	Train loss: 0.0448	Test Acc: 0.3063	Test loss: 0.0427
+FLDetector Defense: Benign idx: [0 1]
+Epoch 84 		Train Acc: 0.2918	Train loss: 0.0436	Test Acc: 0.3212	Test loss: 0.0414
+FLDetector Defense: Benign idx: [0 1]
+Epoch 85 		Train Acc: 0.2980	Train loss: 0.0433	Test Acc: 0.3230	Test loss: 0.0411
+FLDetector Defense: Benign idx: [0 1]
+Epoch 86 		Train Acc: 0.2943	Train loss: 0.0427	Test Acc: 0.3199	Test loss: 0.0416
+FLDetector Defense: Benign idx: [0 1]
+Epoch 87 		Train Acc: 0.2900	Train loss: 0.0430	Test Acc: 0.3320	Test loss: 0.0406
+FLDetector Defense: Benign idx: [0 1]
+Epoch 88 		Train Acc: 0.2939	Train loss: 0.0426	Test Acc: 0.3329	Test loss: 0.0407
+FLDetector Defense: Benign idx: [0 1]
+Epoch 89 		Train Acc: 0.2645	Train loss: 0.2666	Test Acc: 0.3317	Test loss: 0.0403
+FLDetector Defense: Benign idx: [0 1]
+Epoch 90 		Train Acc: 0.2117	Train loss: 0.0512	Test Acc: 0.3050	Test loss: 0.0427
+FLDetector Defense: Benign idx: [0 1]
+Epoch 91 		Train Acc: 0.2676	Train loss: 0.0447	Test Acc: 0.2924	Test loss: 0.0458
+FLDetector Defense: Benign idx: [0 1]
+Epoch 92 		Train Acc: 0.2998	Train loss: 0.0430	Test Acc: 0.3065	Test loss: 0.0429
+FLDetector Defense: Benign idx: [0 1]
+Epoch 93 		Train Acc: 0.3029	Train loss: 0.0425	Test Acc: 0.3402	Test loss: 0.0399
+FLDetector Defense: Benign idx: [0 1]
+Epoch 94 		Train Acc: 0.3143	Train loss: 0.0416	Test Acc: 0.3496	Test loss: 0.0390
+FLDetector Defense: Benign idx: [0 1]
+Epoch 95 		Train Acc: 0.3193	Train loss: 0.0414	Test Acc: 0.3484	Test loss: 0.0390
+FLDetector Defense: Benign idx: [0 1]
+Epoch 96 		Train Acc: 0.3191	Train loss: 0.0413	Test Acc: 0.3589	Test loss: 0.0387
+FLDetector Defense: Benign idx: [ 0  1 14]
+Epoch 97 		Train Acc: 0.3234	Train loss: 0.0407	Test Acc: 0.3364	Test loss: 0.0396
+FLDetector Defense: Benign idx: [ 0  1 14]
+Epoch 98 		Train Acc: 0.3170	Train loss: 0.0411	Test Acc: 0.3417	Test loss: 0.0401
+FLDetector Defense: Benign idx: [0 1]
+Epoch 99 		Train Acc: 0.2775	Train loss: 0.2443	Test Acc: 0.3412	Test loss: 0.0397
+FLDetector Defense: Benign idx: [0 1]
+Epoch 100		Train Acc: 0.3658	Train loss: 0.0381	Test Acc: 0.3599	Test loss: 0.0383
+FLDetector Defense: Benign idx: [0 1]
+Epoch 101		Train Acc: 0.3830	Train loss: 0.0376	Test Acc: 0.3759	Test loss: 0.0372
+FLDetector Defense: Benign idx: [0 1]
+Epoch 102		Train Acc: 0.3838	Train loss: 0.0371	Test Acc: 0.3870	Test loss: 0.0365
+FLDetector Defense: Benign idx: [0 1]
+Epoch 103		Train Acc: 0.3854	Train loss: 0.0365	Test Acc: 0.3928	Test loss: 0.0361
+FLDetector Defense: Benign idx: [0 1]
+Epoch 104		Train Acc: 0.3891	Train loss: 0.0366	Test Acc: 0.3994	Test loss: 0.0359
+FLDetector Defense: Benign idx: [0 1]
+Epoch 105		Train Acc: 0.3873	Train loss: 0.0363	Test Acc: 0.4020	Test loss: 0.0357
+FLDetector Defense: Benign idx: [0 1]
+Epoch 106		Train Acc: 0.4012	Train loss: 0.0359	Test Acc: 0.4040	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  6  7  9 10 11 13 15 16 17]
+Epoch 107		Train Acc: 0.3998	Train loss: 0.0358	Test Acc: 0.4054	Test loss: 0.0354
+FLDetector Defense: Benign idx: [0 1]
+Epoch 108		Train Acc: 0.3961	Train loss: 0.0360	Test Acc: 0.4071	Test loss: 0.0352
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  6  7  9 10 11 13 14 16 17]
+Epoch 109		Train Acc: 0.3621	Train loss: 0.2137	Test Acc: 0.4096	Test loss: 0.0351
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  6  7  9 10 11 13 14 15 16 17]
+Epoch 110		Train Acc: 0.3922	Train loss: 0.0358	Test Acc: 0.4100	Test loss: 0.0351
+FLDetector Defense: Benign idx: [ 0  1  2  4  6  7  9 10 11 13 14 15 16 17]
+Epoch 111		Train Acc: 0.4078	Train loss: 0.0354	Test Acc: 0.4097	Test loss: 0.0352
+FLDetector Defense: Benign idx: [ 0  1  4  6  7  9 11 13 14 15 16 17]
+Epoch 112		Train Acc: 0.3939	Train loss: 0.0356	Test Acc: 0.4128	Test loss: 0.0350
+FLDetector Defense: Benign idx: [ 0  1  4  6  9 11 13 14 16 17]
+Epoch 113		Train Acc: 0.4072	Train loss: 0.0353	Test Acc: 0.4150	Test loss: 0.0350
+FLDetector Defense: Benign idx: [ 0  1  4  6 11 13 17]
+Epoch 114		Train Acc: 0.4080	Train loss: 0.0353	Test Acc: 0.4150	Test loss: 0.0350
+FLDetector Defense: Benign idx: [0 1]
+Epoch 115		Train Acc: 0.4066	Train loss: 0.0352	Test Acc: 0.4138	Test loss: 0.0348
+FLDetector Defense: Benign idx: [0 1]
+Epoch 116		Train Acc: 0.4006	Train loss: 0.0354	Test Acc: 0.4135	Test loss: 0.0347
+FLDetector Defense: Benign idx: [0 1]
+Epoch 117		Train Acc: 0.4070	Train loss: 0.0351	Test Acc: 0.4171	Test loss: 0.0346
+FLDetector Defense: Benign idx: [0 1]
+Epoch 118		Train Acc: 0.4115	Train loss: 0.0350	Test Acc: 0.4170	Test loss: 0.0345
+FLDetector Defense: Benign idx: [0 1]
+Epoch 119		Train Acc: 0.3977	Train loss: 0.1946	Test Acc: 0.4178	Test loss: 0.0344
+FLDetector Defense: Benign idx: [0 1]
+Epoch 120		Train Acc: 0.4148	Train loss: 0.0348	Test Acc: 0.4174	Test loss: 0.0345
+FLDetector Defense: Benign idx: [0 1]
+Epoch 121		Train Acc: 0.4115	Train loss: 0.0347	Test Acc: 0.4168	Test loss: 0.0345
+FLDetector Defense: Benign idx: [0 1]
+Epoch 122		Train Acc: 0.4203	Train loss: 0.0341	Test Acc: 0.4181	Test loss: 0.0344
+FLDetector Defense: Benign idx: [0 1]
+Epoch 123		Train Acc: 0.4191	Train loss: 0.0345	Test Acc: 0.4191	Test loss: 0.0343
+FLDetector Defense: Benign idx: [0 1]
+Epoch 124		Train Acc: 0.4127	Train loss: 0.0347	Test Acc: 0.4196	Test loss: 0.0342
+FLDetector Defense: Benign idx: [0 1]
+Epoch 125		Train Acc: 0.4115	Train loss: 0.0345	Test Acc: 0.4211	Test loss: 0.0342
+FLDetector Defense: Benign idx: [0 1]
+Epoch 126		Train Acc: 0.4217	Train loss: 0.0341	Test Acc: 0.4213	Test loss: 0.0341
+FLDetector Defense: Benign idx: [ 0  1 14 16 17]
+Epoch 127		Train Acc: 0.4123	Train loss: 0.0348	Test Acc: 0.4237	Test loss: 0.0340
+FLDetector Defense: Benign idx: [0 1]
+Epoch 128		Train Acc: 0.4223	Train loss: 0.0343	Test Acc: 0.4234	Test loss: 0.0339
+FLDetector Defense: Benign idx: [0 1]
+Epoch 129		Train Acc: 0.3932	Train loss: 0.2165	Test Acc: 0.4283	Test loss: 0.0338
+FLDetector Defense: Benign idx: [0 1]
+Epoch 130		Train Acc: 0.4201	Train loss: 0.0340	Test Acc: 0.4262	Test loss: 0.0339
+FLDetector Defense: Benign idx: [0 1]
+Epoch 131		Train Acc: 0.4221	Train loss: 0.0337	Test Acc: 0.4251	Test loss: 0.0339
+FLDetector Defense: Benign idx: [0 1]
+Epoch 132		Train Acc: 0.4258	Train loss: 0.0345	Test Acc: 0.4266	Test loss: 0.0338
+FLDetector Defense: Benign idx: [ 0  1 14]
+Epoch 133		Train Acc: 0.4283	Train loss: 0.0336	Test Acc: 0.4275	Test loss: 0.0337
+FLDetector Defense: Benign idx: [0 1]
+Epoch 134		Train Acc: 0.4189	Train loss: 0.0340	Test Acc: 0.4290	Test loss: 0.0336
+FLDetector Defense: Benign idx: [0 1]
+Epoch 135		Train Acc: 0.4289	Train loss: 0.0333	Test Acc: 0.4275	Test loss: 0.0336
+FLDetector Defense: Benign idx: [0 1]
+Epoch 136		Train Acc: 0.4107	Train loss: 0.0343	Test Acc: 0.4281	Test loss: 0.0336
+FLDetector Defense: Benign idx: [0 1]
+Epoch 137		Train Acc: 0.4293	Train loss: 0.0336	Test Acc: 0.4306	Test loss: 0.0335
+FLDetector Defense: Benign idx: [0 1]
+Epoch 138		Train Acc: 0.4105	Train loss: 0.0341	Test Acc: 0.4306	Test loss: 0.0333
+FLDetector Defense: Benign idx: [0 1]
+Epoch 139		Train Acc: 0.3883	Train loss: 0.2059	Test Acc: 0.4294	Test loss: 0.0334
+FLDetector Defense: Benign idx: [0 1]
+Epoch 140		Train Acc: 0.4266	Train loss: 0.0335	Test Acc: 0.4310	Test loss: 0.0335
+FLDetector Defense: Benign idx: [0 1]
+Epoch 141		Train Acc: 0.4273	Train loss: 0.0335	Test Acc: 0.4306	Test loss: 0.0334
+FLDetector Defense: Benign idx: [0 1]
+Epoch 142		Train Acc: 0.4275	Train loss: 0.0334	Test Acc: 0.4312	Test loss: 0.0333
+FLDetector Defense: Benign idx: [0 1]
+Epoch 143		Train Acc: 0.4316	Train loss: 0.0330	Test Acc: 0.4347	Test loss: 0.0333
+FLDetector Defense: Benign idx: [0 1]
+Epoch 144		Train Acc: 0.4373	Train loss: 0.0331	Test Acc: 0.4346	Test loss: 0.0332
+FLDetector Defense: Benign idx: [0 1]
+Epoch 145		Train Acc: 0.4270	Train loss: 0.0336	Test Acc: 0.4336	Test loss: 0.0331
+FLDetector Defense: Benign idx: [0 1]
+Epoch 146		Train Acc: 0.4273	Train loss: 0.0335	Test Acc: 0.4376	Test loss: 0.0329
+FLDetector Defense: Benign idx: [0 1]
+Epoch 147		Train Acc: 0.4203	Train loss: 0.0335	Test Acc: 0.4385	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1]
+Epoch 148		Train Acc: 0.4389	Train loss: 0.0328	Test Acc: 0.4387	Test loss: 0.0329
+FLDetector Defense: Benign idx: [0 1]
+Epoch 149		Train Acc: 0.3754	Train loss: 0.2062	Test Acc: 0.4368	Test loss: 0.0331
+FLDetector Defense: Benign idx: [0 1]
+Epoch 150		Train Acc: 0.4434	Train loss: 0.0328	Test Acc: 0.4361	Test loss: 0.0332
+FLDetector Defense: Benign idx: [0 1]
+Epoch 151		Train Acc: 0.4420	Train loss: 0.0321	Test Acc: 0.4378	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1]
+Epoch 152		Train Acc: 0.4373	Train loss: 0.0333	Test Acc: 0.4397	Test loss: 0.0328
+FLDetector Defense: Benign idx: [0 1]
+Epoch 153		Train Acc: 0.4350	Train loss: 0.0328	Test Acc: 0.4421	Test loss: 0.0327
+FLDetector Defense: Benign idx: [0 1]
+Epoch 154		Train Acc: 0.4398	Train loss: 0.0326	Test Acc: 0.4430	Test loss: 0.0326
+FLDetector Defense: Benign idx: [0 1]
+Epoch 155		Train Acc: 0.4293	Train loss: 0.0331	Test Acc: 0.4437	Test loss: 0.0326
+FLDetector Defense: Benign idx: [0 1]
+Epoch 156		Train Acc: 0.4518	Train loss: 0.0326	Test Acc: 0.4434	Test loss: 0.0326
+FLDetector Defense: Benign idx: [0 1]
+Epoch 157		Train Acc: 0.4443	Train loss: 0.0325	Test Acc: 0.4458	Test loss: 0.0324
+FLDetector Defense: Benign idx: [0 1]
+Epoch 158		Train Acc: 0.4318	Train loss: 0.0328	Test Acc: 0.4463	Test loss: 0.0323
+FLDetector Defense: Benign idx: [0 1]
+Epoch 159		Train Acc: 0.4182	Train loss: 0.2055	Test Acc: 0.4481	Test loss: 0.0324
+FLDetector Defense: Benign idx: [0 1]
+Epoch 160		Train Acc: 0.4488	Train loss: 0.0321	Test Acc: 0.4476	Test loss: 0.0323
+FLDetector Defense: Benign idx: [0 1]
+Epoch 161		Train Acc: 0.4518	Train loss: 0.0319	Test Acc: 0.4479	Test loss: 0.0323
+FLDetector Defense: Benign idx: [0 1]
+Epoch 162		Train Acc: 0.4510	Train loss: 0.0319	Test Acc: 0.4483	Test loss: 0.0322
+FLDetector Defense: Benign idx: [0 1]
+Epoch 163		Train Acc: 0.4404	Train loss: 0.0325	Test Acc: 0.4494	Test loss: 0.0322
+FLDetector Defense: Benign idx: [0 1]
+Epoch 164		Train Acc: 0.4488	Train loss: 0.0321	Test Acc: 0.4489	Test loss: 0.0322
+FLDetector Defense: Benign idx: [0 1]
+Epoch 165		Train Acc: 0.4504	Train loss: 0.0322	Test Acc: 0.4494	Test loss: 0.0322
+FLDetector Defense: Benign idx: [0 1]
+Epoch 166		Train Acc: 0.4529	Train loss: 0.0318	Test Acc: 0.4501	Test loss: 0.0322
+FLDetector Defense: Benign idx: [0 1]
+Epoch 167		Train Acc: 0.4578	Train loss: 0.0315	Test Acc: 0.4497	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 168		Train Acc: 0.4559	Train loss: 0.0316	Test Acc: 0.4501	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 169		Train Acc: 0.4234	Train loss: 0.1979	Test Acc: 0.4512	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 170		Train Acc: 0.4533	Train loss: 0.0315	Test Acc: 0.4509	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 171		Train Acc: 0.4580	Train loss: 0.0318	Test Acc: 0.4510	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 172		Train Acc: 0.4408	Train loss: 0.0323	Test Acc: 0.4512	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 173		Train Acc: 0.4514	Train loss: 0.0320	Test Acc: 0.4507	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 174		Train Acc: 0.4598	Train loss: 0.0317	Test Acc: 0.4522	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 175		Train Acc: 0.4604	Train loss: 0.0315	Test Acc: 0.4517	Test loss: 0.0320
+FLDetector Defense: Benign idx: [0 1]
+Epoch 176		Train Acc: 0.4592	Train loss: 0.0318	Test Acc: 0.4518	Test loss: 0.0320
+FLDetector Defense: Benign idx: [0 1]
+Epoch 177		Train Acc: 0.4496	Train loss: 0.0319	Test Acc: 0.4512	Test loss: 0.0320
+FLDetector Defense: Benign idx: [0 1]
+Epoch 178		Train Acc: 0.4531	Train loss: 0.0320	Test Acc: 0.4528	Test loss: 0.0320
+FLDetector Defense: Benign idx: [0 1]
+Epoch 179		Train Acc: 0.4195	Train loss: 0.1813	Test Acc: 0.4524	Test loss: 0.0320
+FLDetector Defense: Benign idx: [0 1]
+Epoch 180		Train Acc: 0.4623	Train loss: 0.0314	Test Acc: 0.4527	Test loss: 0.0320
+FLDetector Defense: Benign idx: [0 1]
+Epoch 181		Train Acc: 0.4596	Train loss: 0.0317	Test Acc: 0.4523	Test loss: 0.0320
+FLDetector Defense: Benign idx: [0 1]
+Epoch 182		Train Acc: 0.4533	Train loss: 0.0319	Test Acc: 0.4531	Test loss: 0.0320
+FLDetector Defense: Benign idx: [0 1]
+Epoch 183		Train Acc: 0.4562	Train loss: 0.0319	Test Acc: 0.4536	Test loss: 0.0320
+FLDetector Defense: Benign idx: [0 1]
+Epoch 184		Train Acc: 0.4533	Train loss: 0.0319	Test Acc: 0.4525	Test loss: 0.0320
+FLDetector Defense: Benign idx: [0 1]
+Epoch 185		Train Acc: 0.4684	Train loss: 0.0317	Test Acc: 0.4525	Test loss: 0.0320
+FLDetector Defense: Benign idx: [0 1]
+Epoch 186		Train Acc: 0.4652	Train loss: 0.0313	Test Acc: 0.4524	Test loss: 0.0320
+FLDetector Defense: Benign idx: [0 1]
+Epoch 187		Train Acc: 0.4432	Train loss: 0.0318	Test Acc: 0.4524	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 188		Train Acc: 0.4562	Train loss: 0.0315	Test Acc: 0.4531	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 189		Train Acc: 0.4297	Train loss: 0.1946	Test Acc: 0.4529	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 190		Train Acc: 0.4635	Train loss: 0.0317	Test Acc: 0.4520	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 191		Train Acc: 0.4539	Train loss: 0.0316	Test Acc: 0.4512	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 192		Train Acc: 0.4525	Train loss: 0.0316	Test Acc: 0.4534	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 193		Train Acc: 0.4615	Train loss: 0.0313	Test Acc: 0.4523	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 194		Train Acc: 0.4475	Train loss: 0.0323	Test Acc: 0.4530	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 195		Train Acc: 0.4592	Train loss: 0.0314	Test Acc: 0.4531	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 196		Train Acc: 0.4598	Train loss: 0.0314	Test Acc: 0.4528	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 197		Train Acc: 0.4705	Train loss: 0.0311	Test Acc: 0.4530	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 198		Train Acc: 0.4393	Train loss: 0.0326	Test Acc: 0.4540	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 199		Train Acc: 0.4055	Train loss: 0.2113	Test Acc: 0.4532	Test loss: 0.0319
+Training finished on Thu Feb 26 03:54:41 2026 using 32 minutes and 27 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.1_seed43_cfgFedAvg_CIFAR100_config_exp1.txt

@@ -0,0 +1,339 @@
+seed: 43, num_experiments: 5, experiment_id: 1, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 20, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 2, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.24631533.0/flpoison_24631533_20/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.1_seed43_cfgFedAvg_CIFAR100_config_exp1.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Thu Feb 26 03:54:41 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0123	Train loss: 0.0754	Test Acc: 0.0113	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0211	Train loss: 0.0742	Test Acc: 0.0100	Test loss: 0.0725
+Epoch 2  		Train Acc: 0.0277	Train loss: 0.0725	Test Acc: 0.0114	Test loss: 0.0723
+Epoch 3  		Train Acc: 0.0322	Train loss: 0.0708	Test Acc: 0.0190	Test loss: 0.0714
+Epoch 4  		Train Acc: 0.0385	Train loss: 0.0700	Test Acc: 0.0465	Test loss: 0.0672
+Epoch 5  		Train Acc: 0.0475	Train loss: 0.0678	Test Acc: 0.0662	Test loss: 0.0646
+Epoch 6  		Train Acc: 0.0537	Train loss: 0.0670	Test Acc: 0.0531	Test loss: 0.0690
+Epoch 7  		Train Acc: 0.0676	Train loss: 0.0655	Test Acc: 0.0744	Test loss: 0.0658
+Epoch 8  		Train Acc: 0.0721	Train loss: 0.0643	Test Acc: 0.0796	Test loss: 0.0649
+Epoch 9  		Train Acc: 0.0598	Train loss: 0.3374	Test Acc: 0.0771	Test loss: 0.0641
+Epoch 10 		Train Acc: 0.0424	Train loss: 0.0731	Test Acc: 0.0285	Test loss: 0.1621
+Epoch 11 		Train Acc: 0.0600	Train loss: 0.0659	Test Acc: 0.0348	Test loss: 0.1601
+Epoch 12 		Train Acc: 0.0600	Train loss: 0.0647	Test Acc: 0.0579	Test loss: 0.0796
+Epoch 13 		Train Acc: 0.0723	Train loss: 0.0633	Test Acc: 0.0689	Test loss: 0.0674
+Epoch 14 		Train Acc: 0.0736	Train loss: 0.0627	Test Acc: 0.0949	Test loss: 0.0608
+Epoch 15 		Train Acc: 0.0805	Train loss: 0.0618	Test Acc: 0.1022	Test loss: 0.0603
+Epoch 16 		Train Acc: 0.0953	Train loss: 0.0610	Test Acc: 0.1158	Test loss: 0.0594
+Epoch 17 		Train Acc: 0.0904	Train loss: 0.0606	Test Acc: 0.1094	Test loss: 0.0596
+Epoch 18 		Train Acc: 0.0939	Train loss: 0.0606	Test Acc: 0.1172	Test loss: 0.0594
+Epoch 19 		Train Acc: 0.1008	Train loss: 0.3089	Test Acc: 0.1306	Test loss: 0.0578
+Epoch 20 		Train Acc: 0.0623	Train loss: 0.0672	Test Acc: 0.1028	Test loss: 0.0617
+Epoch 21 		Train Acc: 0.0932	Train loss: 0.0608	Test Acc: 0.1033	Test loss: 0.0623
+Epoch 22 		Train Acc: 0.0998	Train loss: 0.0603	Test Acc: 0.1202	Test loss: 0.0588
+Epoch 23 		Train Acc: 0.1088	Train loss: 0.0596	Test Acc: 0.1348	Test loss: 0.0575
+Epoch 24 		Train Acc: 0.1109	Train loss: 0.0584	Test Acc: 0.1327	Test loss: 0.0574
+Epoch 25 		Train Acc: 0.1219	Train loss: 0.0578	Test Acc: 0.1452	Test loss: 0.0566
+Epoch 26 		Train Acc: 0.1152	Train loss: 0.0579	Test Acc: 0.1523	Test loss: 0.0560
+Epoch 27 		Train Acc: 0.1260	Train loss: 0.0577	Test Acc: 0.1507	Test loss: 0.0557
+Epoch 28 		Train Acc: 0.1299	Train loss: 0.0568	Test Acc: 0.1576	Test loss: 0.0550
+Epoch 29 		Train Acc: 0.1248	Train loss: 0.3052	Test Acc: 0.1594	Test loss: 0.0552
+Epoch 30 		Train Acc: 0.0826	Train loss: 0.0644	Test Acc: 0.1572	Test loss: 0.0554
+Epoch 31 		Train Acc: 0.1260	Train loss: 0.0576	Test Acc: 0.1616	Test loss: 0.0553
+Epoch 32 		Train Acc: 0.1381	Train loss: 0.0567	Test Acc: 0.1631	Test loss: 0.0547
+Epoch 33 		Train Acc: 0.1387	Train loss: 0.0562	Test Acc: 0.1807	Test loss: 0.0537
+Epoch 34 		Train Acc: 0.1498	Train loss: 0.0561	Test Acc: 0.1751	Test loss: 0.0535
+Epoch 35 		Train Acc: 0.1557	Train loss: 0.0554	Test Acc: 0.1763	Test loss: 0.0532
+Epoch 36 		Train Acc: 0.1506	Train loss: 0.0548	Test Acc: 0.1828	Test loss: 0.0536
+Epoch 37 		Train Acc: 0.1520	Train loss: 0.0546	Test Acc: 0.1881	Test loss: 0.0527
+Epoch 38 		Train Acc: 0.1588	Train loss: 0.0542	Test Acc: 0.1960	Test loss: 0.0521
+Epoch 39 		Train Acc: 0.1447	Train loss: 0.3084	Test Acc: 0.1938	Test loss: 0.0519
+Epoch 40 		Train Acc: 0.1094	Train loss: 0.0619	Test Acc: 0.1735	Test loss: 0.0541
+Epoch 41 		Train Acc: 0.1535	Train loss: 0.0556	Test Acc: 0.1848	Test loss: 0.0535
+Epoch 42 		Train Acc: 0.1643	Train loss: 0.0542	Test Acc: 0.1905	Test loss: 0.0524
+Epoch 43 		Train Acc: 0.1717	Train loss: 0.0537	Test Acc: 0.2001	Test loss: 0.0515
+Epoch 44 		Train Acc: 0.1760	Train loss: 0.0531	Test Acc: 0.2041	Test loss: 0.0508
+Epoch 45 		Train Acc: 0.1785	Train loss: 0.0527	Test Acc: 0.2107	Test loss: 0.0507
+Epoch 46 		Train Acc: 0.1779	Train loss: 0.0525	Test Acc: 0.2198	Test loss: 0.0501
+Epoch 47 		Train Acc: 0.1830	Train loss: 0.0522	Test Acc: 0.2143	Test loss: 0.0504
+Epoch 48 		Train Acc: 0.1941	Train loss: 0.0515	Test Acc: 0.2295	Test loss: 0.0494
+Epoch 49 		Train Acc: 0.1672	Train loss: 0.2963	Test Acc: 0.2204	Test loss: 0.0497
+Epoch 50 		Train Acc: 0.1209	Train loss: 0.0599	Test Acc: 0.2039	Test loss: 0.0516
+Epoch 51 		Train Acc: 0.1801	Train loss: 0.0528	Test Acc: 0.1879	Test loss: 0.0533
+Epoch 52 		Train Acc: 0.1840	Train loss: 0.0522	Test Acc: 0.2099	Test loss: 0.0506
+Epoch 53 		Train Acc: 0.1949	Train loss: 0.0513	Test Acc: 0.2417	Test loss: 0.0485
+Epoch 54 		Train Acc: 0.2127	Train loss: 0.0501	Test Acc: 0.2425	Test loss: 0.0481
+Epoch 55 		Train Acc: 0.2109	Train loss: 0.0501	Test Acc: 0.2429	Test loss: 0.0478
+Epoch 56 		Train Acc: 0.2201	Train loss: 0.0494	Test Acc: 0.2595	Test loss: 0.0471
+Epoch 57 		Train Acc: 0.2293	Train loss: 0.0490	Test Acc: 0.2564	Test loss: 0.0472
+Epoch 58 		Train Acc: 0.2240	Train loss: 0.0492	Test Acc: 0.2435	Test loss: 0.0477
+Epoch 59 		Train Acc: 0.1961	Train loss: 0.2783	Test Acc: 0.2537	Test loss: 0.0472
+Epoch 60 		Train Acc: 0.1447	Train loss: 0.0579	Test Acc: 0.2226	Test loss: 0.0511
+Epoch 61 		Train Acc: 0.2004	Train loss: 0.0512	Test Acc: 0.1930	Test loss: 0.0558
+Epoch 62 		Train Acc: 0.2119	Train loss: 0.0496	Test Acc: 0.2285	Test loss: 0.0493
+Epoch 63 		Train Acc: 0.2193	Train loss: 0.0487	Test Acc: 0.2597	Test loss: 0.0464
+Epoch 64 		Train Acc: 0.2332	Train loss: 0.0480	Test Acc: 0.2672	Test loss: 0.0461
+Epoch 65 		Train Acc: 0.2266	Train loss: 0.0483	Test Acc: 0.2590	Test loss: 0.0468
+Epoch 66 		Train Acc: 0.2336	Train loss: 0.0477	Test Acc: 0.2736	Test loss: 0.0456
+Epoch 67 		Train Acc: 0.2430	Train loss: 0.0477	Test Acc: 0.2789	Test loss: 0.0448
+Epoch 68 		Train Acc: 0.2518	Train loss: 0.0468	Test Acc: 0.2870	Test loss: 0.0444
+Epoch 69 		Train Acc: 0.2309	Train loss: 0.2781	Test Acc: 0.2807	Test loss: 0.0451
+Epoch 70 		Train Acc: 0.1680	Train loss: 0.0548	Test Acc: 0.2548	Test loss: 0.0475
+FLDetector Defense: Benign idx: [0 1]
+Epoch 71 		Train Acc: 0.2219	Train loss: 0.0480	Test Acc: 0.2746	Test loss: 0.0454
+FLDetector Defense: Benign idx: [0 1]
+Epoch 72 		Train Acc: 0.2412	Train loss: 0.0476	Test Acc: 0.2947	Test loss: 0.0441
+FLDetector Defense: Benign idx: [0 1]
+Epoch 73 		Train Acc: 0.2451	Train loss: 0.0464	Test Acc: 0.2991	Test loss: 0.0432
+FLDetector Defense: Benign idx: [0 1]
+Epoch 74 		Train Acc: 0.2562	Train loss: 0.0459	Test Acc: 0.3117	Test loss: 0.0427
+FLDetector Defense: Benign idx: [0 1]
+Epoch 75 		Train Acc: 0.2621	Train loss: 0.0453	Test Acc: 0.3050	Test loss: 0.0430
+FLDetector Defense: Benign idx: [0 1]
+Epoch 76 		Train Acc: 0.2588	Train loss: 0.0456	Test Acc: 0.3116	Test loss: 0.0426
+FLDetector Defense: Benign idx: [0 1]
+Epoch 77 		Train Acc: 0.2707	Train loss: 0.0454	Test Acc: 0.3204	Test loss: 0.0419
+FLDetector Defense: Benign idx: [0 1]
+Epoch 78 		Train Acc: 0.2852	Train loss: 0.0442	Test Acc: 0.3236	Test loss: 0.0416
+FLDetector Defense: Benign idx: [0 1]
+Epoch 79 		Train Acc: 0.2395	Train loss: 0.2910	Test Acc: 0.2979	Test loss: 0.0436
+FLDetector Defense: Benign idx: [0 1]
+Epoch 80 		Train Acc: 0.1896	Train loss: 0.0534	Test Acc: 0.2658	Test loss: 0.0473
+FLDetector Defense: Benign idx: [0 1]
+Epoch 81 		Train Acc: 0.2480	Train loss: 0.0469	Test Acc: 0.2696	Test loss: 0.0468
+FLDetector Defense: Benign idx: [0 1]
+Epoch 82 		Train Acc: 0.2758	Train loss: 0.0449	Test Acc: 0.2844	Test loss: 0.0440
+FLDetector Defense: Benign idx: [0 1]
+Epoch 83 		Train Acc: 0.2797	Train loss: 0.0442	Test Acc: 0.3168	Test loss: 0.0420
+FLDetector Defense: Benign idx: [0 1]
+Epoch 84 		Train Acc: 0.2775	Train loss: 0.0438	Test Acc: 0.3206	Test loss: 0.0416
+FLDetector Defense: Benign idx: [0 1]
+Epoch 85 		Train Acc: 0.2891	Train loss: 0.0437	Test Acc: 0.3244	Test loss: 0.0416
+FLDetector Defense: Benign idx: [0 1]
+Epoch 86 		Train Acc: 0.2898	Train loss: 0.0435	Test Acc: 0.3236	Test loss: 0.0419
+FLDetector Defense: Benign idx: [ 0  1  5  7  9 11 12 14 17 18 19]
+Epoch 87 		Train Acc: 0.2957	Train loss: 0.0433	Test Acc: 0.3096	Test loss: 0.0431
+FLDetector Defense: Benign idx: [0 1]
+Epoch 88 		Train Acc: 0.3076	Train loss: 0.0426	Test Acc: 0.3350	Test loss: 0.0406
+FLDetector Defense: Benign idx: [0 1]
+Epoch 89 		Train Acc: 0.2812	Train loss: 0.2537	Test Acc: 0.3330	Test loss: 0.0402
+FLDetector Defense: Benign idx: [0 1]
+Epoch 90 		Train Acc: 0.2219	Train loss: 0.0507	Test Acc: 0.3027	Test loss: 0.0431
+FLDetector Defense: Benign idx: [0 1]
+Epoch 91 		Train Acc: 0.2834	Train loss: 0.0438	Test Acc: 0.2989	Test loss: 0.0446
+FLDetector Defense: Benign idx: [0 1]
+Epoch 92 		Train Acc: 0.3023	Train loss: 0.0429	Test Acc: 0.3177	Test loss: 0.0415
+FLDetector Defense: Benign idx: [0 1]
+Epoch 93 		Train Acc: 0.3133	Train loss: 0.0420	Test Acc: 0.3493	Test loss: 0.0396
+FLDetector Defense: Benign idx: [0 1]
+Epoch 94 		Train Acc: 0.3047	Train loss: 0.0413	Test Acc: 0.3577	Test loss: 0.0389
+FLDetector Defense: Benign idx: [0 1]
+Epoch 95 		Train Acc: 0.3154	Train loss: 0.0413	Test Acc: 0.3629	Test loss: 0.0386
+FLDetector Defense: Benign idx: [0 1]
+Epoch 96 		Train Acc: 0.3256	Train loss: 0.0409	Test Acc: 0.3663	Test loss: 0.0384
+FLDetector Defense: Benign idx: [0 1]
+Epoch 97 		Train Acc: 0.3223	Train loss: 0.0406	Test Acc: 0.3668	Test loss: 0.0377
+FLDetector Defense: Benign idx: [0 1]
+Epoch 98 		Train Acc: 0.3289	Train loss: 0.0407	Test Acc: 0.3703	Test loss: 0.0379
+FLDetector Defense: Benign idx: [0 1]
+Epoch 99 		Train Acc: 0.3004	Train loss: 0.2584	Test Acc: 0.3472	Test loss: 0.0394
+FLDetector Defense: Benign idx: [0 1]
+Epoch 100		Train Acc: 0.3703	Train loss: 0.0373	Test Acc: 0.3669	Test loss: 0.0378
+FLDetector Defense: Benign idx: [ 0  1  4  6  8 10 13 18]
+Epoch 101		Train Acc: 0.3920	Train loss: 0.0362	Test Acc: 0.3807	Test loss: 0.0363
+FLDetector Defense: Benign idx: [0 1 4]
+Epoch 102		Train Acc: 0.3984	Train loss: 0.0358	Test Acc: 0.3916	Test loss: 0.0358
+FLDetector Defense: Benign idx: [ 0  1  4 10 12 18]
+Epoch 103		Train Acc: 0.3885	Train loss: 0.0361	Test Acc: 0.3966	Test loss: 0.0356
+FLDetector Defense: Benign idx: [ 0  1  4  8 10 11 12 18 19]
+Epoch 104		Train Acc: 0.3965	Train loss: 0.0362	Test Acc: 0.4019	Test loss: 0.0353
+FLDetector Defense: Benign idx: [0 1]
+Epoch 105		Train Acc: 0.3986	Train loss: 0.0356	Test Acc: 0.4069	Test loss: 0.0350
+FLDetector Defense: Benign idx: [0 1]
+Epoch 106		Train Acc: 0.4018	Train loss: 0.0359	Test Acc: 0.4087	Test loss: 0.0349
+FLDetector Defense: Benign idx: [0 1]
+Epoch 107		Train Acc: 0.4012	Train loss: 0.0356	Test Acc: 0.4081	Test loss: 0.0348
+FLDetector Defense: Benign idx: [0 1]
+Epoch 108		Train Acc: 0.4133	Train loss: 0.0348	Test Acc: 0.4114	Test loss: 0.0347
+FLDetector Defense: Benign idx: [0 1]
+Epoch 109		Train Acc: 0.3699	Train loss: 0.2029	Test Acc: 0.4141	Test loss: 0.0346
+FLDetector Defense: Benign idx: [ 0  1  3  4  8 12 16]
+Epoch 110		Train Acc: 0.3996	Train loss: 0.0351	Test Acc: 0.4120	Test loss: 0.0346
+FLDetector Defense: Benign idx: [ 0  1  3  4  8 12 16]
+Epoch 111		Train Acc: 0.4229	Train loss: 0.0344	Test Acc: 0.4112	Test loss: 0.0347
+FLDetector Defense: Benign idx: [ 0  1  3  4  8 12 16]
+Epoch 112		Train Acc: 0.4236	Train loss: 0.0344	Test Acc: 0.4119	Test loss: 0.0346
+FLDetector Defense: Benign idx: [ 0  1  3  4  8 12 15 16]
+Epoch 113		Train Acc: 0.4223	Train loss: 0.0348	Test Acc: 0.4156	Test loss: 0.0345
+FLDetector Defense: Benign idx: [0 1]
+Epoch 114		Train Acc: 0.4229	Train loss: 0.0341	Test Acc: 0.4172	Test loss: 0.0343
+FLDetector Defense: Benign idx: [0 1]
+Epoch 115		Train Acc: 0.4188	Train loss: 0.0345	Test Acc: 0.4190	Test loss: 0.0342
+FLDetector Defense: Benign idx: [0 1]
+Epoch 116		Train Acc: 0.4107	Train loss: 0.0346	Test Acc: 0.4211	Test loss: 0.0341
+FLDetector Defense: Benign idx: [0 1]
+Epoch 117		Train Acc: 0.4156	Train loss: 0.0346	Test Acc: 0.4228	Test loss: 0.0340
+FLDetector Defense: Benign idx: [0 1]
+Epoch 118		Train Acc: 0.4080	Train loss: 0.0348	Test Acc: 0.4238	Test loss: 0.0339
+FLDetector Defense: Benign idx: [0 1]
+Epoch 119		Train Acc: 0.3783	Train loss: 0.2013	Test Acc: 0.4242	Test loss: 0.0339
+FLDetector Defense: Benign idx: [0 1]
+Epoch 120		Train Acc: 0.4219	Train loss: 0.0341	Test Acc: 0.4224	Test loss: 0.0340
+FLDetector Defense: Benign idx: [0 1]
+Epoch 121		Train Acc: 0.4215	Train loss: 0.0340	Test Acc: 0.4224	Test loss: 0.0339
+FLDetector Defense: Benign idx: [0 1]
+Epoch 122		Train Acc: 0.4164	Train loss: 0.0348	Test Acc: 0.4238	Test loss: 0.0339
+FLDetector Defense: Benign idx: [0 1]
+Epoch 123		Train Acc: 0.4277	Train loss: 0.0339	Test Acc: 0.4270	Test loss: 0.0337
+FLDetector Defense: Benign idx: [0 1]
+Epoch 124		Train Acc: 0.4217	Train loss: 0.0339	Test Acc: 0.4279	Test loss: 0.0336
+FLDetector Defense: Benign idx: [0 1]
+Epoch 125		Train Acc: 0.4383	Train loss: 0.0331	Test Acc: 0.4270	Test loss: 0.0336
+FLDetector Defense: Benign idx: [0 1]
+Epoch 126		Train Acc: 0.4268	Train loss: 0.0339	Test Acc: 0.4270	Test loss: 0.0335
+FLDetector Defense: Benign idx: [0 1]
+Epoch 127		Train Acc: 0.4258	Train loss: 0.0339	Test Acc: 0.4300	Test loss: 0.0335
+FLDetector Defense: Benign idx: [0 1]
+Epoch 128		Train Acc: 0.4354	Train loss: 0.0335	Test Acc: 0.4326	Test loss: 0.0334
+FLDetector Defense: Benign idx: [0 1]
+Epoch 129		Train Acc: 0.4043	Train loss: 0.1937	Test Acc: 0.4317	Test loss: 0.0334
+FLDetector Defense: Benign idx: [0 1]
+Epoch 130		Train Acc: 0.4346	Train loss: 0.0334	Test Acc: 0.4304	Test loss: 0.0335
+FLDetector Defense: Benign idx: [0 1]
+Epoch 131		Train Acc: 0.4406	Train loss: 0.0330	Test Acc: 0.4295	Test loss: 0.0335
+FLDetector Defense: Benign idx: [0 1]
+Epoch 132		Train Acc: 0.4330	Train loss: 0.0330	Test Acc: 0.4310	Test loss: 0.0333
+FLDetector Defense: Benign idx: [0 1]
+Epoch 133		Train Acc: 0.4205	Train loss: 0.0341	Test Acc: 0.4349	Test loss: 0.0331
+FLDetector Defense: Benign idx: [0 1]
+Epoch 134		Train Acc: 0.4328	Train loss: 0.0333	Test Acc: 0.4345	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1]
+Epoch 135		Train Acc: 0.4279	Train loss: 0.0333	Test Acc: 0.4380	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1]
+Epoch 136		Train Acc: 0.4314	Train loss: 0.0334	Test Acc: 0.4372	Test loss: 0.0329
+FLDetector Defense: Benign idx: [0 1]
+Epoch 137		Train Acc: 0.4408	Train loss: 0.0327	Test Acc: 0.4386	Test loss: 0.0329
+FLDetector Defense: Benign idx: [0 1]
+Epoch 138		Train Acc: 0.4193	Train loss: 0.0336	Test Acc: 0.4391	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1]
+Epoch 139		Train Acc: 0.3998	Train loss: 0.2065	Test Acc: 0.4366	Test loss: 0.0329
+FLDetector Defense: Benign idx: [0 1]
+Epoch 140		Train Acc: 0.4334	Train loss: 0.0332	Test Acc: 0.4367	Test loss: 0.0329
+FLDetector Defense: Benign idx: [0 1]
+Epoch 141		Train Acc: 0.4436	Train loss: 0.0322	Test Acc: 0.4380	Test loss: 0.0329
+FLDetector Defense: Benign idx: [0 1]
+Epoch 142		Train Acc: 0.4529	Train loss: 0.0325	Test Acc: 0.4386	Test loss: 0.0327
+FLDetector Defense: Benign idx: [0 1]
+Epoch 143		Train Acc: 0.4383	Train loss: 0.0326	Test Acc: 0.4425	Test loss: 0.0327
+FLDetector Defense: Benign idx: [0 1]
+Epoch 144		Train Acc: 0.4332	Train loss: 0.0331	Test Acc: 0.4429	Test loss: 0.0326
+FLDetector Defense: Benign idx: [0 1]
+Epoch 145		Train Acc: 0.4500	Train loss: 0.0320	Test Acc: 0.4426	Test loss: 0.0325
+FLDetector Defense: Benign idx: [0 1]
+Epoch 146		Train Acc: 0.4373	Train loss: 0.0325	Test Acc: 0.4456	Test loss: 0.0324
+FLDetector Defense: Benign idx: [0 1]
+Epoch 147		Train Acc: 0.4357	Train loss: 0.0330	Test Acc: 0.4481	Test loss: 0.0324
+FLDetector Defense: Benign idx: [0 1]
+Epoch 148		Train Acc: 0.4350	Train loss: 0.0329	Test Acc: 0.4472	Test loss: 0.0323
+FLDetector Defense: Benign idx: [0 1]
+Epoch 149		Train Acc: 0.4166	Train loss: 0.1934	Test Acc: 0.4442	Test loss: 0.0324
+FLDetector Defense: Benign idx: [0 1]
+Epoch 150		Train Acc: 0.4387	Train loss: 0.0325	Test Acc: 0.4365	Test loss: 0.0327
+FLDetector Defense: Benign idx: [0 1]
+Epoch 151		Train Acc: 0.4500	Train loss: 0.0321	Test Acc: 0.4400	Test loss: 0.0326
+FLDetector Defense: Benign idx: [0 1]
+Epoch 152		Train Acc: 0.4496	Train loss: 0.0319	Test Acc: 0.4461	Test loss: 0.0323
+FLDetector Defense: Benign idx: [0 1]
+Epoch 153		Train Acc: 0.4371	Train loss: 0.0323	Test Acc: 0.4472	Test loss: 0.0322
+FLDetector Defense: Benign idx: [0 1]
+Epoch 154		Train Acc: 0.4447	Train loss: 0.0324	Test Acc: 0.4437	Test loss: 0.0324
+FLDetector Defense: Benign idx: [0 1]
+Epoch 155		Train Acc: 0.4525	Train loss: 0.0323	Test Acc: 0.4441	Test loss: 0.0323
+FLDetector Defense: Benign idx: [0 1]
+Epoch 156		Train Acc: 0.4496	Train loss: 0.0319	Test Acc: 0.4479	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 157		Train Acc: 0.4496	Train loss: 0.0320	Test Acc: 0.4483	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 158		Train Acc: 0.4465	Train loss: 0.0323	Test Acc: 0.4497	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 159		Train Acc: 0.4115	Train loss: 0.1962	Test Acc: 0.4484	Test loss: 0.0320
+FLDetector Defense: Benign idx: [0 1]
+Epoch 160		Train Acc: 0.4572	Train loss: 0.0313	Test Acc: 0.4497	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 161		Train Acc: 0.4598	Train loss: 0.0314	Test Acc: 0.4529	Test loss: 0.0317
+FLDetector Defense: Benign idx: [0 1]
+Epoch 162		Train Acc: 0.4645	Train loss: 0.0311	Test Acc: 0.4532	Test loss: 0.0317
+FLDetector Defense: Benign idx: [0 1]
+Epoch 163		Train Acc: 0.4596	Train loss: 0.0313	Test Acc: 0.4549	Test loss: 0.0317
+FLDetector Defense: Benign idx: [0 1]
+Epoch 164		Train Acc: 0.4510	Train loss: 0.0322	Test Acc: 0.4563	Test loss: 0.0316
+FLDetector Defense: Benign idx: [0 1]
+Epoch 165		Train Acc: 0.4668	Train loss: 0.0305	Test Acc: 0.4567	Test loss: 0.0316
+FLDetector Defense: Benign idx: [0 1]
+Epoch 166		Train Acc: 0.4600	Train loss: 0.0311	Test Acc: 0.4567	Test loss: 0.0316
+FLDetector Defense: Benign idx: [0 1]
+Epoch 167		Train Acc: 0.4545	Train loss: 0.0317	Test Acc: 0.4570	Test loss: 0.0316
+FLDetector Defense: Benign idx: [0 1]
+Epoch 168		Train Acc: 0.4660	Train loss: 0.0312	Test Acc: 0.4559	Test loss: 0.0315
+FLDetector Defense: Benign idx: [0 1]
+Epoch 169		Train Acc: 0.4061	Train loss: 0.2035	Test Acc: 0.4561	Test loss: 0.0316
+FLDetector Defense: Benign idx: [0 1]
+Epoch 170		Train Acc: 0.4736	Train loss: 0.0304	Test Acc: 0.4559	Test loss: 0.0315
+FLDetector Defense: Benign idx: [0 1]
+Epoch 171		Train Acc: 0.4707	Train loss: 0.0308	Test Acc: 0.4552	Test loss: 0.0315
+FLDetector Defense: Benign idx: [0 1]
+Epoch 172		Train Acc: 0.4627	Train loss: 0.0314	Test Acc: 0.4560	Test loss: 0.0315
+FLDetector Defense: Benign idx: [0 1]
+Epoch 173		Train Acc: 0.4590	Train loss: 0.0316	Test Acc: 0.4550	Test loss: 0.0315
+FLDetector Defense: Benign idx: [0 1]
+Epoch 174		Train Acc: 0.4514	Train loss: 0.0315	Test Acc: 0.4555	Test loss: 0.0315
+FLDetector Defense: Benign idx: [0 1]
+Epoch 175		Train Acc: 0.4576	Train loss: 0.0315	Test Acc: 0.4555	Test loss: 0.0315
+FLDetector Defense: Benign idx: [0 1]
+Epoch 176		Train Acc: 0.4617	Train loss: 0.0313	Test Acc: 0.4561	Test loss: 0.0315
+FLDetector Defense: Benign idx: [0 1]
+Epoch 177		Train Acc: 0.4709	Train loss: 0.0309	Test Acc: 0.4570	Test loss: 0.0315
+FLDetector Defense: Benign idx: [0 1]
+Epoch 178		Train Acc: 0.4578	Train loss: 0.0313	Test Acc: 0.4552	Test loss: 0.0315
+FLDetector Defense: Benign idx: [0 1]
+Epoch 179		Train Acc: 0.3957	Train loss: 0.2081	Test Acc: 0.4565	Test loss: 0.0315
+FLDetector Defense: Benign idx: [0 1]
+Epoch 180		Train Acc: 0.4635	Train loss: 0.0312	Test Acc: 0.4561	Test loss: 0.0315
+FLDetector Defense: Benign idx: [0 1]
+Epoch 181		Train Acc: 0.4629	Train loss: 0.0311	Test Acc: 0.4567	Test loss: 0.0315
+FLDetector Defense: Benign idx: [0 1]
+Epoch 182		Train Acc: 0.4617	Train loss: 0.0312	Test Acc: 0.4576	Test loss: 0.0315
+FLDetector Defense: Benign idx: [0 1]
+Epoch 183		Train Acc: 0.4656	Train loss: 0.0313	Test Acc: 0.4558	Test loss: 0.0314
+FLDetector Defense: Benign idx: [0 1]
+Epoch 184		Train Acc: 0.4684	Train loss: 0.0306	Test Acc: 0.4560	Test loss: 0.0314
+FLDetector Defense: Benign idx: [0 1]
+Epoch 185		Train Acc: 0.4604	Train loss: 0.0313	Test Acc: 0.4561	Test loss: 0.0314
+FLDetector Defense: Benign idx: [0 1]
+Epoch 186		Train Acc: 0.4490	Train loss: 0.0319	Test Acc: 0.4563	Test loss: 0.0314
+FLDetector Defense: Benign idx: [0 1]
+Epoch 187		Train Acc: 0.4674	Train loss: 0.0309	Test Acc: 0.4560	Test loss: 0.0314
+FLDetector Defense: Benign idx: [0 1]
+Epoch 188		Train Acc: 0.4682	Train loss: 0.0310	Test Acc: 0.4563	Test loss: 0.0314
+FLDetector Defense: Benign idx: [0 1]
+Epoch 189		Train Acc: 0.4191	Train loss: 0.2085	Test Acc: 0.4563	Test loss: 0.0314
+FLDetector Defense: Benign idx: [0 1]
+Epoch 190		Train Acc: 0.4740	Train loss: 0.0309	Test Acc: 0.4564	Test loss: 0.0314
+FLDetector Defense: Benign idx: [0 1]
+Epoch 191		Train Acc: 0.4621	Train loss: 0.0307	Test Acc: 0.4564	Test loss: 0.0314
+FLDetector Defense: Benign idx: [0 1]
+Epoch 192		Train Acc: 0.4566	Train loss: 0.0313	Test Acc: 0.4569	Test loss: 0.0314
+FLDetector Defense: Benign idx: [0 1]
+Epoch 193		Train Acc: 0.4623	Train loss: 0.0312	Test Acc: 0.4575	Test loss: 0.0314
+FLDetector Defense: Benign idx: [0 1]
+Epoch 194		Train Acc: 0.4641	Train loss: 0.0309	Test Acc: 0.4572	Test loss: 0.0314
+FLDetector Defense: Benign idx: [0 1]
+Epoch 195		Train Acc: 0.4654	Train loss: 0.0313	Test Acc: 0.4563	Test loss: 0.0314
+FLDetector Defense: Benign idx: [0 1]
+Epoch 196		Train Acc: 0.4629	Train loss: 0.0313	Test Acc: 0.4565	Test loss: 0.0314
+FLDetector Defense: Benign idx: [0 1]
+Epoch 197		Train Acc: 0.4645	Train loss: 0.0309	Test Acc: 0.4556	Test loss: 0.0314
+FLDetector Defense: Benign idx: [0 1]
+Epoch 198		Train Acc: 0.4635	Train loss: 0.0310	Test Acc: 0.4558	Test loss: 0.0314
+FLDetector Defense: Benign idx: [0 1]
+Epoch 199		Train Acc: 0.4201	Train loss: 0.1864	Test Acc: 0.4565	Test loss: 0.0314
+Training finished on Thu Feb 26 04:24:24 2026 using 29 minutes and 42 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.1_seed44_cfgFedAvg_CIFAR100_config_exp2.txt

@@ -0,0 +1,339 @@
+seed: 44, num_experiments: 5, experiment_id: 2, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 20, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 2, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.24631533.0/flpoison_24631533_20/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.1_seed44_cfgFedAvg_CIFAR100_config_exp2.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Thu Feb 26 04:24:24 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0119	Train loss: 0.0756	Test Acc: 0.0100	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0232	Train loss: 0.0745	Test Acc: 0.0110	Test loss: 0.0724
+Epoch 2  		Train Acc: 0.0268	Train loss: 0.0727	Test Acc: 0.0181	Test loss: 0.0723
+Epoch 3  		Train Acc: 0.0342	Train loss: 0.0709	Test Acc: 0.0222	Test loss: 0.0702
+Epoch 4  		Train Acc: 0.0488	Train loss: 0.0691	Test Acc: 0.0555	Test loss: 0.0663
+Epoch 5  		Train Acc: 0.0498	Train loss: 0.0674	Test Acc: 0.0490	Test loss: 0.0668
+Epoch 6  		Train Acc: 0.0570	Train loss: 0.0665	Test Acc: 0.0521	Test loss: 0.0679
+Epoch 7  		Train Acc: 0.0572	Train loss: 0.0655	Test Acc: 0.0713	Test loss: 0.0651
+Epoch 8  		Train Acc: 0.0658	Train loss: 0.0644	Test Acc: 0.0611	Test loss: 0.0656
+Epoch 9  		Train Acc: 0.0625	Train loss: 0.3365	Test Acc: 0.0862	Test loss: 0.0637
+Epoch 10 		Train Acc: 0.0436	Train loss: 0.0727	Test Acc: 0.0496	Test loss: 0.1290
+Epoch 11 		Train Acc: 0.0555	Train loss: 0.0662	Test Acc: 0.0425	Test loss: 0.1214
+Epoch 12 		Train Acc: 0.0727	Train loss: 0.0641	Test Acc: 0.0558	Test loss: 0.0718
+Epoch 13 		Train Acc: 0.0777	Train loss: 0.0629	Test Acc: 0.0802	Test loss: 0.0646
+Epoch 14 		Train Acc: 0.0867	Train loss: 0.0618	Test Acc: 0.1118	Test loss: 0.0597
+Epoch 15 		Train Acc: 0.0877	Train loss: 0.0610	Test Acc: 0.1106	Test loss: 0.0592
+Epoch 16 		Train Acc: 0.0939	Train loss: 0.0605	Test Acc: 0.1114	Test loss: 0.0593
+Epoch 17 		Train Acc: 0.0898	Train loss: 0.0604	Test Acc: 0.1157	Test loss: 0.0587
+Epoch 18 		Train Acc: 0.0971	Train loss: 0.0602	Test Acc: 0.1268	Test loss: 0.0578
+Epoch 19 		Train Acc: 0.0859	Train loss: 0.3130	Test Acc: 0.1297	Test loss: 0.0577
+Epoch 20 		Train Acc: 0.0604	Train loss: 0.0673	Test Acc: 0.1000	Test loss: 0.0606
+Epoch 21 		Train Acc: 0.0936	Train loss: 0.0614	Test Acc: 0.1092	Test loss: 0.0633
+Epoch 22 		Train Acc: 0.1074	Train loss: 0.0598	Test Acc: 0.1195	Test loss: 0.0591
+Epoch 23 		Train Acc: 0.1092	Train loss: 0.0592	Test Acc: 0.1313	Test loss: 0.0573
+Epoch 24 		Train Acc: 0.1148	Train loss: 0.0587	Test Acc: 0.1411	Test loss: 0.0566
+Epoch 25 		Train Acc: 0.1176	Train loss: 0.0582	Test Acc: 0.1421	Test loss: 0.0567
+Epoch 26 		Train Acc: 0.1275	Train loss: 0.0575	Test Acc: 0.1619	Test loss: 0.0554
+Epoch 27 		Train Acc: 0.1316	Train loss: 0.0571	Test Acc: 0.1666	Test loss: 0.0550
+Epoch 28 		Train Acc: 0.1445	Train loss: 0.0564	Test Acc: 0.1627	Test loss: 0.0547
+Epoch 29 		Train Acc: 0.1203	Train loss: 0.3233	Test Acc: 0.1623	Test loss: 0.0552
+Epoch 30 		Train Acc: 0.0824	Train loss: 0.0647	Test Acc: 0.1536	Test loss: 0.0560
+Epoch 31 		Train Acc: 0.1266	Train loss: 0.0581	Test Acc: 0.1518	Test loss: 0.0559
+Epoch 32 		Train Acc: 0.1443	Train loss: 0.0564	Test Acc: 0.1651	Test loss: 0.0548
+Epoch 33 		Train Acc: 0.1457	Train loss: 0.0562	Test Acc: 0.1819	Test loss: 0.0540
+Epoch 34 		Train Acc: 0.1475	Train loss: 0.0555	Test Acc: 0.1830	Test loss: 0.0534
+Epoch 35 		Train Acc: 0.1480	Train loss: 0.0554	Test Acc: 0.1873	Test loss: 0.0530
+Epoch 36 		Train Acc: 0.1471	Train loss: 0.0550	Test Acc: 0.1891	Test loss: 0.0526
+Epoch 37 		Train Acc: 0.1580	Train loss: 0.0547	Test Acc: 0.1924	Test loss: 0.0521
+Epoch 38 		Train Acc: 0.1646	Train loss: 0.0539	Test Acc: 0.1984	Test loss: 0.0516
+Epoch 39 		Train Acc: 0.1688	Train loss: 0.2984	Test Acc: 0.1847	Test loss: 0.0524
+Epoch 40 		Train Acc: 0.1086	Train loss: 0.0622	Test Acc: 0.1777	Test loss: 0.0536
+Epoch 41 		Train Acc: 0.1398	Train loss: 0.0555	Test Acc: 0.1909	Test loss: 0.0528
+Epoch 42 		Train Acc: 0.1609	Train loss: 0.0541	Test Acc: 0.1955	Test loss: 0.0517
+Epoch 43 		Train Acc: 0.1709	Train loss: 0.0535	Test Acc: 0.2001	Test loss: 0.0514
+Epoch 44 		Train Acc: 0.1732	Train loss: 0.0527	Test Acc: 0.2114	Test loss: 0.0504
+Epoch 45 		Train Acc: 0.1857	Train loss: 0.0525	Test Acc: 0.2164	Test loss: 0.0500
+Epoch 46 		Train Acc: 0.1799	Train loss: 0.0523	Test Acc: 0.2287	Test loss: 0.0498
+Epoch 47 		Train Acc: 0.1939	Train loss: 0.0518	Test Acc: 0.2256	Test loss: 0.0492
+Epoch 48 		Train Acc: 0.1965	Train loss: 0.0516	Test Acc: 0.2317	Test loss: 0.0489
+Epoch 49 		Train Acc: 0.1668	Train loss: 0.2881	Test Acc: 0.2269	Test loss: 0.0491
+Epoch 50 		Train Acc: 0.1316	Train loss: 0.0594	Test Acc: 0.2090	Test loss: 0.0508
+Epoch 51 		Train Acc: 0.1691	Train loss: 0.0533	Test Acc: 0.2130	Test loss: 0.0507
+Epoch 52 		Train Acc: 0.1959	Train loss: 0.0517	Test Acc: 0.2098	Test loss: 0.0500
+Epoch 53 		Train Acc: 0.1938	Train loss: 0.0513	Test Acc: 0.2379	Test loss: 0.0488
+Epoch 54 		Train Acc: 0.2010	Train loss: 0.0507	Test Acc: 0.2425	Test loss: 0.0481
+Epoch 55 		Train Acc: 0.2033	Train loss: 0.0504	Test Acc: 0.2521	Test loss: 0.0476
+Epoch 56 		Train Acc: 0.2195	Train loss: 0.0496	Test Acc: 0.2472	Test loss: 0.0475
+Epoch 57 		Train Acc: 0.2133	Train loss: 0.0497	Test Acc: 0.2457	Test loss: 0.0475
+Epoch 58 		Train Acc: 0.2146	Train loss: 0.0495	Test Acc: 0.2499	Test loss: 0.0474
+Epoch 59 		Train Acc: 0.2152	Train loss: 0.2631	Test Acc: 0.2465	Test loss: 0.0477
+Epoch 60 		Train Acc: 0.1377	Train loss: 0.0591	Test Acc: 0.2274	Test loss: 0.0497
+Epoch 61 		Train Acc: 0.1990	Train loss: 0.0513	Test Acc: 0.1995	Test loss: 0.0554
+Epoch 62 		Train Acc: 0.2035	Train loss: 0.0504	Test Acc: 0.2235	Test loss: 0.0499
+Epoch 63 		Train Acc: 0.2227	Train loss: 0.0490	Test Acc: 0.2469	Test loss: 0.0476
+Epoch 64 		Train Acc: 0.2215	Train loss: 0.0492	Test Acc: 0.2555	Test loss: 0.0470
+Epoch 65 		Train Acc: 0.2277	Train loss: 0.0485	Test Acc: 0.2666	Test loss: 0.0460
+Epoch 66 		Train Acc: 0.2379	Train loss: 0.0477	Test Acc: 0.2616	Test loss: 0.0459
+Epoch 67 		Train Acc: 0.2348	Train loss: 0.0480	Test Acc: 0.2779	Test loss: 0.0452
+Epoch 68 		Train Acc: 0.2506	Train loss: 0.0472	Test Acc: 0.2788	Test loss: 0.0453
+Epoch 69 		Train Acc: 0.2273	Train loss: 0.2685	Test Acc: 0.2690	Test loss: 0.0458
+Epoch 70 		Train Acc: 0.1553	Train loss: 0.0557	Test Acc: 0.2575	Test loss: 0.0469
+FLDetector Defense: Benign idx: [ 0  1 19]
+Epoch 71 		Train Acc: 0.2256	Train loss: 0.0488	Test Acc: 0.2622	Test loss: 0.0466
+FLDetector Defense: Benign idx: [ 0  1 19]
+Epoch 72 		Train Acc: 0.2400	Train loss: 0.0475	Test Acc: 0.2452	Test loss: 0.0477
+FLDetector Defense: Benign idx: [0 1]
+Epoch 73 		Train Acc: 0.2311	Train loss: 0.0479	Test Acc: 0.2790	Test loss: 0.0450
+FLDetector Defense: Benign idx: [0 1]
+Epoch 74 		Train Acc: 0.2564	Train loss: 0.0461	Test Acc: 0.2919	Test loss: 0.0440
+FLDetector Defense: Benign idx: [0 1]
+Epoch 75 		Train Acc: 0.2652	Train loss: 0.0462	Test Acc: 0.2885	Test loss: 0.0445
+FLDetector Defense: Benign idx: [0 1]
+Epoch 76 		Train Acc: 0.2564	Train loss: 0.0460	Test Acc: 0.2864	Test loss: 0.0444
+FLDetector Defense: Benign idx: [0 1]
+Epoch 77 		Train Acc: 0.2711	Train loss: 0.0454	Test Acc: 0.3081	Test loss: 0.0425
+FLDetector Defense: Benign idx: [0 1]
+Epoch 78 		Train Acc: 0.2658	Train loss: 0.0454	Test Acc: 0.3127	Test loss: 0.0420
+FLDetector Defense: Benign idx: [0 1]
+Epoch 79 		Train Acc: 0.2477	Train loss: 0.2583	Test Acc: 0.3181	Test loss: 0.0420
+FLDetector Defense: Benign idx: [0 1]
+Epoch 80 		Train Acc: 0.2000	Train loss: 0.0529	Test Acc: 0.2886	Test loss: 0.0453
+FLDetector Defense: Benign idx: [0 1]
+Epoch 81 		Train Acc: 0.2430	Train loss: 0.0470	Test Acc: 0.2605	Test loss: 0.0475
+FLDetector Defense: Benign idx: [0 1]
+Epoch 82 		Train Acc: 0.2652	Train loss: 0.0459	Test Acc: 0.2912	Test loss: 0.0441
+FLDetector Defense: Benign idx: [0 1]
+Epoch 83 		Train Acc: 0.2752	Train loss: 0.0446	Test Acc: 0.3157	Test loss: 0.0423
+FLDetector Defense: Benign idx: [ 0  1 13]
+Epoch 84 		Train Acc: 0.2760	Train loss: 0.0443	Test Acc: 0.3030	Test loss: 0.0430
+FLDetector Defense: Benign idx: [0 1]
+Epoch 85 		Train Acc: 0.2828	Train loss: 0.0447	Test Acc: 0.3109	Test loss: 0.0424
+FLDetector Defense: Benign idx: [0 1]
+Epoch 86 		Train Acc: 0.2957	Train loss: 0.0432	Test Acc: 0.3194	Test loss: 0.0415
+FLDetector Defense: Benign idx: [0 1]
+Epoch 87 		Train Acc: 0.2746	Train loss: 0.0440	Test Acc: 0.3272	Test loss: 0.0406
+FLDetector Defense: Benign idx: [ 0  1  2  9 12]
+Epoch 88 		Train Acc: 0.3055	Train loss: 0.0427	Test Acc: 0.3057	Test loss: 0.0427
+FLDetector Defense: Benign idx: [0 1]
+Epoch 89 		Train Acc: 0.2543	Train loss: 0.2546	Test Acc: 0.3159	Test loss: 0.0422
+FLDetector Defense: Benign idx: [0 1]
+Epoch 90 		Train Acc: 0.1996	Train loss: 0.0517	Test Acc: 0.3135	Test loss: 0.0420
+FLDetector Defense: Benign idx: [0 1 2]
+Epoch 91 		Train Acc: 0.2711	Train loss: 0.0444	Test Acc: 0.2966	Test loss: 0.0441
+FLDetector Defense: Benign idx: [ 0  1  2  3  6  9 10 11 12]
+Epoch 92 		Train Acc: 0.2820	Train loss: 0.0438	Test Acc: 0.3171	Test loss: 0.0420
+FLDetector Defense: Benign idx: [ 0  1  2  3  6 10]
+Epoch 93 		Train Acc: 0.2889	Train loss: 0.0435	Test Acc: 0.3191	Test loss: 0.0418
+FLDetector Defense: Benign idx: [ 0  1  2  6 10]
+Epoch 94 		Train Acc: 0.2943	Train loss: 0.0432	Test Acc: 0.3186	Test loss: 0.0416
+FLDetector Defense: Benign idx: [ 0  1  2  3  6 10 11 12]
+Epoch 95 		Train Acc: 0.2855	Train loss: 0.0430	Test Acc: 0.3114	Test loss: 0.0421
+FLDetector Defense: Benign idx: [ 0  1  2  3  6  9 10 11 12]
+Epoch 96 		Train Acc: 0.3119	Train loss: 0.0416	Test Acc: 0.3263	Test loss: 0.0411
+FLDetector Defense: Benign idx: [ 0  1  6 10]
+Epoch 97 		Train Acc: 0.3152	Train loss: 0.0417	Test Acc: 0.3314	Test loss: 0.0414
+FLDetector Defense: Benign idx: [0 1]
+Epoch 98 		Train Acc: 0.3088	Train loss: 0.0416	Test Acc: 0.3366	Test loss: 0.0406
+FLDetector Defense: Benign idx: [0 1]
+Epoch 99 		Train Acc: 0.2938	Train loss: 0.2434	Test Acc: 0.3356	Test loss: 0.0401
+FLDetector Defense: Benign idx: [0 1]
+Epoch 100		Train Acc: 0.3672	Train loss: 0.0378	Test Acc: 0.3561	Test loss: 0.0387
+FLDetector Defense: Benign idx: [0 1]
+Epoch 101		Train Acc: 0.3699	Train loss: 0.0378	Test Acc: 0.3763	Test loss: 0.0375
+FLDetector Defense: Benign idx: [0 1]
+Epoch 102		Train Acc: 0.3775	Train loss: 0.0371	Test Acc: 0.3835	Test loss: 0.0368
+FLDetector Defense: Benign idx: [0 1]
+Epoch 103		Train Acc: 0.3848	Train loss: 0.0372	Test Acc: 0.3920	Test loss: 0.0364
+FLDetector Defense: Benign idx: [0 1]
+Epoch 104		Train Acc: 0.3971	Train loss: 0.0366	Test Acc: 0.3950	Test loss: 0.0362
+FLDetector Defense: Benign idx: [0 1]
+Epoch 105		Train Acc: 0.3867	Train loss: 0.0368	Test Acc: 0.3982	Test loss: 0.0360
+FLDetector Defense: Benign idx: [0 1]
+Epoch 106		Train Acc: 0.3949	Train loss: 0.0363	Test Acc: 0.3988	Test loss: 0.0359
+FLDetector Defense: Benign idx: [0 1]
+Epoch 107		Train Acc: 0.4020	Train loss: 0.0358	Test Acc: 0.4008	Test loss: 0.0357
+FLDetector Defense: Benign idx: [0 1]
+Epoch 108		Train Acc: 0.3875	Train loss: 0.0364	Test Acc: 0.4026	Test loss: 0.0356
+FLDetector Defense: Benign idx: [0 1]
+Epoch 109		Train Acc: 0.3578	Train loss: 0.2254	Test Acc: 0.4062	Test loss: 0.0355
+FLDetector Defense: Benign idx: [0 1]
+Epoch 110		Train Acc: 0.4006	Train loss: 0.0355	Test Acc: 0.4064	Test loss: 0.0354
+FLDetector Defense: Benign idx: [0 1]
+Epoch 111		Train Acc: 0.3924	Train loss: 0.0364	Test Acc: 0.4072	Test loss: 0.0353
+FLDetector Defense: Benign idx: [0 1]
+Epoch 112		Train Acc: 0.4008	Train loss: 0.0356	Test Acc: 0.4081	Test loss: 0.0352
+FLDetector Defense: Benign idx: [0 1]
+Epoch 113		Train Acc: 0.3998	Train loss: 0.0356	Test Acc: 0.4110	Test loss: 0.0351
+FLDetector Defense: Benign idx: [0 1]
+Epoch 114		Train Acc: 0.4061	Train loss: 0.0355	Test Acc: 0.4116	Test loss: 0.0350
+FLDetector Defense: Benign idx: [ 0  1  7  8 13 16 17 19]
+Epoch 115		Train Acc: 0.4141	Train loss: 0.0351	Test Acc: 0.4084	Test loss: 0.0350
+FLDetector Defense: Benign idx: [ 0  1  7 13 16]
+Epoch 116		Train Acc: 0.3992	Train loss: 0.0356	Test Acc: 0.4096	Test loss: 0.0351
+FLDetector Defense: Benign idx: [ 0  1  7 13 16]
+Epoch 117		Train Acc: 0.4094	Train loss: 0.0350	Test Acc: 0.4084	Test loss: 0.0350
+FLDetector Defense: Benign idx: [ 0  1  7 16]
+Epoch 118		Train Acc: 0.4141	Train loss: 0.0352	Test Acc: 0.4143	Test loss: 0.0348
+FLDetector Defense: Benign idx: [ 0  1  7 13 16]
+Epoch 119		Train Acc: 0.3771	Train loss: 0.2130	Test Acc: 0.4139	Test loss: 0.0347
+FLDetector Defense: Benign idx: [ 0  1  7 13 16]
+Epoch 120		Train Acc: 0.4078	Train loss: 0.0348	Test Acc: 0.4048	Test loss: 0.0351
+FLDetector Defense: Benign idx: [0 1]
+Epoch 121		Train Acc: 0.4062	Train loss: 0.0354	Test Acc: 0.4094	Test loss: 0.0349
+FLDetector Defense: Benign idx: [0 1]
+Epoch 122		Train Acc: 0.4088	Train loss: 0.0355	Test Acc: 0.4133	Test loss: 0.0348
+FLDetector Defense: Benign idx: [0 1]
+Epoch 123		Train Acc: 0.4145	Train loss: 0.0342	Test Acc: 0.4156	Test loss: 0.0347
+FLDetector Defense: Benign idx: [ 0  1  2  7 11 13 16]
+Epoch 124		Train Acc: 0.4068	Train loss: 0.0351	Test Acc: 0.4159	Test loss: 0.0345
+FLDetector Defense: Benign idx: [0 1]
+Epoch 125		Train Acc: 0.4146	Train loss: 0.0346	Test Acc: 0.4194	Test loss: 0.0343
+FLDetector Defense: Benign idx: [0 1]
+Epoch 126		Train Acc: 0.4100	Train loss: 0.0355	Test Acc: 0.4210	Test loss: 0.0342
+FLDetector Defense: Benign idx: [0 1]
+Epoch 127		Train Acc: 0.4230	Train loss: 0.0343	Test Acc: 0.4210	Test loss: 0.0342
+FLDetector Defense: Benign idx: [0 1]
+Epoch 128		Train Acc: 0.4230	Train loss: 0.0341	Test Acc: 0.4213	Test loss: 0.0342
+FLDetector Defense: Benign idx: [0 1]
+Epoch 129		Train Acc: 0.3717	Train loss: 0.2157	Test Acc: 0.4201	Test loss: 0.0343
+FLDetector Defense: Benign idx: [0 1]
+Epoch 130		Train Acc: 0.4098	Train loss: 0.0342	Test Acc: 0.4149	Test loss: 0.0345
+FLDetector Defense: Benign idx: [0 1]
+Epoch 131		Train Acc: 0.4170	Train loss: 0.0346	Test Acc: 0.4167	Test loss: 0.0344
+FLDetector Defense: Benign idx: [0 1]
+Epoch 132		Train Acc: 0.4213	Train loss: 0.0343	Test Acc: 0.4224	Test loss: 0.0341
+FLDetector Defense: Benign idx: [0 1]
+Epoch 133		Train Acc: 0.4111	Train loss: 0.0343	Test Acc: 0.4229	Test loss: 0.0339
+FLDetector Defense: Benign idx: [0 1]
+Epoch 134		Train Acc: 0.4092	Train loss: 0.0345	Test Acc: 0.4223	Test loss: 0.0339
+FLDetector Defense: Benign idx: [0 1]
+Epoch 135		Train Acc: 0.4229	Train loss: 0.0341	Test Acc: 0.4242	Test loss: 0.0339
+FLDetector Defense: Benign idx: [0 1]
+Epoch 136		Train Acc: 0.4309	Train loss: 0.0339	Test Acc: 0.4260	Test loss: 0.0337
+FLDetector Defense: Benign idx: [0 1]
+Epoch 137		Train Acc: 0.4338	Train loss: 0.0335	Test Acc: 0.4276	Test loss: 0.0336
+FLDetector Defense: Benign idx: [0 1]
+Epoch 138		Train Acc: 0.4197	Train loss: 0.0342	Test Acc: 0.4282	Test loss: 0.0336
+FLDetector Defense: Benign idx: [0 1]
+Epoch 139		Train Acc: 0.3762	Train loss: 0.2061	Test Acc: 0.4305	Test loss: 0.0336
+FLDetector Defense: Benign idx: [0 1]
+Epoch 140		Train Acc: 0.4223	Train loss: 0.0338	Test Acc: 0.4251	Test loss: 0.0338
+FLDetector Defense: Benign idx: [0 1]
+Epoch 141		Train Acc: 0.4271	Train loss: 0.0342	Test Acc: 0.4256	Test loss: 0.0338
+FLDetector Defense: Benign idx: [0 1]
+Epoch 142		Train Acc: 0.4189	Train loss: 0.0340	Test Acc: 0.4285	Test loss: 0.0336
+FLDetector Defense: Benign idx: [0 1]
+Epoch 143		Train Acc: 0.4324	Train loss: 0.0332	Test Acc: 0.4326	Test loss: 0.0334
+FLDetector Defense: Benign idx: [0 1]
+Epoch 144		Train Acc: 0.4314	Train loss: 0.0331	Test Acc: 0.4318	Test loss: 0.0334
+FLDetector Defense: Benign idx: [0 1]
+Epoch 145		Train Acc: 0.4297	Train loss: 0.0330	Test Acc: 0.4316	Test loss: 0.0333
+FLDetector Defense: Benign idx: [0 1]
+Epoch 146		Train Acc: 0.4244	Train loss: 0.0336	Test Acc: 0.4326	Test loss: 0.0332
+FLDetector Defense: Benign idx: [0 1]
+Epoch 147		Train Acc: 0.4385	Train loss: 0.0329	Test Acc: 0.4352	Test loss: 0.0331
+FLDetector Defense: Benign idx: [0 1]
+Epoch 148		Train Acc: 0.4350	Train loss: 0.0335	Test Acc: 0.4383	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1]
+Epoch 149		Train Acc: 0.3803	Train loss: 0.1901	Test Acc: 0.4378	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1]
+Epoch 150		Train Acc: 0.4254	Train loss: 0.0336	Test Acc: 0.4345	Test loss: 0.0332
+FLDetector Defense: Benign idx: [0 1]
+Epoch 151		Train Acc: 0.4432	Train loss: 0.0328	Test Acc: 0.4343	Test loss: 0.0332
+FLDetector Defense: Benign idx: [0 1]
+Epoch 152		Train Acc: 0.4352	Train loss: 0.0331	Test Acc: 0.4363	Test loss: 0.0331
+FLDetector Defense: Benign idx: [0 1]
+Epoch 153		Train Acc: 0.4408	Train loss: 0.0333	Test Acc: 0.4397	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1]
+Epoch 154		Train Acc: 0.4332	Train loss: 0.0332	Test Acc: 0.4405	Test loss: 0.0328
+FLDetector Defense: Benign idx: [0 1]
+Epoch 155		Train Acc: 0.4434	Train loss: 0.0326	Test Acc: 0.4404	Test loss: 0.0327
+FLDetector Defense: Benign idx: [0 1]
+Epoch 156		Train Acc: 0.4393	Train loss: 0.0325	Test Acc: 0.4411	Test loss: 0.0327
+FLDetector Defense: Benign idx: [0 1]
+Epoch 157		Train Acc: 0.4486	Train loss: 0.0327	Test Acc: 0.4423	Test loss: 0.0327
+FLDetector Defense: Benign idx: [0 1]
+Epoch 158		Train Acc: 0.4461	Train loss: 0.0327	Test Acc: 0.4436	Test loss: 0.0327
+FLDetector Defense: Benign idx: [0 1]
+Epoch 159		Train Acc: 0.4025	Train loss: 0.1967	Test Acc: 0.4438	Test loss: 0.0326
+FLDetector Defense: Benign idx: [0 1]
+Epoch 160		Train Acc: 0.4424	Train loss: 0.0326	Test Acc: 0.4443	Test loss: 0.0325
+FLDetector Defense: Benign idx: [0 1]
+Epoch 161		Train Acc: 0.4518	Train loss: 0.0317	Test Acc: 0.4452	Test loss: 0.0324
+FLDetector Defense: Benign idx: [0 1]
+Epoch 162		Train Acc: 0.4514	Train loss: 0.0321	Test Acc: 0.4467	Test loss: 0.0324
+FLDetector Defense: Benign idx: [0 1]
+Epoch 163		Train Acc: 0.4424	Train loss: 0.0327	Test Acc: 0.4477	Test loss: 0.0324
+FLDetector Defense: Benign idx: [0 1]
+Epoch 164		Train Acc: 0.4381	Train loss: 0.0322	Test Acc: 0.4488	Test loss: 0.0323
+FLDetector Defense: Benign idx: [0 1]
+Epoch 165		Train Acc: 0.4486	Train loss: 0.0320	Test Acc: 0.4480	Test loss: 0.0323
+FLDetector Defense: Benign idx: [0 1]
+Epoch 166		Train Acc: 0.4510	Train loss: 0.0320	Test Acc: 0.4482	Test loss: 0.0323
+FLDetector Defense: Benign idx: [0 1]
+Epoch 167		Train Acc: 0.4564	Train loss: 0.0320	Test Acc: 0.4481	Test loss: 0.0323
+FLDetector Defense: Benign idx: [0 1]
+Epoch 168		Train Acc: 0.4459	Train loss: 0.0323	Test Acc: 0.4482	Test loss: 0.0323
+FLDetector Defense: Benign idx: [0 1]
+Epoch 169		Train Acc: 0.4160	Train loss: 0.2028	Test Acc: 0.4482	Test loss: 0.0323
+FLDetector Defense: Benign idx: [0 1]
+Epoch 170		Train Acc: 0.4447	Train loss: 0.0321	Test Acc: 0.4483	Test loss: 0.0322
+FLDetector Defense: Benign idx: [0 1]
+Epoch 171		Train Acc: 0.4494	Train loss: 0.0322	Test Acc: 0.4487	Test loss: 0.0322
+FLDetector Defense: Benign idx: [0 1]
+Epoch 172		Train Acc: 0.4641	Train loss: 0.0313	Test Acc: 0.4479	Test loss: 0.0322
+FLDetector Defense: Benign idx: [0 1]
+Epoch 173		Train Acc: 0.4477	Train loss: 0.0318	Test Acc: 0.4481	Test loss: 0.0322
+FLDetector Defense: Benign idx: [0 1]
+Epoch 174		Train Acc: 0.4514	Train loss: 0.0321	Test Acc: 0.4492	Test loss: 0.0322
+FLDetector Defense: Benign idx: [0 1]
+Epoch 175		Train Acc: 0.4451	Train loss: 0.0323	Test Acc: 0.4480	Test loss: 0.0322
+FLDetector Defense: Benign idx: [0 1]
+Epoch 176		Train Acc: 0.4523	Train loss: 0.0318	Test Acc: 0.4482	Test loss: 0.0322
+FLDetector Defense: Benign idx: [0 1]
+Epoch 177		Train Acc: 0.4535	Train loss: 0.0320	Test Acc: 0.4484	Test loss: 0.0322
+FLDetector Defense: Benign idx: [0 1]
+Epoch 178		Train Acc: 0.4547	Train loss: 0.0320	Test Acc: 0.4487	Test loss: 0.0322
+FLDetector Defense: Benign idx: [0 1]
+Epoch 179		Train Acc: 0.4004	Train loss: 0.2017	Test Acc: 0.4494	Test loss: 0.0322
+FLDetector Defense: Benign idx: [0 1]
+Epoch 180		Train Acc: 0.4525	Train loss: 0.0314	Test Acc: 0.4493	Test loss: 0.0322
+FLDetector Defense: Benign idx: [0 1]
+Epoch 181		Train Acc: 0.4512	Train loss: 0.0322	Test Acc: 0.4495	Test loss: 0.0322
+FLDetector Defense: Benign idx: [0 1]
+Epoch 182		Train Acc: 0.4525	Train loss: 0.0320	Test Acc: 0.4498	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 183		Train Acc: 0.4398	Train loss: 0.0325	Test Acc: 0.4488	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 184		Train Acc: 0.4484	Train loss: 0.0321	Test Acc: 0.4487	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 185		Train Acc: 0.4654	Train loss: 0.0317	Test Acc: 0.4486	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 186		Train Acc: 0.4621	Train loss: 0.0317	Test Acc: 0.4493	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 187		Train Acc: 0.4684	Train loss: 0.0313	Test Acc: 0.4482	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 188		Train Acc: 0.4531	Train loss: 0.0321	Test Acc: 0.4493	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 189		Train Acc: 0.4023	Train loss: 0.1994	Test Acc: 0.4492	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 190		Train Acc: 0.4562	Train loss: 0.0314	Test Acc: 0.4487	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 191		Train Acc: 0.4607	Train loss: 0.0317	Test Acc: 0.4485	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 192		Train Acc: 0.4549	Train loss: 0.0320	Test Acc: 0.4499	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 193		Train Acc: 0.4572	Train loss: 0.0322	Test Acc: 0.4502	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 194		Train Acc: 0.4545	Train loss: 0.0318	Test Acc: 0.4505	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 195		Train Acc: 0.4645	Train loss: 0.0311	Test Acc: 0.4503	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 196		Train Acc: 0.4545	Train loss: 0.0319	Test Acc: 0.4495	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 197		Train Acc: 0.4494	Train loss: 0.0320	Test Acc: 0.4499	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 198		Train Acc: 0.4584	Train loss: 0.0317	Test Acc: 0.4504	Test loss: 0.0320
+FLDetector Defense: Benign idx: [0 1]
+Epoch 199		Train Acc: 0.4314	Train loss: 0.1812	Test Acc: 0.4506	Test loss: 0.0321
+Training finished on Thu Feb 26 04:56:12 2026 using 31 minutes and 47 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.1_seed45_cfgFedAvg_CIFAR100_config_exp3.txt

@@ -0,0 +1,339 @@
+seed: 45, num_experiments: 5, experiment_id: 3, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 20, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 2, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.24631533.0/flpoison_24631533_20/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.1_seed45_cfgFedAvg_CIFAR100_config_exp3.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Thu Feb 26 04:56:12 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0146	Train loss: 0.0751	Test Acc: 0.0105	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0209	Train loss: 0.0745	Test Acc: 0.0100	Test loss: 0.0724
+Epoch 2  		Train Acc: 0.0252	Train loss: 0.0727	Test Acc: 0.0164	Test loss: 0.0723
+Epoch 3  		Train Acc: 0.0303	Train loss: 0.0710	Test Acc: 0.0250	Test loss: 0.0708
+Epoch 4  		Train Acc: 0.0473	Train loss: 0.0692	Test Acc: 0.0444	Test loss: 0.0669
+Epoch 5  		Train Acc: 0.0520	Train loss: 0.0680	Test Acc: 0.0528	Test loss: 0.0654
+Epoch 6  		Train Acc: 0.0539	Train loss: 0.0664	Test Acc: 0.0473	Test loss: 0.0691
+Epoch 7  		Train Acc: 0.0635	Train loss: 0.0655	Test Acc: 0.0537	Test loss: 0.0678
+Epoch 8  		Train Acc: 0.0582	Train loss: 0.0647	Test Acc: 0.0548	Test loss: 0.0669
+Epoch 9  		Train Acc: 0.0605	Train loss: 0.3385	Test Acc: 0.0699	Test loss: 0.0639
+Epoch 10 		Train Acc: 0.0389	Train loss: 0.0740	Test Acc: 0.0509	Test loss: 0.1486
+Epoch 11 		Train Acc: 0.0609	Train loss: 0.0656	Test Acc: 0.0578	Test loss: 0.1285
+Epoch 12 		Train Acc: 0.0664	Train loss: 0.0645	Test Acc: 0.0697	Test loss: 0.0759
+Epoch 13 		Train Acc: 0.0734	Train loss: 0.0633	Test Acc: 0.0798	Test loss: 0.0647
+Epoch 14 		Train Acc: 0.0805	Train loss: 0.0622	Test Acc: 0.0970	Test loss: 0.0608
+Epoch 15 		Train Acc: 0.0863	Train loss: 0.0611	Test Acc: 0.1033	Test loss: 0.0598
+Epoch 16 		Train Acc: 0.0809	Train loss: 0.0610	Test Acc: 0.1194	Test loss: 0.0588
+Epoch 17 		Train Acc: 0.0973	Train loss: 0.0604	Test Acc: 0.1163	Test loss: 0.0589
+Epoch 18 		Train Acc: 0.0965	Train loss: 0.0604	Test Acc: 0.1150	Test loss: 0.0589
+Epoch 19 		Train Acc: 0.0945	Train loss: 0.3076	Test Acc: 0.1169	Test loss: 0.0585
+Epoch 20 		Train Acc: 0.0592	Train loss: 0.0675	Test Acc: 0.1021	Test loss: 0.0601
+Epoch 21 		Train Acc: 0.0881	Train loss: 0.0611	Test Acc: 0.1177	Test loss: 0.0594
+Epoch 22 		Train Acc: 0.1121	Train loss: 0.0593	Test Acc: 0.1305	Test loss: 0.0581
+Epoch 23 		Train Acc: 0.1084	Train loss: 0.0591	Test Acc: 0.1353	Test loss: 0.0577
+Epoch 24 		Train Acc: 0.1174	Train loss: 0.0588	Test Acc: 0.1384	Test loss: 0.0570
+Epoch 25 		Train Acc: 0.1215	Train loss: 0.0584	Test Acc: 0.1382	Test loss: 0.0570
+Epoch 26 		Train Acc: 0.1145	Train loss: 0.0583	Test Acc: 0.1404	Test loss: 0.0571
+Epoch 27 		Train Acc: 0.1229	Train loss: 0.0580	Test Acc: 0.1442	Test loss: 0.0565
+Epoch 28 		Train Acc: 0.1215	Train loss: 0.0577	Test Acc: 0.1616	Test loss: 0.0550
+Epoch 29 		Train Acc: 0.1174	Train loss: 0.3130	Test Acc: 0.1455	Test loss: 0.0557
+Epoch 30 		Train Acc: 0.0811	Train loss: 0.0649	Test Acc: 0.1460	Test loss: 0.0563
+Epoch 31 		Train Acc: 0.1234	Train loss: 0.0584	Test Acc: 0.1350	Test loss: 0.0583
+Epoch 32 		Train Acc: 0.1316	Train loss: 0.0573	Test Acc: 0.1406	Test loss: 0.0567
+Epoch 33 		Train Acc: 0.1242	Train loss: 0.0570	Test Acc: 0.1580	Test loss: 0.0556
+Epoch 34 		Train Acc: 0.1437	Train loss: 0.0562	Test Acc: 0.1762	Test loss: 0.0542
+Epoch 35 		Train Acc: 0.1373	Train loss: 0.0561	Test Acc: 0.1766	Test loss: 0.0539
+Epoch 36 		Train Acc: 0.1455	Train loss: 0.0557	Test Acc: 0.1795	Test loss: 0.0538
+Epoch 37 		Train Acc: 0.1523	Train loss: 0.0551	Test Acc: 0.1879	Test loss: 0.0531
+Epoch 38 		Train Acc: 0.1525	Train loss: 0.0548	Test Acc: 0.1823	Test loss: 0.0529
+Epoch 39 		Train Acc: 0.1549	Train loss: 0.2911	Test Acc: 0.1795	Test loss: 0.0533
+Epoch 40 		Train Acc: 0.0975	Train loss: 0.0628	Test Acc: 0.1678	Test loss: 0.0551
+Epoch 41 		Train Acc: 0.1449	Train loss: 0.0556	Test Acc: 0.1578	Test loss: 0.0560
+Epoch 42 		Train Acc: 0.1477	Train loss: 0.0553	Test Acc: 0.1741	Test loss: 0.0535
+Epoch 43 		Train Acc: 0.1598	Train loss: 0.0547	Test Acc: 0.1895	Test loss: 0.0523
+Epoch 44 		Train Acc: 0.1744	Train loss: 0.0535	Test Acc: 0.2065	Test loss: 0.0515
+Epoch 45 		Train Acc: 0.1676	Train loss: 0.0535	Test Acc: 0.2125	Test loss: 0.0508
+Epoch 46 		Train Acc: 0.1840	Train loss: 0.0528	Test Acc: 0.2082	Test loss: 0.0507
+Epoch 47 		Train Acc: 0.1805	Train loss: 0.0528	Test Acc: 0.2060	Test loss: 0.0509
+Epoch 48 		Train Acc: 0.1793	Train loss: 0.0524	Test Acc: 0.2118	Test loss: 0.0503
+Epoch 49 		Train Acc: 0.1648	Train loss: 0.3008	Test Acc: 0.2129	Test loss: 0.0502
+Epoch 50 		Train Acc: 0.1178	Train loss: 0.0605	Test Acc: 0.1947	Test loss: 0.0526
+Epoch 51 		Train Acc: 0.1652	Train loss: 0.0545	Test Acc: 0.1858	Test loss: 0.0550
+Epoch 52 		Train Acc: 0.1750	Train loss: 0.0529	Test Acc: 0.2030	Test loss: 0.0521
+Epoch 53 		Train Acc: 0.1867	Train loss: 0.0517	Test Acc: 0.2142	Test loss: 0.0499
+Epoch 54 		Train Acc: 0.1936	Train loss: 0.0515	Test Acc: 0.2216	Test loss: 0.0495
+Epoch 55 		Train Acc: 0.1867	Train loss: 0.0511	Test Acc: 0.2255	Test loss: 0.0494
+Epoch 56 		Train Acc: 0.2049	Train loss: 0.0505	Test Acc: 0.2382	Test loss: 0.0484
+Epoch 57 		Train Acc: 0.2012	Train loss: 0.0510	Test Acc: 0.2447	Test loss: 0.0482
+Epoch 58 		Train Acc: 0.1967	Train loss: 0.0508	Test Acc: 0.2362	Test loss: 0.0486
+Epoch 59 		Train Acc: 0.1998	Train loss: 0.2827	Test Acc: 0.2282	Test loss: 0.0490
+Epoch 60 		Train Acc: 0.1424	Train loss: 0.0578	Test Acc: 0.2155	Test loss: 0.0505
+Epoch 61 		Train Acc: 0.2012	Train loss: 0.0515	Test Acc: 0.2019	Test loss: 0.0512
+Epoch 62 		Train Acc: 0.2162	Train loss: 0.0500	Test Acc: 0.2202	Test loss: 0.0493
+Epoch 63 		Train Acc: 0.2125	Train loss: 0.0494	Test Acc: 0.2400	Test loss: 0.0481
+Epoch 64 		Train Acc: 0.2184	Train loss: 0.0492	Test Acc: 0.2519	Test loss: 0.0477
+Epoch 65 		Train Acc: 0.2150	Train loss: 0.0491	Test Acc: 0.2543	Test loss: 0.0475
+Epoch 66 		Train Acc: 0.2195	Train loss: 0.0488	Test Acc: 0.2673	Test loss: 0.0462
+Epoch 67 		Train Acc: 0.2297	Train loss: 0.0486	Test Acc: 0.2757	Test loss: 0.0453
+Epoch 68 		Train Acc: 0.2320	Train loss: 0.0483	Test Acc: 0.2785	Test loss: 0.0448
+Epoch 69 		Train Acc: 0.2334	Train loss: 0.2743	Test Acc: 0.2689	Test loss: 0.0454
+Epoch 70 		Train Acc: 0.1668	Train loss: 0.0548	Test Acc: 0.2525	Test loss: 0.0475
+FLDetector Defense: Benign idx: [0 1]
+Epoch 71 		Train Acc: 0.2160	Train loss: 0.0497	Test Acc: 0.2420	Test loss: 0.0478
+FLDetector Defense: Benign idx: [ 0  1  2  4 13 14 15 16]
+Epoch 72 		Train Acc: 0.2408	Train loss: 0.0478	Test Acc: 0.2528	Test loss: 0.0466
+FLDetector Defense: Benign idx: [0 1]
+Epoch 73 		Train Acc: 0.2252	Train loss: 0.0480	Test Acc: 0.2764	Test loss: 0.0452
+FLDetector Defense: Benign idx: [0 1]
+Epoch 74 		Train Acc: 0.2516	Train loss: 0.0474	Test Acc: 0.2730	Test loss: 0.0454
+FLDetector Defense: Benign idx: [0 1]
+Epoch 75 		Train Acc: 0.2402	Train loss: 0.0470	Test Acc: 0.2835	Test loss: 0.0447
+FLDetector Defense: Benign idx: [0 1]
+Epoch 76 		Train Acc: 0.2480	Train loss: 0.0463	Test Acc: 0.2879	Test loss: 0.0443
+FLDetector Defense: Benign idx: [0 1]
+Epoch 77 		Train Acc: 0.2580	Train loss: 0.0463	Test Acc: 0.2830	Test loss: 0.0449
+FLDetector Defense: Benign idx: [0 1]
+Epoch 78 		Train Acc: 0.2549	Train loss: 0.0459	Test Acc: 0.3008	Test loss: 0.0433
+FLDetector Defense: Benign idx: [0 1]
+Epoch 79 		Train Acc: 0.2268	Train loss: 0.2800	Test Acc: 0.2991	Test loss: 0.0432
+FLDetector Defense: Benign idx: [0 1]
+Epoch 80 		Train Acc: 0.1793	Train loss: 0.0544	Test Acc: 0.2739	Test loss: 0.0457
+FLDetector Defense: Benign idx: [0 1]
+Epoch 81 		Train Acc: 0.2301	Train loss: 0.0474	Test Acc: 0.2678	Test loss: 0.0468
+FLDetector Defense: Benign idx: [0 1]
+Epoch 82 		Train Acc: 0.2611	Train loss: 0.0462	Test Acc: 0.2731	Test loss: 0.0450
+FLDetector Defense: Benign idx: [0 1]
+Epoch 83 		Train Acc: 0.2506	Train loss: 0.0457	Test Acc: 0.2840	Test loss: 0.0444
+FLDetector Defense: Benign idx: [0 1]
+Epoch 84 		Train Acc: 0.2760	Train loss: 0.0444	Test Acc: 0.3168	Test loss: 0.0420
+FLDetector Defense: Benign idx: [0 1]
+Epoch 85 		Train Acc: 0.2893	Train loss: 0.0438	Test Acc: 0.3129	Test loss: 0.0421
+FLDetector Defense: Benign idx: [0 1 8]
+Epoch 86 		Train Acc: 0.2854	Train loss: 0.0439	Test Acc: 0.2870	Test loss: 0.0439
+FLDetector Defense: Benign idx: [0 1 8]
+Epoch 87 		Train Acc: 0.2773	Train loss: 0.0450	Test Acc: 0.2938	Test loss: 0.0434
+FLDetector Defense: Benign idx: [0 1]
+Epoch 88 		Train Acc: 0.2730	Train loss: 0.0446	Test Acc: 0.3272	Test loss: 0.0415
+FLDetector Defense: Benign idx: [0 1]
+Epoch 89 		Train Acc: 0.2502	Train loss: 0.2741	Test Acc: 0.3032	Test loss: 0.0430
+FLDetector Defense: Benign idx: [0 1]
+Epoch 90 		Train Acc: 0.1875	Train loss: 0.0536	Test Acc: 0.3002	Test loss: 0.0431
+FLDetector Defense: Benign idx: [0 1]
+Epoch 91 		Train Acc: 0.2510	Train loss: 0.0461	Test Acc: 0.2756	Test loss: 0.0458
+FLDetector Defense: Benign idx: [0 1]
+Epoch 92 		Train Acc: 0.2805	Train loss: 0.0445	Test Acc: 0.3079	Test loss: 0.0430
+FLDetector Defense: Benign idx: [ 0  1 17]
+Epoch 93 		Train Acc: 0.2799	Train loss: 0.0439	Test Acc: 0.3136	Test loss: 0.0424
+FLDetector Defense: Benign idx: [ 0  1  3  4  9 10 11 16 17]
+Epoch 94 		Train Acc: 0.2957	Train loss: 0.0432	Test Acc: 0.2995	Test loss: 0.0430
+FLDetector Defense: Benign idx: [ 0  1  3  4  7  9 10 11 14 15 16 17]
+Epoch 95 		Train Acc: 0.2893	Train loss: 0.0435	Test Acc: 0.3230	Test loss: 0.0412
+FLDetector Defense: Benign idx: [ 0  1  3 10 11 16 17]
+Epoch 96 		Train Acc: 0.2887	Train loss: 0.0431	Test Acc: 0.3236	Test loss: 0.0414
+FLDetector Defense: Benign idx: [ 0  1  3 10 11 16 17]
+Epoch 97 		Train Acc: 0.2936	Train loss: 0.0425	Test Acc: 0.3179	Test loss: 0.0418
+FLDetector Defense: Benign idx: [ 0  1  3  4 10 11 16 17]
+Epoch 98 		Train Acc: 0.3063	Train loss: 0.0430	Test Acc: 0.3215	Test loss: 0.0412
+FLDetector Defense: Benign idx: [0 1]
+Epoch 99 		Train Acc: 0.2736	Train loss: 0.2525	Test Acc: 0.3313	Test loss: 0.0408
+FLDetector Defense: Benign idx: [0 1]
+Epoch 100		Train Acc: 0.3338	Train loss: 0.0397	Test Acc: 0.3444	Test loss: 0.0398
+FLDetector Defense: Benign idx: [0 1]
+Epoch 101		Train Acc: 0.3615	Train loss: 0.0388	Test Acc: 0.3623	Test loss: 0.0386
+FLDetector Defense: Benign idx: [0 1]
+Epoch 102		Train Acc: 0.3602	Train loss: 0.0386	Test Acc: 0.3714	Test loss: 0.0379
+FLDetector Defense: Benign idx: [0 1]
+Epoch 103		Train Acc: 0.3578	Train loss: 0.0381	Test Acc: 0.3769	Test loss: 0.0375
+FLDetector Defense: Benign idx: [0 1]
+Epoch 104		Train Acc: 0.3691	Train loss: 0.0381	Test Acc: 0.3781	Test loss: 0.0373
+FLDetector Defense: Benign idx: [0 1]
+Epoch 105		Train Acc: 0.3777	Train loss: 0.0373	Test Acc: 0.3805	Test loss: 0.0371
+FLDetector Defense: Benign idx: [0 1]
+Epoch 106		Train Acc: 0.3787	Train loss: 0.0375	Test Acc: 0.3836	Test loss: 0.0369
+FLDetector Defense: Benign idx: [0 1]
+Epoch 107		Train Acc: 0.3699	Train loss: 0.0371	Test Acc: 0.3869	Test loss: 0.0367
+FLDetector Defense: Benign idx: [0 1]
+Epoch 108		Train Acc: 0.3926	Train loss: 0.0366	Test Acc: 0.3888	Test loss: 0.0366
+FLDetector Defense: Benign idx: [0 1]
+Epoch 109		Train Acc: 0.3207	Train loss: 0.2269	Test Acc: 0.3905	Test loss: 0.0365
+FLDetector Defense: Benign idx: [0 1]
+Epoch 110		Train Acc: 0.3777	Train loss: 0.0370	Test Acc: 0.3899	Test loss: 0.0365
+FLDetector Defense: Benign idx: [ 0  1  3  4 14]
+Epoch 111		Train Acc: 0.3891	Train loss: 0.0367	Test Acc: 0.3917	Test loss: 0.0364
+FLDetector Defense: Benign idx: [ 0  1 14]
+Epoch 112		Train Acc: 0.3947	Train loss: 0.0366	Test Acc: 0.3927	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1 14]
+Epoch 113		Train Acc: 0.3818	Train loss: 0.0367	Test Acc: 0.3935	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1 14]
+Epoch 114		Train Acc: 0.3879	Train loss: 0.0365	Test Acc: 0.3949	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1 14]
+Epoch 115		Train Acc: 0.3789	Train loss: 0.0366	Test Acc: 0.3961	Test loss: 0.0361
+FLDetector Defense: Benign idx: [0 1]
+Epoch 116		Train Acc: 0.3988	Train loss: 0.0363	Test Acc: 0.3972	Test loss: 0.0359
+FLDetector Defense: Benign idx: [ 0  1  8 12 16 19]
+Epoch 117		Train Acc: 0.3947	Train loss: 0.0361	Test Acc: 0.3983	Test loss: 0.0358
+FLDetector Defense: Benign idx: [0 1]
+Epoch 118		Train Acc: 0.3900	Train loss: 0.0366	Test Acc: 0.3999	Test loss: 0.0358
+FLDetector Defense: Benign idx: [0 1]
+Epoch 119		Train Acc: 0.3648	Train loss: 0.2203	Test Acc: 0.3987	Test loss: 0.0359
+FLDetector Defense: Benign idx: [ 0  1 19]
+Epoch 120		Train Acc: 0.3898	Train loss: 0.0366	Test Acc: 0.3940	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1 19]
+Epoch 121		Train Acc: 0.4020	Train loss: 0.0357	Test Acc: 0.3918	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  3  5  8 10 11 12 13 15 19]
+Epoch 122		Train Acc: 0.4068	Train loss: 0.0354	Test Acc: 0.3986	Test loss: 0.0359
+FLDetector Defense: Benign idx: [0 1]
+Epoch 123		Train Acc: 0.3998	Train loss: 0.0359	Test Acc: 0.4031	Test loss: 0.0356
+FLDetector Defense: Benign idx: [ 0  1 15]
+Epoch 124		Train Acc: 0.4074	Train loss: 0.0355	Test Acc: 0.4020	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1 11 15]
+Epoch 125		Train Acc: 0.4014	Train loss: 0.0361	Test Acc: 0.4016	Test loss: 0.0354
+FLDetector Defense: Benign idx: [ 0  1 10 11 15]
+Epoch 126		Train Acc: 0.3932	Train loss: 0.0357	Test Acc: 0.4006	Test loss: 0.0353
+FLDetector Defense: Benign idx: [0 1]
+Epoch 127		Train Acc: 0.3932	Train loss: 0.0360	Test Acc: 0.4053	Test loss: 0.0352
+FLDetector Defense: Benign idx: [0 1]
+Epoch 128		Train Acc: 0.4043	Train loss: 0.0356	Test Acc: 0.4066	Test loss: 0.0351
+FLDetector Defense: Benign idx: [0 1]
+Epoch 129		Train Acc: 0.3504	Train loss: 0.2237	Test Acc: 0.4101	Test loss: 0.0350
+FLDetector Defense: Benign idx: [0 1]
+Epoch 130		Train Acc: 0.3969	Train loss: 0.0359	Test Acc: 0.4088	Test loss: 0.0350
+FLDetector Defense: Benign idx: [ 0  1  8 10 11]
+Epoch 131		Train Acc: 0.4123	Train loss: 0.0349	Test Acc: 0.4084	Test loss: 0.0351
+FLDetector Defense: Benign idx: [ 0  1  8 10 11]
+Epoch 132		Train Acc: 0.4061	Train loss: 0.0353	Test Acc: 0.4058	Test loss: 0.0353
+FLDetector Defense: Benign idx: [ 0  1  8 10 11]
+Epoch 133		Train Acc: 0.4004	Train loss: 0.0351	Test Acc: 0.4053	Test loss: 0.0352
+FLDetector Defense: Benign idx: [ 0  1  2  8 10 11 16]
+Epoch 134		Train Acc: 0.3955	Train loss: 0.0353	Test Acc: 0.4077	Test loss: 0.0351
+FLDetector Defense: Benign idx: [ 0  1  2  5  8 10 11 16 19]
+Epoch 135		Train Acc: 0.4156	Train loss: 0.0349	Test Acc: 0.4103	Test loss: 0.0349
+FLDetector Defense: Benign idx: [ 0  1  2  5  7  8 10 11 16 19]
+Epoch 136		Train Acc: 0.4104	Train loss: 0.0352	Test Acc: 0.4113	Test loss: 0.0348
+FLDetector Defense: Benign idx: [ 0  1  2  3  5  7  8 10 11 16 19]
+Epoch 137		Train Acc: 0.4086	Train loss: 0.0354	Test Acc: 0.4146	Test loss: 0.0347
+FLDetector Defense: Benign idx: [ 0  1  8 10]
+Epoch 138		Train Acc: 0.4074	Train loss: 0.0347	Test Acc: 0.4143	Test loss: 0.0347
+FLDetector Defense: Benign idx: [0 1]
+Epoch 139		Train Acc: 0.3631	Train loss: 0.2212	Test Acc: 0.4162	Test loss: 0.0346
+FLDetector Defense: Benign idx: [0 1]
+Epoch 140		Train Acc: 0.3975	Train loss: 0.0348	Test Acc: 0.4141	Test loss: 0.0346
+FLDetector Defense: Benign idx: [0 1]
+Epoch 141		Train Acc: 0.4111	Train loss: 0.0348	Test Acc: 0.4164	Test loss: 0.0345
+FLDetector Defense: Benign idx: [0 1]
+Epoch 142		Train Acc: 0.4201	Train loss: 0.0345	Test Acc: 0.4196	Test loss: 0.0343
+FLDetector Defense: Benign idx: [0 1]
+Epoch 143		Train Acc: 0.4221	Train loss: 0.0343	Test Acc: 0.4179	Test loss: 0.0342
+FLDetector Defense: Benign idx: [0 1]
+Epoch 144		Train Acc: 0.4059	Train loss: 0.0351	Test Acc: 0.4188	Test loss: 0.0343
+FLDetector Defense: Benign idx: [0 1]
+Epoch 145		Train Acc: 0.4285	Train loss: 0.0338	Test Acc: 0.4188	Test loss: 0.0342
+FLDetector Defense: Benign idx: [0 1]
+Epoch 146		Train Acc: 0.4207	Train loss: 0.0338	Test Acc: 0.4231	Test loss: 0.0341
+FLDetector Defense: Benign idx: [0 1]
+Epoch 147		Train Acc: 0.4127	Train loss: 0.0344	Test Acc: 0.4241	Test loss: 0.0340
+FLDetector Defense: Benign idx: [0 1]
+Epoch 148		Train Acc: 0.4145	Train loss: 0.0347	Test Acc: 0.4250	Test loss: 0.0339
+FLDetector Defense: Benign idx: [0 1]
+Epoch 149		Train Acc: 0.3680	Train loss: 0.2199	Test Acc: 0.4225	Test loss: 0.0339
+FLDetector Defense: Benign idx: [0 1]
+Epoch 150		Train Acc: 0.4213	Train loss: 0.0338	Test Acc: 0.4199	Test loss: 0.0342
+FLDetector Defense: Benign idx: [0 1]
+Epoch 151		Train Acc: 0.4260	Train loss: 0.0341	Test Acc: 0.4202	Test loss: 0.0341
+FLDetector Defense: Benign idx: [0 1]
+Epoch 152		Train Acc: 0.4211	Train loss: 0.0340	Test Acc: 0.4222	Test loss: 0.0339
+FLDetector Defense: Benign idx: [0 1]
+Epoch 153		Train Acc: 0.4242	Train loss: 0.0338	Test Acc: 0.4255	Test loss: 0.0338
+FLDetector Defense: Benign idx: [0 1]
+Epoch 154		Train Acc: 0.4207	Train loss: 0.0338	Test Acc: 0.4280	Test loss: 0.0337
+FLDetector Defense: Benign idx: [0 1]
+Epoch 155		Train Acc: 0.4287	Train loss: 0.0330	Test Acc: 0.4254	Test loss: 0.0336
+FLDetector Defense: Benign idx: [0 1]
+Epoch 156		Train Acc: 0.4088	Train loss: 0.0342	Test Acc: 0.4266	Test loss: 0.0337
+FLDetector Defense: Benign idx: [0 1]
+Epoch 157		Train Acc: 0.4242	Train loss: 0.0341	Test Acc: 0.4257	Test loss: 0.0337
+FLDetector Defense: Benign idx: [0 1]
+Epoch 158		Train Acc: 0.4246	Train loss: 0.0340	Test Acc: 0.4237	Test loss: 0.0336
+FLDetector Defense: Benign idx: [0 1]
+Epoch 159		Train Acc: 0.4141	Train loss: 0.2034	Test Acc: 0.4271	Test loss: 0.0334
+FLDetector Defense: Benign idx: [0 1]
+Epoch 160		Train Acc: 0.4434	Train loss: 0.0330	Test Acc: 0.4265	Test loss: 0.0334
+FLDetector Defense: Benign idx: [0 1]
+Epoch 161		Train Acc: 0.4385	Train loss: 0.0329	Test Acc: 0.4284	Test loss: 0.0333
+FLDetector Defense: Benign idx: [0 1]
+Epoch 162		Train Acc: 0.4295	Train loss: 0.0331	Test Acc: 0.4286	Test loss: 0.0332
+FLDetector Defense: Benign idx: [0 1]
+Epoch 163		Train Acc: 0.4279	Train loss: 0.0334	Test Acc: 0.4282	Test loss: 0.0332
+FLDetector Defense: Benign idx: [0 1]
+Epoch 164		Train Acc: 0.4223	Train loss: 0.0335	Test Acc: 0.4310	Test loss: 0.0332
+FLDetector Defense: Benign idx: [0 1]
+Epoch 165		Train Acc: 0.4516	Train loss: 0.0323	Test Acc: 0.4308	Test loss: 0.0332
+FLDetector Defense: Benign idx: [0 1]
+Epoch 166		Train Acc: 0.4332	Train loss: 0.0335	Test Acc: 0.4312	Test loss: 0.0332
+FLDetector Defense: Benign idx: [0 1]
+Epoch 167		Train Acc: 0.4432	Train loss: 0.0329	Test Acc: 0.4311	Test loss: 0.0332
+FLDetector Defense: Benign idx: [0 1]
+Epoch 168		Train Acc: 0.4324	Train loss: 0.0328	Test Acc: 0.4306	Test loss: 0.0332
+FLDetector Defense: Benign idx: [0 1]
+Epoch 169		Train Acc: 0.4086	Train loss: 0.1897	Test Acc: 0.4315	Test loss: 0.0332
+FLDetector Defense: Benign idx: [0 1]
+Epoch 170		Train Acc: 0.4240	Train loss: 0.0332	Test Acc: 0.4299	Test loss: 0.0331
+FLDetector Defense: Benign idx: [0 1]
+Epoch 171		Train Acc: 0.4414	Train loss: 0.0324	Test Acc: 0.4310	Test loss: 0.0331
+FLDetector Defense: Benign idx: [0 1]
+Epoch 172		Train Acc: 0.4350	Train loss: 0.0335	Test Acc: 0.4319	Test loss: 0.0331
+FLDetector Defense: Benign idx: [0 1]
+Epoch 173		Train Acc: 0.4387	Train loss: 0.0324	Test Acc: 0.4331	Test loss: 0.0331
+FLDetector Defense: Benign idx: [0 1]
+Epoch 174		Train Acc: 0.4404	Train loss: 0.0326	Test Acc: 0.4321	Test loss: 0.0331
+FLDetector Defense: Benign idx: [0 1]
+Epoch 175		Train Acc: 0.4342	Train loss: 0.0332	Test Acc: 0.4317	Test loss: 0.0331
+FLDetector Defense: Benign idx: [0 1]
+Epoch 176		Train Acc: 0.4467	Train loss: 0.0327	Test Acc: 0.4319	Test loss: 0.0331
+FLDetector Defense: Benign idx: [0 1]
+Epoch 177		Train Acc: 0.4400	Train loss: 0.0328	Test Acc: 0.4315	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1]
+Epoch 178		Train Acc: 0.4436	Train loss: 0.0325	Test Acc: 0.4319	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1]
+Epoch 179		Train Acc: 0.3713	Train loss: 0.2078	Test Acc: 0.4314	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1]
+Epoch 180		Train Acc: 0.4408	Train loss: 0.0325	Test Acc: 0.4331	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1]
+Epoch 181		Train Acc: 0.4430	Train loss: 0.0328	Test Acc: 0.4331	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1]
+Epoch 182		Train Acc: 0.4334	Train loss: 0.0330	Test Acc: 0.4319	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1]
+Epoch 183		Train Acc: 0.4432	Train loss: 0.0327	Test Acc: 0.4314	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1]
+Epoch 184		Train Acc: 0.4279	Train loss: 0.0332	Test Acc: 0.4325	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1]
+Epoch 185		Train Acc: 0.4365	Train loss: 0.0328	Test Acc: 0.4324	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1]
+Epoch 186		Train Acc: 0.4441	Train loss: 0.0329	Test Acc: 0.4338	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1]
+Epoch 187		Train Acc: 0.4508	Train loss: 0.0326	Test Acc: 0.4335	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1]
+Epoch 188		Train Acc: 0.4527	Train loss: 0.0320	Test Acc: 0.4330	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1]
+Epoch 189		Train Acc: 0.3969	Train loss: 0.1986	Test Acc: 0.4322	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1]
+Epoch 190		Train Acc: 0.4309	Train loss: 0.0334	Test Acc: 0.4323	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1]
+Epoch 191		Train Acc: 0.4465	Train loss: 0.0320	Test Acc: 0.4336	Test loss: 0.0329
+FLDetector Defense: Benign idx: [0 1]
+Epoch 192		Train Acc: 0.4551	Train loss: 0.0321	Test Acc: 0.4328	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1]
+Epoch 193		Train Acc: 0.4355	Train loss: 0.0329	Test Acc: 0.4329	Test loss: 0.0329
+FLDetector Defense: Benign idx: [0 1]
+Epoch 194		Train Acc: 0.4334	Train loss: 0.0331	Test Acc: 0.4324	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1]
+Epoch 195		Train Acc: 0.4482	Train loss: 0.0326	Test Acc: 0.4329	Test loss: 0.0329
+FLDetector Defense: Benign idx: [0 1]
+Epoch 196		Train Acc: 0.4379	Train loss: 0.0332	Test Acc: 0.4347	Test loss: 0.0329
+FLDetector Defense: Benign idx: [0 1]
+Epoch 197		Train Acc: 0.4500	Train loss: 0.0322	Test Acc: 0.4346	Test loss: 0.0329
+FLDetector Defense: Benign idx: [0 1]
+Epoch 198		Train Acc: 0.4377	Train loss: 0.0326	Test Acc: 0.4346	Test loss: 0.0329
+FLDetector Defense: Benign idx: [0 1]
+Epoch 199		Train Acc: 0.3971	Train loss: 0.1967	Test Acc: 0.4346	Test loss: 0.0329
+Training finished on Thu Feb 26 05:27:11 2026 using 30 minutes and 59 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.1_seed46_cfgFedAvg_CIFAR100_config_exp4.txt

@@ -0,0 +1,339 @@
+seed: 46, num_experiments: 5, experiment_id: 4, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 20, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 2, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.24631533.0/flpoison_24631533_20/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.1_seed46_cfgFedAvg_CIFAR100_config_exp4.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Thu Feb 26 05:27:12 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0121	Train loss: 0.0748	Test Acc: 0.0117	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0230	Train loss: 0.0741	Test Acc: 0.0101	Test loss: 0.0724
+Epoch 2  		Train Acc: 0.0275	Train loss: 0.0725	Test Acc: 0.0128	Test loss: 0.0722
+Epoch 3  		Train Acc: 0.0408	Train loss: 0.0706	Test Acc: 0.0271	Test loss: 0.0705
+Epoch 4  		Train Acc: 0.0430	Train loss: 0.0691	Test Acc: 0.0559	Test loss: 0.0660
+Epoch 5  		Train Acc: 0.0488	Train loss: 0.0674	Test Acc: 0.0657	Test loss: 0.0650
+Epoch 6  		Train Acc: 0.0547	Train loss: 0.0663	Test Acc: 0.0677	Test loss: 0.0677
+Epoch 7  		Train Acc: 0.0604	Train loss: 0.0652	Test Acc: 0.0495	Test loss: 0.0693
+Epoch 8  		Train Acc: 0.0602	Train loss: 0.0640	Test Acc: 0.0679	Test loss: 0.0661
+Epoch 9  		Train Acc: 0.0715	Train loss: 0.3305	Test Acc: 0.0882	Test loss: 0.0626
+Epoch 10 		Train Acc: 0.0396	Train loss: 0.0735	Test Acc: 0.0417	Test loss: 0.1794
+Epoch 11 		Train Acc: 0.0602	Train loss: 0.0660	Test Acc: 0.0442	Test loss: 0.1651
+Epoch 12 		Train Acc: 0.0715	Train loss: 0.0644	Test Acc: 0.0639	Test loss: 0.0861
+Epoch 13 		Train Acc: 0.0793	Train loss: 0.0630	Test Acc: 0.0945	Test loss: 0.0637
+Epoch 14 		Train Acc: 0.0842	Train loss: 0.0617	Test Acc: 0.0998	Test loss: 0.0605
+Epoch 15 		Train Acc: 0.0848	Train loss: 0.0616	Test Acc: 0.0978	Test loss: 0.0605
+Epoch 16 		Train Acc: 0.0941	Train loss: 0.0609	Test Acc: 0.1009	Test loss: 0.0601
+Epoch 17 		Train Acc: 0.0895	Train loss: 0.0609	Test Acc: 0.1165	Test loss: 0.0589
+Epoch 18 		Train Acc: 0.0908	Train loss: 0.0602	Test Acc: 0.1178	Test loss: 0.0587
+Epoch 19 		Train Acc: 0.0926	Train loss: 0.3141	Test Acc: 0.1274	Test loss: 0.0587
+Epoch 20 		Train Acc: 0.0639	Train loss: 0.0670	Test Acc: 0.1269	Test loss: 0.0579
+Epoch 21 		Train Acc: 0.0898	Train loss: 0.0611	Test Acc: 0.1267	Test loss: 0.0581
+Epoch 22 		Train Acc: 0.1123	Train loss: 0.0595	Test Acc: 0.1285	Test loss: 0.0579
+Epoch 23 		Train Acc: 0.1148	Train loss: 0.0589	Test Acc: 0.1419	Test loss: 0.0570
+Epoch 24 		Train Acc: 0.1094	Train loss: 0.0585	Test Acc: 0.1448	Test loss: 0.0566
+Epoch 25 		Train Acc: 0.1234	Train loss: 0.0577	Test Acc: 0.1429	Test loss: 0.0564
+Epoch 26 		Train Acc: 0.1240	Train loss: 0.0578	Test Acc: 0.1386	Test loss: 0.0564
+Epoch 27 		Train Acc: 0.1289	Train loss: 0.0574	Test Acc: 0.1548	Test loss: 0.0554
+Epoch 28 		Train Acc: 0.1234	Train loss: 0.0570	Test Acc: 0.1486	Test loss: 0.0558
+Epoch 29 		Train Acc: 0.1139	Train loss: 0.3005	Test Acc: 0.1458	Test loss: 0.0560
+Epoch 30 		Train Acc: 0.0752	Train loss: 0.0657	Test Acc: 0.1206	Test loss: 0.0597
+Epoch 31 		Train Acc: 0.1146	Train loss: 0.0592	Test Acc: 0.1167	Test loss: 0.0642
+Epoch 32 		Train Acc: 0.1355	Train loss: 0.0572	Test Acc: 0.1335	Test loss: 0.0579
+Epoch 33 		Train Acc: 0.1328	Train loss: 0.0567	Test Acc: 0.1572	Test loss: 0.0553
+Epoch 34 		Train Acc: 0.1369	Train loss: 0.0562	Test Acc: 0.1675	Test loss: 0.0545
+Epoch 35 		Train Acc: 0.1471	Train loss: 0.0553	Test Acc: 0.1736	Test loss: 0.0539
+Epoch 36 		Train Acc: 0.1400	Train loss: 0.0558	Test Acc: 0.1793	Test loss: 0.0535
+Epoch 37 		Train Acc: 0.1545	Train loss: 0.0549	Test Acc: 0.1819	Test loss: 0.0535
+Epoch 38 		Train Acc: 0.1553	Train loss: 0.0550	Test Acc: 0.1774	Test loss: 0.0537
+Epoch 39 		Train Acc: 0.1375	Train loss: 0.2979	Test Acc: 0.1771	Test loss: 0.0538
+Epoch 40 		Train Acc: 0.1043	Train loss: 0.0621	Test Acc: 0.1677	Test loss: 0.0544
+Epoch 41 		Train Acc: 0.1529	Train loss: 0.0555	Test Acc: 0.1689	Test loss: 0.0543
+Epoch 42 		Train Acc: 0.1451	Train loss: 0.0556	Test Acc: 0.1790	Test loss: 0.0531
+Epoch 43 		Train Acc: 0.1582	Train loss: 0.0543	Test Acc: 0.1950	Test loss: 0.0525
+Epoch 44 		Train Acc: 0.1652	Train loss: 0.0536	Test Acc: 0.2015	Test loss: 0.0518
+Epoch 45 		Train Acc: 0.1752	Train loss: 0.0534	Test Acc: 0.2047	Test loss: 0.0515
+Epoch 46 		Train Acc: 0.1740	Train loss: 0.0527	Test Acc: 0.2013	Test loss: 0.0516
+Epoch 47 		Train Acc: 0.1793	Train loss: 0.0524	Test Acc: 0.2004	Test loss: 0.0516
+Epoch 48 		Train Acc: 0.1818	Train loss: 0.0524	Test Acc: 0.2065	Test loss: 0.0512
+Epoch 49 		Train Acc: 0.1721	Train loss: 0.2849	Test Acc: 0.2171	Test loss: 0.0504
+Epoch 50 		Train Acc: 0.1207	Train loss: 0.0603	Test Acc: 0.1978	Test loss: 0.0516
+Epoch 51 		Train Acc: 0.1775	Train loss: 0.0533	Test Acc: 0.1863	Test loss: 0.0541
+Epoch 52 		Train Acc: 0.1850	Train loss: 0.0521	Test Acc: 0.1823	Test loss: 0.0534
+Epoch 53 		Train Acc: 0.1805	Train loss: 0.0522	Test Acc: 0.2164	Test loss: 0.0498
+Epoch 54 		Train Acc: 0.2062	Train loss: 0.0514	Test Acc: 0.2336	Test loss: 0.0487
+Epoch 55 		Train Acc: 0.1938	Train loss: 0.0513	Test Acc: 0.2327	Test loss: 0.0486
+Epoch 56 		Train Acc: 0.2047	Train loss: 0.0503	Test Acc: 0.2394	Test loss: 0.0488
+Epoch 57 		Train Acc: 0.1959	Train loss: 0.0506	Test Acc: 0.2398	Test loss: 0.0485
+Epoch 58 		Train Acc: 0.2090	Train loss: 0.0500	Test Acc: 0.2456	Test loss: 0.0479
+Epoch 59 		Train Acc: 0.2049	Train loss: 0.3011	Test Acc: 0.2327	Test loss: 0.0486
+Epoch 60 		Train Acc: 0.1350	Train loss: 0.0584	Test Acc: 0.2345	Test loss: 0.0486
+Epoch 61 		Train Acc: 0.2004	Train loss: 0.0511	Test Acc: 0.2450	Test loss: 0.0476
+Epoch 62 		Train Acc: 0.2191	Train loss: 0.0495	Test Acc: 0.2550	Test loss: 0.0472
+Epoch 63 		Train Acc: 0.2182	Train loss: 0.0492	Test Acc: 0.2497	Test loss: 0.0474
+Epoch 64 		Train Acc: 0.2264	Train loss: 0.0486	Test Acc: 0.2620	Test loss: 0.0462
+Epoch 65 		Train Acc: 0.2434	Train loss: 0.0475	Test Acc: 0.2707	Test loss: 0.0456
+Epoch 66 		Train Acc: 0.2326	Train loss: 0.0479	Test Acc: 0.2810	Test loss: 0.0447
+Epoch 67 		Train Acc: 0.2402	Train loss: 0.0474	Test Acc: 0.2740	Test loss: 0.0449
+Epoch 68 		Train Acc: 0.2330	Train loss: 0.0478	Test Acc: 0.2780	Test loss: 0.0451
+Epoch 69 		Train Acc: 0.2090	Train loss: 0.2703	Test Acc: 0.2758	Test loss: 0.0453
+Epoch 70 		Train Acc: 0.1631	Train loss: 0.0557	Test Acc: 0.2524	Test loss: 0.0477
+FLDetector Defense: Benign idx: [0 1]
+Epoch 71 		Train Acc: 0.2268	Train loss: 0.0491	Test Acc: 0.2533	Test loss: 0.0474
+FLDetector Defense: Benign idx: [0 1]
+Epoch 72 		Train Acc: 0.2342	Train loss: 0.0478	Test Acc: 0.2721	Test loss: 0.0454
+FLDetector Defense: Benign idx: [0 1]
+Epoch 73 		Train Acc: 0.2482	Train loss: 0.0466	Test Acc: 0.2875	Test loss: 0.0446
+FLDetector Defense: Benign idx: [0 1]
+Epoch 74 		Train Acc: 0.2535	Train loss: 0.0466	Test Acc: 0.2940	Test loss: 0.0441
+FLDetector Defense: Benign idx: [0 1]
+Epoch 75 		Train Acc: 0.2666	Train loss: 0.0456	Test Acc: 0.2955	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1  9 12 13 16 17]
+Epoch 76 		Train Acc: 0.2527	Train loss: 0.0464	Test Acc: 0.2734	Test loss: 0.0449
+FLDetector Defense: Benign idx: [ 0  1  9 12 13 16]
+Epoch 77 		Train Acc: 0.2512	Train loss: 0.0463	Test Acc: 0.2740	Test loss: 0.0451
+FLDetector Defense: Benign idx: [0 1]
+Epoch 78 		Train Acc: 0.2490	Train loss: 0.0462	Test Acc: 0.2896	Test loss: 0.0445
+FLDetector Defense: Benign idx: [0 1]
+Epoch 79 		Train Acc: 0.2365	Train loss: 0.2558	Test Acc: 0.2875	Test loss: 0.0442
+FLDetector Defense: Benign idx: [0 1]
+Epoch 80 		Train Acc: 0.1744	Train loss: 0.0541	Test Acc: 0.2489	Test loss: 0.0481
+FLDetector Defense: Benign idx: [0 1]
+Epoch 81 		Train Acc: 0.2398	Train loss: 0.0473	Test Acc: 0.2664	Test loss: 0.0464
+FLDetector Defense: Benign idx: [0 1]
+Epoch 82 		Train Acc: 0.2518	Train loss: 0.0464	Test Acc: 0.2878	Test loss: 0.0437
+FLDetector Defense: Benign idx: [0 1]
+Epoch 83 		Train Acc: 0.2631	Train loss: 0.0452	Test Acc: 0.3091	Test loss: 0.0422
+FLDetector Defense: Benign idx: [0 1]
+Epoch 84 		Train Acc: 0.2826	Train loss: 0.0442	Test Acc: 0.3107	Test loss: 0.0416
+FLDetector Defense: Benign idx: [0 1 5]
+Epoch 85 		Train Acc: 0.2896	Train loss: 0.0436	Test Acc: 0.3072	Test loss: 0.0424
+FLDetector Defense: Benign idx: [0 1]
+Epoch 86 		Train Acc: 0.2795	Train loss: 0.0441	Test Acc: 0.3255	Test loss: 0.0411
+FLDetector Defense: Benign idx: [0 1]
+Epoch 87 		Train Acc: 0.2875	Train loss: 0.0438	Test Acc: 0.3274	Test loss: 0.0412
+FLDetector Defense: Benign idx: [0 1]
+Epoch 88 		Train Acc: 0.2734	Train loss: 0.0442	Test Acc: 0.3320	Test loss: 0.0402
+FLDetector Defense: Benign idx: [0 1]
+Epoch 89 		Train Acc: 0.2873	Train loss: 0.2620	Test Acc: 0.3139	Test loss: 0.0422
+FLDetector Defense: Benign idx: [0 1]
+Epoch 90 		Train Acc: 0.2076	Train loss: 0.0516	Test Acc: 0.2772	Test loss: 0.0451
+FLDetector Defense: Benign idx: [0 1]
+Epoch 91 		Train Acc: 0.2625	Train loss: 0.0454	Test Acc: 0.3011	Test loss: 0.0440
+FLDetector Defense: Benign idx: [0 1]
+Epoch 92 		Train Acc: 0.2938	Train loss: 0.0429	Test Acc: 0.3191	Test loss: 0.0419
+FLDetector Defense: Benign idx: [ 0  1 13]
+Epoch 93 		Train Acc: 0.2930	Train loss: 0.0432	Test Acc: 0.3194	Test loss: 0.0414
+FLDetector Defense: Benign idx: [0 1]
+Epoch 94 		Train Acc: 0.2951	Train loss: 0.0426	Test Acc: 0.3308	Test loss: 0.0407
+FLDetector Defense: Benign idx: [0 1]
+Epoch 95 		Train Acc: 0.3029	Train loss: 0.0420	Test Acc: 0.3480	Test loss: 0.0393
+FLDetector Defense: Benign idx: [0 1]
+Epoch 96 		Train Acc: 0.3148	Train loss: 0.0420	Test Acc: 0.3528	Test loss: 0.0387
+FLDetector Defense: Benign idx: [0 1]
+Epoch 97 		Train Acc: 0.3129	Train loss: 0.0411	Test Acc: 0.3572	Test loss: 0.0383
+FLDetector Defense: Benign idx: [0 1]
+Epoch 98 		Train Acc: 0.3209	Train loss: 0.0405	Test Acc: 0.3479	Test loss: 0.0388
+FLDetector Defense: Benign idx: [0 1]
+Epoch 99 		Train Acc: 0.2871	Train loss: 0.2453	Test Acc: 0.3449	Test loss: 0.0392
+FLDetector Defense: Benign idx: [0 1]
+Epoch 100		Train Acc: 0.3631	Train loss: 0.0380	Test Acc: 0.3623	Test loss: 0.0381
+FLDetector Defense: Benign idx: [0 1]
+Epoch 101		Train Acc: 0.3734	Train loss: 0.0375	Test Acc: 0.3770	Test loss: 0.0371
+FLDetector Defense: Benign idx: [0 1]
+Epoch 102		Train Acc: 0.3895	Train loss: 0.0369	Test Acc: 0.3873	Test loss: 0.0363
+FLDetector Defense: Benign idx: [0 1]
+Epoch 103		Train Acc: 0.3859	Train loss: 0.0368	Test Acc: 0.3946	Test loss: 0.0359
+FLDetector Defense: Benign idx: [0 1]
+Epoch 104		Train Acc: 0.3898	Train loss: 0.0364	Test Acc: 0.3985	Test loss: 0.0358
+FLDetector Defense: Benign idx: [0 1]
+Epoch 105		Train Acc: 0.3904	Train loss: 0.0361	Test Acc: 0.4006	Test loss: 0.0357
+FLDetector Defense: Benign idx: [0 1]
+Epoch 106		Train Acc: 0.4041	Train loss: 0.0358	Test Acc: 0.4002	Test loss: 0.0357
+FLDetector Defense: Benign idx: [0 1]
+Epoch 107		Train Acc: 0.3908	Train loss: 0.0360	Test Acc: 0.4012	Test loss: 0.0356
+FLDetector Defense: Benign idx: [0 1]
+Epoch 108		Train Acc: 0.3982	Train loss: 0.0357	Test Acc: 0.4030	Test loss: 0.0356
+FLDetector Defense: Benign idx: [0 1]
+Epoch 109		Train Acc: 0.3402	Train loss: 0.2207	Test Acc: 0.4027	Test loss: 0.0355
+FLDetector Defense: Benign idx: [0 1]
+Epoch 110		Train Acc: 0.3939	Train loss: 0.0363	Test Acc: 0.4039	Test loss: 0.0354
+FLDetector Defense: Benign idx: [ 0  1 12 17 19]
+Epoch 111		Train Acc: 0.4176	Train loss: 0.0351	Test Acc: 0.4049	Test loss: 0.0353
+FLDetector Defense: Benign idx: [ 0  1 12 17 19]
+Epoch 112		Train Acc: 0.4109	Train loss: 0.0352	Test Acc: 0.4065	Test loss: 0.0351
+FLDetector Defense: Benign idx: [0 1]
+Epoch 113		Train Acc: 0.4008	Train loss: 0.0357	Test Acc: 0.4102	Test loss: 0.0349
+FLDetector Defense: Benign idx: [0 1]
+Epoch 114		Train Acc: 0.3898	Train loss: 0.0356	Test Acc: 0.4107	Test loss: 0.0348
+FLDetector Defense: Benign idx: [0 1 9]
+Epoch 115		Train Acc: 0.4064	Train loss: 0.0354	Test Acc: 0.4127	Test loss: 0.0347
+FLDetector Defense: Benign idx: [0 1]
+Epoch 116		Train Acc: 0.3982	Train loss: 0.0354	Test Acc: 0.4130	Test loss: 0.0347
+FLDetector Defense: Benign idx: [0 1]
+Epoch 117		Train Acc: 0.4109	Train loss: 0.0352	Test Acc: 0.4132	Test loss: 0.0347
+FLDetector Defense: Benign idx: [0 1]
+Epoch 118		Train Acc: 0.3928	Train loss: 0.0355	Test Acc: 0.4157	Test loss: 0.0346
+FLDetector Defense: Benign idx: [0 1]
+Epoch 119		Train Acc: 0.3814	Train loss: 0.2104	Test Acc: 0.4139	Test loss: 0.0346
+FLDetector Defense: Benign idx: [0 1]
+Epoch 120		Train Acc: 0.4199	Train loss: 0.0346	Test Acc: 0.4111	Test loss: 0.0347
+FLDetector Defense: Benign idx: [0 1]
+Epoch 121		Train Acc: 0.4078	Train loss: 0.0350	Test Acc: 0.4103	Test loss: 0.0347
+FLDetector Defense: Benign idx: [0 1]
+Epoch 122		Train Acc: 0.4008	Train loss: 0.0354	Test Acc: 0.4106	Test loss: 0.0346
+FLDetector Defense: Benign idx: [0 1]
+Epoch 123		Train Acc: 0.4135	Train loss: 0.0344	Test Acc: 0.4162	Test loss: 0.0345
+FLDetector Defense: Benign idx: [0 1]
+Epoch 124		Train Acc: 0.4057	Train loss: 0.0350	Test Acc: 0.4175	Test loss: 0.0343
+FLDetector Defense: Benign idx: [0 1]
+Epoch 125		Train Acc: 0.4223	Train loss: 0.0339	Test Acc: 0.4197	Test loss: 0.0342
+FLDetector Defense: Benign idx: [0 1]
+Epoch 126		Train Acc: 0.4146	Train loss: 0.0348	Test Acc: 0.4206	Test loss: 0.0341
+FLDetector Defense: Benign idx: [0 1]
+Epoch 127		Train Acc: 0.4123	Train loss: 0.0342	Test Acc: 0.4241	Test loss: 0.0340
+FLDetector Defense: Benign idx: [0 1]
+Epoch 128		Train Acc: 0.4170	Train loss: 0.0347	Test Acc: 0.4232	Test loss: 0.0339
+FLDetector Defense: Benign idx: [0 1]
+Epoch 129		Train Acc: 0.3795	Train loss: 0.2052	Test Acc: 0.4232	Test loss: 0.0338
+FLDetector Defense: Benign idx: [0 1]
+Epoch 130		Train Acc: 0.4209	Train loss: 0.0338	Test Acc: 0.4180	Test loss: 0.0340
+FLDetector Defense: Benign idx: [0 1]
+Epoch 131		Train Acc: 0.4240	Train loss: 0.0337	Test Acc: 0.4191	Test loss: 0.0339
+FLDetector Defense: Benign idx: [0 1]
+Epoch 132		Train Acc: 0.4152	Train loss: 0.0343	Test Acc: 0.4240	Test loss: 0.0338
+FLDetector Defense: Benign idx: [0 1]
+Epoch 133		Train Acc: 0.4301	Train loss: 0.0337	Test Acc: 0.4261	Test loss: 0.0339
+FLDetector Defense: Benign idx: [0 1]
+Epoch 134		Train Acc: 0.4143	Train loss: 0.0342	Test Acc: 0.4233	Test loss: 0.0339
+FLDetector Defense: Benign idx: [0 1]
+Epoch 135		Train Acc: 0.4262	Train loss: 0.0340	Test Acc: 0.4211	Test loss: 0.0339
+FLDetector Defense: Benign idx: [0 1]
+Epoch 136		Train Acc: 0.4240	Train loss: 0.0339	Test Acc: 0.4264	Test loss: 0.0336
+FLDetector Defense: Benign idx: [0 1]
+Epoch 137		Train Acc: 0.4176	Train loss: 0.0341	Test Acc: 0.4311	Test loss: 0.0334
+FLDetector Defense: Benign idx: [0 1]
+Epoch 138		Train Acc: 0.4311	Train loss: 0.0335	Test Acc: 0.4308	Test loss: 0.0335
+FLDetector Defense: Benign idx: [0 1]
+Epoch 139		Train Acc: 0.3926	Train loss: 0.2148	Test Acc: 0.4324	Test loss: 0.0335
+FLDetector Defense: Benign idx: [0 1]
+Epoch 140		Train Acc: 0.4158	Train loss: 0.0339	Test Acc: 0.4283	Test loss: 0.0335
+FLDetector Defense: Benign idx: [0 1]
+Epoch 141		Train Acc: 0.4250	Train loss: 0.0338	Test Acc: 0.4305	Test loss: 0.0335
+FLDetector Defense: Benign idx: [0 1]
+Epoch 142		Train Acc: 0.4303	Train loss: 0.0332	Test Acc: 0.4343	Test loss: 0.0334
+FLDetector Defense: Benign idx: [0 1]
+Epoch 143		Train Acc: 0.4270	Train loss: 0.0333	Test Acc: 0.4337	Test loss: 0.0333
+FLDetector Defense: Benign idx: [0 1]
+Epoch 144		Train Acc: 0.4279	Train loss: 0.0337	Test Acc: 0.4326	Test loss: 0.0333
+FLDetector Defense: Benign idx: [0 1]
+Epoch 145		Train Acc: 0.4369	Train loss: 0.0326	Test Acc: 0.4347	Test loss: 0.0332
+FLDetector Defense: Benign idx: [0 1]
+Epoch 146		Train Acc: 0.4348	Train loss: 0.0333	Test Acc: 0.4361	Test loss: 0.0331
+FLDetector Defense: Benign idx: [0 1]
+Epoch 147		Train Acc: 0.4266	Train loss: 0.0333	Test Acc: 0.4374	Test loss: 0.0331
+FLDetector Defense: Benign idx: [0 1]
+Epoch 148		Train Acc: 0.4283	Train loss: 0.0332	Test Acc: 0.4371	Test loss: 0.0331
+FLDetector Defense: Benign idx: [0 1]
+Epoch 149		Train Acc: 0.3742	Train loss: 0.2233	Test Acc: 0.4370	Test loss: 0.0331
+FLDetector Defense: Benign idx: [0 1]
+Epoch 150		Train Acc: 0.4324	Train loss: 0.0337	Test Acc: 0.4372	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1]
+Epoch 151		Train Acc: 0.4387	Train loss: 0.0332	Test Acc: 0.4383	Test loss: 0.0329
+FLDetector Defense: Benign idx: [0 1]
+Epoch 152		Train Acc: 0.4387	Train loss: 0.0330	Test Acc: 0.4386	Test loss: 0.0328
+FLDetector Defense: Benign idx: [0 1]
+Epoch 153		Train Acc: 0.4451	Train loss: 0.0325	Test Acc: 0.4399	Test loss: 0.0328
+FLDetector Defense: Benign idx: [0 1]
+Epoch 154		Train Acc: 0.4451	Train loss: 0.0322	Test Acc: 0.4421	Test loss: 0.0327
+FLDetector Defense: Benign idx: [0 1]
+Epoch 155		Train Acc: 0.4324	Train loss: 0.0329	Test Acc: 0.4440	Test loss: 0.0326
+FLDetector Defense: Benign idx: [0 1]
+Epoch 156		Train Acc: 0.4354	Train loss: 0.0327	Test Acc: 0.4440	Test loss: 0.0325
+FLDetector Defense: Benign idx: [0 1]
+Epoch 157		Train Acc: 0.4527	Train loss: 0.0320	Test Acc: 0.4436	Test loss: 0.0325
+FLDetector Defense: Benign idx: [0 1]
+Epoch 158		Train Acc: 0.4486	Train loss: 0.0326	Test Acc: 0.4460	Test loss: 0.0325
+FLDetector Defense: Benign idx: [0 1]
+Epoch 159		Train Acc: 0.3980	Train loss: 0.2170	Test Acc: 0.4482	Test loss: 0.0324
+FLDetector Defense: Benign idx: [0 1]
+Epoch 160		Train Acc: 0.4465	Train loss: 0.0321	Test Acc: 0.4484	Test loss: 0.0323
+FLDetector Defense: Benign idx: [0 1]
+Epoch 161		Train Acc: 0.4473	Train loss: 0.0323	Test Acc: 0.4491	Test loss: 0.0323
+FLDetector Defense: Benign idx: [0 1]
+Epoch 162		Train Acc: 0.4461	Train loss: 0.0319	Test Acc: 0.4482	Test loss: 0.0322
+FLDetector Defense: Benign idx: [0 1]
+Epoch 163		Train Acc: 0.4633	Train loss: 0.0313	Test Acc: 0.4485	Test loss: 0.0322
+FLDetector Defense: Benign idx: [0 1]
+Epoch 164		Train Acc: 0.4498	Train loss: 0.0319	Test Acc: 0.4481	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 165		Train Acc: 0.4371	Train loss: 0.0326	Test Acc: 0.4481	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 166		Train Acc: 0.4494	Train loss: 0.0321	Test Acc: 0.4481	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 167		Train Acc: 0.4453	Train loss: 0.0322	Test Acc: 0.4487	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 168		Train Acc: 0.4572	Train loss: 0.0318	Test Acc: 0.4485	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 169		Train Acc: 0.4361	Train loss: 0.1857	Test Acc: 0.4486	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 170		Train Acc: 0.4613	Train loss: 0.0313	Test Acc: 0.4483	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1]
+Epoch 171		Train Acc: 0.4574	Train loss: 0.0319	Test Acc: 0.4500	Test loss: 0.0320
+FLDetector Defense: Benign idx: [0 1]
+Epoch 172		Train Acc: 0.4541	Train loss: 0.0320	Test Acc: 0.4494	Test loss: 0.0320
+FLDetector Defense: Benign idx: [0 1]
+Epoch 173		Train Acc: 0.4459	Train loss: 0.0319	Test Acc: 0.4505	Test loss: 0.0320
+FLDetector Defense: Benign idx: [0 1]
+Epoch 174		Train Acc: 0.4684	Train loss: 0.0315	Test Acc: 0.4511	Test loss: 0.0320
+FLDetector Defense: Benign idx: [0 1]
+Epoch 175		Train Acc: 0.4518	Train loss: 0.0319	Test Acc: 0.4517	Test loss: 0.0320
+FLDetector Defense: Benign idx: [0 1]
+Epoch 176		Train Acc: 0.4471	Train loss: 0.0321	Test Acc: 0.4517	Test loss: 0.0320
+FLDetector Defense: Benign idx: [0 1]
+Epoch 177		Train Acc: 0.4576	Train loss: 0.0314	Test Acc: 0.4509	Test loss: 0.0320
+FLDetector Defense: Benign idx: [0 1]
+Epoch 178		Train Acc: 0.4568	Train loss: 0.0317	Test Acc: 0.4509	Test loss: 0.0320
+FLDetector Defense: Benign idx: [0 1]
+Epoch 179		Train Acc: 0.4004	Train loss: 0.1979	Test Acc: 0.4516	Test loss: 0.0320
+FLDetector Defense: Benign idx: [0 1]
+Epoch 180		Train Acc: 0.4553	Train loss: 0.0316	Test Acc: 0.4517	Test loss: 0.0320
+FLDetector Defense: Benign idx: [0 1]
+Epoch 181		Train Acc: 0.4512	Train loss: 0.0317	Test Acc: 0.4518	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 182		Train Acc: 0.4488	Train loss: 0.0322	Test Acc: 0.4528	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 183		Train Acc: 0.4574	Train loss: 0.0317	Test Acc: 0.4525	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 184		Train Acc: 0.4617	Train loss: 0.0318	Test Acc: 0.4521	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 185		Train Acc: 0.4613	Train loss: 0.0316	Test Acc: 0.4519	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 186		Train Acc: 0.4604	Train loss: 0.0316	Test Acc: 0.4520	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 187		Train Acc: 0.4480	Train loss: 0.0320	Test Acc: 0.4524	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 188		Train Acc: 0.4539	Train loss: 0.0315	Test Acc: 0.4510	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 189		Train Acc: 0.3832	Train loss: 0.2192	Test Acc: 0.4502	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 190		Train Acc: 0.4547	Train loss: 0.0316	Test Acc: 0.4517	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 191		Train Acc: 0.4555	Train loss: 0.0321	Test Acc: 0.4518	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 192		Train Acc: 0.4545	Train loss: 0.0315	Test Acc: 0.4511	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 193		Train Acc: 0.4504	Train loss: 0.0316	Test Acc: 0.4517	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 194		Train Acc: 0.4566	Train loss: 0.0316	Test Acc: 0.4527	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 195		Train Acc: 0.4547	Train loss: 0.0317	Test Acc: 0.4534	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 196		Train Acc: 0.4678	Train loss: 0.0313	Test Acc: 0.4528	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 197		Train Acc: 0.4662	Train loss: 0.0312	Test Acc: 0.4536	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1]
+Epoch 198		Train Acc: 0.4641	Train loss: 0.0316	Test Acc: 0.4533	Test loss: 0.0318
+FLDetector Defense: Benign idx: [0 1]
+Epoch 199		Train Acc: 0.3873	Train loss: 0.1980	Test Acc: 0.4523	Test loss: 0.0319
+Training finished on Thu Feb 26 05:57:15 2026 using 30 minutes and 3 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.2_seed42_cfgFedAvg_CIFAR100_config_exp0.txt

@@ -0,0 +1,339 @@
+seed: 42, num_experiments: 5, experiment_id: 0, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 20, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 4, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.24118242.0/flpoison_24118242_20/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.2_seed42_cfgFedAvg_CIFAR100_config_exp0.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42
+
+Started on Mon Feb 23 23:12:13 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0133	Train loss: 0.0750	Test Acc: 0.0090	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0207	Train loss: 0.0742	Test Acc: 0.0101	Test loss: 0.0725
+Epoch 2  		Train Acc: 0.0252	Train loss: 0.0724	Test Acc: 0.0148	Test loss: 0.0723
+Epoch 3  		Train Acc: 0.0359	Train loss: 0.0704	Test Acc: 0.0382	Test loss: 0.0697
+Epoch 4  		Train Acc: 0.0475	Train loss: 0.0691	Test Acc: 0.0525	Test loss: 0.0669
+Epoch 5  		Train Acc: 0.0508	Train loss: 0.0677	Test Acc: 0.0486	Test loss: 0.0722
+Epoch 6  		Train Acc: 0.0588	Train loss: 0.0665	Test Acc: 0.0610	Test loss: 0.0709
+Epoch 7  		Train Acc: 0.0666	Train loss: 0.0649	Test Acc: 0.0593	Test loss: 0.0686
+Epoch 8  		Train Acc: 0.0723	Train loss: 0.0639	Test Acc: 0.0620	Test loss: 0.0693
+Epoch 9  		Train Acc: 0.0613	Train loss: 0.3453	Test Acc: 0.0612	Test loss: 0.0698
+Epoch 10 		Train Acc: 0.0447	Train loss: 0.0729	Test Acc: 0.0286	Test loss: 0.2692
+Epoch 11 		Train Acc: 0.0525	Train loss: 0.0664	Test Acc: 0.0373	Test loss: 0.2350
+Epoch 12 		Train Acc: 0.0605	Train loss: 0.0651	Test Acc: 0.0593	Test loss: 0.0866
+Epoch 13 		Train Acc: 0.0725	Train loss: 0.0636	Test Acc: 0.0706	Test loss: 0.0707
+Epoch 14 		Train Acc: 0.0807	Train loss: 0.0621	Test Acc: 0.0904	Test loss: 0.0631
+Epoch 15 		Train Acc: 0.0775	Train loss: 0.0614	Test Acc: 0.1115	Test loss: 0.0600
+Epoch 16 		Train Acc: 0.0877	Train loss: 0.0612	Test Acc: 0.1134	Test loss: 0.0598
+Epoch 17 		Train Acc: 0.0871	Train loss: 0.0606	Test Acc: 0.1126	Test loss: 0.0594
+Epoch 18 		Train Acc: 0.0908	Train loss: 0.0606	Test Acc: 0.1151	Test loss: 0.0588
+Epoch 19 		Train Acc: 0.0840	Train loss: 0.3112	Test Acc: 0.1275	Test loss: 0.0583
+Epoch 20 		Train Acc: 0.0613	Train loss: 0.0673	Test Acc: 0.1235	Test loss: 0.0584
+Epoch 21 		Train Acc: 0.1021	Train loss: 0.0604	Test Acc: 0.1156	Test loss: 0.0591
+Epoch 22 		Train Acc: 0.1076	Train loss: 0.0594	Test Acc: 0.1323	Test loss: 0.0577
+Epoch 23 		Train Acc: 0.1047	Train loss: 0.0594	Test Acc: 0.1246	Test loss: 0.0576
+Epoch 24 		Train Acc: 0.1150	Train loss: 0.0587	Test Acc: 0.1360	Test loss: 0.0571
+Epoch 25 		Train Acc: 0.1143	Train loss: 0.0581	Test Acc: 0.1408	Test loss: 0.0566
+Epoch 26 		Train Acc: 0.1154	Train loss: 0.0582	Test Acc: 0.1370	Test loss: 0.0570
+Epoch 27 		Train Acc: 0.1205	Train loss: 0.0574	Test Acc: 0.1521	Test loss: 0.0559
+Epoch 28 		Train Acc: 0.1316	Train loss: 0.0572	Test Acc: 0.1459	Test loss: 0.0562
+Epoch 29 		Train Acc: 0.1174	Train loss: 0.3082	Test Acc: 0.1403	Test loss: 0.0565
+Epoch 30 		Train Acc: 0.0742	Train loss: 0.0649	Test Acc: 0.1391	Test loss: 0.0570
+Epoch 31 		Train Acc: 0.1119	Train loss: 0.0586	Test Acc: 0.1484	Test loss: 0.0564
+Epoch 32 		Train Acc: 0.1293	Train loss: 0.0574	Test Acc: 0.1573	Test loss: 0.0553
+Epoch 33 		Train Acc: 0.1344	Train loss: 0.0572	Test Acc: 0.1591	Test loss: 0.0550
+Epoch 34 		Train Acc: 0.1381	Train loss: 0.0563	Test Acc: 0.1712	Test loss: 0.0543
+Epoch 35 		Train Acc: 0.1486	Train loss: 0.0557	Test Acc: 0.1594	Test loss: 0.0548
+Epoch 36 		Train Acc: 0.1375	Train loss: 0.0560	Test Acc: 0.1729	Test loss: 0.0538
+Epoch 37 		Train Acc: 0.1500	Train loss: 0.0548	Test Acc: 0.1702	Test loss: 0.0540
+Epoch 38 		Train Acc: 0.1551	Train loss: 0.0551	Test Acc: 0.1763	Test loss: 0.0534
+Epoch 39 		Train Acc: 0.1541	Train loss: 0.2868	Test Acc: 0.1789	Test loss: 0.0530
+Epoch 40 		Train Acc: 0.1014	Train loss: 0.0623	Test Acc: 0.1745	Test loss: 0.0539
+Epoch 41 		Train Acc: 0.1385	Train loss: 0.0565	Test Acc: 0.1604	Test loss: 0.0557
+Epoch 42 		Train Acc: 0.1592	Train loss: 0.0548	Test Acc: 0.1758	Test loss: 0.0531
+Epoch 43 		Train Acc: 0.1555	Train loss: 0.0546	Test Acc: 0.1933	Test loss: 0.0524
+Epoch 44 		Train Acc: 0.1613	Train loss: 0.0542	Test Acc: 0.2047	Test loss: 0.0514
+Epoch 45 		Train Acc: 0.1701	Train loss: 0.0534	Test Acc: 0.2101	Test loss: 0.0510
+Epoch 46 		Train Acc: 0.1678	Train loss: 0.0535	Test Acc: 0.2068	Test loss: 0.0513
+Epoch 47 		Train Acc: 0.1854	Train loss: 0.0525	Test Acc: 0.2107	Test loss: 0.0507
+Epoch 48 		Train Acc: 0.1816	Train loss: 0.0528	Test Acc: 0.2134	Test loss: 0.0504
+Epoch 49 		Train Acc: 0.1602	Train loss: 0.2946	Test Acc: 0.2065	Test loss: 0.0509
+Epoch 50 		Train Acc: 0.1213	Train loss: 0.0604	Test Acc: 0.1936	Test loss: 0.0527
+Epoch 51 		Train Acc: 0.1656	Train loss: 0.0545	Test Acc: 0.1912	Test loss: 0.0541
+Epoch 52 		Train Acc: 0.1650	Train loss: 0.0535	Test Acc: 0.2000	Test loss: 0.0521
+Epoch 53 		Train Acc: 0.1812	Train loss: 0.0528	Test Acc: 0.2169	Test loss: 0.0506
+Epoch 54 		Train Acc: 0.1955	Train loss: 0.0517	Test Acc: 0.2315	Test loss: 0.0494
+Epoch 55 		Train Acc: 0.1992	Train loss: 0.0512	Test Acc: 0.2285	Test loss: 0.0495
+Epoch 56 		Train Acc: 0.1957	Train loss: 0.0517	Test Acc: 0.2330	Test loss: 0.0492
+Epoch 57 		Train Acc: 0.2025	Train loss: 0.0503	Test Acc: 0.2306	Test loss: 0.0492
+Epoch 58 		Train Acc: 0.2109	Train loss: 0.0502	Test Acc: 0.2252	Test loss: 0.0497
+Epoch 59 		Train Acc: 0.2012	Train loss: 0.2684	Test Acc: 0.2318	Test loss: 0.0488
+Epoch 60 		Train Acc: 0.1475	Train loss: 0.0575	Test Acc: 0.2144	Test loss: 0.0509
+Epoch 61 		Train Acc: 0.1900	Train loss: 0.0519	Test Acc: 0.2063	Test loss: 0.0519
+Epoch 62 		Train Acc: 0.2088	Train loss: 0.0504	Test Acc: 0.2297	Test loss: 0.0487
+Epoch 63 		Train Acc: 0.2010	Train loss: 0.0501	Test Acc: 0.2469	Test loss: 0.0475
+Epoch 64 		Train Acc: 0.2188	Train loss: 0.0495	Test Acc: 0.2424	Test loss: 0.0477
+Epoch 65 		Train Acc: 0.2139	Train loss: 0.0500	Test Acc: 0.2563	Test loss: 0.0469
+Epoch 66 		Train Acc: 0.2137	Train loss: 0.0490	Test Acc: 0.2588	Test loss: 0.0466
+Epoch 67 		Train Acc: 0.2301	Train loss: 0.0485	Test Acc: 0.2638	Test loss: 0.0461
+Epoch 68 		Train Acc: 0.2330	Train loss: 0.0483	Test Acc: 0.2706	Test loss: 0.0457
+Epoch 69 		Train Acc: 0.2094	Train loss: 0.2772	Test Acc: 0.2548	Test loss: 0.0471
+Epoch 70 		Train Acc: 0.1566	Train loss: 0.0565	Test Acc: 0.2062	Test loss: 0.0542
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 71 		Train Acc: 0.2104	Train loss: 0.0504	Test Acc: 0.1934	Test loss: 0.0572
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 72 		Train Acc: 0.2318	Train loss: 0.0490	Test Acc: 0.2308	Test loss: 0.0507
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 73 		Train Acc: 0.2211	Train loss: 0.0486	Test Acc: 0.2506	Test loss: 0.0480
+FLDetector Defense: Benign idx: [ 0  1  2  3  7  8 14 16]
+Epoch 74 		Train Acc: 0.2299	Train loss: 0.0485	Test Acc: 0.2578	Test loss: 0.0466
+FLDetector Defense: Benign idx: [ 0  1  2  3  8 14 16]
+Epoch 75 		Train Acc: 0.2441	Train loss: 0.0475	Test Acc: 0.2384	Test loss: 0.0477
+FLDetector Defense: Benign idx: [ 0  1  2  3 16]
+Epoch 76 		Train Acc: 0.2430	Train loss: 0.0474	Test Acc: 0.2507	Test loss: 0.0476
+FLDetector Defense: Benign idx: [ 0  1  2  3  7  8 13 14 16]
+Epoch 77 		Train Acc: 0.2340	Train loss: 0.0479	Test Acc: 0.2701	Test loss: 0.0458
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 78 		Train Acc: 0.2453	Train loss: 0.0477	Test Acc: 0.2642	Test loss: 0.0474
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 79 		Train Acc: 0.2375	Train loss: 0.2621	Test Acc: 0.2522	Test loss: 0.0493
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 80 		Train Acc: 0.1641	Train loss: 0.0560	Test Acc: 0.1353	Test loss: 0.0888
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 81 		Train Acc: 0.2193	Train loss: 0.0498	Test Acc: 0.1379	Test loss: 0.0858
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 82 		Train Acc: 0.2361	Train loss: 0.0481	Test Acc: 0.2087	Test loss: 0.0530
+FLDetector Defense: Benign idx: [ 0  1  2  3  7  8  9 19]
+Epoch 83 		Train Acc: 0.2418	Train loss: 0.0471	Test Acc: 0.2614	Test loss: 0.0466
+FLDetector Defense: Benign idx: [ 0  1  2  3  7 19]
+Epoch 84 		Train Acc: 0.2568	Train loss: 0.0459	Test Acc: 0.2704	Test loss: 0.0457
+FLDetector Defense: Benign idx: [ 0  1  2  3  7 19]
+Epoch 85 		Train Acc: 0.2687	Train loss: 0.0457	Test Acc: 0.2691	Test loss: 0.0461
+FLDetector Defense: Benign idx: [ 0  1  2  3  7  9 17 19]
+Epoch 86 		Train Acc: 0.2537	Train loss: 0.0459	Test Acc: 0.2751	Test loss: 0.0455
+FLDetector Defense: Benign idx: [ 0  1  2  3 17 19]
+Epoch 87 		Train Acc: 0.2576	Train loss: 0.0457	Test Acc: 0.2918	Test loss: 0.0439
+FLDetector Defense: Benign idx: [ 0  1  2  3  9 17 19]
+Epoch 88 		Train Acc: 0.2561	Train loss: 0.0456	Test Acc: 0.2804	Test loss: 0.0445
+FLDetector Defense: Benign idx: [ 0  1  2  3 17 19]
+Epoch 89 		Train Acc: 0.2348	Train loss: 0.2735	Test Acc: 0.2714	Test loss: 0.0460
+FLDetector Defense: Benign idx: [ 0  1  2  3  9 16 17 19]
+Epoch 90 		Train Acc: 0.1781	Train loss: 0.0539	Test Acc: 0.1804	Test loss: 0.0627
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 91 		Train Acc: 0.2254	Train loss: 0.0489	Test Acc: 0.1666	Test loss: 0.0769
+FLDetector Defense: Benign idx: [ 0  1  2  3 16]
+Epoch 92 		Train Acc: 0.2520	Train loss: 0.0467	Test Acc: 0.2307	Test loss: 0.0526
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 93 		Train Acc: 0.2588	Train loss: 0.0459	Test Acc: 0.2804	Test loss: 0.0445
+FLDetector Defense: Benign idx: [0 1 2 3 9]
+Epoch 94 		Train Acc: 0.2746	Train loss: 0.0452	Test Acc: 0.2930	Test loss: 0.0439
+FLDetector Defense: Benign idx: [ 0  1  2  3  9 11 12 14 18]
+Epoch 95 		Train Acc: 0.2748	Train loss: 0.0447	Test Acc: 0.2789	Test loss: 0.0440
+FLDetector Defense: Benign idx: [0 1 2 3 9]
+Epoch 96 		Train Acc: 0.2707	Train loss: 0.0446	Test Acc: 0.2953	Test loss: 0.0437
+FLDetector Defense: Benign idx: [0 1 2 3 9]
+Epoch 97 		Train Acc: 0.2789	Train loss: 0.0442	Test Acc: 0.3017	Test loss: 0.0426
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 98 		Train Acc: 0.2803	Train loss: 0.0441	Test Acc: 0.3142	Test loss: 0.0417
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 99 		Train Acc: 0.2572	Train loss: 0.2537	Test Acc: 0.3048	Test loss: 0.0433
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 100		Train Acc: 0.3264	Train loss: 0.0412	Test Acc: 0.3184	Test loss: 0.0420
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 101		Train Acc: 0.3297	Train loss: 0.0411	Test Acc: 0.3327	Test loss: 0.0407
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 102		Train Acc: 0.3396	Train loss: 0.0403	Test Acc: 0.3424	Test loss: 0.0400
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 103		Train Acc: 0.3434	Train loss: 0.0397	Test Acc: 0.3484	Test loss: 0.0396
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 104		Train Acc: 0.3375	Train loss: 0.0399	Test Acc: 0.3515	Test loss: 0.0392
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 105		Train Acc: 0.3531	Train loss: 0.0394	Test Acc: 0.3541	Test loss: 0.0390
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 106		Train Acc: 0.3566	Train loss: 0.0391	Test Acc: 0.3563	Test loss: 0.0387
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  6  7 10]
+Epoch 107		Train Acc: 0.3523	Train loss: 0.0391	Test Acc: 0.3595	Test loss: 0.0385
+FLDetector Defense: Benign idx: [0 1 2 3 4 6 7]
+Epoch 108		Train Acc: 0.3533	Train loss: 0.0390	Test Acc: 0.3616	Test loss: 0.0385
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  6  7  9 10 11 17]
+Epoch 109		Train Acc: 0.3240	Train loss: 0.2266	Test Acc: 0.3646	Test loss: 0.0384
+FLDetector Defense: Benign idx: [0 1 2 3 4 6 7]
+Epoch 110		Train Acc: 0.3494	Train loss: 0.0393	Test Acc: 0.3633	Test loss: 0.0384
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 13 14 15 16 17]
+Epoch 111		Train Acc: 0.3549	Train loss: 0.0387	Test Acc: 0.3639	Test loss: 0.0384
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  6  7  9 10 11 13 14 17]
+Epoch 112		Train Acc: 0.3588	Train loss: 0.0387	Test Acc: 0.3660	Test loss: 0.0382
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  6  7  9 11 13 17]
+Epoch 113		Train Acc: 0.3543	Train loss: 0.0385	Test Acc: 0.3697	Test loss: 0.0382
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  6 11 13 17]
+Epoch 114		Train Acc: 0.3676	Train loss: 0.0386	Test Acc: 0.3700	Test loss: 0.0382
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  6  9 11 13 17]
+Epoch 115		Train Acc: 0.3645	Train loss: 0.0384	Test Acc: 0.3729	Test loss: 0.0381
+FLDetector Defense: Benign idx: [ 0  1  2  3  6 17]
+Epoch 116		Train Acc: 0.3561	Train loss: 0.0388	Test Acc: 0.3705	Test loss: 0.0380
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 117		Train Acc: 0.3654	Train loss: 0.0385	Test Acc: 0.3730	Test loss: 0.0378
+FLDetector Defense: Benign idx: [ 0  1  2  3 12]
+Epoch 118		Train Acc: 0.3623	Train loss: 0.0387	Test Acc: 0.3734	Test loss: 0.0377
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 119		Train Acc: 0.3412	Train loss: 0.2140	Test Acc: 0.3756	Test loss: 0.0377
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 120		Train Acc: 0.3607	Train loss: 0.0383	Test Acc: 0.3731	Test loss: 0.0378
+FLDetector Defense: Benign idx: [ 0  1  2  3  4 12]
+Epoch 121		Train Acc: 0.3592	Train loss: 0.0383	Test Acc: 0.3715	Test loss: 0.0377
+FLDetector Defense: Benign idx: [ 0  1  2  3  4 12 16]
+Epoch 122		Train Acc: 0.3723	Train loss: 0.0376	Test Acc: 0.3706	Test loss: 0.0378
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 123		Train Acc: 0.3713	Train loss: 0.0380	Test Acc: 0.3752	Test loss: 0.0376
+FLDetector Defense: Benign idx: [ 0  1  2  3  4 16]
+Epoch 124		Train Acc: 0.3670	Train loss: 0.0384	Test Acc: 0.3741	Test loss: 0.0377
+FLDetector Defense: Benign idx: [ 0  1  2  3  4 16]
+Epoch 125		Train Acc: 0.3699	Train loss: 0.0378	Test Acc: 0.3739	Test loss: 0.0376
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 126		Train Acc: 0.3670	Train loss: 0.0376	Test Acc: 0.3767	Test loss: 0.0374
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 127		Train Acc: 0.3613	Train loss: 0.0379	Test Acc: 0.3780	Test loss: 0.0374
+FLDetector Defense: Benign idx: [ 0  1  2  3 14 16 17]
+Epoch 128		Train Acc: 0.3760	Train loss: 0.0376	Test Acc: 0.3797	Test loss: 0.0374
+FLDetector Defense: Benign idx: [ 0  1  2  3 14 16]
+Epoch 129		Train Acc: 0.3475	Train loss: 0.2341	Test Acc: 0.3802	Test loss: 0.0373
+FLDetector Defense: Benign idx: [ 0  1  2  3  9 14 16]
+Epoch 130		Train Acc: 0.3717	Train loss: 0.0377	Test Acc: 0.3746	Test loss: 0.0377
+FLDetector Defense: Benign idx: [ 0  1  2  3  9 14]
+Epoch 131		Train Acc: 0.3689	Train loss: 0.0374	Test Acc: 0.3708	Test loss: 0.0377
+FLDetector Defense: Benign idx: [ 0  1  2  3 14]
+Epoch 132		Train Acc: 0.3736	Train loss: 0.0381	Test Acc: 0.3710	Test loss: 0.0375
+FLDetector Defense: Benign idx: [ 0  1  2  3 14]
+Epoch 133		Train Acc: 0.3705	Train loss: 0.0374	Test Acc: 0.3737	Test loss: 0.0373
+FLDetector Defense: Benign idx: [ 0  1  2  3 12 14]
+Epoch 134		Train Acc: 0.3705	Train loss: 0.0377	Test Acc: 0.3776	Test loss: 0.0372
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 135		Train Acc: 0.3807	Train loss: 0.0368	Test Acc: 0.3773	Test loss: 0.0372
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 136		Train Acc: 0.3693	Train loss: 0.0380	Test Acc: 0.3815	Test loss: 0.0371
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 137		Train Acc: 0.3779	Train loss: 0.0373	Test Acc: 0.3874	Test loss: 0.0369
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 138		Train Acc: 0.3684	Train loss: 0.0377	Test Acc: 0.3893	Test loss: 0.0367
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 139		Train Acc: 0.3373	Train loss: 0.2249	Test Acc: 0.3862	Test loss: 0.0369
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 140		Train Acc: 0.3686	Train loss: 0.0372	Test Acc: 0.3752	Test loss: 0.0378
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 141		Train Acc: 0.3756	Train loss: 0.0374	Test Acc: 0.3783	Test loss: 0.0376
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 142		Train Acc: 0.3764	Train loss: 0.0373	Test Acc: 0.3847	Test loss: 0.0372
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 143		Train Acc: 0.3916	Train loss: 0.0366	Test Acc: 0.3851	Test loss: 0.0369
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 144		Train Acc: 0.3848	Train loss: 0.0368	Test Acc: 0.3835	Test loss: 0.0367
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 145		Train Acc: 0.3768	Train loss: 0.0374	Test Acc: 0.3857	Test loss: 0.0366
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 146		Train Acc: 0.3699	Train loss: 0.0374	Test Acc: 0.3858	Test loss: 0.0366
+FLDetector Defense: Benign idx: [0 1 2 3 9]
+Epoch 147		Train Acc: 0.3777	Train loss: 0.0373	Test Acc: 0.3871	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  9 14]
+Epoch 148		Train Acc: 0.3885	Train loss: 0.0365	Test Acc: 0.3881	Test loss: 0.0367
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 149		Train Acc: 0.3473	Train loss: 0.2210	Test Acc: 0.3857	Test loss: 0.0366
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 150		Train Acc: 0.3914	Train loss: 0.0367	Test Acc: 0.3861	Test loss: 0.0369
+FLDetector Defense: Benign idx: [0 1 2 3 9]
+Epoch 151		Train Acc: 0.3857	Train loss: 0.0363	Test Acc: 0.3887	Test loss: 0.0366
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 152		Train Acc: 0.3779	Train loss: 0.0371	Test Acc: 0.3918	Test loss: 0.0365
+FLDetector Defense: Benign idx: [0 1 2 3 9]
+Epoch 153		Train Acc: 0.3822	Train loss: 0.0368	Test Acc: 0.3921	Test loss: 0.0365
+FLDetector Defense: Benign idx: [0 1 2 3 8 9]
+Epoch 154		Train Acc: 0.3846	Train loss: 0.0364	Test Acc: 0.3907	Test loss: 0.0365
+FLDetector Defense: Benign idx: [ 0  1  2  3  8  9 16 17]
+Epoch 155		Train Acc: 0.3855	Train loss: 0.0370	Test Acc: 0.3929	Test loss: 0.0363
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 156		Train Acc: 0.3951	Train loss: 0.0368	Test Acc: 0.3917	Test loss: 0.0362
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 157		Train Acc: 0.3961	Train loss: 0.0363	Test Acc: 0.3931	Test loss: 0.0361
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 158		Train Acc: 0.3865	Train loss: 0.0366	Test Acc: 0.3914	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  8 16]
+Epoch 159		Train Acc: 0.3697	Train loss: 0.2229	Test Acc: 0.3947	Test loss: 0.0362
+FLDetector Defense: Benign idx: [0 1 2 3 8]
+Epoch 160		Train Acc: 0.3932	Train loss: 0.0358	Test Acc: 0.3960	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  8 12 13 16 18 19]
+Epoch 161		Train Acc: 0.4027	Train loss: 0.0360	Test Acc: 0.3962	Test loss: 0.0359
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 162		Train Acc: 0.3961	Train loss: 0.0359	Test Acc: 0.3986	Test loss: 0.0358
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 163		Train Acc: 0.3867	Train loss: 0.0366	Test Acc: 0.3995	Test loss: 0.0357
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 164		Train Acc: 0.4004	Train loss: 0.0358	Test Acc: 0.4004	Test loss: 0.0357
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 165		Train Acc: 0.3975	Train loss: 0.0363	Test Acc: 0.4016	Test loss: 0.0357
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 166		Train Acc: 0.4002	Train loss: 0.0356	Test Acc: 0.4020	Test loss: 0.0357
+FLDetector Defense: Benign idx: [ 0  1  2  3  5 18]
+Epoch 167		Train Acc: 0.4057	Train loss: 0.0353	Test Acc: 0.4019	Test loss: 0.0356
+FLDetector Defense: Benign idx: [ 0  1  2  3  5  7 13 14 16 18 19]
+Epoch 168		Train Acc: 0.3996	Train loss: 0.0356	Test Acc: 0.4015	Test loss: 0.0356
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 169		Train Acc: 0.3688	Train loss: 0.2155	Test Acc: 0.4022	Test loss: 0.0356
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 170		Train Acc: 0.4014	Train loss: 0.0354	Test Acc: 0.4021	Test loss: 0.0356
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 171		Train Acc: 0.4020	Train loss: 0.0358	Test Acc: 0.4016	Test loss: 0.0356
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 172		Train Acc: 0.3949	Train loss: 0.0363	Test Acc: 0.4015	Test loss: 0.0356
+FLDetector Defense: Benign idx: [ 0  1  2  3 16 18]
+Epoch 173		Train Acc: 0.4006	Train loss: 0.0358	Test Acc: 0.4022	Test loss: 0.0356
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 174		Train Acc: 0.3988	Train loss: 0.0354	Test Acc: 0.4016	Test loss: 0.0356
+FLDetector Defense: Benign idx: [ 0  1  2  3 18]
+Epoch 175		Train Acc: 0.4104	Train loss: 0.0355	Test Acc: 0.4014	Test loss: 0.0356
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 176		Train Acc: 0.4006	Train loss: 0.0357	Test Acc: 0.4020	Test loss: 0.0356
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 177		Train Acc: 0.4027	Train loss: 0.0359	Test Acc: 0.4025	Test loss: 0.0356
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 178		Train Acc: 0.3924	Train loss: 0.0361	Test Acc: 0.4020	Test loss: 0.0356
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 179		Train Acc: 0.3730	Train loss: 0.1953	Test Acc: 0.4022	Test loss: 0.0356
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 180		Train Acc: 0.4090	Train loss: 0.0352	Test Acc: 0.4016	Test loss: 0.0356
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 181		Train Acc: 0.3980	Train loss: 0.0356	Test Acc: 0.4022	Test loss: 0.0356
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 182		Train Acc: 0.4029	Train loss: 0.0358	Test Acc: 0.4028	Test loss: 0.0356
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 183		Train Acc: 0.4014	Train loss: 0.0359	Test Acc: 0.4040	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3 19]
+Epoch 184		Train Acc: 0.4031	Train loss: 0.0357	Test Acc: 0.4045	Test loss: 0.0355
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 185		Train Acc: 0.4062	Train loss: 0.0358	Test Acc: 0.4048	Test loss: 0.0355
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 186		Train Acc: 0.4088	Train loss: 0.0353	Test Acc: 0.4056	Test loss: 0.0355
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 187		Train Acc: 0.3867	Train loss: 0.0359	Test Acc: 0.4052	Test loss: 0.0355
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 188		Train Acc: 0.3957	Train loss: 0.0356	Test Acc: 0.4051	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3 14]
+Epoch 189		Train Acc: 0.3748	Train loss: 0.2161	Test Acc: 0.4044	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3 14]
+Epoch 190		Train Acc: 0.4143	Train loss: 0.0356	Test Acc: 0.4041	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3 12 14 19]
+Epoch 191		Train Acc: 0.4006	Train loss: 0.0355	Test Acc: 0.4039	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3 14]
+Epoch 192		Train Acc: 0.3963	Train loss: 0.0355	Test Acc: 0.4039	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3 14]
+Epoch 193		Train Acc: 0.4109	Train loss: 0.0353	Test Acc: 0.4044	Test loss: 0.0355
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 194		Train Acc: 0.3936	Train loss: 0.0362	Test Acc: 0.4043	Test loss: 0.0354
+FLDetector Defense: Benign idx: [ 0  1  2  3  8 12]
+Epoch 195		Train Acc: 0.4027	Train loss: 0.0354	Test Acc: 0.4043	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  5  7  8 11 12 19]
+Epoch 196		Train Acc: 0.4035	Train loss: 0.0353	Test Acc: 0.4040	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  5  6  7  8 12 19]
+Epoch 197		Train Acc: 0.4115	Train loss: 0.0352	Test Acc: 0.4046	Test loss: 0.0354
+FLDetector Defense: Benign idx: [ 0  1  2  3  6  7  8 12 19]
+Epoch 198		Train Acc: 0.3941	Train loss: 0.0365	Test Acc: 0.4043	Test loss: 0.0354
+FLDetector Defense: Benign idx: [ 0  1  2  3  6  7  8 12 19]
+Epoch 199		Train Acc: 0.3639	Train loss: 0.2293	Test Acc: 0.4049	Test loss: 0.0355
+Training finished on Mon Feb 23 23:39:55 2026 using 27 minutes and 42 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.2_seed43_cfgFedAvg_CIFAR100_config_exp1.txt

@@ -0,0 +1,339 @@
+seed: 43, num_experiments: 5, experiment_id: 1, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 20, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 4, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.24118242.0/flpoison_24118242_20/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.2_seed43_cfgFedAvg_CIFAR100_config_exp1.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Mon Feb 23 23:39:56 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0125	Train loss: 0.0754	Test Acc: 0.0099	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0176	Train loss: 0.0743	Test Acc: 0.0100	Test loss: 0.0725
+Epoch 2  		Train Acc: 0.0238	Train loss: 0.0729	Test Acc: 0.0166	Test loss: 0.0717
+Epoch 3  		Train Acc: 0.0322	Train loss: 0.0712	Test Acc: 0.0328	Test loss: 0.0699
+Epoch 4  		Train Acc: 0.0402	Train loss: 0.0703	Test Acc: 0.0429	Test loss: 0.0670
+Epoch 5  		Train Acc: 0.0449	Train loss: 0.0679	Test Acc: 0.0548	Test loss: 0.0657
+Epoch 6  		Train Acc: 0.0461	Train loss: 0.0671	Test Acc: 0.0467	Test loss: 0.0744
+Epoch 7  		Train Acc: 0.0639	Train loss: 0.0657	Test Acc: 0.0594	Test loss: 0.0710
+Epoch 8  		Train Acc: 0.0689	Train loss: 0.0647	Test Acc: 0.0628	Test loss: 0.0688
+Epoch 9  		Train Acc: 0.0613	Train loss: 0.3344	Test Acc: 0.0735	Test loss: 0.0670
+Epoch 10 		Train Acc: 0.0402	Train loss: 0.0733	Test Acc: 0.0312	Test loss: 0.1791
+Epoch 11 		Train Acc: 0.0613	Train loss: 0.0662	Test Acc: 0.0276	Test loss: 0.2274
+Epoch 12 		Train Acc: 0.0619	Train loss: 0.0651	Test Acc: 0.0445	Test loss: 0.0931
+Epoch 13 		Train Acc: 0.0738	Train loss: 0.0636	Test Acc: 0.0710	Test loss: 0.0695
+Epoch 14 		Train Acc: 0.0744	Train loss: 0.0627	Test Acc: 0.0962	Test loss: 0.0625
+Epoch 15 		Train Acc: 0.0818	Train loss: 0.0619	Test Acc: 0.0966	Test loss: 0.0617
+Epoch 16 		Train Acc: 0.0994	Train loss: 0.0612	Test Acc: 0.1020	Test loss: 0.0611
+Epoch 17 		Train Acc: 0.0893	Train loss: 0.0611	Test Acc: 0.1052	Test loss: 0.0608
+Epoch 18 		Train Acc: 0.0914	Train loss: 0.0610	Test Acc: 0.1099	Test loss: 0.0598
+Epoch 19 		Train Acc: 0.0902	Train loss: 0.3080	Test Acc: 0.1226	Test loss: 0.0588
+Epoch 20 		Train Acc: 0.0594	Train loss: 0.0674	Test Acc: 0.0971	Test loss: 0.0662
+Epoch 21 		Train Acc: 0.0863	Train loss: 0.0613	Test Acc: 0.1057	Test loss: 0.0636
+Epoch 22 		Train Acc: 0.0986	Train loss: 0.0607	Test Acc: 0.1256	Test loss: 0.0591
+Epoch 23 		Train Acc: 0.1018	Train loss: 0.0601	Test Acc: 0.1394	Test loss: 0.0577
+Epoch 24 		Train Acc: 0.1051	Train loss: 0.0589	Test Acc: 0.1331	Test loss: 0.0574
+Epoch 25 		Train Acc: 0.1146	Train loss: 0.0584	Test Acc: 0.1369	Test loss: 0.0566
+Epoch 26 		Train Acc: 0.1111	Train loss: 0.0583	Test Acc: 0.1422	Test loss: 0.0565
+Epoch 27 		Train Acc: 0.1107	Train loss: 0.0583	Test Acc: 0.1481	Test loss: 0.0562
+Epoch 28 		Train Acc: 0.1238	Train loss: 0.0574	Test Acc: 0.1521	Test loss: 0.0555
+Epoch 29 		Train Acc: 0.1129	Train loss: 0.3089	Test Acc: 0.1386	Test loss: 0.0573
+Epoch 30 		Train Acc: 0.0764	Train loss: 0.0643	Test Acc: 0.1271	Test loss: 0.0581
+Epoch 31 		Train Acc: 0.1184	Train loss: 0.0587	Test Acc: 0.1318	Test loss: 0.0572
+Epoch 32 		Train Acc: 0.1273	Train loss: 0.0575	Test Acc: 0.1541	Test loss: 0.0559
+Epoch 33 		Train Acc: 0.1324	Train loss: 0.0570	Test Acc: 0.1676	Test loss: 0.0550
+Epoch 34 		Train Acc: 0.1418	Train loss: 0.0568	Test Acc: 0.1740	Test loss: 0.0544
+Epoch 35 		Train Acc: 0.1455	Train loss: 0.0559	Test Acc: 0.1738	Test loss: 0.0537
+Epoch 36 		Train Acc: 0.1408	Train loss: 0.0555	Test Acc: 0.1721	Test loss: 0.0541
+Epoch 37 		Train Acc: 0.1412	Train loss: 0.0553	Test Acc: 0.1809	Test loss: 0.0534
+Epoch 38 		Train Acc: 0.1553	Train loss: 0.0548	Test Acc: 0.1815	Test loss: 0.0527
+Epoch 39 		Train Acc: 0.1432	Train loss: 0.3073	Test Acc: 0.1862	Test loss: 0.0526
+Epoch 40 		Train Acc: 0.1033	Train loss: 0.0622	Test Acc: 0.1605	Test loss: 0.0564
+Epoch 41 		Train Acc: 0.1432	Train loss: 0.0563	Test Acc: 0.1636	Test loss: 0.0565
+Epoch 42 		Train Acc: 0.1510	Train loss: 0.0549	Test Acc: 0.1790	Test loss: 0.0541
+Epoch 43 		Train Acc: 0.1561	Train loss: 0.0545	Test Acc: 0.1823	Test loss: 0.0524
+Epoch 44 		Train Acc: 0.1566	Train loss: 0.0537	Test Acc: 0.1899	Test loss: 0.0516
+Epoch 45 		Train Acc: 0.1721	Train loss: 0.0534	Test Acc: 0.1914	Test loss: 0.0517
+Epoch 46 		Train Acc: 0.1684	Train loss: 0.0531	Test Acc: 0.2101	Test loss: 0.0511
+Epoch 47 		Train Acc: 0.1703	Train loss: 0.0531	Test Acc: 0.2121	Test loss: 0.0507
+Epoch 48 		Train Acc: 0.1854	Train loss: 0.0522	Test Acc: 0.2218	Test loss: 0.0497
+Epoch 49 		Train Acc: 0.1615	Train loss: 0.3040	Test Acc: 0.2208	Test loss: 0.0496
+Epoch 50 		Train Acc: 0.1092	Train loss: 0.0606	Test Acc: 0.1850	Test loss: 0.0539
+Epoch 51 		Train Acc: 0.1646	Train loss: 0.0540	Test Acc: 0.1739	Test loss: 0.0547
+Epoch 52 		Train Acc: 0.1674	Train loss: 0.0534	Test Acc: 0.1898	Test loss: 0.0517
+Epoch 53 		Train Acc: 0.1898	Train loss: 0.0523	Test Acc: 0.2065	Test loss: 0.0508
+Epoch 54 		Train Acc: 0.1959	Train loss: 0.0512	Test Acc: 0.2220	Test loss: 0.0495
+Epoch 55 		Train Acc: 0.1926	Train loss: 0.0514	Test Acc: 0.2344	Test loss: 0.0486
+Epoch 56 		Train Acc: 0.2010	Train loss: 0.0504	Test Acc: 0.2458	Test loss: 0.0482
+Epoch 57 		Train Acc: 0.2096	Train loss: 0.0503	Test Acc: 0.2426	Test loss: 0.0484
+Epoch 58 		Train Acc: 0.2025	Train loss: 0.0505	Test Acc: 0.2326	Test loss: 0.0485
+Epoch 59 		Train Acc: 0.1840	Train loss: 0.2780	Test Acc: 0.2461	Test loss: 0.0479
+Epoch 60 		Train Acc: 0.1381	Train loss: 0.0583	Test Acc: 0.2077	Test loss: 0.0524
+Epoch 61 		Train Acc: 0.1768	Train loss: 0.0523	Test Acc: 0.2163	Test loss: 0.0531
+Epoch 62 		Train Acc: 0.1898	Train loss: 0.0506	Test Acc: 0.2304	Test loss: 0.0496
+Epoch 63 		Train Acc: 0.2070	Train loss: 0.0498	Test Acc: 0.2475	Test loss: 0.0479
+Epoch 64 		Train Acc: 0.2201	Train loss: 0.0492	Test Acc: 0.2481	Test loss: 0.0476
+Epoch 65 		Train Acc: 0.2174	Train loss: 0.0493	Test Acc: 0.2555	Test loss: 0.0466
+Epoch 66 		Train Acc: 0.2285	Train loss: 0.0488	Test Acc: 0.2592	Test loss: 0.0467
+Epoch 67 		Train Acc: 0.2305	Train loss: 0.0490	Test Acc: 0.2745	Test loss: 0.0454
+Epoch 68 		Train Acc: 0.2352	Train loss: 0.0478	Test Acc: 0.2830	Test loss: 0.0448
+Epoch 69 		Train Acc: 0.2053	Train loss: 0.2806	Test Acc: 0.2775	Test loss: 0.0451
+Epoch 70 		Train Acc: 0.1662	Train loss: 0.0549	Test Acc: 0.2456	Test loss: 0.0476
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 71 		Train Acc: 0.2139	Train loss: 0.0492	Test Acc: 0.2307	Test loss: 0.0523
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 72 		Train Acc: 0.2260	Train loss: 0.0486	Test Acc: 0.2212	Test loss: 0.0533
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 73 		Train Acc: 0.2324	Train loss: 0.0475	Test Acc: 0.2414	Test loss: 0.0503
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 74 		Train Acc: 0.2436	Train loss: 0.0474	Test Acc: 0.2592	Test loss: 0.0479
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 75 		Train Acc: 0.2469	Train loss: 0.0468	Test Acc: 0.2691	Test loss: 0.0466
+FLDetector Defense: Benign idx: [ 0  1  2  3  5 13]
+Epoch 76 		Train Acc: 0.2453	Train loss: 0.0472	Test Acc: 0.2747	Test loss: 0.0457
+FLDetector Defense: Benign idx: [0 1 2 3 5]
+Epoch 77 		Train Acc: 0.2406	Train loss: 0.0477	Test Acc: 0.2683	Test loss: 0.0472
+FLDetector Defense: Benign idx: [ 0  1  2  3  5 11 18]
+Epoch 78 		Train Acc: 0.2484	Train loss: 0.0466	Test Acc: 0.2704	Test loss: 0.0455
+FLDetector Defense: Benign idx: [ 0  1  2  3 11 18 19]
+Epoch 79 		Train Acc: 0.2148	Train loss: 0.3027	Test Acc: 0.2470	Test loss: 0.0481
+FLDetector Defense: Benign idx: [ 0  1  2  3 11 18 19]
+Epoch 80 		Train Acc: 0.1672	Train loss: 0.0558	Test Acc: 0.1643	Test loss: 0.0635
+FLDetector Defense: Benign idx: [ 0  1  2  3  5 11 16 18 19]
+Epoch 81 		Train Acc: 0.2152	Train loss: 0.0501	Test Acc: 0.1895	Test loss: 0.0577
+FLDetector Defense: Benign idx: [ 0  1  2  3 11 18 19]
+Epoch 82 		Train Acc: 0.2373	Train loss: 0.0483	Test Acc: 0.2353	Test loss: 0.0496
+FLDetector Defense: Benign idx: [ 0  1  2  3 11 19]
+Epoch 83 		Train Acc: 0.2457	Train loss: 0.0475	Test Acc: 0.2506	Test loss: 0.0481
+FLDetector Defense: Benign idx: [ 0  1  2  3  4 10 11 19]
+Epoch 84 		Train Acc: 0.2377	Train loss: 0.0474	Test Acc: 0.2792	Test loss: 0.0457
+FLDetector Defense: Benign idx: [ 0  1  2  3 10 19]
+Epoch 85 		Train Acc: 0.2469	Train loss: 0.0467	Test Acc: 0.2638	Test loss: 0.0467
+FLDetector Defense: Benign idx: [ 0  1  2  3 10 11]
+Epoch 86 		Train Acc: 0.2439	Train loss: 0.0466	Test Acc: 0.2852	Test loss: 0.0444
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 87 		Train Acc: 0.2516	Train loss: 0.0464	Test Acc: 0.2876	Test loss: 0.0453
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  9 10]
+Epoch 88 		Train Acc: 0.2697	Train loss: 0.0453	Test Acc: 0.3068	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1  2  3  4 10]
+Epoch 89 		Train Acc: 0.2457	Train loss: 0.2650	Test Acc: 0.2766	Test loss: 0.0468
+FLDetector Defense: Benign idx: [ 0  1  2  3  4 10]
+Epoch 90 		Train Acc: 0.1861	Train loss: 0.0538	Test Acc: 0.1987	Test loss: 0.0625
+FLDetector Defense: Benign idx: [ 0  1  2  3  4 10 18 19]
+Epoch 91 		Train Acc: 0.2406	Train loss: 0.0480	Test Acc: 0.2138	Test loss: 0.0531
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7  8  9 10 14 15 16 18 19]
+Epoch 92 		Train Acc: 0.2475	Train loss: 0.0471	Test Acc: 0.2735	Test loss: 0.0461
+FLDetector Defense: Benign idx: [ 0  1  2  3 10 18]
+Epoch 93 		Train Acc: 0.2723	Train loss: 0.0454	Test Acc: 0.2706	Test loss: 0.0453
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  7 10 14 15 16 18]
+Epoch 94 		Train Acc: 0.2643	Train loss: 0.0450	Test Acc: 0.2862	Test loss: 0.0446
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  7 14 16 18]
+Epoch 95 		Train Acc: 0.2670	Train loss: 0.0445	Test Acc: 0.2695	Test loss: 0.0456
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  7 10 14 15 16 18 19]
+Epoch 96 		Train Acc: 0.2709	Train loss: 0.0444	Test Acc: 0.2834	Test loss: 0.0446
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  7 10 16 17 18 19]
+Epoch 97 		Train Acc: 0.2824	Train loss: 0.0442	Test Acc: 0.3033	Test loss: 0.0427
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  7 10 13 14 15 16 17 18 19]
+Epoch 98 		Train Acc: 0.2791	Train loss: 0.0442	Test Acc: 0.3133	Test loss: 0.0417
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  6  7 13 14 15 16 18 19]
+Epoch 99 		Train Acc: 0.2645	Train loss: 0.2627	Test Acc: 0.2685	Test loss: 0.0461
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  6  7 13 14 15 16 18 19]
+Epoch 100		Train Acc: 0.3156	Train loss: 0.0414	Test Acc: 0.2990	Test loss: 0.0431
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  7 14 15 16 18 19]
+Epoch 101		Train Acc: 0.3400	Train loss: 0.0402	Test Acc: 0.3287	Test loss: 0.0407
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  6  7  9 12 13 14 15 16 18 19]
+Epoch 102		Train Acc: 0.3354	Train loss: 0.0399	Test Acc: 0.3488	Test loss: 0.0394
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  6  7  9 12 13 14 15 16 18 19]
+Epoch 103		Train Acc: 0.3379	Train loss: 0.0399	Test Acc: 0.3561	Test loss: 0.0391
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  6  7  9 11 12 13 14 15 16 18 19]
+Epoch 104		Train Acc: 0.3457	Train loss: 0.0398	Test Acc: 0.3547	Test loss: 0.0390
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  6  7  9 11 12 13 14 15 16 18 19]
+Epoch 105		Train Acc: 0.3482	Train loss: 0.0391	Test Acc: 0.3599	Test loss: 0.0388
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 11 12 13 14 15 16 18 19]
+Epoch 106		Train Acc: 0.3465	Train loss: 0.0397	Test Acc: 0.3634	Test loss: 0.0385
+FLDetector Defense: Benign idx: [ 0  1  2  3  7  9 11 14 15 18 19]
+Epoch 107		Train Acc: 0.3549	Train loss: 0.0393	Test Acc: 0.3647	Test loss: 0.0383
+FLDetector Defense: Benign idx: [ 0  1  2  3  5  6  7  9 11 14 15 18 19]
+Epoch 108		Train Acc: 0.3668	Train loss: 0.0384	Test Acc: 0.3654	Test loss: 0.0383
+FLDetector Defense: Benign idx: [ 0  1  2  3  6  7  9 11 14 15 18 19]
+Epoch 109		Train Acc: 0.3268	Train loss: 0.2207	Test Acc: 0.3662	Test loss: 0.0383
+FLDetector Defense: Benign idx: [ 0  1  2  3  6 11 15 18 19]
+Epoch 110		Train Acc: 0.3561	Train loss: 0.0386	Test Acc: 0.3647	Test loss: 0.0382
+FLDetector Defense: Benign idx: [ 0  1  2  3  6 11 14 15 19]
+Epoch 111		Train Acc: 0.3701	Train loss: 0.0382	Test Acc: 0.3639	Test loss: 0.0381
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 112		Train Acc: 0.3705	Train loss: 0.0380	Test Acc: 0.3673	Test loss: 0.0379
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 113		Train Acc: 0.3754	Train loss: 0.0381	Test Acc: 0.3689	Test loss: 0.0378
+FLDetector Defense: Benign idx: [ 0  1  2  3 19]
+Epoch 114		Train Acc: 0.3742	Train loss: 0.0375	Test Acc: 0.3701	Test loss: 0.0377
+FLDetector Defense: Benign idx: [ 0  1  2  3 10 14]
+Epoch 115		Train Acc: 0.3650	Train loss: 0.0381	Test Acc: 0.3754	Test loss: 0.0375
+FLDetector Defense: Benign idx: [ 0  1  2  3 10 12 14]
+Epoch 116		Train Acc: 0.3625	Train loss: 0.0381	Test Acc: 0.3738	Test loss: 0.0375
+FLDetector Defense: Benign idx: [ 0  1  2  3 10 12 13 14 16 18]
+Epoch 117		Train Acc: 0.3705	Train loss: 0.0383	Test Acc: 0.3762	Test loss: 0.0375
+FLDetector Defense: Benign idx: [ 0  1  2  3 10 12 13 16 18]
+Epoch 118		Train Acc: 0.3566	Train loss: 0.0385	Test Acc: 0.3793	Test loss: 0.0374
+FLDetector Defense: Benign idx: [ 0  1  2  3 10 12 13]
+Epoch 119		Train Acc: 0.3213	Train loss: 0.2240	Test Acc: 0.3788	Test loss: 0.0375
+FLDetector Defense: Benign idx: [ 0  1  2  3  8 10 12 13 14]
+Epoch 120		Train Acc: 0.3723	Train loss: 0.0377	Test Acc: 0.3773	Test loss: 0.0374
+FLDetector Defense: Benign idx: [ 0  1  2  3  7  8 10 12 13 14]
+Epoch 121		Train Acc: 0.3705	Train loss: 0.0378	Test Acc: 0.3742	Test loss: 0.0374
+FLDetector Defense: Benign idx: [ 0  1  2  3 10]
+Epoch 122		Train Acc: 0.3697	Train loss: 0.0384	Test Acc: 0.3751	Test loss: 0.0373
+FLDetector Defense: Benign idx: [ 0  1  2  3  8 10]
+Epoch 123		Train Acc: 0.3801	Train loss: 0.0375	Test Acc: 0.3769	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  8 10]
+Epoch 124		Train Acc: 0.3764	Train loss: 0.0377	Test Acc: 0.3769	Test loss: 0.0373
+FLDetector Defense: Benign idx: [ 0  1  2  3  8 10 12 13 18 19]
+Epoch 125		Train Acc: 0.3850	Train loss: 0.0369	Test Acc: 0.3817	Test loss: 0.0370
+FLDetector Defense: Benign idx: [ 0  1  2  3  8 10 19]
+Epoch 126		Train Acc: 0.3754	Train loss: 0.0378	Test Acc: 0.3815	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  6  8 10 13 15]
+Epoch 127		Train Acc: 0.3768	Train loss: 0.0378	Test Acc: 0.3812	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  6  8 10 13 15]
+Epoch 128		Train Acc: 0.3830	Train loss: 0.0371	Test Acc: 0.3790	Test loss: 0.0371
+FLDetector Defense: Benign idx: [0 1 2 3 8]
+Epoch 129		Train Acc: 0.3516	Train loss: 0.2135	Test Acc: 0.3779	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  8 13 18]
+Epoch 130		Train Acc: 0.3801	Train loss: 0.0372	Test Acc: 0.3771	Test loss: 0.0374
+FLDetector Defense: Benign idx: [ 0  1  2  3  8 13 18]
+Epoch 131		Train Acc: 0.3867	Train loss: 0.0367	Test Acc: 0.3773	Test loss: 0.0373
+FLDetector Defense: Benign idx: [ 0  1  2  3  8 13]
+Epoch 132		Train Acc: 0.3762	Train loss: 0.0368	Test Acc: 0.3800	Test loss: 0.0372
+FLDetector Defense: Benign idx: [0 1 2 3 7]
+Epoch 133		Train Acc: 0.3674	Train loss: 0.0379	Test Acc: 0.3828	Test loss: 0.0369
+FLDetector Defense: Benign idx: [ 0  1  2  3  7 14]
+Epoch 134		Train Acc: 0.3812	Train loss: 0.0372	Test Acc: 0.3843	Test loss: 0.0368
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  7  9 14 15]
+Epoch 135		Train Acc: 0.3744	Train loss: 0.0371	Test Acc: 0.3847	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  7  9 14]
+Epoch 136		Train Acc: 0.3795	Train loss: 0.0372	Test Acc: 0.3883	Test loss: 0.0365
+FLDetector Defense: Benign idx: [ 0  1  2  3  7  9 14 18]
+Epoch 137		Train Acc: 0.3822	Train loss: 0.0366	Test Acc: 0.3876	Test loss: 0.0365
+FLDetector Defense: Benign idx: [ 0  1  2  3  7  8  9 11 14 15 18]
+Epoch 138		Train Acc: 0.3719	Train loss: 0.0375	Test Acc: 0.3850	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  7  9 14]
+Epoch 139		Train Acc: 0.3459	Train loss: 0.2279	Test Acc: 0.3891	Test loss: 0.0365
+FLDetector Defense: Benign idx: [ 0  1  2  3  7  9 11 14 19]
+Epoch 140		Train Acc: 0.3832	Train loss: 0.0370	Test Acc: 0.3867	Test loss: 0.0365
+FLDetector Defense: Benign idx: [ 0  1  2  3  7  9 11 15 19]
+Epoch 141		Train Acc: 0.3934	Train loss: 0.0363	Test Acc: 0.3908	Test loss: 0.0365
+FLDetector Defense: Benign idx: [ 0  1  2  3  9 11 19]
+Epoch 142		Train Acc: 0.3922	Train loss: 0.0364	Test Acc: 0.3884	Test loss: 0.0364
+FLDetector Defense: Benign idx: [ 0  1  2  3  8  9 11 19]
+Epoch 143		Train Acc: 0.3773	Train loss: 0.0366	Test Acc: 0.3879	Test loss: 0.0364
+FLDetector Defense: Benign idx: [ 0  1  2  3  8 11 19]
+Epoch 144		Train Acc: 0.3748	Train loss: 0.0370	Test Acc: 0.3910	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  8 11 19]
+Epoch 145		Train Acc: 0.3959	Train loss: 0.0359	Test Acc: 0.3950	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3 19]
+Epoch 146		Train Acc: 0.3850	Train loss: 0.0363	Test Acc: 0.3965	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3 16 19]
+Epoch 147		Train Acc: 0.3846	Train loss: 0.0370	Test Acc: 0.3948	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3 19]
+Epoch 148		Train Acc: 0.3779	Train loss: 0.0371	Test Acc: 0.3914	Test loss: 0.0361
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 149		Train Acc: 0.3631	Train loss: 0.2155	Test Acc: 0.3933	Test loss: 0.0360
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 150		Train Acc: 0.3828	Train loss: 0.0365	Test Acc: 0.3887	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3 17 19]
+Epoch 151		Train Acc: 0.3910	Train loss: 0.0363	Test Acc: 0.3855	Test loss: 0.0365
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 152		Train Acc: 0.3937	Train loss: 0.0359	Test Acc: 0.3920	Test loss: 0.0363
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 153		Train Acc: 0.3783	Train loss: 0.0364	Test Acc: 0.3937	Test loss: 0.0360
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 154		Train Acc: 0.3914	Train loss: 0.0363	Test Acc: 0.3975	Test loss: 0.0358
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  6  7  8  9 10 12 13 14 18 19]
+Epoch 155		Train Acc: 0.3949	Train loss: 0.0362	Test Acc: 0.3989	Test loss: 0.0357
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 156		Train Acc: 0.4002	Train loss: 0.0359	Test Acc: 0.3994	Test loss: 0.0355
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 157		Train Acc: 0.3912	Train loss: 0.0362	Test Acc: 0.4010	Test loss: 0.0356
+FLDetector Defense: Benign idx: [ 0  1  2  3  6  7 11 13]
+Epoch 158		Train Acc: 0.3898	Train loss: 0.0364	Test Acc: 0.4039	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  6  7  8 11 12 13 18]
+Epoch 159		Train Acc: 0.3770	Train loss: 0.2056	Test Acc: 0.4000	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  6  7  8 11 12 13 18]
+Epoch 160		Train Acc: 0.3969	Train loss: 0.0357	Test Acc: 0.4026	Test loss: 0.0354
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  6 11 12 13 18]
+Epoch 161		Train Acc: 0.4176	Train loss: 0.0355	Test Acc: 0.4047	Test loss: 0.0353
+FLDetector Defense: Benign idx: [ 0  1  2  3  6  7 11 13]
+Epoch 162		Train Acc: 0.4076	Train loss: 0.0353	Test Acc: 0.4061	Test loss: 0.0353
+FLDetector Defense: Benign idx: [ 0  1  2  3  5  6  7 11 13]
+Epoch 163		Train Acc: 0.3979	Train loss: 0.0355	Test Acc: 0.4066	Test loss: 0.0353
+FLDetector Defense: Benign idx: [ 0  1  2  3  5  6  7 11 13 15 16]
+Epoch 164		Train Acc: 0.3969	Train loss: 0.0362	Test Acc: 0.4058	Test loss: 0.0353
+FLDetector Defense: Benign idx: [ 0  1  2  3  5  6  7 11 13 15 16 17]
+Epoch 165		Train Acc: 0.4068	Train loss: 0.0347	Test Acc: 0.4071	Test loss: 0.0352
+FLDetector Defense: Benign idx: [ 0  1  2  3  5  6 11 13 15 16 17]
+Epoch 166		Train Acc: 0.4055	Train loss: 0.0354	Test Acc: 0.4072	Test loss: 0.0352
+FLDetector Defense: Benign idx: [ 0  1  2  3 11 13]
+Epoch 167		Train Acc: 0.3975	Train loss: 0.0356	Test Acc: 0.4073	Test loss: 0.0352
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 168		Train Acc: 0.4037	Train loss: 0.0353	Test Acc: 0.4079	Test loss: 0.0352
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 169		Train Acc: 0.3531	Train loss: 0.2269	Test Acc: 0.4069	Test loss: 0.0352
+FLDetector Defense: Benign idx: [ 0  1  2  3 19]
+Epoch 170		Train Acc: 0.4213	Train loss: 0.0345	Test Acc: 0.4088	Test loss: 0.0352
+FLDetector Defense: Benign idx: [ 0  1  2  3 14 19]
+Epoch 171		Train Acc: 0.4066	Train loss: 0.0350	Test Acc: 0.4091	Test loss: 0.0352
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 172		Train Acc: 0.4094	Train loss: 0.0355	Test Acc: 0.4080	Test loss: 0.0352
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 173		Train Acc: 0.4076	Train loss: 0.0355	Test Acc: 0.4084	Test loss: 0.0351
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 174		Train Acc: 0.3967	Train loss: 0.0357	Test Acc: 0.4089	Test loss: 0.0351
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 175		Train Acc: 0.3973	Train loss: 0.0357	Test Acc: 0.4089	Test loss: 0.0351
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 176		Train Acc: 0.3977	Train loss: 0.0356	Test Acc: 0.4090	Test loss: 0.0351
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 177		Train Acc: 0.4021	Train loss: 0.0352	Test Acc: 0.4080	Test loss: 0.0351
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 178		Train Acc: 0.4057	Train loss: 0.0354	Test Acc: 0.4097	Test loss: 0.0351
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 179		Train Acc: 0.3520	Train loss: 0.2279	Test Acc: 0.4063	Test loss: 0.0352
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 180		Train Acc: 0.4053	Train loss: 0.0354	Test Acc: 0.4077	Test loss: 0.0351
+FLDetector Defense: Benign idx: [ 0  1  2  3  7 15]
+Epoch 181		Train Acc: 0.4078	Train loss: 0.0350	Test Acc: 0.4083	Test loss: 0.0351
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 182		Train Acc: 0.4031	Train loss: 0.0352	Test Acc: 0.4101	Test loss: 0.0351
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 183		Train Acc: 0.4012	Train loss: 0.0356	Test Acc: 0.4103	Test loss: 0.0351
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 184		Train Acc: 0.4074	Train loss: 0.0350	Test Acc: 0.4102	Test loss: 0.0351
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 185		Train Acc: 0.4023	Train loss: 0.0355	Test Acc: 0.4100	Test loss: 0.0350
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 186		Train Acc: 0.3947	Train loss: 0.0362	Test Acc: 0.4112	Test loss: 0.0350
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 187		Train Acc: 0.4078	Train loss: 0.0353	Test Acc: 0.4106	Test loss: 0.0350
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 188		Train Acc: 0.4088	Train loss: 0.0351	Test Acc: 0.4110	Test loss: 0.0350
+FLDetector Defense: Benign idx: [ 0  1  2  3 19]
+Epoch 189		Train Acc: 0.3812	Train loss: 0.2145	Test Acc: 0.4087	Test loss: 0.0351
+FLDetector Defense: Benign idx: [ 0  1  2  3 15 19]
+Epoch 190		Train Acc: 0.4125	Train loss: 0.0351	Test Acc: 0.4093	Test loss: 0.0350
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 191		Train Acc: 0.4061	Train loss: 0.0347	Test Acc: 0.4097	Test loss: 0.0350
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 192		Train Acc: 0.4064	Train loss: 0.0354	Test Acc: 0.4082	Test loss: 0.0350
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 193		Train Acc: 0.4055	Train loss: 0.0354	Test Acc: 0.4081	Test loss: 0.0350
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 194		Train Acc: 0.4023	Train loss: 0.0351	Test Acc: 0.4086	Test loss: 0.0350
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 195		Train Acc: 0.4096	Train loss: 0.0354	Test Acc: 0.4088	Test loss: 0.0350
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 196		Train Acc: 0.4012	Train loss: 0.0355	Test Acc: 0.4091	Test loss: 0.0350
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 197		Train Acc: 0.4080	Train loss: 0.0352	Test Acc: 0.4096	Test loss: 0.0350
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 198		Train Acc: 0.4068	Train loss: 0.0354	Test Acc: 0.4097	Test loss: 0.0350
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 199		Train Acc: 0.3732	Train loss: 0.2053	Test Acc: 0.4095	Test loss: 0.0351
+Training finished on Tue Feb 24 00:07:26 2026 using 27 minutes and 30 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.2_seed44_cfgFedAvg_CIFAR100_config_exp2.txt

@@ -0,0 +1,339 @@
+seed: 44, num_experiments: 5, experiment_id: 2, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 20, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 4, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.24118242.0/flpoison_24118242_20/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.2_seed44_cfgFedAvg_CIFAR100_config_exp2.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Tue Feb 24 00:07:26 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0127	Train loss: 0.0756	Test Acc: 0.0100	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0195	Train loss: 0.0746	Test Acc: 0.0100	Test loss: 0.0724
+Epoch 2  		Train Acc: 0.0240	Train loss: 0.0730	Test Acc: 0.0181	Test loss: 0.0719
+Epoch 3  		Train Acc: 0.0332	Train loss: 0.0709	Test Acc: 0.0305	Test loss: 0.0691
+Epoch 4  		Train Acc: 0.0447	Train loss: 0.0689	Test Acc: 0.0525	Test loss: 0.0660
+Epoch 5  		Train Acc: 0.0516	Train loss: 0.0671	Test Acc: 0.0507	Test loss: 0.0677
+Epoch 6  		Train Acc: 0.0576	Train loss: 0.0663	Test Acc: 0.0570	Test loss: 0.0692
+Epoch 7  		Train Acc: 0.0576	Train loss: 0.0655	Test Acc: 0.0744	Test loss: 0.0651
+Epoch 8  		Train Acc: 0.0680	Train loss: 0.0643	Test Acc: 0.0608	Test loss: 0.0666
+Epoch 9  		Train Acc: 0.0602	Train loss: 0.3401	Test Acc: 0.0754	Test loss: 0.0664
+Epoch 10 		Train Acc: 0.0412	Train loss: 0.0729	Test Acc: 0.0469	Test loss: 0.1486
+Epoch 11 		Train Acc: 0.0498	Train loss: 0.0668	Test Acc: 0.0271	Test loss: 0.1862
+Epoch 12 		Train Acc: 0.0650	Train loss: 0.0649	Test Acc: 0.0532	Test loss: 0.0759
+Epoch 13 		Train Acc: 0.0746	Train loss: 0.0634	Test Acc: 0.0628	Test loss: 0.0684
+Epoch 14 		Train Acc: 0.0838	Train loss: 0.0621	Test Acc: 0.0904	Test loss: 0.0613
+Epoch 15 		Train Acc: 0.0865	Train loss: 0.0614	Test Acc: 0.1053	Test loss: 0.0597
+Epoch 16 		Train Acc: 0.0895	Train loss: 0.0608	Test Acc: 0.1107	Test loss: 0.0593
+Epoch 17 		Train Acc: 0.0873	Train loss: 0.0607	Test Acc: 0.1046	Test loss: 0.0601
+Epoch 18 		Train Acc: 0.0900	Train loss: 0.0608	Test Acc: 0.1227	Test loss: 0.0583
+Epoch 19 		Train Acc: 0.0865	Train loss: 0.3136	Test Acc: 0.1239	Test loss: 0.0582
+Epoch 20 		Train Acc: 0.0555	Train loss: 0.0675	Test Acc: 0.0877	Test loss: 0.0618
+Epoch 21 		Train Acc: 0.0887	Train loss: 0.0618	Test Acc: 0.0969	Test loss: 0.0645
+Epoch 22 		Train Acc: 0.0988	Train loss: 0.0604	Test Acc: 0.1127	Test loss: 0.0594
+Epoch 23 		Train Acc: 0.1037	Train loss: 0.0595	Test Acc: 0.1258	Test loss: 0.0577
+Epoch 24 		Train Acc: 0.1064	Train loss: 0.0593	Test Acc: 0.1296	Test loss: 0.0575
+Epoch 25 		Train Acc: 0.1090	Train loss: 0.0589	Test Acc: 0.1305	Test loss: 0.0576
+Epoch 26 		Train Acc: 0.1266	Train loss: 0.0582	Test Acc: 0.1429	Test loss: 0.0566
+Epoch 27 		Train Acc: 0.1271	Train loss: 0.0578	Test Acc: 0.1491	Test loss: 0.0564
+Epoch 28 		Train Acc: 0.1277	Train loss: 0.0571	Test Acc: 0.1510	Test loss: 0.0561
+Epoch 29 		Train Acc: 0.1096	Train loss: 0.3277	Test Acc: 0.1514	Test loss: 0.0562
+Epoch 30 		Train Acc: 0.0789	Train loss: 0.0646	Test Acc: 0.1441	Test loss: 0.0565
+Epoch 31 		Train Acc: 0.1109	Train loss: 0.0589	Test Acc: 0.1368	Test loss: 0.0576
+Epoch 32 		Train Acc: 0.1357	Train loss: 0.0571	Test Acc: 0.1535	Test loss: 0.0553
+Epoch 33 		Train Acc: 0.1326	Train loss: 0.0569	Test Acc: 0.1665	Test loss: 0.0550
+Epoch 34 		Train Acc: 0.1402	Train loss: 0.0563	Test Acc: 0.1676	Test loss: 0.0546
+Epoch 35 		Train Acc: 0.1346	Train loss: 0.0563	Test Acc: 0.1735	Test loss: 0.0540
+Epoch 36 		Train Acc: 0.1408	Train loss: 0.0558	Test Acc: 0.1810	Test loss: 0.0533
+Epoch 37 		Train Acc: 0.1514	Train loss: 0.0556	Test Acc: 0.1826	Test loss: 0.0528
+Epoch 38 		Train Acc: 0.1557	Train loss: 0.0548	Test Acc: 0.1818	Test loss: 0.0526
+Epoch 39 		Train Acc: 0.1586	Train loss: 0.2979	Test Acc: 0.1731	Test loss: 0.0534
+Epoch 40 		Train Acc: 0.1004	Train loss: 0.0623	Test Acc: 0.1572	Test loss: 0.0556
+Epoch 41 		Train Acc: 0.1361	Train loss: 0.0565	Test Acc: 0.1643	Test loss: 0.0563
+Epoch 42 		Train Acc: 0.1527	Train loss: 0.0551	Test Acc: 0.1697	Test loss: 0.0534
+Epoch 43 		Train Acc: 0.1631	Train loss: 0.0545	Test Acc: 0.1880	Test loss: 0.0528
+Epoch 44 		Train Acc: 0.1629	Train loss: 0.0537	Test Acc: 0.1951	Test loss: 0.0519
+Epoch 45 		Train Acc: 0.1703	Train loss: 0.0536	Test Acc: 0.1937	Test loss: 0.0515
+Epoch 46 		Train Acc: 0.1654	Train loss: 0.0532	Test Acc: 0.2097	Test loss: 0.0509
+Epoch 47 		Train Acc: 0.1797	Train loss: 0.0527	Test Acc: 0.2109	Test loss: 0.0506
+Epoch 48 		Train Acc: 0.1828	Train loss: 0.0526	Test Acc: 0.2139	Test loss: 0.0502
+Epoch 49 		Train Acc: 0.1516	Train loss: 0.2913	Test Acc: 0.2079	Test loss: 0.0507
+Epoch 50 		Train Acc: 0.1311	Train loss: 0.0595	Test Acc: 0.1813	Test loss: 0.0540
+Epoch 51 		Train Acc: 0.1590	Train loss: 0.0543	Test Acc: 0.1846	Test loss: 0.0540
+Epoch 52 		Train Acc: 0.1764	Train loss: 0.0528	Test Acc: 0.2003	Test loss: 0.0513
+Epoch 53 		Train Acc: 0.1750	Train loss: 0.0527	Test Acc: 0.2187	Test loss: 0.0502
+Epoch 54 		Train Acc: 0.1893	Train loss: 0.0518	Test Acc: 0.2313	Test loss: 0.0491
+Epoch 55 		Train Acc: 0.1850	Train loss: 0.0516	Test Acc: 0.2348	Test loss: 0.0487
+Epoch 56 		Train Acc: 0.2025	Train loss: 0.0508	Test Acc: 0.2324	Test loss: 0.0486
+Epoch 57 		Train Acc: 0.2043	Train loss: 0.0507	Test Acc: 0.2409	Test loss: 0.0483
+Epoch 58 		Train Acc: 0.2041	Train loss: 0.0503	Test Acc: 0.2374	Test loss: 0.0487
+Epoch 59 		Train Acc: 0.2109	Train loss: 0.2697	Test Acc: 0.2342	Test loss: 0.0488
+Epoch 60 		Train Acc: 0.1289	Train loss: 0.0594	Test Acc: 0.2054	Test loss: 0.0511
+Epoch 61 		Train Acc: 0.1852	Train loss: 0.0520	Test Acc: 0.1726	Test loss: 0.0603
+Epoch 62 		Train Acc: 0.1912	Train loss: 0.0515	Test Acc: 0.1943	Test loss: 0.0525
+Epoch 63 		Train Acc: 0.2096	Train loss: 0.0499	Test Acc: 0.2288	Test loss: 0.0491
+Epoch 64 		Train Acc: 0.2084	Train loss: 0.0501	Test Acc: 0.2324	Test loss: 0.0484
+Epoch 65 		Train Acc: 0.2127	Train loss: 0.0495	Test Acc: 0.2464	Test loss: 0.0475
+Epoch 66 		Train Acc: 0.2254	Train loss: 0.0488	Test Acc: 0.2538	Test loss: 0.0467
+Epoch 67 		Train Acc: 0.2201	Train loss: 0.0492	Test Acc: 0.2595	Test loss: 0.0468
+Epoch 68 		Train Acc: 0.2303	Train loss: 0.0487	Test Acc: 0.2615	Test loss: 0.0468
+Epoch 69 		Train Acc: 0.2252	Train loss: 0.2730	Test Acc: 0.2485	Test loss: 0.0472
+Epoch 70 		Train Acc: 0.1496	Train loss: 0.0561	Test Acc: 0.2468	Test loss: 0.0489
+FLDetector Defense: Benign idx: [ 0  1  2  3  5 19]
+Epoch 71 		Train Acc: 0.2072	Train loss: 0.0503	Test Acc: 0.2201	Test loss: 0.0538
+FLDetector Defense: Benign idx: [ 0  1  2  3  5 19]
+Epoch 72 		Train Acc: 0.2199	Train loss: 0.0491	Test Acc: 0.2292	Test loss: 0.0497
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 73 		Train Acc: 0.2201	Train loss: 0.0490	Test Acc: 0.2290	Test loss: 0.0494
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 74 		Train Acc: 0.2445	Train loss: 0.0475	Test Acc: 0.2518	Test loss: 0.0487
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 75 		Train Acc: 0.2459	Train loss: 0.0477	Test Acc: 0.2398	Test loss: 0.0504
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 76 		Train Acc: 0.2348	Train loss: 0.0477	Test Acc: 0.2404	Test loss: 0.0507
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 77 		Train Acc: 0.2482	Train loss: 0.0473	Test Acc: 0.2583	Test loss: 0.0476
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 78 		Train Acc: 0.2434	Train loss: 0.0472	Test Acc: 0.2795	Test loss: 0.0468
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 79 		Train Acc: 0.2193	Train loss: 0.2653	Test Acc: 0.2607	Test loss: 0.0499
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 80 		Train Acc: 0.1779	Train loss: 0.0543	Test Acc: 0.1284	Test loss: 0.0905
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 81 		Train Acc: 0.2227	Train loss: 0.0495	Test Acc: 0.1343	Test loss: 0.0788
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 82 		Train Acc: 0.2357	Train loss: 0.0485	Test Acc: 0.1992	Test loss: 0.0555
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 83 		Train Acc: 0.2381	Train loss: 0.0470	Test Acc: 0.2437	Test loss: 0.0481
+FLDetector Defense: Benign idx: [ 0  1  2  3 12 13]
+Epoch 84 		Train Acc: 0.2428	Train loss: 0.0469	Test Acc: 0.2675	Test loss: 0.0454
+FLDetector Defense: Benign idx: [ 0  1  2  3 12 13]
+Epoch 85 		Train Acc: 0.2568	Train loss: 0.0467	Test Acc: 0.2649	Test loss: 0.0452
+FLDetector Defense: Benign idx: [ 0  1  2  3 12 13]
+Epoch 86 		Train Acc: 0.2674	Train loss: 0.0455	Test Acc: 0.2627	Test loss: 0.0467
+FLDetector Defense: Benign idx: [ 0  1  2  3 12]
+Epoch 87 		Train Acc: 0.2434	Train loss: 0.0468	Test Acc: 0.2803	Test loss: 0.0456
+FLDetector Defense: Benign idx: [ 0  1  2  3 12]
+Epoch 88 		Train Acc: 0.2699	Train loss: 0.0455	Test Acc: 0.2869	Test loss: 0.0444
+FLDetector Defense: Benign idx: [ 0  1  2  3 12 15]
+Epoch 89 		Train Acc: 0.2197	Train loss: 0.2731	Test Acc: 0.2621	Test loss: 0.0473
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 90 		Train Acc: 0.1719	Train loss: 0.0538	Test Acc: 0.2422	Test loss: 0.0533
+FLDetector Defense: Benign idx: [0 1 2 3 6]
+Epoch 91 		Train Acc: 0.2334	Train loss: 0.0481	Test Acc: 0.2490	Test loss: 0.0499
+FLDetector Defense: Benign idx: [ 0  1  2  3  6 10 11 12 13 14 15]
+Epoch 92 		Train Acc: 0.2566	Train loss: 0.0463	Test Acc: 0.2702	Test loss: 0.0457
+FLDetector Defense: Benign idx: [ 0  1  2  3  6 11 13 14]
+Epoch 93 		Train Acc: 0.2518	Train loss: 0.0467	Test Acc: 0.2774	Test loss: 0.0450
+FLDetector Defense: Benign idx: [ 0  1  2  3  6 11 14]
+Epoch 94 		Train Acc: 0.2668	Train loss: 0.0461	Test Acc: 0.2758	Test loss: 0.0453
+FLDetector Defense: Benign idx: [ 0  1  2  3  6 11 14]
+Epoch 95 		Train Acc: 0.2604	Train loss: 0.0456	Test Acc: 0.2947	Test loss: 0.0439
+FLDetector Defense: Benign idx: [ 0  1  2  3  5  6 14]
+Epoch 96 		Train Acc: 0.2760	Train loss: 0.0441	Test Acc: 0.2914	Test loss: 0.0436
+FLDetector Defense: Benign idx: [ 0  1  2  3  6 14]
+Epoch 97 		Train Acc: 0.2820	Train loss: 0.0442	Test Acc: 0.3114	Test loss: 0.0427
+FLDetector Defense: Benign idx: [ 0  1  2  3  6 14]
+Epoch 98 		Train Acc: 0.2867	Train loss: 0.0438	Test Acc: 0.3000	Test loss: 0.0440
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 99 		Train Acc: 0.2738	Train loss: 0.2581	Test Acc: 0.2755	Test loss: 0.0495
+FLDetector Defense: Benign idx: [ 0  1  2  3 19]
+Epoch 100		Train Acc: 0.3234	Train loss: 0.0415	Test Acc: 0.3033	Test loss: 0.0452
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 101		Train Acc: 0.3266	Train loss: 0.0413	Test Acc: 0.3269	Test loss: 0.0421
+FLDetector Defense: Benign idx: [ 0  1  2  3 19]
+Epoch 102		Train Acc: 0.3275	Train loss: 0.0407	Test Acc: 0.3418	Test loss: 0.0405
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 103		Train Acc: 0.3402	Train loss: 0.0406	Test Acc: 0.3495	Test loss: 0.0399
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 104		Train Acc: 0.3465	Train loss: 0.0400	Test Acc: 0.3578	Test loss: 0.0395
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 105		Train Acc: 0.3525	Train loss: 0.0399	Test Acc: 0.3583	Test loss: 0.0392
+FLDetector Defense: Benign idx: [0 1 2 3 8]
+Epoch 106		Train Acc: 0.3469	Train loss: 0.0396	Test Acc: 0.3584	Test loss: 0.0391
+FLDetector Defense: Benign idx: [ 0  1  2  3  8 18]
+Epoch 107		Train Acc: 0.3576	Train loss: 0.0391	Test Acc: 0.3570	Test loss: 0.0390
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 108		Train Acc: 0.3492	Train loss: 0.0398	Test Acc: 0.3605	Test loss: 0.0389
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 109		Train Acc: 0.3174	Train loss: 0.2354	Test Acc: 0.3644	Test loss: 0.0388
+FLDetector Defense: Benign idx: [0 1 2 3 8]
+Epoch 110		Train Acc: 0.3496	Train loss: 0.0389	Test Acc: 0.3655	Test loss: 0.0388
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 111		Train Acc: 0.3492	Train loss: 0.0397	Test Acc: 0.3655	Test loss: 0.0387
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 112		Train Acc: 0.3525	Train loss: 0.0388	Test Acc: 0.3674	Test loss: 0.0386
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 113		Train Acc: 0.3564	Train loss: 0.0389	Test Acc: 0.3675	Test loss: 0.0386
+FLDetector Defense: Benign idx: [ 0  1  2  3 16]
+Epoch 114		Train Acc: 0.3654	Train loss: 0.0387	Test Acc: 0.3709	Test loss: 0.0384
+FLDetector Defense: Benign idx: [ 0  1  2  3 16]
+Epoch 115		Train Acc: 0.3662	Train loss: 0.0384	Test Acc: 0.3714	Test loss: 0.0383
+FLDetector Defense: Benign idx: [ 0  1  2  3 16 19]
+Epoch 116		Train Acc: 0.3471	Train loss: 0.0392	Test Acc: 0.3709	Test loss: 0.0382
+FLDetector Defense: Benign idx: [ 0  1  2  3  7  8 10 14 16 17 18 19]
+Epoch 117		Train Acc: 0.3613	Train loss: 0.0383	Test Acc: 0.3721	Test loss: 0.0381
+FLDetector Defense: Benign idx: [ 0  1  2  3  7  8 10 14 16 17 18 19]
+Epoch 118		Train Acc: 0.3604	Train loss: 0.0387	Test Acc: 0.3735	Test loss: 0.0381
+FLDetector Defense: Benign idx: [ 0  1  2  3  7  8 10 12 14 16 17 19]
+Epoch 119		Train Acc: 0.3508	Train loss: 0.2227	Test Acc: 0.3710	Test loss: 0.0381
+FLDetector Defense: Benign idx: [ 0  1  2  3  7  8 10 12 14 16 17 19]
+Epoch 120		Train Acc: 0.3512	Train loss: 0.0382	Test Acc: 0.3696	Test loss: 0.0382
+FLDetector Defense: Benign idx: [ 0  1  2  3 14 17]
+Epoch 121		Train Acc: 0.3734	Train loss: 0.0388	Test Acc: 0.3676	Test loss: 0.0383
+FLDetector Defense: Benign idx: [ 0  1  2  3  7 11 14 17]
+Epoch 122		Train Acc: 0.3574	Train loss: 0.0390	Test Acc: 0.3690	Test loss: 0.0382
+FLDetector Defense: Benign idx: [ 0  1  2  3  7  8 10 11 13 14 16 17]
+Epoch 123		Train Acc: 0.3699	Train loss: 0.0376	Test Acc: 0.3736	Test loss: 0.0381
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 124		Train Acc: 0.3602	Train loss: 0.0386	Test Acc: 0.3773	Test loss: 0.0379
+FLDetector Defense: Benign idx: [ 0  1  2  3 15]
+Epoch 125		Train Acc: 0.3627	Train loss: 0.0381	Test Acc: 0.3776	Test loss: 0.0377
+FLDetector Defense: Benign idx: [ 0  1  2  3 15]
+Epoch 126		Train Acc: 0.3607	Train loss: 0.0389	Test Acc: 0.3753	Test loss: 0.0377
+FLDetector Defense: Benign idx: [ 0  1  2  3 13 15]
+Epoch 127		Train Acc: 0.3766	Train loss: 0.0377	Test Acc: 0.3724	Test loss: 0.0377
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 128		Train Acc: 0.3748	Train loss: 0.0375	Test Acc: 0.3763	Test loss: 0.0376
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 129		Train Acc: 0.3229	Train loss: 0.2335	Test Acc: 0.3769	Test loss: 0.0376
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 130		Train Acc: 0.3662	Train loss: 0.0379	Test Acc: 0.3736	Test loss: 0.0379
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 131		Train Acc: 0.3693	Train loss: 0.0381	Test Acc: 0.3745	Test loss: 0.0379
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 132		Train Acc: 0.3734	Train loss: 0.0378	Test Acc: 0.3800	Test loss: 0.0377
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 133		Train Acc: 0.3570	Train loss: 0.0379	Test Acc: 0.3826	Test loss: 0.0375
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 134		Train Acc: 0.3664	Train loss: 0.0381	Test Acc: 0.3816	Test loss: 0.0373
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 135		Train Acc: 0.3748	Train loss: 0.0378	Test Acc: 0.3833	Test loss: 0.0374
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 136		Train Acc: 0.3840	Train loss: 0.0374	Test Acc: 0.3858	Test loss: 0.0374
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 137		Train Acc: 0.3855	Train loss: 0.0373	Test Acc: 0.3860	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  9 16]
+Epoch 138		Train Acc: 0.3695	Train loss: 0.0376	Test Acc: 0.3865	Test loss: 0.0370
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 139		Train Acc: 0.3373	Train loss: 0.2192	Test Acc: 0.3855	Test loss: 0.0370
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 140		Train Acc: 0.3643	Train loss: 0.0374	Test Acc: 0.3842	Test loss: 0.0376
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 141		Train Acc: 0.3770	Train loss: 0.0378	Test Acc: 0.3838	Test loss: 0.0376
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 142		Train Acc: 0.3725	Train loss: 0.0377	Test Acc: 0.3862	Test loss: 0.0373
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 143		Train Acc: 0.3734	Train loss: 0.0372	Test Acc: 0.3878	Test loss: 0.0371
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 144		Train Acc: 0.3855	Train loss: 0.0368	Test Acc: 0.3887	Test loss: 0.0369
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 145		Train Acc: 0.3820	Train loss: 0.0368	Test Acc: 0.3891	Test loss: 0.0369
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 146		Train Acc: 0.3756	Train loss: 0.0376	Test Acc: 0.3918	Test loss: 0.0368
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 147		Train Acc: 0.3939	Train loss: 0.0367	Test Acc: 0.3918	Test loss: 0.0368
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 148		Train Acc: 0.3795	Train loss: 0.0373	Test Acc: 0.3903	Test loss: 0.0367
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 149		Train Acc: 0.3447	Train loss: 0.2092	Test Acc: 0.3885	Test loss: 0.0369
+FLDetector Defense: Benign idx: [0 1 2 3 6]
+Epoch 150		Train Acc: 0.3754	Train loss: 0.0374	Test Acc: 0.3790	Test loss: 0.0377
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 151		Train Acc: 0.3947	Train loss: 0.0365	Test Acc: 0.3816	Test loss: 0.0375
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 152		Train Acc: 0.3795	Train loss: 0.0372	Test Acc: 0.3875	Test loss: 0.0373
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 153		Train Acc: 0.3832	Train loss: 0.0373	Test Acc: 0.3906	Test loss: 0.0370
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 154		Train Acc: 0.3900	Train loss: 0.0368	Test Acc: 0.3914	Test loss: 0.0367
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 155		Train Acc: 0.3801	Train loss: 0.0369	Test Acc: 0.3941	Test loss: 0.0364
+FLDetector Defense: Benign idx: [ 0  1  2  3 15]
+Epoch 156		Train Acc: 0.3951	Train loss: 0.0363	Test Acc: 0.3960	Test loss: 0.0364
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  6 15 16]
+Epoch 157		Train Acc: 0.3807	Train loss: 0.0368	Test Acc: 0.3977	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3 15]
+Epoch 158		Train Acc: 0.3883	Train loss: 0.0364	Test Acc: 0.3982	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4 15]
+Epoch 159		Train Acc: 0.3461	Train loss: 0.2094	Test Acc: 0.3976	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4 15]
+Epoch 160		Train Acc: 0.3926	Train loss: 0.0367	Test Acc: 0.3980	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  9 19]
+Epoch 161		Train Acc: 0.3928	Train loss: 0.0359	Test Acc: 0.3972	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  9 19]
+Epoch 162		Train Acc: 0.4066	Train loss: 0.0360	Test Acc: 0.3977	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3 19]
+Epoch 163		Train Acc: 0.3809	Train loss: 0.0368	Test Acc: 0.3977	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  9 12 19]
+Epoch 164		Train Acc: 0.3912	Train loss: 0.0362	Test Acc: 0.3978	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3 12]
+Epoch 165		Train Acc: 0.3986	Train loss: 0.0360	Test Acc: 0.3985	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3 12]
+Epoch 166		Train Acc: 0.3955	Train loss: 0.0359	Test Acc: 0.3972	Test loss: 0.0359
+FLDetector Defense: Benign idx: [ 0  1  2  3 12]
+Epoch 167		Train Acc: 0.4033	Train loss: 0.0361	Test Acc: 0.4001	Test loss: 0.0359
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 168		Train Acc: 0.3943	Train loss: 0.0364	Test Acc: 0.4011	Test loss: 0.0359
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 169		Train Acc: 0.3541	Train loss: 0.2169	Test Acc: 0.4003	Test loss: 0.0359
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 170		Train Acc: 0.3879	Train loss: 0.0361	Test Acc: 0.4011	Test loss: 0.0359
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 171		Train Acc: 0.4004	Train loss: 0.0362	Test Acc: 0.4010	Test loss: 0.0358
+FLDetector Defense: Benign idx: [ 0  1  2  3 12 15]
+Epoch 172		Train Acc: 0.4104	Train loss: 0.0353	Test Acc: 0.4015	Test loss: 0.0358
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 173		Train Acc: 0.3967	Train loss: 0.0358	Test Acc: 0.4016	Test loss: 0.0358
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 174		Train Acc: 0.3984	Train loss: 0.0360	Test Acc: 0.4028	Test loss: 0.0358
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 175		Train Acc: 0.3871	Train loss: 0.0361	Test Acc: 0.4026	Test loss: 0.0358
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 176		Train Acc: 0.3922	Train loss: 0.0360	Test Acc: 0.4023	Test loss: 0.0358
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 177		Train Acc: 0.3963	Train loss: 0.0361	Test Acc: 0.4022	Test loss: 0.0357
+FLDetector Defense: Benign idx: [0 1 2 3 8]
+Epoch 178		Train Acc: 0.3900	Train loss: 0.0360	Test Acc: 0.4022	Test loss: 0.0358
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 179		Train Acc: 0.3463	Train loss: 0.2215	Test Acc: 0.4036	Test loss: 0.0358
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 180		Train Acc: 0.3969	Train loss: 0.0356	Test Acc: 0.4032	Test loss: 0.0358
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 181		Train Acc: 0.3988	Train loss: 0.0362	Test Acc: 0.4028	Test loss: 0.0358
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 182		Train Acc: 0.3930	Train loss: 0.0360	Test Acc: 0.4025	Test loss: 0.0358
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 183		Train Acc: 0.3871	Train loss: 0.0365	Test Acc: 0.4040	Test loss: 0.0358
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 184		Train Acc: 0.3953	Train loss: 0.0361	Test Acc: 0.4042	Test loss: 0.0358
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 185		Train Acc: 0.4000	Train loss: 0.0357	Test Acc: 0.4029	Test loss: 0.0357
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 186		Train Acc: 0.4010	Train loss: 0.0357	Test Acc: 0.4038	Test loss: 0.0357
+FLDetector Defense: Benign idx: [ 0  1  2  3 12]
+Epoch 187		Train Acc: 0.4107	Train loss: 0.0354	Test Acc: 0.4033	Test loss: 0.0357
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 188		Train Acc: 0.3883	Train loss: 0.0361	Test Acc: 0.4024	Test loss: 0.0357
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 189		Train Acc: 0.3611	Train loss: 0.2162	Test Acc: 0.4015	Test loss: 0.0357
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 190		Train Acc: 0.3965	Train loss: 0.0355	Test Acc: 0.4020	Test loss: 0.0357
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 191		Train Acc: 0.4016	Train loss: 0.0358	Test Acc: 0.4025	Test loss: 0.0357
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 192		Train Acc: 0.4012	Train loss: 0.0360	Test Acc: 0.4029	Test loss: 0.0357
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 193		Train Acc: 0.4010	Train loss: 0.0362	Test Acc: 0.4036	Test loss: 0.0357
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 194		Train Acc: 0.3998	Train loss: 0.0359	Test Acc: 0.4025	Test loss: 0.0357
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 195		Train Acc: 0.4061	Train loss: 0.0352	Test Acc: 0.4024	Test loss: 0.0357
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 196		Train Acc: 0.4000	Train loss: 0.0358	Test Acc: 0.4033	Test loss: 0.0357
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 197		Train Acc: 0.3873	Train loss: 0.0362	Test Acc: 0.4040	Test loss: 0.0357
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 198		Train Acc: 0.3979	Train loss: 0.0359	Test Acc: 0.4034	Test loss: 0.0357
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 199		Train Acc: 0.3576	Train loss: 0.2085	Test Acc: 0.4035	Test loss: 0.0357
+Training finished on Tue Feb 24 00:35:15 2026 using 27 minutes and 48 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.2_seed45_cfgFedAvg_CIFAR100_config_exp3.txt

@@ -0,0 +1,339 @@
+seed: 45, num_experiments: 5, experiment_id: 3, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 20, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 4, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.24118242.0/flpoison_24118242_20/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.2_seed45_cfgFedAvg_CIFAR100_config_exp3.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Tue Feb 24 00:35:15 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0154	Train loss: 0.0751	Test Acc: 0.0103	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0232	Train loss: 0.0746	Test Acc: 0.0100	Test loss: 0.0724
+Epoch 2  		Train Acc: 0.0264	Train loss: 0.0729	Test Acc: 0.0185	Test loss: 0.0718
+Epoch 3  		Train Acc: 0.0281	Train loss: 0.0711	Test Acc: 0.0443	Test loss: 0.0696
+Epoch 4  		Train Acc: 0.0457	Train loss: 0.0692	Test Acc: 0.0586	Test loss: 0.0662
+Epoch 5  		Train Acc: 0.0500	Train loss: 0.0682	Test Acc: 0.0558	Test loss: 0.0653
+Epoch 6  		Train Acc: 0.0549	Train loss: 0.0665	Test Acc: 0.0511	Test loss: 0.0699
+Epoch 7  		Train Acc: 0.0596	Train loss: 0.0656	Test Acc: 0.0577	Test loss: 0.0695
+Epoch 8  		Train Acc: 0.0547	Train loss: 0.0647	Test Acc: 0.0591	Test loss: 0.0660
+Epoch 9  		Train Acc: 0.0564	Train loss: 0.3369	Test Acc: 0.0787	Test loss: 0.0642
+Epoch 10 		Train Acc: 0.0369	Train loss: 0.0743	Test Acc: 0.0368	Test loss: 0.2631
+Epoch 11 		Train Acc: 0.0572	Train loss: 0.0662	Test Acc: 0.0381	Test loss: 0.2920
+Epoch 12 		Train Acc: 0.0627	Train loss: 0.0651	Test Acc: 0.0593	Test loss: 0.1175
+Epoch 13 		Train Acc: 0.0732	Train loss: 0.0638	Test Acc: 0.0732	Test loss: 0.0688
+Epoch 14 		Train Acc: 0.0795	Train loss: 0.0626	Test Acc: 0.0838	Test loss: 0.0632
+Epoch 15 		Train Acc: 0.0836	Train loss: 0.0615	Test Acc: 0.0977	Test loss: 0.0608
+Epoch 16 		Train Acc: 0.0820	Train loss: 0.0614	Test Acc: 0.1055	Test loss: 0.0597
+Epoch 17 		Train Acc: 0.0889	Train loss: 0.0608	Test Acc: 0.1107	Test loss: 0.0595
+Epoch 18 		Train Acc: 0.0877	Train loss: 0.0609	Test Acc: 0.1113	Test loss: 0.0589
+Epoch 19 		Train Acc: 0.0854	Train loss: 0.3072	Test Acc: 0.1132	Test loss: 0.0587
+Epoch 20 		Train Acc: 0.0549	Train loss: 0.0678	Test Acc: 0.1008	Test loss: 0.0601
+Epoch 21 		Train Acc: 0.0842	Train loss: 0.0615	Test Acc: 0.1166	Test loss: 0.0594
+Epoch 22 		Train Acc: 0.1025	Train loss: 0.0599	Test Acc: 0.1307	Test loss: 0.0583
+Epoch 23 		Train Acc: 0.1084	Train loss: 0.0595	Test Acc: 0.1233	Test loss: 0.0586
+Epoch 24 		Train Acc: 0.1129	Train loss: 0.0592	Test Acc: 0.1255	Test loss: 0.0581
+Epoch 25 		Train Acc: 0.1143	Train loss: 0.0590	Test Acc: 0.1242	Test loss: 0.0579
+Epoch 26 		Train Acc: 0.1043	Train loss: 0.0589	Test Acc: 0.1324	Test loss: 0.0580
+Epoch 27 		Train Acc: 0.1125	Train loss: 0.0586	Test Acc: 0.1321	Test loss: 0.0572
+Epoch 28 		Train Acc: 0.1154	Train loss: 0.0583	Test Acc: 0.1481	Test loss: 0.0560
+Epoch 29 		Train Acc: 0.1137	Train loss: 0.3195	Test Acc: 0.1348	Test loss: 0.0570
+Epoch 30 		Train Acc: 0.0734	Train loss: 0.0650	Test Acc: 0.1427	Test loss: 0.0564
+Epoch 31 		Train Acc: 0.1131	Train loss: 0.0586	Test Acc: 0.1269	Test loss: 0.0582
+Epoch 32 		Train Acc: 0.1178	Train loss: 0.0580	Test Acc: 0.1426	Test loss: 0.0571
+Epoch 33 		Train Acc: 0.1256	Train loss: 0.0577	Test Acc: 0.1538	Test loss: 0.0558
+Epoch 34 		Train Acc: 0.1340	Train loss: 0.0567	Test Acc: 0.1652	Test loss: 0.0550
+Epoch 35 		Train Acc: 0.1328	Train loss: 0.0568	Test Acc: 0.1671	Test loss: 0.0544
+Epoch 36 		Train Acc: 0.1381	Train loss: 0.0563	Test Acc: 0.1701	Test loss: 0.0544
+Epoch 37 		Train Acc: 0.1389	Train loss: 0.0559	Test Acc: 0.1688	Test loss: 0.0540
+Epoch 38 		Train Acc: 0.1391	Train loss: 0.0557	Test Acc: 0.1731	Test loss: 0.0536
+Epoch 39 		Train Acc: 0.1406	Train loss: 0.2898	Test Acc: 0.1778	Test loss: 0.0538
+Epoch 40 		Train Acc: 0.0975	Train loss: 0.0628	Test Acc: 0.1553	Test loss: 0.0560
+Epoch 41 		Train Acc: 0.1307	Train loss: 0.0565	Test Acc: 0.1505	Test loss: 0.0565
+Epoch 42 		Train Acc: 0.1387	Train loss: 0.0563	Test Acc: 0.1563	Test loss: 0.0546
+Epoch 43 		Train Acc: 0.1490	Train loss: 0.0555	Test Acc: 0.1757	Test loss: 0.0539
+Epoch 44 		Train Acc: 0.1586	Train loss: 0.0545	Test Acc: 0.1868	Test loss: 0.0532
+Epoch 45 		Train Acc: 0.1596	Train loss: 0.0545	Test Acc: 0.1915	Test loss: 0.0527
+Epoch 46 		Train Acc: 0.1715	Train loss: 0.0535	Test Acc: 0.2032	Test loss: 0.0521
+Epoch 47 		Train Acc: 0.1695	Train loss: 0.0535	Test Acc: 0.1969	Test loss: 0.0521
+Epoch 48 		Train Acc: 0.1713	Train loss: 0.0531	Test Acc: 0.2006	Test loss: 0.0516
+Epoch 49 		Train Acc: 0.1574	Train loss: 0.3007	Test Acc: 0.1966	Test loss: 0.0521
+Epoch 50 		Train Acc: 0.1086	Train loss: 0.0608	Test Acc: 0.1840	Test loss: 0.0532
+Epoch 51 		Train Acc: 0.1559	Train loss: 0.0555	Test Acc: 0.1632	Test loss: 0.0574
+Epoch 52 		Train Acc: 0.1643	Train loss: 0.0540	Test Acc: 0.1653	Test loss: 0.0561
+Epoch 53 		Train Acc: 0.1766	Train loss: 0.0529	Test Acc: 0.1864	Test loss: 0.0527
+Epoch 54 		Train Acc: 0.1871	Train loss: 0.0525	Test Acc: 0.2084	Test loss: 0.0508
+Epoch 55 		Train Acc: 0.1812	Train loss: 0.0521	Test Acc: 0.2157	Test loss: 0.0502
+Epoch 56 		Train Acc: 0.1881	Train loss: 0.0517	Test Acc: 0.2176	Test loss: 0.0499
+Epoch 57 		Train Acc: 0.1812	Train loss: 0.0521	Test Acc: 0.2230	Test loss: 0.0496
+Epoch 58 		Train Acc: 0.1854	Train loss: 0.0516	Test Acc: 0.2282	Test loss: 0.0495
+Epoch 59 		Train Acc: 0.1801	Train loss: 0.2883	Test Acc: 0.2233	Test loss: 0.0499
+Epoch 60 		Train Acc: 0.1252	Train loss: 0.0588	Test Acc: 0.1997	Test loss: 0.0525
+Epoch 61 		Train Acc: 0.1824	Train loss: 0.0526	Test Acc: 0.1857	Test loss: 0.0529
+Epoch 62 		Train Acc: 0.2092	Train loss: 0.0512	Test Acc: 0.2092	Test loss: 0.0503
+Epoch 63 		Train Acc: 0.2021	Train loss: 0.0506	Test Acc: 0.2280	Test loss: 0.0492
+Epoch 64 		Train Acc: 0.2066	Train loss: 0.0501	Test Acc: 0.2365	Test loss: 0.0488
+Epoch 65 		Train Acc: 0.1980	Train loss: 0.0503	Test Acc: 0.2405	Test loss: 0.0485
+Epoch 66 		Train Acc: 0.2072	Train loss: 0.0499	Test Acc: 0.2464	Test loss: 0.0477
+Epoch 67 		Train Acc: 0.2174	Train loss: 0.0494	Test Acc: 0.2516	Test loss: 0.0468
+Epoch 68 		Train Acc: 0.2188	Train loss: 0.0493	Test Acc: 0.2642	Test loss: 0.0462
+Epoch 69 		Train Acc: 0.2107	Train loss: 0.2804	Test Acc: 0.2553	Test loss: 0.0466
+Epoch 70 		Train Acc: 0.1559	Train loss: 0.0562	Test Acc: 0.2275	Test loss: 0.0497
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 71 		Train Acc: 0.2041	Train loss: 0.0511	Test Acc: 0.1975	Test loss: 0.0558
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 72 		Train Acc: 0.2238	Train loss: 0.0492	Test Acc: 0.2128	Test loss: 0.0527
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 73 		Train Acc: 0.2137	Train loss: 0.0493	Test Acc: 0.2163	Test loss: 0.0518
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 74 		Train Acc: 0.2283	Train loss: 0.0489	Test Acc: 0.2402	Test loss: 0.0488
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 75 		Train Acc: 0.2225	Train loss: 0.0487	Test Acc: 0.2426	Test loss: 0.0488
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 76 		Train Acc: 0.2273	Train loss: 0.0479	Test Acc: 0.2389	Test loss: 0.0489
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 77 		Train Acc: 0.2375	Train loss: 0.0478	Test Acc: 0.2521	Test loss: 0.0486
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 78 		Train Acc: 0.2359	Train loss: 0.0477	Test Acc: 0.2581	Test loss: 0.0482
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 79 		Train Acc: 0.1994	Train loss: 0.2898	Test Acc: 0.2476	Test loss: 0.0506
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 80 		Train Acc: 0.1645	Train loss: 0.0554	Test Acc: 0.1938	Test loss: 0.0593
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 81 		Train Acc: 0.2182	Train loss: 0.0494	Test Acc: 0.1772	Test loss: 0.0633
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 82 		Train Acc: 0.2338	Train loss: 0.0481	Test Acc: 0.2097	Test loss: 0.0527
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 83 		Train Acc: 0.2346	Train loss: 0.0474	Test Acc: 0.2131	Test loss: 0.0542
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 84 		Train Acc: 0.2512	Train loss: 0.0462	Test Acc: 0.2709	Test loss: 0.0458
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 85 		Train Acc: 0.2572	Train loss: 0.0461	Test Acc: 0.2816	Test loss: 0.0449
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 86 		Train Acc: 0.2662	Train loss: 0.0459	Test Acc: 0.2702	Test loss: 0.0455
+FLDetector Defense: Benign idx: [0 1 2 3 5 8]
+Epoch 87 		Train Acc: 0.2598	Train loss: 0.0468	Test Acc: 0.2543	Test loss: 0.0468
+FLDetector Defense: Benign idx: [0 1 2 3 5 8]
+Epoch 88 		Train Acc: 0.2629	Train loss: 0.0460	Test Acc: 0.2748	Test loss: 0.0459
+FLDetector Defense: Benign idx: [0 1 2 3 5]
+Epoch 89 		Train Acc: 0.2293	Train loss: 0.2848	Test Acc: 0.2405	Test loss: 0.0495
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 90 		Train Acc: 0.1641	Train loss: 0.0555	Test Acc: 0.1711	Test loss: 0.0677
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 91 		Train Acc: 0.2197	Train loss: 0.0487	Test Acc: 0.1451	Test loss: 0.0743
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 92 		Train Acc: 0.2512	Train loss: 0.0473	Test Acc: 0.2332	Test loss: 0.0503
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 93 		Train Acc: 0.2482	Train loss: 0.0465	Test Acc: 0.2724	Test loss: 0.0461
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 94 		Train Acc: 0.2748	Train loss: 0.0450	Test Acc: 0.2932	Test loss: 0.0441
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 95 		Train Acc: 0.2730	Train loss: 0.0454	Test Acc: 0.2998	Test loss: 0.0434
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 96 		Train Acc: 0.2607	Train loss: 0.0450	Test Acc: 0.2920	Test loss: 0.0448
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 97 		Train Acc: 0.2736	Train loss: 0.0444	Test Acc: 0.3009	Test loss: 0.0439
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 98 		Train Acc: 0.2811	Train loss: 0.0446	Test Acc: 0.3140	Test loss: 0.0427
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 99 		Train Acc: 0.2439	Train loss: 0.2614	Test Acc: 0.2957	Test loss: 0.0451
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 100		Train Acc: 0.3082	Train loss: 0.0419	Test Acc: 0.3130	Test loss: 0.0433
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 101		Train Acc: 0.3295	Train loss: 0.0410	Test Acc: 0.3297	Test loss: 0.0414
+FLDetector Defense: Benign idx: [ 0  1  2  3 14]
+Epoch 102		Train Acc: 0.3330	Train loss: 0.0408	Test Acc: 0.3390	Test loss: 0.0404
+FLDetector Defense: Benign idx: [ 0  1  2  3 14]
+Epoch 103		Train Acc: 0.3336	Train loss: 0.0403	Test Acc: 0.3461	Test loss: 0.0399
+FLDetector Defense: Benign idx: [ 0  1  2  3 14]
+Epoch 104		Train Acc: 0.3381	Train loss: 0.0402	Test Acc: 0.3484	Test loss: 0.0397
+FLDetector Defense: Benign idx: [ 0  1  2  3  5  8 10 12 13 14 15]
+Epoch 105		Train Acc: 0.3469	Train loss: 0.0394	Test Acc: 0.3513	Test loss: 0.0395
+FLDetector Defense: Benign idx: [ 0  1  2  3  8 10 12 13 14 15]
+Epoch 106		Train Acc: 0.3541	Train loss: 0.0397	Test Acc: 0.3551	Test loss: 0.0393
+FLDetector Defense: Benign idx: [ 0  1  2  3  8 12 14 15]
+Epoch 107		Train Acc: 0.3416	Train loss: 0.0395	Test Acc: 0.3590	Test loss: 0.0390
+FLDetector Defense: Benign idx: [ 0  1  2  3  8 12 14 15]
+Epoch 108		Train Acc: 0.3525	Train loss: 0.0389	Test Acc: 0.3614	Test loss: 0.0388
+FLDetector Defense: Benign idx: [ 0  1  2  3 12]
+Epoch 109		Train Acc: 0.3191	Train loss: 0.2360	Test Acc: 0.3611	Test loss: 0.0388
+FLDetector Defense: Benign idx: [ 0  1  2  3 12]
+Epoch 110		Train Acc: 0.3479	Train loss: 0.0395	Test Acc: 0.3590	Test loss: 0.0390
+FLDetector Defense: Benign idx: [ 0  1  2  3 12]
+Epoch 111		Train Acc: 0.3547	Train loss: 0.0390	Test Acc: 0.3589	Test loss: 0.0391
+FLDetector Defense: Benign idx: [ 0  1  2  3 12]
+Epoch 112		Train Acc: 0.3563	Train loss: 0.0392	Test Acc: 0.3606	Test loss: 0.0389
+FLDetector Defense: Benign idx: [ 0  1  2  3  8  9 12 14 16]
+Epoch 113		Train Acc: 0.3426	Train loss: 0.0394	Test Acc: 0.3641	Test loss: 0.0386
+FLDetector Defense: Benign idx: [ 0  1  2  3  9 12 14 16]
+Epoch 114		Train Acc: 0.3551	Train loss: 0.0389	Test Acc: 0.3681	Test loss: 0.0384
+FLDetector Defense: Benign idx: [ 0  1  2  3 12 14 16]
+Epoch 115		Train Acc: 0.3506	Train loss: 0.0389	Test Acc: 0.3707	Test loss: 0.0382
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 116		Train Acc: 0.3664	Train loss: 0.0386	Test Acc: 0.3717	Test loss: 0.0382
+FLDetector Defense: Benign idx: [ 0  1  2  3 14 19]
+Epoch 117		Train Acc: 0.3590	Train loss: 0.0387	Test Acc: 0.3702	Test loss: 0.0382
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 118		Train Acc: 0.3502	Train loss: 0.0390	Test Acc: 0.3708	Test loss: 0.0382
+FLDetector Defense: Benign idx: [ 0  1  2  3 19]
+Epoch 119		Train Acc: 0.3348	Train loss: 0.2366	Test Acc: 0.3675	Test loss: 0.0385
+FLDetector Defense: Benign idx: [ 0  1  2  3 19]
+Epoch 120		Train Acc: 0.3510	Train loss: 0.0392	Test Acc: 0.3610	Test loss: 0.0389
+FLDetector Defense: Benign idx: [ 0  1  2  3 19]
+Epoch 121		Train Acc: 0.3611	Train loss: 0.0384	Test Acc: 0.3617	Test loss: 0.0387
+FLDetector Defense: Benign idx: [ 0  1  2  3  5 19]
+Epoch 122		Train Acc: 0.3711	Train loss: 0.0379	Test Acc: 0.3677	Test loss: 0.0382
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 123		Train Acc: 0.3582	Train loss: 0.0385	Test Acc: 0.3696	Test loss: 0.0380
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 124		Train Acc: 0.3729	Train loss: 0.0382	Test Acc: 0.3726	Test loss: 0.0379
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 125		Train Acc: 0.3660	Train loss: 0.0386	Test Acc: 0.3717	Test loss: 0.0378
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 126		Train Acc: 0.3646	Train loss: 0.0382	Test Acc: 0.3719	Test loss: 0.0379
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 127		Train Acc: 0.3594	Train loss: 0.0386	Test Acc: 0.3722	Test loss: 0.0378
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 128		Train Acc: 0.3709	Train loss: 0.0384	Test Acc: 0.3755	Test loss: 0.0376
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 129		Train Acc: 0.3178	Train loss: 0.2304	Test Acc: 0.3807	Test loss: 0.0375
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 130		Train Acc: 0.3547	Train loss: 0.0387	Test Acc: 0.3761	Test loss: 0.0380
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 131		Train Acc: 0.3734	Train loss: 0.0378	Test Acc: 0.3725	Test loss: 0.0380
+FLDetector Defense: Benign idx: [ 0  1  2  3  8 10 11]
+Epoch 132		Train Acc: 0.3643	Train loss: 0.0383	Test Acc: 0.3766	Test loss: 0.0377
+FLDetector Defense: Benign idx: [ 0  1  2  3 10]
+Epoch 133		Train Acc: 0.3668	Train loss: 0.0380	Test Acc: 0.3780	Test loss: 0.0375
+FLDetector Defense: Benign idx: [ 0  1  2  3 10]
+Epoch 134		Train Acc: 0.3525	Train loss: 0.0380	Test Acc: 0.3765	Test loss: 0.0374
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 135		Train Acc: 0.3744	Train loss: 0.0379	Test Acc: 0.3797	Test loss: 0.0374
+FLDetector Defense: Benign idx: [ 0  1  2  3 11]
+Epoch 136		Train Acc: 0.3729	Train loss: 0.0379	Test Acc: 0.3835	Test loss: 0.0373
+FLDetector Defense: Benign idx: [ 0  1  2  3 11]
+Epoch 137		Train Acc: 0.3705	Train loss: 0.0381	Test Acc: 0.3806	Test loss: 0.0374
+FLDetector Defense: Benign idx: [ 0  1  2  3 11]
+Epoch 138		Train Acc: 0.3734	Train loss: 0.0377	Test Acc: 0.3797	Test loss: 0.0374
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 139		Train Acc: 0.3352	Train loss: 0.2315	Test Acc: 0.3804	Test loss: 0.0375
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 140		Train Acc: 0.3617	Train loss: 0.0379	Test Acc: 0.3736	Test loss: 0.0383
+FLDetector Defense: Benign idx: [ 0  1  2  3 18]
+Epoch 141		Train Acc: 0.3699	Train loss: 0.0379	Test Acc: 0.3784	Test loss: 0.0376
+FLDetector Defense: Benign idx: [ 0  1  2  3 18]
+Epoch 142		Train Acc: 0.3734	Train loss: 0.0374	Test Acc: 0.3777	Test loss: 0.0372
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 143		Train Acc: 0.3793	Train loss: 0.0374	Test Acc: 0.3788	Test loss: 0.0372
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 144		Train Acc: 0.3582	Train loss: 0.0383	Test Acc: 0.3809	Test loss: 0.0373
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 145		Train Acc: 0.3844	Train loss: 0.0370	Test Acc: 0.3835	Test loss: 0.0372
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 146		Train Acc: 0.3803	Train loss: 0.0369	Test Acc: 0.3866	Test loss: 0.0370
+FLDetector Defense: Benign idx: [ 0  1  2  3  6 15 16]
+Epoch 147		Train Acc: 0.3766	Train loss: 0.0374	Test Acc: 0.3899	Test loss: 0.0368
+FLDetector Defense: Benign idx: [ 0  1  2  3 15 16]
+Epoch 148		Train Acc: 0.3711	Train loss: 0.0378	Test Acc: 0.3877	Test loss: 0.0368
+FLDetector Defense: Benign idx: [ 0  1  2  3 15 16]
+Epoch 149		Train Acc: 0.3488	Train loss: 0.2371	Test Acc: 0.3816	Test loss: 0.0373
+FLDetector Defense: Benign idx: [ 0  1  2  3 15 16]
+Epoch 150		Train Acc: 0.3713	Train loss: 0.0374	Test Acc: 0.3751	Test loss: 0.0378
+FLDetector Defense: Benign idx: [ 0  1  2  3  8 12 15 16]
+Epoch 151		Train Acc: 0.3775	Train loss: 0.0375	Test Acc: 0.3806	Test loss: 0.0374
+FLDetector Defense: Benign idx: [ 0  1  2  3  5  6  8  9 12 15 16]
+Epoch 152		Train Acc: 0.3760	Train loss: 0.0375	Test Acc: 0.3797	Test loss: 0.0373
+FLDetector Defense: Benign idx: [ 0  1  2  3  5  6  8  9 12 15 16]
+Epoch 153		Train Acc: 0.3762	Train loss: 0.0370	Test Acc: 0.3812	Test loss: 0.0372
+FLDetector Defense: Benign idx: [0 1 2 3 8]
+Epoch 154		Train Acc: 0.3828	Train loss: 0.0372	Test Acc: 0.3884	Test loss: 0.0368
+FLDetector Defense: Benign idx: [ 0  1  2  3  8 16]
+Epoch 155		Train Acc: 0.3740	Train loss: 0.0364	Test Acc: 0.3891	Test loss: 0.0368
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 156		Train Acc: 0.3668	Train loss: 0.0378	Test Acc: 0.3850	Test loss: 0.0370
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 157		Train Acc: 0.3838	Train loss: 0.0371	Test Acc: 0.3859	Test loss: 0.0370
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 158		Train Acc: 0.3830	Train loss: 0.0372	Test Acc: 0.3871	Test loss: 0.0369
+FLDetector Defense: Benign idx: [ 0  1  2  3 11]
+Epoch 159		Train Acc: 0.3721	Train loss: 0.2191	Test Acc: 0.3899	Test loss: 0.0368
+FLDetector Defense: Benign idx: [ 0  1  2  3  4 11]
+Epoch 160		Train Acc: 0.3924	Train loss: 0.0363	Test Acc: 0.3900	Test loss: 0.0366
+FLDetector Defense: Benign idx: [0 1 2 3 4]
+Epoch 161		Train Acc: 0.3920	Train loss: 0.0364	Test Acc: 0.3924	Test loss: 0.0365
+FLDetector Defense: Benign idx: [0 1 2 3 4]
+Epoch 162		Train Acc: 0.3826	Train loss: 0.0364	Test Acc: 0.3933	Test loss: 0.0364
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10]
+Epoch 163		Train Acc: 0.3857	Train loss: 0.0366	Test Acc: 0.3921	Test loss: 0.0363
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 164		Train Acc: 0.3693	Train loss: 0.0368	Test Acc: 0.3932	Test loss: 0.0362
+FLDetector Defense: Benign idx: [0 1 2 3 4]
+Epoch 165		Train Acc: 0.4033	Train loss: 0.0358	Test Acc: 0.3935	Test loss: 0.0362
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 166		Train Acc: 0.3748	Train loss: 0.0369	Test Acc: 0.3931	Test loss: 0.0362
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 167		Train Acc: 0.3971	Train loss: 0.0361	Test Acc: 0.3945	Test loss: 0.0362
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 168		Train Acc: 0.3881	Train loss: 0.0361	Test Acc: 0.3936	Test loss: 0.0361
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 169		Train Acc: 0.3551	Train loss: 0.2055	Test Acc: 0.3953	Test loss: 0.0361
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 170		Train Acc: 0.3855	Train loss: 0.0365	Test Acc: 0.3969	Test loss: 0.0361
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 171		Train Acc: 0.4000	Train loss: 0.0357	Test Acc: 0.3967	Test loss: 0.0361
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 172		Train Acc: 0.3832	Train loss: 0.0371	Test Acc: 0.3971	Test loss: 0.0361
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 173		Train Acc: 0.3926	Train loss: 0.0361	Test Acc: 0.3977	Test loss: 0.0361
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 174		Train Acc: 0.3922	Train loss: 0.0361	Test Acc: 0.3966	Test loss: 0.0360
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 175		Train Acc: 0.3906	Train loss: 0.0364	Test Acc: 0.3958	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  5 14 17]
+Epoch 176		Train Acc: 0.3994	Train loss: 0.0361	Test Acc: 0.3957	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10 14 16 17]
+Epoch 177		Train Acc: 0.3764	Train loss: 0.0362	Test Acc: 0.3959	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4 10 13 14 16 17 19]
+Epoch 178		Train Acc: 0.3906	Train loss: 0.0358	Test Acc: 0.3949	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  8 10 13 14 16 17 19]
+Epoch 179		Train Acc: 0.3502	Train loss: 0.2303	Test Acc: 0.3975	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  8 13 14 16 17 19]
+Epoch 180		Train Acc: 0.3996	Train loss: 0.0357	Test Acc: 0.3972	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  8 13 14 16 17]
+Epoch 181		Train Acc: 0.3967	Train loss: 0.0362	Test Acc: 0.3974	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  8 10 13 14 16 17]
+Epoch 182		Train Acc: 0.3814	Train loss: 0.0366	Test Acc: 0.3965	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  7  8 10 13 14 16 17]
+Epoch 183		Train Acc: 0.4006	Train loss: 0.0362	Test Acc: 0.3978	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3 13]
+Epoch 184		Train Acc: 0.3893	Train loss: 0.0363	Test Acc: 0.3955	Test loss: 0.0360
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 185		Train Acc: 0.3926	Train loss: 0.0364	Test Acc: 0.3968	Test loss: 0.0360
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 186		Train Acc: 0.3879	Train loss: 0.0364	Test Acc: 0.3966	Test loss: 0.0359
+FLDetector Defense: Benign idx: [ 0  1  2  3  6 16]
+Epoch 187		Train Acc: 0.4020	Train loss: 0.0362	Test Acc: 0.3971	Test loss: 0.0359
+FLDetector Defense: Benign idx: [ 0  1  2  3  6 16]
+Epoch 188		Train Acc: 0.4051	Train loss: 0.0353	Test Acc: 0.3979	Test loss: 0.0359
+FLDetector Defense: Benign idx: [ 0  1  2  3  6 16]
+Epoch 189		Train Acc: 0.3537	Train loss: 0.2218	Test Acc: 0.3981	Test loss: 0.0359
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 190		Train Acc: 0.3838	Train loss: 0.0367	Test Acc: 0.3983	Test loss: 0.0359
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 191		Train Acc: 0.4021	Train loss: 0.0356	Test Acc: 0.3970	Test loss: 0.0359
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 192		Train Acc: 0.4012	Train loss: 0.0354	Test Acc: 0.3966	Test loss: 0.0359
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 193		Train Acc: 0.3893	Train loss: 0.0364	Test Acc: 0.3962	Test loss: 0.0359
+FLDetector Defense: Benign idx: [ 0  1  2  3  5  8 14 15 16 17 18]
+Epoch 194		Train Acc: 0.3959	Train loss: 0.0362	Test Acc: 0.3958	Test loss: 0.0359
+FLDetector Defense: Benign idx: [0 1 2 3 8]
+Epoch 195		Train Acc: 0.3945	Train loss: 0.0360	Test Acc: 0.3966	Test loss: 0.0359
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 196		Train Acc: 0.3881	Train loss: 0.0366	Test Acc: 0.3978	Test loss: 0.0359
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 197		Train Acc: 0.3951	Train loss: 0.0356	Test Acc: 0.3983	Test loss: 0.0359
+FLDetector Defense: Benign idx: [0 1 2 3 8]
+Epoch 198		Train Acc: 0.3953	Train loss: 0.0361	Test Acc: 0.3997	Test loss: 0.0359
+FLDetector Defense: Benign idx: [0 1 2 3 8]
+Epoch 199		Train Acc: 0.3623	Train loss: 0.2158	Test Acc: 0.3970	Test loss: 0.0359
+Training finished on Tue Feb 24 01:03:50 2026 using 28 minutes and 34 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.2_seed46_cfgFedAvg_CIFAR100_config_exp4.txt

@@ -0,0 +1,339 @@
+seed: 46, num_experiments: 5, experiment_id: 4, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 20, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 4, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.24118242.0/flpoison_24118242_20/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.2_seed46_cfgFedAvg_CIFAR100_config_exp4.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Tue Feb 24 01:03:50 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0119	Train loss: 0.0748	Test Acc: 0.0094	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0234	Train loss: 0.0742	Test Acc: 0.0101	Test loss: 0.0724
+Epoch 2  		Train Acc: 0.0283	Train loss: 0.0724	Test Acc: 0.0192	Test loss: 0.0716
+Epoch 3  		Train Acc: 0.0391	Train loss: 0.0710	Test Acc: 0.0291	Test loss: 0.0702
+Epoch 4  		Train Acc: 0.0381	Train loss: 0.0696	Test Acc: 0.0449	Test loss: 0.0673
+Epoch 5  		Train Acc: 0.0451	Train loss: 0.0677	Test Acc: 0.0558	Test loss: 0.0668
+Epoch 6  		Train Acc: 0.0533	Train loss: 0.0664	Test Acc: 0.0551	Test loss: 0.0712
+Epoch 7  		Train Acc: 0.0605	Train loss: 0.0652	Test Acc: 0.0453	Test loss: 0.0723
+Epoch 8  		Train Acc: 0.0623	Train loss: 0.0642	Test Acc: 0.0667	Test loss: 0.0656
+Epoch 9  		Train Acc: 0.0699	Train loss: 0.3286	Test Acc: 0.0727	Test loss: 0.0648
+Epoch 10 		Train Acc: 0.0377	Train loss: 0.0728	Test Acc: 0.0369	Test loss: 0.2061
+Epoch 11 		Train Acc: 0.0557	Train loss: 0.0659	Test Acc: 0.0305	Test loss: 0.2278
+Epoch 12 		Train Acc: 0.0691	Train loss: 0.0642	Test Acc: 0.0492	Test loss: 0.0976
+Epoch 13 		Train Acc: 0.0738	Train loss: 0.0631	Test Acc: 0.0772	Test loss: 0.0672
+Epoch 14 		Train Acc: 0.0854	Train loss: 0.0618	Test Acc: 0.0933	Test loss: 0.0611
+Epoch 15 		Train Acc: 0.0861	Train loss: 0.0617	Test Acc: 0.1010	Test loss: 0.0600
+Epoch 16 		Train Acc: 0.0943	Train loss: 0.0610	Test Acc: 0.0989	Test loss: 0.0599
+Epoch 17 		Train Acc: 0.0816	Train loss: 0.0610	Test Acc: 0.1186	Test loss: 0.0587
+Epoch 18 		Train Acc: 0.0930	Train loss: 0.0604	Test Acc: 0.1155	Test loss: 0.0584
+Epoch 19 		Train Acc: 0.0861	Train loss: 0.3183	Test Acc: 0.1199	Test loss: 0.0589
+Epoch 20 		Train Acc: 0.0648	Train loss: 0.0667	Test Acc: 0.1177	Test loss: 0.0593
+Epoch 21 		Train Acc: 0.0857	Train loss: 0.0615	Test Acc: 0.1156	Test loss: 0.0594
+Epoch 22 		Train Acc: 0.1080	Train loss: 0.0597	Test Acc: 0.1202	Test loss: 0.0583
+Epoch 23 		Train Acc: 0.1166	Train loss: 0.0592	Test Acc: 0.1265	Test loss: 0.0576
+Epoch 24 		Train Acc: 0.1057	Train loss: 0.0590	Test Acc: 0.1345	Test loss: 0.0573
+Epoch 25 		Train Acc: 0.1172	Train loss: 0.0582	Test Acc: 0.1348	Test loss: 0.0571
+Epoch 26 		Train Acc: 0.1176	Train loss: 0.0582	Test Acc: 0.1396	Test loss: 0.0567
+Epoch 27 		Train Acc: 0.1252	Train loss: 0.0578	Test Acc: 0.1494	Test loss: 0.0561
+Epoch 28 		Train Acc: 0.1189	Train loss: 0.0576	Test Acc: 0.1444	Test loss: 0.0561
+Epoch 29 		Train Acc: 0.1094	Train loss: 0.3029	Test Acc: 0.1336	Test loss: 0.0571
+Epoch 30 		Train Acc: 0.0744	Train loss: 0.0647	Test Acc: 0.1394	Test loss: 0.0574
+Epoch 31 		Train Acc: 0.1123	Train loss: 0.0592	Test Acc: 0.1322	Test loss: 0.0588
+Epoch 32 		Train Acc: 0.1346	Train loss: 0.0573	Test Acc: 0.1384	Test loss: 0.0562
+Epoch 33 		Train Acc: 0.1393	Train loss: 0.0569	Test Acc: 0.1618	Test loss: 0.0550
+Epoch 34 		Train Acc: 0.1346	Train loss: 0.0565	Test Acc: 0.1677	Test loss: 0.0545
+Epoch 35 		Train Acc: 0.1434	Train loss: 0.0557	Test Acc: 0.1626	Test loss: 0.0545
+Epoch 36 		Train Acc: 0.1363	Train loss: 0.0562	Test Acc: 0.1725	Test loss: 0.0538
+Epoch 37 		Train Acc: 0.1473	Train loss: 0.0554	Test Acc: 0.1665	Test loss: 0.0543
+Epoch 38 		Train Acc: 0.1508	Train loss: 0.0555	Test Acc: 0.1697	Test loss: 0.0544
+Epoch 39 		Train Acc: 0.1320	Train loss: 0.2904	Test Acc: 0.1752	Test loss: 0.0536
+Epoch 40 		Train Acc: 0.1014	Train loss: 0.0618	Test Acc: 0.1670	Test loss: 0.0541
+Epoch 41 		Train Acc: 0.1465	Train loss: 0.0559	Test Acc: 0.1575	Test loss: 0.0557
+Epoch 42 		Train Acc: 0.1449	Train loss: 0.0558	Test Acc: 0.1714	Test loss: 0.0538
+Epoch 43 		Train Acc: 0.1559	Train loss: 0.0547	Test Acc: 0.1863	Test loss: 0.0525
+Epoch 44 		Train Acc: 0.1629	Train loss: 0.0542	Test Acc: 0.1970	Test loss: 0.0518
+Epoch 45 		Train Acc: 0.1727	Train loss: 0.0539	Test Acc: 0.1930	Test loss: 0.0523
+Epoch 46 		Train Acc: 0.1672	Train loss: 0.0534	Test Acc: 0.1914	Test loss: 0.0522
+Epoch 47 		Train Acc: 0.1773	Train loss: 0.0531	Test Acc: 0.1998	Test loss: 0.0516
+Epoch 48 		Train Acc: 0.1736	Train loss: 0.0531	Test Acc: 0.2094	Test loss: 0.0508
+Epoch 49 		Train Acc: 0.1680	Train loss: 0.2902	Test Acc: 0.2151	Test loss: 0.0505
+Epoch 50 		Train Acc: 0.1150	Train loss: 0.0606	Test Acc: 0.1772	Test loss: 0.0543
+Epoch 51 		Train Acc: 0.1664	Train loss: 0.0541	Test Acc: 0.1763	Test loss: 0.0560
+Epoch 52 		Train Acc: 0.1773	Train loss: 0.0528	Test Acc: 0.1817	Test loss: 0.0529
+Epoch 53 		Train Acc: 0.1703	Train loss: 0.0527	Test Acc: 0.2128	Test loss: 0.0503
+Epoch 54 		Train Acc: 0.1984	Train loss: 0.0517	Test Acc: 0.2218	Test loss: 0.0498
+Epoch 55 		Train Acc: 0.1951	Train loss: 0.0518	Test Acc: 0.2221	Test loss: 0.0500
+Epoch 56 		Train Acc: 0.1980	Train loss: 0.0509	Test Acc: 0.2237	Test loss: 0.0500
+Epoch 57 		Train Acc: 0.1891	Train loss: 0.0515	Test Acc: 0.2285	Test loss: 0.0495
+Epoch 58 		Train Acc: 0.1980	Train loss: 0.0508	Test Acc: 0.2330	Test loss: 0.0488
+Epoch 59 		Train Acc: 0.1932	Train loss: 0.3045	Test Acc: 0.2143	Test loss: 0.0505
+Epoch 60 		Train Acc: 0.1316	Train loss: 0.0584	Test Acc: 0.2159	Test loss: 0.0500
+Epoch 61 		Train Acc: 0.1854	Train loss: 0.0521	Test Acc: 0.2149	Test loss: 0.0505
+Epoch 62 		Train Acc: 0.2092	Train loss: 0.0503	Test Acc: 0.2342	Test loss: 0.0487
+Epoch 63 		Train Acc: 0.2096	Train loss: 0.0502	Test Acc: 0.2460	Test loss: 0.0482
+Epoch 64 		Train Acc: 0.2152	Train loss: 0.0495	Test Acc: 0.2479	Test loss: 0.0474
+Epoch 65 		Train Acc: 0.2359	Train loss: 0.0485	Test Acc: 0.2627	Test loss: 0.0463
+Epoch 66 		Train Acc: 0.2246	Train loss: 0.0488	Test Acc: 0.2596	Test loss: 0.0465
+Epoch 67 		Train Acc: 0.2277	Train loss: 0.0484	Test Acc: 0.2633	Test loss: 0.0460
+Epoch 68 		Train Acc: 0.2250	Train loss: 0.0489	Test Acc: 0.2625	Test loss: 0.0466
+Epoch 69 		Train Acc: 0.2055	Train loss: 0.2785	Test Acc: 0.2539	Test loss: 0.0478
+Epoch 70 		Train Acc: 0.1506	Train loss: 0.0566	Test Acc: 0.2402	Test loss: 0.0497
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 71 		Train Acc: 0.2127	Train loss: 0.0501	Test Acc: 0.1873	Test loss: 0.0592
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 72 		Train Acc: 0.2240	Train loss: 0.0491	Test Acc: 0.2031	Test loss: 0.0544
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 73 		Train Acc: 0.2311	Train loss: 0.0481	Test Acc: 0.2266	Test loss: 0.0503
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 74 		Train Acc: 0.2395	Train loss: 0.0481	Test Acc: 0.2455	Test loss: 0.0474
+FLDetector Defense: Benign idx: [ 0  1  2  3 16]
+Epoch 75 		Train Acc: 0.2471	Train loss: 0.0471	Test Acc: 0.2615	Test loss: 0.0467
+FLDetector Defense: Benign idx: [ 0  1  2  3 16]
+Epoch 76 		Train Acc: 0.2385	Train loss: 0.0478	Test Acc: 0.2329	Test loss: 0.0509
+FLDetector Defense: Benign idx: [ 0  1  2  3  9 16]
+Epoch 77 		Train Acc: 0.2381	Train loss: 0.0476	Test Acc: 0.2688	Test loss: 0.0463
+FLDetector Defense: Benign idx: [ 0  1  2  3  9 16]
+Epoch 78 		Train Acc: 0.2391	Train loss: 0.0473	Test Acc: 0.2365	Test loss: 0.0491
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 79 		Train Acc: 0.2189	Train loss: 0.2704	Test Acc: 0.2435	Test loss: 0.0492
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 80 		Train Acc: 0.1689	Train loss: 0.0550	Test Acc: 0.1655	Test loss: 0.0669
+FLDetector Defense: Benign idx: [0 1 2 3 9]
+Epoch 81 		Train Acc: 0.2264	Train loss: 0.0496	Test Acc: 0.1781	Test loss: 0.0617
+FLDetector Defense: Benign idx: [0 1 2 3 9]
+Epoch 82 		Train Acc: 0.2326	Train loss: 0.0483	Test Acc: 0.2370	Test loss: 0.0496
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 83 		Train Acc: 0.2387	Train loss: 0.0473	Test Acc: 0.2585	Test loss: 0.0470
+FLDetector Defense: Benign idx: [ 0  1  2  3  6 11 14]
+Epoch 84 		Train Acc: 0.2617	Train loss: 0.0459	Test Acc: 0.2886	Test loss: 0.0437
+FLDetector Defense: Benign idx: [0 1 2 3 5]
+Epoch 85 		Train Acc: 0.2545	Train loss: 0.0459	Test Acc: 0.2915	Test loss: 0.0440
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 86 		Train Acc: 0.2641	Train loss: 0.0456	Test Acc: 0.2836	Test loss: 0.0450
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 87 		Train Acc: 0.2570	Train loss: 0.0459	Test Acc: 0.2934	Test loss: 0.0444
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 88 		Train Acc: 0.2551	Train loss: 0.0457	Test Acc: 0.3062	Test loss: 0.0433
+FLDetector Defense: Benign idx: [ 0  1  2  3 14]
+Epoch 89 		Train Acc: 0.2465	Train loss: 0.2721	Test Acc: 0.2540	Test loss: 0.0502
+FLDetector Defense: Benign idx: [ 0  1  2  3 14]
+Epoch 90 		Train Acc: 0.1867	Train loss: 0.0541	Test Acc: 0.1606	Test loss: 0.0742
+FLDetector Defense: Benign idx: [ 0  1  2  3 14]
+Epoch 91 		Train Acc: 0.2293	Train loss: 0.0487	Test Acc: 0.1931	Test loss: 0.0581
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 92 		Train Acc: 0.2537	Train loss: 0.0465	Test Acc: 0.2441	Test loss: 0.0495
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 93 		Train Acc: 0.2535	Train loss: 0.0462	Test Acc: 0.2655	Test loss: 0.0462
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 94 		Train Acc: 0.2658	Train loss: 0.0449	Test Acc: 0.2770	Test loss: 0.0457
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 95 		Train Acc: 0.2795	Train loss: 0.0445	Test Acc: 0.2965	Test loss: 0.0432
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 96 		Train Acc: 0.2832	Train loss: 0.0444	Test Acc: 0.3032	Test loss: 0.0430
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 97 		Train Acc: 0.2816	Train loss: 0.0437	Test Acc: 0.3130	Test loss: 0.0427
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  9 10 17]
+Epoch 98 		Train Acc: 0.2883	Train loss: 0.0434	Test Acc: 0.3001	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  9 10]
+Epoch 99 		Train Acc: 0.2680	Train loss: 0.2578	Test Acc: 0.3023	Test loss: 0.0442
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  9 10]
+Epoch 100		Train Acc: 0.3145	Train loss: 0.0417	Test Acc: 0.3117	Test loss: 0.0428
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  8  9 10 11 17]
+Epoch 101		Train Acc: 0.3172	Train loss: 0.0413	Test Acc: 0.3280	Test loss: 0.0412
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 102		Train Acc: 0.3309	Train loss: 0.0406	Test Acc: 0.3403	Test loss: 0.0402
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 103		Train Acc: 0.3375	Train loss: 0.0402	Test Acc: 0.3497	Test loss: 0.0396
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 104		Train Acc: 0.3457	Train loss: 0.0399	Test Acc: 0.3532	Test loss: 0.0392
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 105		Train Acc: 0.3482	Train loss: 0.0394	Test Acc: 0.3575	Test loss: 0.0390
+FLDetector Defense: Benign idx: [ 0  1  2  3 10 19]
+Epoch 106		Train Acc: 0.3521	Train loss: 0.0392	Test Acc: 0.3579	Test loss: 0.0389
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 107		Train Acc: 0.3455	Train loss: 0.0391	Test Acc: 0.3611	Test loss: 0.0387
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  6  8 10 13 14 17 19]
+Epoch 108		Train Acc: 0.3566	Train loss: 0.0389	Test Acc: 0.3643	Test loss: 0.0385
+FLDetector Defense: Benign idx: [ 0  1  2  3  6 19]
+Epoch 109		Train Acc: 0.3109	Train loss: 0.2431	Test Acc: 0.3624	Test loss: 0.0386
+FLDetector Defense: Benign idx: [ 0  1  2  3 19]
+Epoch 110		Train Acc: 0.3410	Train loss: 0.0397	Test Acc: 0.3596	Test loss: 0.0389
+FLDetector Defense: Benign idx: [ 0  1  2  3  6 19]
+Epoch 111		Train Acc: 0.3611	Train loss: 0.0385	Test Acc: 0.3598	Test loss: 0.0387
+FLDetector Defense: Benign idx: [ 0  1  2  3  6 10 12 13 17 19]
+Epoch 112		Train Acc: 0.3633	Train loss: 0.0384	Test Acc: 0.3628	Test loss: 0.0385
+FLDetector Defense: Benign idx: [ 0  1  2  3  6 10 12 13 17 19]
+Epoch 113		Train Acc: 0.3574	Train loss: 0.0388	Test Acc: 0.3684	Test loss: 0.0383
+FLDetector Defense: Benign idx: [ 0  1  2  3  9 12 13 19]
+Epoch 114		Train Acc: 0.3521	Train loss: 0.0388	Test Acc: 0.3683	Test loss: 0.0382
+FLDetector Defense: Benign idx: [0 1 2 3 9]
+Epoch 115		Train Acc: 0.3596	Train loss: 0.0387	Test Acc: 0.3690	Test loss: 0.0381
+FLDetector Defense: Benign idx: [0 1 2 3 5 9]
+Epoch 116		Train Acc: 0.3471	Train loss: 0.0388	Test Acc: 0.3681	Test loss: 0.0379
+FLDetector Defense: Benign idx: [0 1 2 3 5 6 9]
+Epoch 117		Train Acc: 0.3721	Train loss: 0.0383	Test Acc: 0.3698	Test loss: 0.0379
+FLDetector Defense: Benign idx: [ 0  1  2  3  5  6  9 16]
+Epoch 118		Train Acc: 0.3561	Train loss: 0.0386	Test Acc: 0.3737	Test loss: 0.0379
+FLDetector Defense: Benign idx: [ 0  1  2  3  5  6 17]
+Epoch 119		Train Acc: 0.3471	Train loss: 0.2266	Test Acc: 0.3717	Test loss: 0.0381
+FLDetector Defense: Benign idx: [ 0  1  2  3  5  6  9 12 16 17 19]
+Epoch 120		Train Acc: 0.3672	Train loss: 0.0380	Test Acc: 0.3622	Test loss: 0.0385
+FLDetector Defense: Benign idx: [ 0  1  2  3  5  6  9 12 16 17 19]
+Epoch 121		Train Acc: 0.3609	Train loss: 0.0385	Test Acc: 0.3696	Test loss: 0.0381
+FLDetector Defense: Benign idx: [ 0  1  2  3  5 19]
+Epoch 122		Train Acc: 0.3615	Train loss: 0.0386	Test Acc: 0.3707	Test loss: 0.0380
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 123		Train Acc: 0.3725	Train loss: 0.0379	Test Acc: 0.3717	Test loss: 0.0378
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 124		Train Acc: 0.3660	Train loss: 0.0383	Test Acc: 0.3758	Test loss: 0.0376
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 125		Train Acc: 0.3811	Train loss: 0.0371	Test Acc: 0.3769	Test loss: 0.0376
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 126		Train Acc: 0.3684	Train loss: 0.0384	Test Acc: 0.3785	Test loss: 0.0374
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 127		Train Acc: 0.3627	Train loss: 0.0378	Test Acc: 0.3772	Test loss: 0.0374
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 128		Train Acc: 0.3676	Train loss: 0.0381	Test Acc: 0.3797	Test loss: 0.0373
+FLDetector Defense: Benign idx: [ 0  1  2  3 13]
+Epoch 129		Train Acc: 0.3428	Train loss: 0.2221	Test Acc: 0.3801	Test loss: 0.0374
+FLDetector Defense: Benign idx: [ 0  1  2  3 13]
+Epoch 130		Train Acc: 0.3758	Train loss: 0.0373	Test Acc: 0.3754	Test loss: 0.0378
+FLDetector Defense: Benign idx: [ 0  1  2  3 13]
+Epoch 131		Train Acc: 0.3668	Train loss: 0.0375	Test Acc: 0.3738	Test loss: 0.0378
+FLDetector Defense: Benign idx: [ 0  1  2  3  4 10 13]
+Epoch 132		Train Acc: 0.3674	Train loss: 0.0378	Test Acc: 0.3776	Test loss: 0.0375
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 10 11 13 19]
+Epoch 133		Train Acc: 0.3807	Train loss: 0.0374	Test Acc: 0.3768	Test loss: 0.0374
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10 11 13 19]
+Epoch 134		Train Acc: 0.3678	Train loss: 0.0379	Test Acc: 0.3795	Test loss: 0.0373
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 135		Train Acc: 0.3732	Train loss: 0.0375	Test Acc: 0.3825	Test loss: 0.0372
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 136		Train Acc: 0.3746	Train loss: 0.0373	Test Acc: 0.3834	Test loss: 0.0370
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 137		Train Acc: 0.3650	Train loss: 0.0378	Test Acc: 0.3822	Test loss: 0.0369
+FLDetector Defense: Benign idx: [ 0  1  2  3 15]
+Epoch 138		Train Acc: 0.3756	Train loss: 0.0370	Test Acc: 0.3820	Test loss: 0.0371
+FLDetector Defense: Benign idx: [ 0  1  2  3 15]
+Epoch 139		Train Acc: 0.3400	Train loss: 0.2376	Test Acc: 0.3819	Test loss: 0.0370
+FLDetector Defense: Benign idx: [ 0  1  2  3  6  8  9 15]
+Epoch 140		Train Acc: 0.3658	Train loss: 0.0374	Test Acc: 0.3827	Test loss: 0.0373
+FLDetector Defense: Benign idx: [ 0  1  2  3  6  9 15 16]
+Epoch 141		Train Acc: 0.3748	Train loss: 0.0374	Test Acc: 0.3783	Test loss: 0.0373
+FLDetector Defense: Benign idx: [ 0  1  2  3  6  8 15]
+Epoch 142		Train Acc: 0.3809	Train loss: 0.0368	Test Acc: 0.3813	Test loss: 0.0370
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  6  7  8  9 12 14 15 16 17]
+Epoch 143		Train Acc: 0.3666	Train loss: 0.0370	Test Acc: 0.3865	Test loss: 0.0368
+FLDetector Defense: Benign idx: [ 0  1  2  3  6  8 14 15 16]
+Epoch 144		Train Acc: 0.3768	Train loss: 0.0374	Test Acc: 0.3837	Test loss: 0.0368
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 145		Train Acc: 0.3885	Train loss: 0.0365	Test Acc: 0.3842	Test loss: 0.0368
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 146		Train Acc: 0.3859	Train loss: 0.0371	Test Acc: 0.3874	Test loss: 0.0367
+FLDetector Defense: Benign idx: [ 0  1  2  3 12 14 16]
+Epoch 147		Train Acc: 0.3828	Train loss: 0.0370	Test Acc: 0.3888	Test loss: 0.0367
+FLDetector Defense: Benign idx: [ 0  1  2  3 12 14 16]
+Epoch 148		Train Acc: 0.3768	Train loss: 0.0370	Test Acc: 0.3891	Test loss: 0.0367
+FLDetector Defense: Benign idx: [ 0  1  2  3 12 14 16]
+Epoch 149		Train Acc: 0.3207	Train loss: 0.2458	Test Acc: 0.3867	Test loss: 0.0367
+FLDetector Defense: Benign idx: [ 0  1  2  3 10 12 13 14 15 16 18 19]
+Epoch 150		Train Acc: 0.3725	Train loss: 0.0375	Test Acc: 0.3847	Test loss: 0.0369
+FLDetector Defense: Benign idx: [ 0  1  2  3 10 12 13 14 15 16 18 19]
+Epoch 151		Train Acc: 0.3834	Train loss: 0.0370	Test Acc: 0.3832	Test loss: 0.0370
+FLDetector Defense: Benign idx: [ 0  1  2  3 10 12 13 14 16 18 19]
+Epoch 152		Train Acc: 0.3838	Train loss: 0.0368	Test Acc: 0.3885	Test loss: 0.0367
+FLDetector Defense: Benign idx: [ 0  1  2  3  8 10 12 13 14 16 18 19]
+Epoch 153		Train Acc: 0.3818	Train loss: 0.0365	Test Acc: 0.3912	Test loss: 0.0364
+FLDetector Defense: Benign idx: [ 0  1  2  3 10 12 13 14 16 18 19]
+Epoch 154		Train Acc: 0.4004	Train loss: 0.0360	Test Acc: 0.3867	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3 10 12 14 16 18 19]
+Epoch 155		Train Acc: 0.3814	Train loss: 0.0370	Test Acc: 0.3876	Test loss: 0.0364
+FLDetector Defense: Benign idx: [ 0  1  2  3  8 10 12 14 15 16 18 19]
+Epoch 156		Train Acc: 0.3826	Train loss: 0.0367	Test Acc: 0.3877	Test loss: 0.0365
+FLDetector Defense: Benign idx: [ 0  1  2  3 14]
+Epoch 157		Train Acc: 0.3967	Train loss: 0.0360	Test Acc: 0.3903	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3 14 16]
+Epoch 158		Train Acc: 0.3832	Train loss: 0.0364	Test Acc: 0.3954	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3 14]
+Epoch 159		Train Acc: 0.3424	Train loss: 0.2375	Test Acc: 0.3954	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  6 14]
+Epoch 160		Train Acc: 0.3920	Train loss: 0.0360	Test Acc: 0.3965	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  6 14]
+Epoch 161		Train Acc: 0.3936	Train loss: 0.0364	Test Acc: 0.3980	Test loss: 0.0360
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 162		Train Acc: 0.4010	Train loss: 0.0358	Test Acc: 0.3975	Test loss: 0.0359
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 163		Train Acc: 0.4049	Train loss: 0.0355	Test Acc: 0.3988	Test loss: 0.0358
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 164		Train Acc: 0.3891	Train loss: 0.0361	Test Acc: 0.3987	Test loss: 0.0358
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 165		Train Acc: 0.3918	Train loss: 0.0364	Test Acc: 0.4001	Test loss: 0.0358
+FLDetector Defense: Benign idx: [ 0  1  2  3 13 14]
+Epoch 166		Train Acc: 0.3812	Train loss: 0.0361	Test Acc: 0.4016	Test loss: 0.0357
+FLDetector Defense: Benign idx: [ 0  1  2  3 13]
+Epoch 167		Train Acc: 0.3896	Train loss: 0.0363	Test Acc: 0.4015	Test loss: 0.0357
+FLDetector Defense: Benign idx: [ 0  1  2  3 13 14]
+Epoch 168		Train Acc: 0.3930	Train loss: 0.0355	Test Acc: 0.4010	Test loss: 0.0357
+FLDetector Defense: Benign idx: [ 0  1  2  3 13]
+Epoch 169		Train Acc: 0.3650	Train loss: 0.2005	Test Acc: 0.4003	Test loss: 0.0358
+FLDetector Defense: Benign idx: [ 0  1  2  3 13]
+Epoch 170		Train Acc: 0.4004	Train loss: 0.0354	Test Acc: 0.4003	Test loss: 0.0358
+FLDetector Defense: Benign idx: [ 0  1  2  3 13]
+Epoch 171		Train Acc: 0.3936	Train loss: 0.0360	Test Acc: 0.4008	Test loss: 0.0357
+FLDetector Defense: Benign idx: [ 0  1  2  3 13]
+Epoch 172		Train Acc: 0.3947	Train loss: 0.0359	Test Acc: 0.4017	Test loss: 0.0357
+FLDetector Defense: Benign idx: [ 0  1  2  3 13]
+Epoch 173		Train Acc: 0.3865	Train loss: 0.0360	Test Acc: 0.4020	Test loss: 0.0357
+FLDetector Defense: Benign idx: [ 0  1  2  3 13 14 15]
+Epoch 174		Train Acc: 0.4043	Train loss: 0.0354	Test Acc: 0.4019	Test loss: 0.0357
+FLDetector Defense: Benign idx: [ 0  1  2  3 13 15]
+Epoch 175		Train Acc: 0.3979	Train loss: 0.0359	Test Acc: 0.4013	Test loss: 0.0356
+FLDetector Defense: Benign idx: [ 0  1  2  3 13 15]
+Epoch 176		Train Acc: 0.3961	Train loss: 0.0361	Test Acc: 0.4011	Test loss: 0.0356
+FLDetector Defense: Benign idx: [ 0  1  2  3 13 15]
+Epoch 177		Train Acc: 0.4064	Train loss: 0.0353	Test Acc: 0.4009	Test loss: 0.0356
+FLDetector Defense: Benign idx: [ 0  1  2  3 15]
+Epoch 178		Train Acc: 0.4018	Train loss: 0.0354	Test Acc: 0.4004	Test loss: 0.0356
+FLDetector Defense: Benign idx: [ 0  1  2  3 15]
+Epoch 179		Train Acc: 0.3455	Train loss: 0.2178	Test Acc: 0.3998	Test loss: 0.0357
+FLDetector Defense: Benign idx: [ 0  1  2  3 15]
+Epoch 180		Train Acc: 0.3967	Train loss: 0.0357	Test Acc: 0.4007	Test loss: 0.0356
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 181		Train Acc: 0.3912	Train loss: 0.0357	Test Acc: 0.3994	Test loss: 0.0356
+FLDetector Defense: Benign idx: [ 0  1  2  3 15]
+Epoch 182		Train Acc: 0.4002	Train loss: 0.0359	Test Acc: 0.4014	Test loss: 0.0356
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 183		Train Acc: 0.3955	Train loss: 0.0357	Test Acc: 0.4006	Test loss: 0.0356
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 184		Train Acc: 0.3979	Train loss: 0.0359	Test Acc: 0.4015	Test loss: 0.0356
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 185		Train Acc: 0.3992	Train loss: 0.0356	Test Acc: 0.4016	Test loss: 0.0356
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 186		Train Acc: 0.3963	Train loss: 0.0358	Test Acc: 0.4031	Test loss: 0.0355
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 187		Train Acc: 0.3959	Train loss: 0.0360	Test Acc: 0.4035	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3 17]
+Epoch 188		Train Acc: 0.4039	Train loss: 0.0353	Test Acc: 0.4034	Test loss: 0.0356
+FLDetector Defense: Benign idx: [ 0  1  2  3 17]
+Epoch 189		Train Acc: 0.3469	Train loss: 0.2340	Test Acc: 0.4016	Test loss: 0.0356
+FLDetector Defense: Benign idx: [ 0  1  2  3 17]
+Epoch 190		Train Acc: 0.4039	Train loss: 0.0356	Test Acc: 0.4019	Test loss: 0.0356
+FLDetector Defense: Benign idx: [ 0  1  2  3 17 18]
+Epoch 191		Train Acc: 0.3939	Train loss: 0.0361	Test Acc: 0.4034	Test loss: 0.0356
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 192		Train Acc: 0.4070	Train loss: 0.0356	Test Acc: 0.4034	Test loss: 0.0356
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 193		Train Acc: 0.4062	Train loss: 0.0356	Test Acc: 0.4040	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  6 19]
+Epoch 194		Train Acc: 0.3982	Train loss: 0.0357	Test Acc: 0.4045	Test loss: 0.0355
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 195		Train Acc: 0.3996	Train loss: 0.0356	Test Acc: 0.4056	Test loss: 0.0355
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 196		Train Acc: 0.3980	Train loss: 0.0353	Test Acc: 0.4058	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  6  8  9 16]
+Epoch 197		Train Acc: 0.4082	Train loss: 0.0354	Test Acc: 0.4050	Test loss: 0.0355
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 198		Train Acc: 0.4043	Train loss: 0.0355	Test Acc: 0.4050	Test loss: 0.0355
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 199		Train Acc: 0.3412	Train loss: 0.2109	Test Acc: 0.4038	Test loss: 0.0355
+Training finished on Tue Feb 24 01:32:18 2026 using 28 minutes and 27 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.3_seed42_cfgFedAvg_CIFAR100_config_exp0.txt

@@ -0,0 +1,339 @@
+seed: 42, num_experiments: 5, experiment_id: 0, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 20, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 6, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.24125433.0/flpoison_24125433_50/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.3_seed42_cfgFedAvg_CIFAR100_config_exp0.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42
+
+Started on Mon Feb 23 23:37:04 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0137	Train loss: 0.0750	Test Acc: 0.0105	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0182	Train loss: 0.0745	Test Acc: 0.0125	Test loss: 0.0724
+Epoch 2  		Train Acc: 0.0293	Train loss: 0.0728	Test Acc: 0.0243	Test loss: 0.0709
+Epoch 3  		Train Acc: 0.0363	Train loss: 0.0708	Test Acc: 0.0388	Test loss: 0.0681
+Epoch 4  		Train Acc: 0.0486	Train loss: 0.0691	Test Acc: 0.0333	Test loss: 0.0791
+Epoch 5  		Train Acc: 0.0473	Train loss: 0.0679	Test Acc: 0.0267	Test loss: 0.1010
+Epoch 6  		Train Acc: 0.0537	Train loss: 0.0666	Test Acc: 0.0485	Test loss: 0.0811
+Epoch 7  		Train Acc: 0.0654	Train loss: 0.0651	Test Acc: 0.0506	Test loss: 0.0741
+Epoch 8  		Train Acc: 0.0738	Train loss: 0.0642	Test Acc: 0.0682	Test loss: 0.0672
+Epoch 9  		Train Acc: 0.0572	Train loss: 0.3406	Test Acc: 0.0490	Test loss: 0.0727
+Epoch 10 		Train Acc: 0.0391	Train loss: 0.0729	Test Acc: 0.0296	Test loss: 0.2989
+Epoch 11 		Train Acc: 0.0465	Train loss: 0.0670	Test Acc: 0.0425	Test loss: 0.2530
+Epoch 12 		Train Acc: 0.0572	Train loss: 0.0655	Test Acc: 0.0562	Test loss: 0.0871
+Epoch 13 		Train Acc: 0.0705	Train loss: 0.0640	Test Acc: 0.0621	Test loss: 0.0747
+Epoch 14 		Train Acc: 0.0760	Train loss: 0.0628	Test Acc: 0.0627	Test loss: 0.0671
+Epoch 15 		Train Acc: 0.0750	Train loss: 0.0620	Test Acc: 0.0892	Test loss: 0.0615
+Epoch 16 		Train Acc: 0.0777	Train loss: 0.0620	Test Acc: 0.0980	Test loss: 0.0614
+Epoch 17 		Train Acc: 0.0844	Train loss: 0.0613	Test Acc: 0.0902	Test loss: 0.0610
+Epoch 18 		Train Acc: 0.0811	Train loss: 0.0614	Test Acc: 0.1020	Test loss: 0.0599
+Epoch 19 		Train Acc: 0.0855	Train loss: 0.3136	Test Acc: 0.1133	Test loss: 0.0595
+Epoch 20 		Train Acc: 0.0545	Train loss: 0.0674	Test Acc: 0.1050	Test loss: 0.0602
+Epoch 21 		Train Acc: 0.0924	Train loss: 0.0615	Test Acc: 0.1000	Test loss: 0.0616
+Epoch 22 		Train Acc: 0.0947	Train loss: 0.0604	Test Acc: 0.1203	Test loss: 0.0595
+Epoch 23 		Train Acc: 0.0885	Train loss: 0.0603	Test Acc: 0.1194	Test loss: 0.0584
+Epoch 24 		Train Acc: 0.1029	Train loss: 0.0597	Test Acc: 0.1207	Test loss: 0.0583
+Epoch 25 		Train Acc: 0.1066	Train loss: 0.0591	Test Acc: 0.1268	Test loss: 0.0578
+Epoch 26 		Train Acc: 0.1029	Train loss: 0.0592	Test Acc: 0.1283	Test loss: 0.0580
+Epoch 27 		Train Acc: 0.1131	Train loss: 0.0584	Test Acc: 0.1363	Test loss: 0.0571
+Epoch 28 		Train Acc: 0.1213	Train loss: 0.0582	Test Acc: 0.1347	Test loss: 0.0575
+Epoch 29 		Train Acc: 0.1096	Train loss: 0.3084	Test Acc: 0.1267	Test loss: 0.0590
+Epoch 30 		Train Acc: 0.0652	Train loss: 0.0651	Test Acc: 0.1095	Test loss: 0.0603
+Epoch 31 		Train Acc: 0.0982	Train loss: 0.0600	Test Acc: 0.1038	Test loss: 0.0605
+Epoch 32 		Train Acc: 0.1053	Train loss: 0.0589	Test Acc: 0.1270	Test loss: 0.0577
+Epoch 33 		Train Acc: 0.1158	Train loss: 0.0584	Test Acc: 0.1321	Test loss: 0.0570
+Epoch 34 		Train Acc: 0.1191	Train loss: 0.0578	Test Acc: 0.1508	Test loss: 0.0561
+Epoch 35 		Train Acc: 0.1322	Train loss: 0.0571	Test Acc: 0.1524	Test loss: 0.0561
+Epoch 36 		Train Acc: 0.1258	Train loss: 0.0572	Test Acc: 0.1633	Test loss: 0.0553
+Epoch 37 		Train Acc: 0.1350	Train loss: 0.0562	Test Acc: 0.1587	Test loss: 0.0550
+Epoch 38 		Train Acc: 0.1354	Train loss: 0.0564	Test Acc: 0.1651	Test loss: 0.0546
+Epoch 39 		Train Acc: 0.1146	Train loss: 0.2904	Test Acc: 0.1596	Test loss: 0.0544
+Epoch 40 		Train Acc: 0.0912	Train loss: 0.0629	Test Acc: 0.1286	Test loss: 0.0589
+Epoch 41 		Train Acc: 0.1117	Train loss: 0.0587	Test Acc: 0.1195	Test loss: 0.0613
+Epoch 42 		Train Acc: 0.1406	Train loss: 0.0568	Test Acc: 0.1494	Test loss: 0.0560
+Epoch 43 		Train Acc: 0.1336	Train loss: 0.0569	Test Acc: 0.1568	Test loss: 0.0553
+Epoch 44 		Train Acc: 0.1326	Train loss: 0.0564	Test Acc: 0.1735	Test loss: 0.0540
+Epoch 45 		Train Acc: 0.1477	Train loss: 0.0554	Test Acc: 0.1753	Test loss: 0.0534
+Epoch 46 		Train Acc: 0.1508	Train loss: 0.0555	Test Acc: 0.1802	Test loss: 0.0533
+Epoch 47 		Train Acc: 0.1693	Train loss: 0.0545	Test Acc: 0.1826	Test loss: 0.0530
+Epoch 48 		Train Acc: 0.1520	Train loss: 0.0547	Test Acc: 0.1796	Test loss: 0.0531
+Epoch 49 		Train Acc: 0.1557	Train loss: 0.3052	Test Acc: 0.1845	Test loss: 0.0530
+Epoch 50 		Train Acc: 0.1020	Train loss: 0.0617	Test Acc: 0.1580	Test loss: 0.0569
+Epoch 51 		Train Acc: 0.1459	Train loss: 0.0566	Test Acc: 0.1622	Test loss: 0.0576
+Epoch 52 		Train Acc: 0.1420	Train loss: 0.0557	Test Acc: 0.1817	Test loss: 0.0535
+Epoch 53 		Train Acc: 0.1691	Train loss: 0.0547	Test Acc: 0.1878	Test loss: 0.0528
+Epoch 54 		Train Acc: 0.1691	Train loss: 0.0539	Test Acc: 0.2003	Test loss: 0.0523
+Epoch 55 		Train Acc: 0.1775	Train loss: 0.0535	Test Acc: 0.2035	Test loss: 0.0516
+Epoch 56 		Train Acc: 0.1730	Train loss: 0.0538	Test Acc: 0.1983	Test loss: 0.0516
+Epoch 57 		Train Acc: 0.1789	Train loss: 0.0525	Test Acc: 0.2048	Test loss: 0.0511
+Epoch 58 		Train Acc: 0.1834	Train loss: 0.0525	Test Acc: 0.2017	Test loss: 0.0519
+Epoch 59 		Train Acc: 0.1725	Train loss: 0.2820	Test Acc: 0.2010	Test loss: 0.0518
+Epoch 60 		Train Acc: 0.1289	Train loss: 0.0589	Test Acc: 0.1680	Test loss: 0.0594
+Epoch 61 		Train Acc: 0.1652	Train loss: 0.0545	Test Acc: 0.1773	Test loss: 0.0556
+Epoch 62 		Train Acc: 0.1744	Train loss: 0.0530	Test Acc: 0.1990	Test loss: 0.0513
+Epoch 63 		Train Acc: 0.1727	Train loss: 0.0527	Test Acc: 0.1944	Test loss: 0.0516
+Epoch 64 		Train Acc: 0.1922	Train loss: 0.0524	Test Acc: 0.2060	Test loss: 0.0509
+Epoch 65 		Train Acc: 0.1783	Train loss: 0.0526	Test Acc: 0.2227	Test loss: 0.0502
+Epoch 66 		Train Acc: 0.1936	Train loss: 0.0516	Test Acc: 0.2181	Test loss: 0.0504
+Epoch 67 		Train Acc: 0.1945	Train loss: 0.0513	Test Acc: 0.2202	Test loss: 0.0500
+Epoch 68 		Train Acc: 0.1988	Train loss: 0.0512	Test Acc: 0.2300	Test loss: 0.0493
+Epoch 69 		Train Acc: 0.1969	Train loss: 0.2840	Test Acc: 0.2242	Test loss: 0.0502
+Epoch 70 		Train Acc: 0.1326	Train loss: 0.0584	Test Acc: 0.1884	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14 16]
+Epoch 71 		Train Acc: 0.1811	Train loss: 0.0527	Test Acc: 0.1635	Test loss: 0.0619
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14 16]
+Epoch 72 		Train Acc: 0.1904	Train loss: 0.0518	Test Acc: 0.1827	Test loss: 0.0561
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 16]
+Epoch 73 		Train Acc: 0.1881	Train loss: 0.0515	Test Acc: 0.1991	Test loss: 0.0530
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 16]
+Epoch 74 		Train Acc: 0.1990	Train loss: 0.0513	Test Acc: 0.2108	Test loss: 0.0519
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 16]
+Epoch 75 		Train Acc: 0.1998	Train loss: 0.0509	Test Acc: 0.1811	Test loss: 0.0567
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 14 16]
+Epoch 76 		Train Acc: 0.2072	Train loss: 0.0506	Test Acc: 0.2164	Test loss: 0.0518
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 14 16]
+Epoch 77 		Train Acc: 0.2002	Train loss: 0.0509	Test Acc: 0.2067	Test loss: 0.0515
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14 16]
+Epoch 78 		Train Acc: 0.2055	Train loss: 0.0509	Test Acc: 0.2157	Test loss: 0.0523
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8  9 14 16 19]
+Epoch 79 		Train Acc: 0.1914	Train loss: 0.2787	Test Acc: 0.2022	Test loss: 0.0550
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 19]
+Epoch 80 		Train Acc: 0.1324	Train loss: 0.0583	Test Acc: 0.0974	Test loss: 0.1060
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 11 19]
+Epoch 81 		Train Acc: 0.1771	Train loss: 0.0536	Test Acc: 0.1372	Test loss: 0.0743
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 10 19]
+Epoch 82 		Train Acc: 0.1924	Train loss: 0.0522	Test Acc: 0.1721	Test loss: 0.0573
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 19]
+Epoch 83 		Train Acc: 0.1926	Train loss: 0.0513	Test Acc: 0.2020	Test loss: 0.0522
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 10 14 19]
+Epoch 84 		Train Acc: 0.2104	Train loss: 0.0499	Test Acc: 0.2107	Test loss: 0.0511
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7  9 10 14 19]
+Epoch 85 		Train Acc: 0.2195	Train loss: 0.0498	Test Acc: 0.2198	Test loss: 0.0505
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7  9 19]
+Epoch 86 		Train Acc: 0.2057	Train loss: 0.0496	Test Acc: 0.2356	Test loss: 0.0497
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7 19]
+Epoch 87 		Train Acc: 0.2164	Train loss: 0.0493	Test Acc: 0.2458	Test loss: 0.0486
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7  9 19]
+Epoch 88 		Train Acc: 0.2096	Train loss: 0.0494	Test Acc: 0.2409	Test loss: 0.0486
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7  9 12]
+Epoch 89 		Train Acc: 0.1930	Train loss: 0.2829	Test Acc: 0.1773	Test loss: 0.0616
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7  9 12 14]
+Epoch 90 		Train Acc: 0.1520	Train loss: 0.0573	Test Acc: 0.1459	Test loss: 0.0719
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7  9 12 14 16 18]
+Epoch 91 		Train Acc: 0.1881	Train loss: 0.0522	Test Acc: 0.1872	Test loss: 0.0589
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 16 17 18 19]
+Epoch 92 		Train Acc: 0.2156	Train loss: 0.0502	Test Acc: 0.2274	Test loss: 0.0501
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 93 		Train Acc: 0.2230	Train loss: 0.0493	Test Acc: 0.2079	Test loss: 0.0543
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 13]
+Epoch 94 		Train Acc: 0.2238	Train loss: 0.0493	Test Acc: 0.2307	Test loss: 0.0513
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  9 10 11 12 13 14 18]
+Epoch 95 		Train Acc: 0.2250	Train loss: 0.0490	Test Acc: 0.2498	Test loss: 0.0473
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 12 13 14 18]
+Epoch 96 		Train Acc: 0.2256	Train loss: 0.0485	Test Acc: 0.2395	Test loss: 0.0483
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 10 13 14 18]
+Epoch 97 		Train Acc: 0.2348	Train loss: 0.0480	Test Acc: 0.2488	Test loss: 0.0482
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 10 12 13 14 18]
+Epoch 98 		Train Acc: 0.2377	Train loss: 0.0479	Test Acc: 0.2545	Test loss: 0.0478
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13 14 18]
+Epoch 99 		Train Acc: 0.2143	Train loss: 0.2704	Test Acc: 0.2259	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13 18]
+Epoch 100		Train Acc: 0.2641	Train loss: 0.0459	Test Acc: 0.2463	Test loss: 0.0503
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14 17 18]
+Epoch 101		Train Acc: 0.2707	Train loss: 0.0459	Test Acc: 0.2663	Test loss: 0.0468
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 17 18 19]
+Epoch 102		Train Acc: 0.2674	Train loss: 0.0452	Test Acc: 0.2746	Test loss: 0.0457
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 17 18]
+Epoch 103		Train Acc: 0.2854	Train loss: 0.0443	Test Acc: 0.2838	Test loss: 0.0454
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7 17]
+Epoch 104		Train Acc: 0.2652	Train loss: 0.0446	Test Acc: 0.2902	Test loss: 0.0450
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7 15 17]
+Epoch 105		Train Acc: 0.2857	Train loss: 0.0443	Test Acc: 0.2941	Test loss: 0.0445
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 15 17]
+Epoch 106		Train Acc: 0.2912	Train loss: 0.0436	Test Acc: 0.2982	Test loss: 0.0440
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 15 17]
+Epoch 107		Train Acc: 0.2947	Train loss: 0.0439	Test Acc: 0.3049	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 13 15 16 17]
+Epoch 108		Train Acc: 0.2943	Train loss: 0.0439	Test Acc: 0.3045	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 15 16 17]
+Epoch 109		Train Acc: 0.2531	Train loss: 0.2493	Test Acc: 0.3030	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 15 16 17]
+Epoch 110		Train Acc: 0.2863	Train loss: 0.0439	Test Acc: 0.3030	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 13 15 16 17]
+Epoch 111		Train Acc: 0.3004	Train loss: 0.0436	Test Acc: 0.3040	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 13 14 15 16 17]
+Epoch 112		Train Acc: 0.2922	Train loss: 0.0434	Test Acc: 0.3066	Test loss: 0.0433
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 13 14 15 16 17]
+Epoch 113		Train Acc: 0.2969	Train loss: 0.0432	Test Acc: 0.3073	Test loss: 0.0431
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 10 11 13 17]
+Epoch 114		Train Acc: 0.3020	Train loss: 0.0434	Test Acc: 0.3068	Test loss: 0.0432
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  9 11 13 17]
+Epoch 115		Train Acc: 0.2982	Train loss: 0.0431	Test Acc: 0.3100	Test loss: 0.0430
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 11 13 16 17]
+Epoch 116		Train Acc: 0.2914	Train loss: 0.0437	Test Acc: 0.3125	Test loss: 0.0428
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 16 17]
+Epoch 117		Train Acc: 0.2957	Train loss: 0.0434	Test Acc: 0.3135	Test loss: 0.0427
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 12]
+Epoch 118		Train Acc: 0.2875	Train loss: 0.0437	Test Acc: 0.3133	Test loss: 0.0427
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 12 13 17]
+Epoch 119		Train Acc: 0.2846	Train loss: 0.2378	Test Acc: 0.3088	Test loss: 0.0431
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 12 13 17]
+Epoch 120		Train Acc: 0.2928	Train loss: 0.0433	Test Acc: 0.3012	Test loss: 0.0438
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 121		Train Acc: 0.2930	Train loss: 0.0434	Test Acc: 0.3071	Test loss: 0.0436
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 12 13]
+Epoch 122		Train Acc: 0.3047	Train loss: 0.0429	Test Acc: 0.3122	Test loss: 0.0432
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 13 16]
+Epoch 123		Train Acc: 0.2965	Train loss: 0.0431	Test Acc: 0.3136	Test loss: 0.0428
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 8]
+Epoch 124		Train Acc: 0.3008	Train loss: 0.0434	Test Acc: 0.3106	Test loss: 0.0430
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 8]
+Epoch 125		Train Acc: 0.2945	Train loss: 0.0429	Test Acc: 0.3122	Test loss: 0.0430
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 126		Train Acc: 0.3018	Train loss: 0.0426	Test Acc: 0.3099	Test loss: 0.0433
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14]
+Epoch 127		Train Acc: 0.3020	Train loss: 0.0431	Test Acc: 0.3080	Test loss: 0.0430
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7 12 14 16 17]
+Epoch 128		Train Acc: 0.3041	Train loss: 0.0429	Test Acc: 0.3167	Test loss: 0.0425
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14]
+Epoch 129		Train Acc: 0.2781	Train loss: 0.2541	Test Acc: 0.3140	Test loss: 0.0427
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14]
+Epoch 130		Train Acc: 0.3076	Train loss: 0.0428	Test Acc: 0.2982	Test loss: 0.0443
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 11 12 14 15 16 18]
+Epoch 131		Train Acc: 0.3055	Train loss: 0.0427	Test Acc: 0.3094	Test loss: 0.0429
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 11 12 14 15 16 17]
+Epoch 132		Train Acc: 0.2975	Train loss: 0.0435	Test Acc: 0.3122	Test loss: 0.0427
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 11 12 14 15 16]
+Epoch 133		Train Acc: 0.2959	Train loss: 0.0428	Test Acc: 0.3127	Test loss: 0.0426
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6]
+Epoch 134		Train Acc: 0.3051	Train loss: 0.0428	Test Acc: 0.3132	Test loss: 0.0425
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 12 14 15 16]
+Epoch 135		Train Acc: 0.3041	Train loss: 0.0421	Test Acc: 0.3149	Test loss: 0.0424
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6]
+Epoch 136		Train Acc: 0.3020	Train loss: 0.0432	Test Acc: 0.3188	Test loss: 0.0423
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 11 16]
+Epoch 137		Train Acc: 0.3084	Train loss: 0.0428	Test Acc: 0.3162	Test loss: 0.0422
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8 11 13 16]
+Epoch 138		Train Acc: 0.3059	Train loss: 0.0427	Test Acc: 0.3209	Test loss: 0.0421
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8 13 16]
+Epoch 139		Train Acc: 0.2795	Train loss: 0.2497	Test Acc: 0.3184	Test loss: 0.0425
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8 13 16]
+Epoch 140		Train Acc: 0.3152	Train loss: 0.0424	Test Acc: 0.3028	Test loss: 0.0437
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 16]
+Epoch 141		Train Acc: 0.3070	Train loss: 0.0429	Test Acc: 0.3058	Test loss: 0.0434
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 16]
+Epoch 142		Train Acc: 0.3121	Train loss: 0.0426	Test Acc: 0.3063	Test loss: 0.0430
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 16]
+Epoch 143		Train Acc: 0.3170	Train loss: 0.0420	Test Acc: 0.3092	Test loss: 0.0428
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 16]
+Epoch 144		Train Acc: 0.3098	Train loss: 0.0421	Test Acc: 0.3147	Test loss: 0.0426
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 145		Train Acc: 0.3082	Train loss: 0.0429	Test Acc: 0.3186	Test loss: 0.0426
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 9]
+Epoch 146		Train Acc: 0.3063	Train loss: 0.0429	Test Acc: 0.3173	Test loss: 0.0427
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 12 14]
+Epoch 147		Train Acc: 0.2939	Train loss: 0.0430	Test Acc: 0.3168	Test loss: 0.0424
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 12 14]
+Epoch 148		Train Acc: 0.3096	Train loss: 0.0420	Test Acc: 0.3181	Test loss: 0.0421
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 12]
+Epoch 149		Train Acc: 0.2643	Train loss: 0.2525	Test Acc: 0.3149	Test loss: 0.0425
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 12]
+Epoch 150		Train Acc: 0.3068	Train loss: 0.0427	Test Acc: 0.3008	Test loss: 0.0446
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 12]
+Epoch 151		Train Acc: 0.3057	Train loss: 0.0424	Test Acc: 0.3087	Test loss: 0.0430
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 12 16 18]
+Epoch 152		Train Acc: 0.3045	Train loss: 0.0426	Test Acc: 0.3197	Test loss: 0.0418
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 16 18]
+Epoch 153		Train Acc: 0.3020	Train loss: 0.0426	Test Acc: 0.3218	Test loss: 0.0420
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8  9 15 16 17 18]
+Epoch 154		Train Acc: 0.3139	Train loss: 0.0418	Test Acc: 0.3208	Test loss: 0.0421
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8  9 12 15 16 17 18 19]
+Epoch 155		Train Acc: 0.3117	Train loss: 0.0427	Test Acc: 0.3217	Test loss: 0.0418
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 15 16 17 18 19]
+Epoch 156		Train Acc: 0.3148	Train loss: 0.0424	Test Acc: 0.3235	Test loss: 0.0418
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 15 16]
+Epoch 157		Train Acc: 0.3150	Train loss: 0.0420	Test Acc: 0.3244	Test loss: 0.0415
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 15 16 17 18 19]
+Epoch 158		Train Acc: 0.3123	Train loss: 0.0420	Test Acc: 0.3184	Test loss: 0.0417
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 15 16 17 18]
+Epoch 159		Train Acc: 0.2912	Train loss: 0.2509	Test Acc: 0.3184	Test loss: 0.0422
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 15 16 18]
+Epoch 160		Train Acc: 0.3133	Train loss: 0.0415	Test Acc: 0.3217	Test loss: 0.0418
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 13 15 16 18]
+Epoch 161		Train Acc: 0.3256	Train loss: 0.0415	Test Acc: 0.3235	Test loss: 0.0415
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 13 15 16 18]
+Epoch 162		Train Acc: 0.3340	Train loss: 0.0413	Test Acc: 0.3259	Test loss: 0.0413
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13 15 18]
+Epoch 163		Train Acc: 0.3098	Train loss: 0.0422	Test Acc: 0.3284	Test loss: 0.0412
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 18]
+Epoch 164		Train Acc: 0.3264	Train loss: 0.0416	Test Acc: 0.3286	Test loss: 0.0412
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 18]
+Epoch 165		Train Acc: 0.3225	Train loss: 0.0417	Test Acc: 0.3283	Test loss: 0.0412
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 13 18]
+Epoch 166		Train Acc: 0.3232	Train loss: 0.0414	Test Acc: 0.3290	Test loss: 0.0412
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 18]
+Epoch 167		Train Acc: 0.3291	Train loss: 0.0408	Test Acc: 0.3291	Test loss: 0.0412
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 10 13 14 16 18 19]
+Epoch 168		Train Acc: 0.3172	Train loss: 0.0416	Test Acc: 0.3303	Test loss: 0.0411
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 16 18]
+Epoch 169		Train Acc: 0.2973	Train loss: 0.2362	Test Acc: 0.3274	Test loss: 0.0412
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 16 18]
+Epoch 170		Train Acc: 0.3252	Train loss: 0.0409	Test Acc: 0.3289	Test loss: 0.0412
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10 16 18]
+Epoch 171		Train Acc: 0.3213	Train loss: 0.0414	Test Acc: 0.3292	Test loss: 0.0412
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 10 16 18]
+Epoch 172		Train Acc: 0.3211	Train loss: 0.0420	Test Acc: 0.3305	Test loss: 0.0412
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 10 16 18]
+Epoch 173		Train Acc: 0.3203	Train loss: 0.0414	Test Acc: 0.3305	Test loss: 0.0412
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 13 14 15 16 18 19]
+Epoch 174		Train Acc: 0.3283	Train loss: 0.0411	Test Acc: 0.3306	Test loss: 0.0412
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 13 14 15 16 18]
+Epoch 175		Train Acc: 0.3279	Train loss: 0.0414	Test Acc: 0.3301	Test loss: 0.0411
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 14 15 16 18]
+Epoch 176		Train Acc: 0.3287	Train loss: 0.0411	Test Acc: 0.3299	Test loss: 0.0411
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 14 15 16 18]
+Epoch 177		Train Acc: 0.3158	Train loss: 0.0416	Test Acc: 0.3300	Test loss: 0.0411
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 15 16 18]
+Epoch 178		Train Acc: 0.3217	Train loss: 0.0419	Test Acc: 0.3304	Test loss: 0.0411
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 13 15 16 18 19]
+Epoch 179		Train Acc: 0.2795	Train loss: 0.2300	Test Acc: 0.3287	Test loss: 0.0412
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 15 18 19]
+Epoch 180		Train Acc: 0.3258	Train loss: 0.0411	Test Acc: 0.3277	Test loss: 0.0412
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 13 15 16 18 19]
+Epoch 181		Train Acc: 0.3322	Train loss: 0.0411	Test Acc: 0.3275	Test loss: 0.0412
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7 15 18 19]
+Epoch 182		Train Acc: 0.3281	Train loss: 0.0414	Test Acc: 0.3287	Test loss: 0.0411
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7  8  9 13 15 18 19]
+Epoch 183		Train Acc: 0.3291	Train loss: 0.0415	Test Acc: 0.3287	Test loss: 0.0411
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7 15 18 19]
+Epoch 184		Train Acc: 0.3191	Train loss: 0.0415	Test Acc: 0.3291	Test loss: 0.0410
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 10 15 18 19]
+Epoch 185		Train Acc: 0.3334	Train loss: 0.0414	Test Acc: 0.3301	Test loss: 0.0410
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 186		Train Acc: 0.3307	Train loss: 0.0411	Test Acc: 0.3315	Test loss: 0.0410
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 187		Train Acc: 0.3129	Train loss: 0.0415	Test Acc: 0.3314	Test loss: 0.0410
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14]
+Epoch 188		Train Acc: 0.3154	Train loss: 0.0413	Test Acc: 0.3316	Test loss: 0.0410
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14]
+Epoch 189		Train Acc: 0.3141	Train loss: 0.2366	Test Acc: 0.3294	Test loss: 0.0411
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14]
+Epoch 190		Train Acc: 0.3295	Train loss: 0.0412	Test Acc: 0.3301	Test loss: 0.0411
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14]
+Epoch 191		Train Acc: 0.3295	Train loss: 0.0413	Test Acc: 0.3310	Test loss: 0.0412
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14]
+Epoch 192		Train Acc: 0.3205	Train loss: 0.0413	Test Acc: 0.3307	Test loss: 0.0411
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14]
+Epoch 193		Train Acc: 0.3320	Train loss: 0.0410	Test Acc: 0.3312	Test loss: 0.0411
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 14]
+Epoch 194		Train Acc: 0.3150	Train loss: 0.0417	Test Acc: 0.3304	Test loss: 0.0410
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 8]
+Epoch 195		Train Acc: 0.3240	Train loss: 0.0411	Test Acc: 0.3300	Test loss: 0.0410
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 12]
+Epoch 196		Train Acc: 0.3279	Train loss: 0.0411	Test Acc: 0.3316	Test loss: 0.0410
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 12]
+Epoch 197		Train Acc: 0.3326	Train loss: 0.0411	Test Acc: 0.3313	Test loss: 0.0410
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 12]
+Epoch 198		Train Acc: 0.3174	Train loss: 0.0420	Test Acc: 0.3321	Test loss: 0.0409
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 12]
+Epoch 199		Train Acc: 0.2844	Train loss: 0.2503	Test Acc: 0.3306	Test loss: 0.0411
+Training finished on Tue Feb 24 00:07:31 2026 using 30 minutes and 27 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.3_seed43_cfgFedAvg_CIFAR100_config_exp1.txt

@@ -0,0 +1,339 @@
+seed: 43, num_experiments: 5, experiment_id: 1, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 20, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 6, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.24125433.0/flpoison_24125433_50/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.3_seed43_cfgFedAvg_CIFAR100_config_exp1.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Tue Feb 24 00:07:32 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0119	Train loss: 0.0754	Test Acc: 0.0096	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0178	Train loss: 0.0748	Test Acc: 0.0099	Test loss: 0.0724
+Epoch 2  		Train Acc: 0.0250	Train loss: 0.0735	Test Acc: 0.0292	Test loss: 0.0706
+Epoch 3  		Train Acc: 0.0283	Train loss: 0.0718	Test Acc: 0.0333	Test loss: 0.0694
+Epoch 4  		Train Acc: 0.0369	Train loss: 0.0703	Test Acc: 0.0325	Test loss: 0.0802
+Epoch 5  		Train Acc: 0.0416	Train loss: 0.0682	Test Acc: 0.0319	Test loss: 0.0866
+Epoch 6  		Train Acc: 0.0455	Train loss: 0.0674	Test Acc: 0.0291	Test loss: 0.1042
+Epoch 7  		Train Acc: 0.0596	Train loss: 0.0659	Test Acc: 0.0467	Test loss: 0.0811
+Epoch 8  		Train Acc: 0.0664	Train loss: 0.0650	Test Acc: 0.0549	Test loss: 0.0737
+Epoch 9  		Train Acc: 0.0553	Train loss: 0.3334	Test Acc: 0.0483	Test loss: 0.0785
+Epoch 10 		Train Acc: 0.0371	Train loss: 0.0732	Test Acc: 0.0177	Test loss: 0.2776
+Epoch 11 		Train Acc: 0.0488	Train loss: 0.0669	Test Acc: 0.0159	Test loss: 0.2387
+Epoch 12 		Train Acc: 0.0537	Train loss: 0.0656	Test Acc: 0.0352	Test loss: 0.0919
+Epoch 13 		Train Acc: 0.0648	Train loss: 0.0645	Test Acc: 0.0555	Test loss: 0.0714
+Epoch 14 		Train Acc: 0.0709	Train loss: 0.0639	Test Acc: 0.0862	Test loss: 0.0631
+Epoch 15 		Train Acc: 0.0721	Train loss: 0.0625	Test Acc: 0.0862	Test loss: 0.0617
+Epoch 16 		Train Acc: 0.0799	Train loss: 0.0621	Test Acc: 0.0905	Test loss: 0.0620
+Epoch 17 		Train Acc: 0.0787	Train loss: 0.0620	Test Acc: 0.0936	Test loss: 0.0616
+Epoch 18 		Train Acc: 0.0840	Train loss: 0.0618	Test Acc: 0.0935	Test loss: 0.0619
+Epoch 19 		Train Acc: 0.0732	Train loss: 0.3118	Test Acc: 0.1051	Test loss: 0.0608
+Epoch 20 		Train Acc: 0.0541	Train loss: 0.0677	Test Acc: 0.0766	Test loss: 0.0757
+Epoch 21 		Train Acc: 0.0738	Train loss: 0.0624	Test Acc: 0.0861	Test loss: 0.0687
+Epoch 22 		Train Acc: 0.0863	Train loss: 0.0619	Test Acc: 0.1027	Test loss: 0.0621
+Epoch 23 		Train Acc: 0.0883	Train loss: 0.0612	Test Acc: 0.1074	Test loss: 0.0604
+Epoch 24 		Train Acc: 0.0980	Train loss: 0.0603	Test Acc: 0.1113	Test loss: 0.0593
+Epoch 25 		Train Acc: 0.1051	Train loss: 0.0597	Test Acc: 0.1109	Test loss: 0.0590
+Epoch 26 		Train Acc: 0.0930	Train loss: 0.0598	Test Acc: 0.1134	Test loss: 0.0589
+Epoch 27 		Train Acc: 0.0949	Train loss: 0.0599	Test Acc: 0.1276	Test loss: 0.0579
+Epoch 28 		Train Acc: 0.1090	Train loss: 0.0588	Test Acc: 0.1260	Test loss: 0.0581
+Epoch 29 		Train Acc: 0.0973	Train loss: 0.3185	Test Acc: 0.1140	Test loss: 0.0602
+Epoch 30 		Train Acc: 0.0674	Train loss: 0.0652	Test Acc: 0.0942	Test loss: 0.0637
+Epoch 31 		Train Acc: 0.0980	Train loss: 0.0600	Test Acc: 0.0961	Test loss: 0.0618
+Epoch 32 		Train Acc: 0.1051	Train loss: 0.0593	Test Acc: 0.1137	Test loss: 0.0593
+Epoch 33 		Train Acc: 0.1115	Train loss: 0.0589	Test Acc: 0.1347	Test loss: 0.0573
+Epoch 34 		Train Acc: 0.1139	Train loss: 0.0587	Test Acc: 0.1356	Test loss: 0.0570
+Epoch 35 		Train Acc: 0.1152	Train loss: 0.0580	Test Acc: 0.1491	Test loss: 0.0560
+Epoch 36 		Train Acc: 0.1184	Train loss: 0.0577	Test Acc: 0.1423	Test loss: 0.0567
+Epoch 37 		Train Acc: 0.1215	Train loss: 0.0574	Test Acc: 0.1430	Test loss: 0.0574
+Epoch 38 		Train Acc: 0.1289	Train loss: 0.0571	Test Acc: 0.1433	Test loss: 0.0565
+Epoch 39 		Train Acc: 0.1143	Train loss: 0.3216	Test Acc: 0.1407	Test loss: 0.0576
+Epoch 40 		Train Acc: 0.0879	Train loss: 0.0631	Test Acc: 0.1145	Test loss: 0.0665
+Epoch 41 		Train Acc: 0.1217	Train loss: 0.0584	Test Acc: 0.1394	Test loss: 0.0579
+Epoch 42 		Train Acc: 0.1193	Train loss: 0.0572	Test Acc: 0.1421	Test loss: 0.0567
+Epoch 43 		Train Acc: 0.1260	Train loss: 0.0570	Test Acc: 0.1509	Test loss: 0.0555
+Epoch 44 		Train Acc: 0.1305	Train loss: 0.0565	Test Acc: 0.1578	Test loss: 0.0549
+Epoch 45 		Train Acc: 0.1436	Train loss: 0.0560	Test Acc: 0.1493	Test loss: 0.0552
+Epoch 46 		Train Acc: 0.1475	Train loss: 0.0557	Test Acc: 0.1599	Test loss: 0.0559
+Epoch 47 		Train Acc: 0.1455	Train loss: 0.0556	Test Acc: 0.1640	Test loss: 0.0548
+Epoch 48 		Train Acc: 0.1533	Train loss: 0.0549	Test Acc: 0.1629	Test loss: 0.0543
+Epoch 49 		Train Acc: 0.1395	Train loss: 0.3100	Test Acc: 0.1713	Test loss: 0.0547
+Epoch 50 		Train Acc: 0.0957	Train loss: 0.0620	Test Acc: 0.1283	Test loss: 0.0647
+Epoch 51 		Train Acc: 0.1381	Train loss: 0.0567	Test Acc: 0.1289	Test loss: 0.0622
+Epoch 52 		Train Acc: 0.1406	Train loss: 0.0560	Test Acc: 0.1524	Test loss: 0.0554
+Epoch 53 		Train Acc: 0.1518	Train loss: 0.0551	Test Acc: 0.1757	Test loss: 0.0534
+Epoch 54 		Train Acc: 0.1615	Train loss: 0.0542	Test Acc: 0.1790	Test loss: 0.0529
+Epoch 55 		Train Acc: 0.1641	Train loss: 0.0541	Test Acc: 0.1825	Test loss: 0.0527
+Epoch 56 		Train Acc: 0.1680	Train loss: 0.0535	Test Acc: 0.1881	Test loss: 0.0531
+Epoch 57 		Train Acc: 0.1697	Train loss: 0.0536	Test Acc: 0.1902	Test loss: 0.0526
+Epoch 58 		Train Acc: 0.1730	Train loss: 0.0534	Test Acc: 0.1862	Test loss: 0.0526
+Epoch 59 		Train Acc: 0.1557	Train loss: 0.2965	Test Acc: 0.1857	Test loss: 0.0545
+Epoch 60 		Train Acc: 0.1139	Train loss: 0.0601	Test Acc: 0.1242	Test loss: 0.0704
+Epoch 61 		Train Acc: 0.1578	Train loss: 0.0554	Test Acc: 0.1496	Test loss: 0.0596
+Epoch 62 		Train Acc: 0.1621	Train loss: 0.0538	Test Acc: 0.1847	Test loss: 0.0528
+Epoch 63 		Train Acc: 0.1719	Train loss: 0.0531	Test Acc: 0.2036	Test loss: 0.0514
+Epoch 64 		Train Acc: 0.1824	Train loss: 0.0527	Test Acc: 0.2073	Test loss: 0.0509
+Epoch 65 		Train Acc: 0.1771	Train loss: 0.0528	Test Acc: 0.2014	Test loss: 0.0513
+Epoch 66 		Train Acc: 0.1953	Train loss: 0.0520	Test Acc: 0.2060	Test loss: 0.0510
+Epoch 67 		Train Acc: 0.1881	Train loss: 0.0524	Test Acc: 0.2150	Test loss: 0.0507
+Epoch 68 		Train Acc: 0.1979	Train loss: 0.0512	Test Acc: 0.2165	Test loss: 0.0504
+Epoch 69 		Train Acc: 0.1631	Train loss: 0.2974	Test Acc: 0.2117	Test loss: 0.0511
+Epoch 70 		Train Acc: 0.1359	Train loss: 0.0578	Test Acc: 0.1981	Test loss: 0.0533
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13 17]
+Epoch 71 		Train Acc: 0.1742	Train loss: 0.0527	Test Acc: 0.1534	Test loss: 0.0670
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13 17]
+Epoch 72 		Train Acc: 0.1756	Train loss: 0.0527	Test Acc: 0.1582	Test loss: 0.0608
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13]
+Epoch 73 		Train Acc: 0.1898	Train loss: 0.0521	Test Acc: 0.1703	Test loss: 0.0591
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 12 13 17]
+Epoch 74 		Train Acc: 0.1957	Train loss: 0.0513	Test Acc: 0.1967	Test loss: 0.0546
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 12 13 14 17 18]
+Epoch 75 		Train Acc: 0.1973	Train loss: 0.0512	Test Acc: 0.2164	Test loss: 0.0501
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 12 13 14 17 18]
+Epoch 76 		Train Acc: 0.1979	Train loss: 0.0511	Test Acc: 0.2325	Test loss: 0.0491
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 11 12 13 14 17]
+Epoch 77 		Train Acc: 0.2041	Train loss: 0.0509	Test Acc: 0.2286	Test loss: 0.0502
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 12 17]
+Epoch 78 		Train Acc: 0.2074	Train loss: 0.0502	Test Acc: 0.2293	Test loss: 0.0500
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  9 10 11 17 19]
+Epoch 79 		Train Acc: 0.1891	Train loss: 0.3025	Test Acc: 0.2154	Test loss: 0.0522
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  9 10 11]
+Epoch 80 		Train Acc: 0.1463	Train loss: 0.0579	Test Acc: 0.1124	Test loss: 0.0864
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  9 10 11 17]
+Epoch 81 		Train Acc: 0.1717	Train loss: 0.0531	Test Acc: 0.1534	Test loss: 0.0636
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  9 10 11 17]
+Epoch 82 		Train Acc: 0.2018	Train loss: 0.0511	Test Acc: 0.1946	Test loss: 0.0521
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 17]
+Epoch 83 		Train Acc: 0.2084	Train loss: 0.0506	Test Acc: 0.2134	Test loss: 0.0505
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  9 10 11]
+Epoch 84 		Train Acc: 0.1980	Train loss: 0.0505	Test Acc: 0.2202	Test loss: 0.0499
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 10 11 16]
+Epoch 85 		Train Acc: 0.2047	Train loss: 0.0504	Test Acc: 0.2346	Test loss: 0.0491
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11 16]
+Epoch 86 		Train Acc: 0.2146	Train loss: 0.0503	Test Acc: 0.2174	Test loss: 0.0524
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10 11 19]
+Epoch 87 		Train Acc: 0.2105	Train loss: 0.0501	Test Acc: 0.2219	Test loss: 0.0518
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11 19]
+Epoch 88 		Train Acc: 0.2266	Train loss: 0.0495	Test Acc: 0.2128	Test loss: 0.0543
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7 11 19]
+Epoch 89 		Train Acc: 0.1914	Train loss: 0.2842	Test Acc: 0.1801	Test loss: 0.0683
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7  9 10 11 13 19]
+Epoch 90 		Train Acc: 0.1475	Train loss: 0.0578	Test Acc: 0.1573	Test loss: 0.0647
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7  9 10 11 13 19]
+Epoch 91 		Train Acc: 0.2012	Train loss: 0.0510	Test Acc: 0.1513	Test loss: 0.0641
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7  9 10 11 13 19]
+Epoch 92 		Train Acc: 0.2055	Train loss: 0.0508	Test Acc: 0.2226	Test loss: 0.0523
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11 13 19]
+Epoch 93 		Train Acc: 0.2242	Train loss: 0.0494	Test Acc: 0.2172	Test loss: 0.0518
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13]
+Epoch 94 		Train Acc: 0.2113	Train loss: 0.0493	Test Acc: 0.2155	Test loss: 0.0530
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11 13 14]
+Epoch 95 		Train Acc: 0.2211	Train loss: 0.0491	Test Acc: 0.2067	Test loss: 0.0531
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13 14]
+Epoch 96 		Train Acc: 0.2215	Train loss: 0.0487	Test Acc: 0.2081	Test loss: 0.0548
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13]
+Epoch 97 		Train Acc: 0.2375	Train loss: 0.0485	Test Acc: 0.2029	Test loss: 0.0575
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13]
+Epoch 98 		Train Acc: 0.2316	Train loss: 0.0488	Test Acc: 0.2261	Test loss: 0.0525
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 11 12 13 14 15]
+Epoch 99 		Train Acc: 0.1947	Train loss: 0.2848	Test Acc: 0.2415	Test loss: 0.0491
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 11 12 13 14 15]
+Epoch 100		Train Acc: 0.2600	Train loss: 0.0462	Test Acc: 0.2557	Test loss: 0.0475
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11 12 15]
+Epoch 101		Train Acc: 0.2613	Train loss: 0.0453	Test Acc: 0.2688	Test loss: 0.0462
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 12 14 15]
+Epoch 102		Train Acc: 0.2645	Train loss: 0.0456	Test Acc: 0.2781	Test loss: 0.0453
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 12 14 15]
+Epoch 103		Train Acc: 0.2695	Train loss: 0.0453	Test Acc: 0.2817	Test loss: 0.0450
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 12 14 15 19]
+Epoch 104		Train Acc: 0.2717	Train loss: 0.0454	Test Acc: 0.2825	Test loss: 0.0449
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 12 14 15 19]
+Epoch 105		Train Acc: 0.2826	Train loss: 0.0445	Test Acc: 0.2846	Test loss: 0.0447
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 14 15 19]
+Epoch 106		Train Acc: 0.2717	Train loss: 0.0453	Test Acc: 0.2856	Test loss: 0.0447
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 14 15 19]
+Epoch 107		Train Acc: 0.2859	Train loss: 0.0451	Test Acc: 0.2863	Test loss: 0.0447
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 14 15 17 18 19]
+Epoch 108		Train Acc: 0.2855	Train loss: 0.0443	Test Acc: 0.2904	Test loss: 0.0444
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14 15 17 18 19]
+Epoch 109		Train Acc: 0.2520	Train loss: 0.2453	Test Acc: 0.2895	Test loss: 0.0444
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14 15 17 19]
+Epoch 110		Train Acc: 0.2855	Train loss: 0.0442	Test Acc: 0.2859	Test loss: 0.0447
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14 15 17 19]
+Epoch 111		Train Acc: 0.2896	Train loss: 0.0443	Test Acc: 0.2887	Test loss: 0.0447
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14 15 16 17 19]
+Epoch 112		Train Acc: 0.2910	Train loss: 0.0441	Test Acc: 0.2916	Test loss: 0.0443
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14 17]
+Epoch 113		Train Acc: 0.2959	Train loss: 0.0440	Test Acc: 0.2949	Test loss: 0.0442
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14 15 17]
+Epoch 114		Train Acc: 0.2916	Train loss: 0.0434	Test Acc: 0.2955	Test loss: 0.0441
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14 15]
+Epoch 115		Train Acc: 0.2850	Train loss: 0.0441	Test Acc: 0.2953	Test loss: 0.0440
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7 10 14 15]
+Epoch 116		Train Acc: 0.2908	Train loss: 0.0441	Test Acc: 0.2976	Test loss: 0.0440
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14]
+Epoch 117		Train Acc: 0.2814	Train loss: 0.0444	Test Acc: 0.2965	Test loss: 0.0442
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 118		Train Acc: 0.2793	Train loss: 0.0448	Test Acc: 0.2937	Test loss: 0.0444
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 119		Train Acc: 0.2396	Train loss: 0.2477	Test Acc: 0.2918	Test loss: 0.0450
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 120		Train Acc: 0.2873	Train loss: 0.0443	Test Acc: 0.2874	Test loss: 0.0461
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13]
+Epoch 121		Train Acc: 0.2994	Train loss: 0.0441	Test Acc: 0.2897	Test loss: 0.0453
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 122		Train Acc: 0.2863	Train loss: 0.0449	Test Acc: 0.2962	Test loss: 0.0448
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 18]
+Epoch 123		Train Acc: 0.2977	Train loss: 0.0435	Test Acc: 0.3008	Test loss: 0.0443
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 15 18]
+Epoch 124		Train Acc: 0.2941	Train loss: 0.0438	Test Acc: 0.3016	Test loss: 0.0439
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 13 18]
+Epoch 125		Train Acc: 0.3006	Train loss: 0.0432	Test Acc: 0.3015	Test loss: 0.0439
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 126		Train Acc: 0.2943	Train loss: 0.0437	Test Acc: 0.2985	Test loss: 0.0442
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 12 13]
+Epoch 127		Train Acc: 0.2844	Train loss: 0.0439	Test Acc: 0.3017	Test loss: 0.0437
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 12 13]
+Epoch 128		Train Acc: 0.2930	Train loss: 0.0433	Test Acc: 0.3015	Test loss: 0.0437
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 10 12 13 17]
+Epoch 129		Train Acc: 0.2809	Train loss: 0.2441	Test Acc: 0.3028	Test loss: 0.0439
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 10 12 13 17]
+Epoch 130		Train Acc: 0.3016	Train loss: 0.0437	Test Acc: 0.2907	Test loss: 0.0452
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 10 12 13]
+Epoch 131		Train Acc: 0.2992	Train loss: 0.0432	Test Acc: 0.2933	Test loss: 0.0446
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10 13]
+Epoch 132		Train Acc: 0.2900	Train loss: 0.0434	Test Acc: 0.2976	Test loss: 0.0440
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7 13]
+Epoch 133		Train Acc: 0.2816	Train loss: 0.0444	Test Acc: 0.3024	Test loss: 0.0438
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7 12 13 14]
+Epoch 134		Train Acc: 0.2916	Train loss: 0.0435	Test Acc: 0.3050	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7 13 14]
+Epoch 135		Train Acc: 0.2924	Train loss: 0.0436	Test Acc: 0.3077	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7 13 14 18]
+Epoch 136		Train Acc: 0.2947	Train loss: 0.0436	Test Acc: 0.3065	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7 13 14 18]
+Epoch 137		Train Acc: 0.2971	Train loss: 0.0432	Test Acc: 0.3051	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7 14 18]
+Epoch 138		Train Acc: 0.2885	Train loss: 0.0440	Test Acc: 0.3058	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7 10 14 18]
+Epoch 139		Train Acc: 0.2736	Train loss: 0.2560	Test Acc: 0.3054	Test loss: 0.0437
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 7]
+Epoch 140		Train Acc: 0.3010	Train loss: 0.0436	Test Acc: 0.2966	Test loss: 0.0455
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 141		Train Acc: 0.2967	Train loss: 0.0430	Test Acc: 0.2902	Test loss: 0.0461
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 142		Train Acc: 0.3115	Train loss: 0.0429	Test Acc: 0.2989	Test loss: 0.0448
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 143		Train Acc: 0.2971	Train loss: 0.0433	Test Acc: 0.3038	Test loss: 0.0442
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 8]
+Epoch 144		Train Acc: 0.2898	Train loss: 0.0436	Test Acc: 0.3060	Test loss: 0.0436
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 8]
+Epoch 145		Train Acc: 0.3049	Train loss: 0.0427	Test Acc: 0.3073	Test loss: 0.0433
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 8]
+Epoch 146		Train Acc: 0.3008	Train loss: 0.0430	Test Acc: 0.3063	Test loss: 0.0433
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 8]
+Epoch 147		Train Acc: 0.2977	Train loss: 0.0434	Test Acc: 0.3081	Test loss: 0.0433
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 148		Train Acc: 0.2994	Train loss: 0.0438	Test Acc: 0.3091	Test loss: 0.0435
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 8]
+Epoch 149		Train Acc: 0.2699	Train loss: 0.2472	Test Acc: 0.3059	Test loss: 0.0438
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 18]
+Epoch 150		Train Acc: 0.2936	Train loss: 0.0436	Test Acc: 0.2860	Test loss: 0.0466
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 15 18 19]
+Epoch 151		Train Acc: 0.3041	Train loss: 0.0432	Test Acc: 0.2901	Test loss: 0.0453
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 15 18 19]
+Epoch 152		Train Acc: 0.3063	Train loss: 0.0428	Test Acc: 0.3067	Test loss: 0.0434
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 18]
+Epoch 153		Train Acc: 0.2984	Train loss: 0.0433	Test Acc: 0.3114	Test loss: 0.0431
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 18 19]
+Epoch 154		Train Acc: 0.2982	Train loss: 0.0433	Test Acc: 0.3098	Test loss: 0.0431
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 18 19]
+Epoch 155		Train Acc: 0.3043	Train loss: 0.0433	Test Acc: 0.3079	Test loss: 0.0431
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 19]
+Epoch 156		Train Acc: 0.3045	Train loss: 0.0427	Test Acc: 0.3075	Test loss: 0.0433
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 157		Train Acc: 0.2949	Train loss: 0.0432	Test Acc: 0.3047	Test loss: 0.0438
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 11]
+Epoch 158		Train Acc: 0.2984	Train loss: 0.0434	Test Acc: 0.3102	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 10 11]
+Epoch 159		Train Acc: 0.2818	Train loss: 0.2333	Test Acc: 0.3135	Test loss: 0.0432
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 10 11 12]
+Epoch 160		Train Acc: 0.2934	Train loss: 0.0428	Test Acc: 0.3150	Test loss: 0.0430
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6]
+Epoch 161		Train Acc: 0.3186	Train loss: 0.0423	Test Acc: 0.3143	Test loss: 0.0428
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 13]
+Epoch 162		Train Acc: 0.3031	Train loss: 0.0424	Test Acc: 0.3160	Test loss: 0.0426
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 10 16]
+Epoch 163		Train Acc: 0.3094	Train loss: 0.0426	Test Acc: 0.3166	Test loss: 0.0426
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 16]
+Epoch 164		Train Acc: 0.3041	Train loss: 0.0430	Test Acc: 0.3191	Test loss: 0.0425
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6]
+Epoch 165		Train Acc: 0.3191	Train loss: 0.0417	Test Acc: 0.3194	Test loss: 0.0424
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6]
+Epoch 166		Train Acc: 0.3037	Train loss: 0.0423	Test Acc: 0.3199	Test loss: 0.0424
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 8]
+Epoch 167		Train Acc: 0.3066	Train loss: 0.0427	Test Acc: 0.3182	Test loss: 0.0424
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 8]
+Epoch 168		Train Acc: 0.3154	Train loss: 0.0423	Test Acc: 0.3176	Test loss: 0.0424
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8 19]
+Epoch 169		Train Acc: 0.2740	Train loss: 0.2526	Test Acc: 0.3168	Test loss: 0.0426
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 19]
+Epoch 170		Train Acc: 0.3240	Train loss: 0.0417	Test Acc: 0.3166	Test loss: 0.0426
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 19]
+Epoch 171		Train Acc: 0.3156	Train loss: 0.0422	Test Acc: 0.3171	Test loss: 0.0426
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11 19]
+Epoch 172		Train Acc: 0.3107	Train loss: 0.0424	Test Acc: 0.3181	Test loss: 0.0425
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 11 12 13 14 15 17 18 19]
+Epoch 173		Train Acc: 0.3096	Train loss: 0.0424	Test Acc: 0.3197	Test loss: 0.0424
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 11 12 13 14 15 17 18 19]
+Epoch 174		Train Acc: 0.3104	Train loss: 0.0424	Test Acc: 0.3200	Test loss: 0.0424
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11 12 13 14 15 17 19]
+Epoch 175		Train Acc: 0.3086	Train loss: 0.0427	Test Acc: 0.3207	Test loss: 0.0423
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11 12 13 14 17 19]
+Epoch 176		Train Acc: 0.3104	Train loss: 0.0424	Test Acc: 0.3180	Test loss: 0.0424
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13 14 17 19]
+Epoch 177		Train Acc: 0.3195	Train loss: 0.0422	Test Acc: 0.3180	Test loss: 0.0423
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11 13 14 17]
+Epoch 178		Train Acc: 0.3063	Train loss: 0.0424	Test Acc: 0.3178	Test loss: 0.0423
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11 13 14 17]
+Epoch 179		Train Acc: 0.2572	Train loss: 0.2576	Test Acc: 0.3173	Test loss: 0.0424
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13 17]
+Epoch 180		Train Acc: 0.3180	Train loss: 0.0421	Test Acc: 0.3167	Test loss: 0.0424
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13 15 17]
+Epoch 181		Train Acc: 0.3109	Train loss: 0.0420	Test Acc: 0.3163	Test loss: 0.0424
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13 14 15 17]
+Epoch 182		Train Acc: 0.3148	Train loss: 0.0420	Test Acc: 0.3171	Test loss: 0.0424
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13 14 17]
+Epoch 183		Train Acc: 0.3113	Train loss: 0.0424	Test Acc: 0.3160	Test loss: 0.0423
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11 12 13 14 16 17]
+Epoch 184		Train Acc: 0.3162	Train loss: 0.0423	Test Acc: 0.3179	Test loss: 0.0423
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 11 13 14 16 17]
+Epoch 185		Train Acc: 0.3078	Train loss: 0.0424	Test Acc: 0.3195	Test loss: 0.0422
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 11 13 14 17]
+Epoch 186		Train Acc: 0.3070	Train loss: 0.0431	Test Acc: 0.3194	Test loss: 0.0422
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11]
+Epoch 187		Train Acc: 0.3117	Train loss: 0.0424	Test Acc: 0.3191	Test loss: 0.0422
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8 11 12 13 14 15 17]
+Epoch 188		Train Acc: 0.3133	Train loss: 0.0422	Test Acc: 0.3191	Test loss: 0.0422
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11 13]
+Epoch 189		Train Acc: 0.2844	Train loss: 0.2472	Test Acc: 0.3185	Test loss: 0.0423
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 190		Train Acc: 0.3143	Train loss: 0.0419	Test Acc: 0.3178	Test loss: 0.0424
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11]
+Epoch 191		Train Acc: 0.3236	Train loss: 0.0417	Test Acc: 0.3175	Test loss: 0.0423
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11]
+Epoch 192		Train Acc: 0.3135	Train loss: 0.0424	Test Acc: 0.3180	Test loss: 0.0423
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 193		Train Acc: 0.3139	Train loss: 0.0424	Test Acc: 0.3191	Test loss: 0.0423
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 194		Train Acc: 0.3076	Train loss: 0.0424	Test Acc: 0.3192	Test loss: 0.0422
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 195		Train Acc: 0.3061	Train loss: 0.0423	Test Acc: 0.3198	Test loss: 0.0422
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10]
+Epoch 196		Train Acc: 0.3098	Train loss: 0.0425	Test Acc: 0.3195	Test loss: 0.0422
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 197		Train Acc: 0.3109	Train loss: 0.0421	Test Acc: 0.3184	Test loss: 0.0422
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 198		Train Acc: 0.3109	Train loss: 0.0425	Test Acc: 0.3189	Test loss: 0.0422
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 199		Train Acc: 0.2793	Train loss: 0.2306	Test Acc: 0.3172	Test loss: 0.0423
+Training finished on Tue Feb 24 00:36:48 2026 using 29 minutes and 16 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.3_seed44_cfgFedAvg_CIFAR100_config_exp2.txt

@@ -0,0 +1,339 @@
+seed: 44, num_experiments: 5, experiment_id: 2, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 20, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 6, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.24125433.0/flpoison_24125433_50/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.3_seed44_cfgFedAvg_CIFAR100_config_exp2.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Tue Feb 24 00:36:48 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0129	Train loss: 0.0756	Test Acc: 0.0115	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0199	Train loss: 0.0752	Test Acc: 0.0110	Test loss: 0.0723
+Epoch 2  		Train Acc: 0.0229	Train loss: 0.0738	Test Acc: 0.0243	Test loss: 0.0712
+Epoch 3  		Train Acc: 0.0336	Train loss: 0.0713	Test Acc: 0.0288	Test loss: 0.0698
+Epoch 4  		Train Acc: 0.0391	Train loss: 0.0692	Test Acc: 0.0393	Test loss: 0.0805
+Epoch 5  		Train Acc: 0.0443	Train loss: 0.0677	Test Acc: 0.0351	Test loss: 0.0878
+Epoch 6  		Train Acc: 0.0525	Train loss: 0.0666	Test Acc: 0.0353	Test loss: 0.0883
+Epoch 7  		Train Acc: 0.0521	Train loss: 0.0659	Test Acc: 0.0439	Test loss: 0.0777
+Epoch 8  		Train Acc: 0.0604	Train loss: 0.0651	Test Acc: 0.0448	Test loss: 0.0766
+Epoch 9  		Train Acc: 0.0488	Train loss: 0.3445	Test Acc: 0.0425	Test loss: 0.0854
+Epoch 10 		Train Acc: 0.0375	Train loss: 0.0726	Test Acc: 0.0198	Test loss: 0.3177
+Epoch 11 		Train Acc: 0.0420	Train loss: 0.0679	Test Acc: 0.0265	Test loss: 0.3196
+Epoch 12 		Train Acc: 0.0541	Train loss: 0.0663	Test Acc: 0.0368	Test loss: 0.1081
+Epoch 13 		Train Acc: 0.0695	Train loss: 0.0645	Test Acc: 0.0501	Test loss: 0.0757
+Epoch 14 		Train Acc: 0.0748	Train loss: 0.0633	Test Acc: 0.0673	Test loss: 0.0656
+Epoch 15 		Train Acc: 0.0809	Train loss: 0.0623	Test Acc: 0.0716	Test loss: 0.0649
+Epoch 16 		Train Acc: 0.0770	Train loss: 0.0618	Test Acc: 0.0884	Test loss: 0.0624
+Epoch 17 		Train Acc: 0.0773	Train loss: 0.0618	Test Acc: 0.0920	Test loss: 0.0627
+Epoch 18 		Train Acc: 0.0795	Train loss: 0.0619	Test Acc: 0.0956	Test loss: 0.0615
+Epoch 19 		Train Acc: 0.0789	Train loss: 0.3164	Test Acc: 0.0924	Test loss: 0.0613
+Epoch 20 		Train Acc: 0.0535	Train loss: 0.0671	Test Acc: 0.0755	Test loss: 0.0667
+Epoch 21 		Train Acc: 0.0742	Train loss: 0.0628	Test Acc: 0.0771	Test loss: 0.0664
+Epoch 22 		Train Acc: 0.0883	Train loss: 0.0614	Test Acc: 0.0986	Test loss: 0.0608
+Epoch 23 		Train Acc: 0.0984	Train loss: 0.0604	Test Acc: 0.1113	Test loss: 0.0597
+Epoch 24 		Train Acc: 0.0963	Train loss: 0.0605	Test Acc: 0.1147	Test loss: 0.0594
+Epoch 25 		Train Acc: 0.0959	Train loss: 0.0602	Test Acc: 0.1114	Test loss: 0.0594
+Epoch 26 		Train Acc: 0.1041	Train loss: 0.0595	Test Acc: 0.1242	Test loss: 0.0582
+Epoch 27 		Train Acc: 0.0984	Train loss: 0.0594	Test Acc: 0.1293	Test loss: 0.0578
+Epoch 28 		Train Acc: 0.1182	Train loss: 0.0587	Test Acc: 0.1275	Test loss: 0.0581
+Epoch 29 		Train Acc: 0.1004	Train loss: 0.3306	Test Acc: 0.1294	Test loss: 0.0582
+Epoch 30 		Train Acc: 0.0686	Train loss: 0.0649	Test Acc: 0.1098	Test loss: 0.0607
+Epoch 31 		Train Acc: 0.0967	Train loss: 0.0605	Test Acc: 0.0985	Test loss: 0.0624
+Epoch 32 		Train Acc: 0.1127	Train loss: 0.0591	Test Acc: 0.1219	Test loss: 0.0584
+Epoch 33 		Train Acc: 0.1146	Train loss: 0.0588	Test Acc: 0.1295	Test loss: 0.0579
+Epoch 34 		Train Acc: 0.1117	Train loss: 0.0583	Test Acc: 0.1350	Test loss: 0.0581
+Epoch 35 		Train Acc: 0.1172	Train loss: 0.0585	Test Acc: 0.1421	Test loss: 0.0568
+Epoch 36 		Train Acc: 0.1189	Train loss: 0.0580	Test Acc: 0.1443	Test loss: 0.0563
+Epoch 37 		Train Acc: 0.1209	Train loss: 0.0582	Test Acc: 0.1465	Test loss: 0.0558
+Epoch 38 		Train Acc: 0.1307	Train loss: 0.0572	Test Acc: 0.1500	Test loss: 0.0560
+Epoch 39 		Train Acc: 0.1260	Train loss: 0.3069	Test Acc: 0.1431	Test loss: 0.0568
+Epoch 40 		Train Acc: 0.0863	Train loss: 0.0633	Test Acc: 0.1272	Test loss: 0.0603
+Epoch 41 		Train Acc: 0.1191	Train loss: 0.0587	Test Acc: 0.1241	Test loss: 0.0614
+Epoch 42 		Train Acc: 0.1262	Train loss: 0.0577	Test Acc: 0.1367	Test loss: 0.0569
+Epoch 43 		Train Acc: 0.1346	Train loss: 0.0570	Test Acc: 0.1518	Test loss: 0.0556
+Epoch 44 		Train Acc: 0.1369	Train loss: 0.0564	Test Acc: 0.1541	Test loss: 0.0551
+Epoch 45 		Train Acc: 0.1410	Train loss: 0.0565	Test Acc: 0.1694	Test loss: 0.0543
+Epoch 46 		Train Acc: 0.1412	Train loss: 0.0561	Test Acc: 0.1751	Test loss: 0.0541
+Epoch 47 		Train Acc: 0.1451	Train loss: 0.0556	Test Acc: 0.1698	Test loss: 0.0542
+Epoch 48 		Train Acc: 0.1521	Train loss: 0.0554	Test Acc: 0.1689	Test loss: 0.0544
+Epoch 49 		Train Acc: 0.1344	Train loss: 0.2941	Test Acc: 0.1614	Test loss: 0.0547
+Epoch 50 		Train Acc: 0.1121	Train loss: 0.0608	Test Acc: 0.1466	Test loss: 0.0581
+Epoch 51 		Train Acc: 0.1379	Train loss: 0.0569	Test Acc: 0.1501	Test loss: 0.0576
+Epoch 52 		Train Acc: 0.1555	Train loss: 0.0557	Test Acc: 0.1704	Test loss: 0.0546
+Epoch 53 		Train Acc: 0.1488	Train loss: 0.0556	Test Acc: 0.1803	Test loss: 0.0533
+Epoch 54 		Train Acc: 0.1566	Train loss: 0.0551	Test Acc: 0.1810	Test loss: 0.0531
+Epoch 55 		Train Acc: 0.1555	Train loss: 0.0552	Test Acc: 0.1893	Test loss: 0.0525
+Epoch 56 		Train Acc: 0.1660	Train loss: 0.0542	Test Acc: 0.1862	Test loss: 0.0525
+Epoch 57 		Train Acc: 0.1707	Train loss: 0.0540	Test Acc: 0.1892	Test loss: 0.0521
+Epoch 58 		Train Acc: 0.1676	Train loss: 0.0540	Test Acc: 0.1907	Test loss: 0.0525
+Epoch 59 		Train Acc: 0.1531	Train loss: 0.2861	Test Acc: 0.1863	Test loss: 0.0524
+Epoch 60 		Train Acc: 0.1082	Train loss: 0.0615	Test Acc: 0.1617	Test loss: 0.0558
+Epoch 61 		Train Acc: 0.1473	Train loss: 0.0554	Test Acc: 0.1613	Test loss: 0.0602
+Epoch 62 		Train Acc: 0.1549	Train loss: 0.0549	Test Acc: 0.1757	Test loss: 0.0535
+Epoch 63 		Train Acc: 0.1732	Train loss: 0.0536	Test Acc: 0.1883	Test loss: 0.0529
+Epoch 64 		Train Acc: 0.1742	Train loss: 0.0537	Test Acc: 0.1958	Test loss: 0.0518
+Epoch 65 		Train Acc: 0.1779	Train loss: 0.0531	Test Acc: 0.2030	Test loss: 0.0515
+Epoch 66 		Train Acc: 0.1830	Train loss: 0.0525	Test Acc: 0.2016	Test loss: 0.0517
+Epoch 67 		Train Acc: 0.1729	Train loss: 0.0529	Test Acc: 0.2049	Test loss: 0.0512
+Epoch 68 		Train Acc: 0.1887	Train loss: 0.0525	Test Acc: 0.2112	Test loss: 0.0506
+Epoch 69 		Train Acc: 0.1859	Train loss: 0.2939	Test Acc: 0.2086	Test loss: 0.0511
+Epoch 70 		Train Acc: 0.1158	Train loss: 0.0585	Test Acc: 0.1896	Test loss: 0.0544
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 12 13 19]
+Epoch 71 		Train Acc: 0.1701	Train loss: 0.0541	Test Acc: 0.1509	Test loss: 0.0609
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 12 13 19]
+Epoch 72 		Train Acc: 0.1816	Train loss: 0.0527	Test Acc: 0.1642	Test loss: 0.0556
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 12 13 19]
+Epoch 73 		Train Acc: 0.1807	Train loss: 0.0525	Test Acc: 0.1949	Test loss: 0.0524
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 12 13 15 19]
+Epoch 74 		Train Acc: 0.1881	Train loss: 0.0514	Test Acc: 0.2108	Test loss: 0.0515
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 12 13 19]
+Epoch 75 		Train Acc: 0.1969	Train loss: 0.0516	Test Acc: 0.1994	Test loss: 0.0540
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 12 13 19]
+Epoch 76 		Train Acc: 0.1906	Train loss: 0.0518	Test Acc: 0.1925	Test loss: 0.0548
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7 12 13 16 19]
+Epoch 77 		Train Acc: 0.1953	Train loss: 0.0518	Test Acc: 0.2019	Test loss: 0.0525
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7 12 13 16]
+Epoch 78 		Train Acc: 0.2008	Train loss: 0.0516	Test Acc: 0.2260	Test loss: 0.0509
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 79 		Train Acc: 0.1732	Train loss: 0.2799	Test Acc: 0.1541	Test loss: 0.0685
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 12 13 14]
+Epoch 80 		Train Acc: 0.1387	Train loss: 0.0575	Test Acc: 0.0541	Test loss: 0.1550
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 12 13 14]
+Epoch 81 		Train Acc: 0.1699	Train loss: 0.0538	Test Acc: 0.1074	Test loss: 0.0853
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13 18]
+Epoch 82 		Train Acc: 0.1781	Train loss: 0.0532	Test Acc: 0.1735	Test loss: 0.0608
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13]
+Epoch 83 		Train Acc: 0.1914	Train loss: 0.0517	Test Acc: 0.1912	Test loss: 0.0555
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 10 13 18]
+Epoch 84 		Train Acc: 0.1900	Train loss: 0.0518	Test Acc: 0.2188	Test loss: 0.0501
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10 13]
+Epoch 85 		Train Acc: 0.2068	Train loss: 0.0511	Test Acc: 0.2128	Test loss: 0.0507
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10 13]
+Epoch 86 		Train Acc: 0.2076	Train loss: 0.0503	Test Acc: 0.2148	Test loss: 0.0523
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 87 		Train Acc: 0.1967	Train loss: 0.0512	Test Acc: 0.1926	Test loss: 0.0564
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13]
+Epoch 88 		Train Acc: 0.2189	Train loss: 0.0503	Test Acc: 0.2098	Test loss: 0.0532
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 14 15]
+Epoch 89 		Train Acc: 0.1785	Train loss: 0.2880	Test Acc: 0.2080	Test loss: 0.0529
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 14]
+Epoch 90 		Train Acc: 0.1459	Train loss: 0.0573	Test Acc: 0.1300	Test loss: 0.0678
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 13 14 15 16]
+Epoch 91 		Train Acc: 0.1768	Train loss: 0.0531	Test Acc: 0.2075	Test loss: 0.0518
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 11 13 14 15 16]
+Epoch 92 		Train Acc: 0.1994	Train loss: 0.0511	Test Acc: 0.2170	Test loss: 0.0515
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 11 12 13 14 15]
+Epoch 93 		Train Acc: 0.1973	Train loss: 0.0513	Test Acc: 0.2133	Test loss: 0.0511
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  9 11 12 13 15]
+Epoch 94 		Train Acc: 0.1953	Train loss: 0.0509	Test Acc: 0.2305	Test loss: 0.0492
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 11 12 13 14 15]
+Epoch 95 		Train Acc: 0.2051	Train loss: 0.0502	Test Acc: 0.2345	Test loss: 0.0483
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 11 12 13 15]
+Epoch 96 		Train Acc: 0.2283	Train loss: 0.0487	Test Acc: 0.2475	Test loss: 0.0476
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 11 12 13 15 19]
+Epoch 97 		Train Acc: 0.2270	Train loss: 0.0489	Test Acc: 0.2500	Test loss: 0.0476
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 11 12 13 15 19]
+Epoch 98 		Train Acc: 0.2348	Train loss: 0.0487	Test Acc: 0.2423	Test loss: 0.0486
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  9 11 12 13 15]
+Epoch 99 		Train Acc: 0.2039	Train loss: 0.2813	Test Acc: 0.2197	Test loss: 0.0533
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8  9 11 12 13 15]
+Epoch 100		Train Acc: 0.2441	Train loss: 0.0475	Test Acc: 0.2355	Test loss: 0.0507
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8  9 10 11 12 13 15]
+Epoch 101		Train Acc: 0.2504	Train loss: 0.0472	Test Acc: 0.2561	Test loss: 0.0480
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 12]
+Epoch 102		Train Acc: 0.2523	Train loss: 0.0467	Test Acc: 0.2695	Test loss: 0.0468
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 12]
+Epoch 103		Train Acc: 0.2502	Train loss: 0.0467	Test Acc: 0.2748	Test loss: 0.0463
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 12]
+Epoch 104		Train Acc: 0.2596	Train loss: 0.0463	Test Acc: 0.2761	Test loss: 0.0460
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8 11 12 13]
+Epoch 105		Train Acc: 0.2572	Train loss: 0.0462	Test Acc: 0.2782	Test loss: 0.0458
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 11 12 13]
+Epoch 106		Train Acc: 0.2816	Train loss: 0.0455	Test Acc: 0.2777	Test loss: 0.0457
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8 12 13]
+Epoch 107		Train Acc: 0.2799	Train loss: 0.0452	Test Acc: 0.2789	Test loss: 0.0457
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8 12 13]
+Epoch 108		Train Acc: 0.2730	Train loss: 0.0457	Test Acc: 0.2795	Test loss: 0.0456
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 13 16]
+Epoch 109		Train Acc: 0.2307	Train loss: 0.2601	Test Acc: 0.2811	Test loss: 0.0456
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 13 16]
+Epoch 110		Train Acc: 0.2744	Train loss: 0.0454	Test Acc: 0.2785	Test loss: 0.0457
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 12 13 16]
+Epoch 111		Train Acc: 0.2715	Train loss: 0.0461	Test Acc: 0.2774	Test loss: 0.0458
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 16]
+Epoch 112		Train Acc: 0.2689	Train loss: 0.0452	Test Acc: 0.2788	Test loss: 0.0458
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 16]
+Epoch 113		Train Acc: 0.2795	Train loss: 0.0453	Test Acc: 0.2813	Test loss: 0.0457
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 16]
+Epoch 114		Train Acc: 0.2826	Train loss: 0.0450	Test Acc: 0.2824	Test loss: 0.0455
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14 16]
+Epoch 115		Train Acc: 0.2814	Train loss: 0.0448	Test Acc: 0.2840	Test loss: 0.0453
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10 14 16]
+Epoch 116		Train Acc: 0.2633	Train loss: 0.0457	Test Acc: 0.2827	Test loss: 0.0451
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10 14 16]
+Epoch 117		Train Acc: 0.2768	Train loss: 0.0449	Test Acc: 0.2876	Test loss: 0.0450
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 10 14 16 17 19]
+Epoch 118		Train Acc: 0.2820	Train loss: 0.0452	Test Acc: 0.2893	Test loss: 0.0448
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14 16]
+Epoch 119		Train Acc: 0.2512	Train loss: 0.2581	Test Acc: 0.2906	Test loss: 0.0449
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14 16]
+Epoch 120		Train Acc: 0.2812	Train loss: 0.0447	Test Acc: 0.2830	Test loss: 0.0458
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11 14 16]
+Epoch 121		Train Acc: 0.2820	Train loss: 0.0452	Test Acc: 0.2826	Test loss: 0.0456
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11 14 16 17]
+Epoch 122		Train Acc: 0.2754	Train loss: 0.0457	Test Acc: 0.2855	Test loss: 0.0453
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 11 14 16 17]
+Epoch 123		Train Acc: 0.2869	Train loss: 0.0443	Test Acc: 0.2889	Test loss: 0.0451
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 12 14 16 17 18]
+Epoch 124		Train Acc: 0.2732	Train loss: 0.0452	Test Acc: 0.2874	Test loss: 0.0450
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 12 16 17]
+Epoch 125		Train Acc: 0.2740	Train loss: 0.0449	Test Acc: 0.2895	Test loss: 0.0448
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 17]
+Epoch 126		Train Acc: 0.2701	Train loss: 0.0456	Test Acc: 0.2887	Test loss: 0.0448
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 17]
+Epoch 127		Train Acc: 0.2889	Train loss: 0.0442	Test Acc: 0.2897	Test loss: 0.0449
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 17]
+Epoch 128		Train Acc: 0.2848	Train loss: 0.0442	Test Acc: 0.2912	Test loss: 0.0449
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 17 18]
+Epoch 129		Train Acc: 0.2408	Train loss: 0.2592	Test Acc: 0.2878	Test loss: 0.0453
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 17 18]
+Epoch 130		Train Acc: 0.2732	Train loss: 0.0449	Test Acc: 0.2770	Test loss: 0.0467
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 16 17 18]
+Epoch 131		Train Acc: 0.2828	Train loss: 0.0449	Test Acc: 0.2882	Test loss: 0.0451
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 132		Train Acc: 0.2902	Train loss: 0.0445	Test Acc: 0.2895	Test loss: 0.0448
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 133		Train Acc: 0.2738	Train loss: 0.0447	Test Acc: 0.2886	Test loss: 0.0449
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 16]
+Epoch 134		Train Acc: 0.2795	Train loss: 0.0450	Test Acc: 0.2878	Test loss: 0.0450
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  9 16 18 19]
+Epoch 135		Train Acc: 0.2854	Train loss: 0.0446	Test Acc: 0.2884	Test loss: 0.0446
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  9 16]
+Epoch 136		Train Acc: 0.2926	Train loss: 0.0446	Test Acc: 0.2911	Test loss: 0.0447
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  9 14 16 19]
+Epoch 137		Train Acc: 0.2895	Train loss: 0.0445	Test Acc: 0.2897	Test loss: 0.0445
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 16]
+Epoch 138		Train Acc: 0.2828	Train loss: 0.0448	Test Acc: 0.2916	Test loss: 0.0444
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 16]
+Epoch 139		Train Acc: 0.2592	Train loss: 0.2431	Test Acc: 0.2888	Test loss: 0.0448
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 16]
+Epoch 140		Train Acc: 0.2766	Train loss: 0.0449	Test Acc: 0.2833	Test loss: 0.0462
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7  9 13 15 16]
+Epoch 141		Train Acc: 0.2869	Train loss: 0.0450	Test Acc: 0.2891	Test loss: 0.0448
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7  9 13 16]
+Epoch 142		Train Acc: 0.2803	Train loss: 0.0448	Test Acc: 0.2889	Test loss: 0.0447
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 15 16]
+Epoch 143		Train Acc: 0.2779	Train loss: 0.0442	Test Acc: 0.2929	Test loss: 0.0444
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 144		Train Acc: 0.2963	Train loss: 0.0439	Test Acc: 0.2939	Test loss: 0.0446
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 145		Train Acc: 0.2848	Train loss: 0.0441	Test Acc: 0.2911	Test loss: 0.0451
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 146		Train Acc: 0.2832	Train loss: 0.0445	Test Acc: 0.2932	Test loss: 0.0452
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 147		Train Acc: 0.2984	Train loss: 0.0441	Test Acc: 0.2957	Test loss: 0.0448
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 148		Train Acc: 0.2830	Train loss: 0.0446	Test Acc: 0.2985	Test loss: 0.0445
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7  8 10 12 14]
+Epoch 149		Train Acc: 0.2611	Train loss: 0.2414	Test Acc: 0.2962	Test loss: 0.0444
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10]
+Epoch 150		Train Acc: 0.2891	Train loss: 0.0446	Test Acc: 0.2834	Test loss: 0.0465
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10 12]
+Epoch 151		Train Acc: 0.3002	Train loss: 0.0438	Test Acc: 0.2818	Test loss: 0.0463
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7 10 11 12]
+Epoch 152		Train Acc: 0.2836	Train loss: 0.0448	Test Acc: 0.2865	Test loss: 0.0448
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 12 14 16 17 18]
+Epoch 153		Train Acc: 0.2850	Train loss: 0.0448	Test Acc: 0.2886	Test loss: 0.0444
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 10 11 12 14 16 17]
+Epoch 154		Train Acc: 0.2869	Train loss: 0.0443	Test Acc: 0.2888	Test loss: 0.0443
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 10 11 12 14 16 17]
+Epoch 155		Train Acc: 0.2803	Train loss: 0.0444	Test Acc: 0.2943	Test loss: 0.0440
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 12 14 16 17]
+Epoch 156		Train Acc: 0.2938	Train loss: 0.0438	Test Acc: 0.2938	Test loss: 0.0442
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 12 17]
+Epoch 157		Train Acc: 0.2920	Train loss: 0.0441	Test Acc: 0.2909	Test loss: 0.0447
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 12 16 17]
+Epoch 158		Train Acc: 0.2939	Train loss: 0.0439	Test Acc: 0.2982	Test loss: 0.0438
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 11 12 16 17]
+Epoch 159		Train Acc: 0.2596	Train loss: 0.2430	Test Acc: 0.2967	Test loss: 0.0443
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 11 12 16 17]
+Epoch 160		Train Acc: 0.2947	Train loss: 0.0441	Test Acc: 0.2979	Test loss: 0.0441
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 11 12 16 17]
+Epoch 161		Train Acc: 0.2982	Train loss: 0.0434	Test Acc: 0.3006	Test loss: 0.0438
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 11 12 17]
+Epoch 162		Train Acc: 0.2996	Train loss: 0.0438	Test Acc: 0.3014	Test loss: 0.0437
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 11 12 15 19]
+Epoch 163		Train Acc: 0.2873	Train loss: 0.0448	Test Acc: 0.3023	Test loss: 0.0436
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8  9 11 12 15 18]
+Epoch 164		Train Acc: 0.3004	Train loss: 0.0438	Test Acc: 0.3021	Test loss: 0.0436
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8  9 11 12 15 18]
+Epoch 165		Train Acc: 0.3031	Train loss: 0.0432	Test Acc: 0.3039	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8  9 11]
+Epoch 166		Train Acc: 0.3025	Train loss: 0.0435	Test Acc: 0.3056	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8  9 11 12 15]
+Epoch 167		Train Acc: 0.3057	Train loss: 0.0434	Test Acc: 0.3049	Test loss: 0.0434
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8  9 11]
+Epoch 168		Train Acc: 0.2885	Train loss: 0.0437	Test Acc: 0.3057	Test loss: 0.0434
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 8]
+Epoch 169		Train Acc: 0.2689	Train loss: 0.2535	Test Acc: 0.3046	Test loss: 0.0435
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 8]
+Epoch 170		Train Acc: 0.2928	Train loss: 0.0437	Test Acc: 0.3043	Test loss: 0.0435
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 8]
+Epoch 171		Train Acc: 0.3090	Train loss: 0.0438	Test Acc: 0.3057	Test loss: 0.0435
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 8]
+Epoch 172		Train Acc: 0.3107	Train loss: 0.0427	Test Acc: 0.3044	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 12]
+Epoch 173		Train Acc: 0.2932	Train loss: 0.0433	Test Acc: 0.3048	Test loss: 0.0435
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 174		Train Acc: 0.3049	Train loss: 0.0437	Test Acc: 0.3052	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8  9 10 12 19]
+Epoch 175		Train Acc: 0.2957	Train loss: 0.0436	Test Acc: 0.3050	Test loss: 0.0434
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8  9 10 12 17 19]
+Epoch 176		Train Acc: 0.3035	Train loss: 0.0435	Test Acc: 0.3055	Test loss: 0.0434
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 10 12 19]
+Epoch 177		Train Acc: 0.3043	Train loss: 0.0434	Test Acc: 0.3061	Test loss: 0.0434
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8  9 10 12 19]
+Epoch 178		Train Acc: 0.2904	Train loss: 0.0433	Test Acc: 0.3060	Test loss: 0.0433
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8  9 10 12 18 19]
+Epoch 179		Train Acc: 0.2496	Train loss: 0.2485	Test Acc: 0.3073	Test loss: 0.0434
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 10 12]
+Epoch 180		Train Acc: 0.3051	Train loss: 0.0430	Test Acc: 0.3063	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 10 12]
+Epoch 181		Train Acc: 0.2980	Train loss: 0.0439	Test Acc: 0.3047	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 10 11 12]
+Epoch 182		Train Acc: 0.2992	Train loss: 0.0432	Test Acc: 0.3049	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 10 11 12]
+Epoch 183		Train Acc: 0.2955	Train loss: 0.0439	Test Acc: 0.3035	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10 12]
+Epoch 184		Train Acc: 0.3004	Train loss: 0.0433	Test Acc: 0.3039	Test loss: 0.0434
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10]
+Epoch 185		Train Acc: 0.3029	Train loss: 0.0432	Test Acc: 0.3043	Test loss: 0.0434
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 186		Train Acc: 0.3070	Train loss: 0.0433	Test Acc: 0.3049	Test loss: 0.0433
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 187		Train Acc: 0.3072	Train loss: 0.0431	Test Acc: 0.3055	Test loss: 0.0433
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 188		Train Acc: 0.3000	Train loss: 0.0435	Test Acc: 0.3058	Test loss: 0.0433
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 189		Train Acc: 0.2773	Train loss: 0.2378	Test Acc: 0.3040	Test loss: 0.0434
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 190		Train Acc: 0.3053	Train loss: 0.0429	Test Acc: 0.3053	Test loss: 0.0434
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 191		Train Acc: 0.3002	Train loss: 0.0432	Test Acc: 0.3046	Test loss: 0.0434
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13]
+Epoch 192		Train Acc: 0.2988	Train loss: 0.0436	Test Acc: 0.3054	Test loss: 0.0434
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13]
+Epoch 193		Train Acc: 0.3064	Train loss: 0.0439	Test Acc: 0.3049	Test loss: 0.0434
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10 13 16]
+Epoch 194		Train Acc: 0.3000	Train loss: 0.0435	Test Acc: 0.3049	Test loss: 0.0433
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 16]
+Epoch 195		Train Acc: 0.3090	Train loss: 0.0430	Test Acc: 0.3041	Test loss: 0.0433
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 16]
+Epoch 196		Train Acc: 0.3002	Train loss: 0.0431	Test Acc: 0.3052	Test loss: 0.0433
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 10 12 16]
+Epoch 197		Train Acc: 0.2957	Train loss: 0.0438	Test Acc: 0.3055	Test loss: 0.0433
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 10 11 12 16]
+Epoch 198		Train Acc: 0.2998	Train loss: 0.0436	Test Acc: 0.3057	Test loss: 0.0433
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 10 11 12 15 16]
+Epoch 199		Train Acc: 0.2764	Train loss: 0.2490	Test Acc: 0.3061	Test loss: 0.0434
+Training finished on Tue Feb 24 01:06:22 2026 using 29 minutes and 33 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.3_seed45_cfgFedAvg_CIFAR100_config_exp3.txt

@@ -0,0 +1,339 @@
+seed: 45, num_experiments: 5, experiment_id: 3, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 20, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 6, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.24125433.0/flpoison_24125433_50/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.3_seed45_cfgFedAvg_CIFAR100_config_exp3.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Tue Feb 24 01:06:22 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0156	Train loss: 0.0751	Test Acc: 0.0101	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0244	Train loss: 0.0746	Test Acc: 0.0100	Test loss: 0.0723
+Epoch 2  		Train Acc: 0.0252	Train loss: 0.0742	Test Acc: 0.0190	Test loss: 0.0713
+Epoch 3  		Train Acc: 0.0277	Train loss: 0.0715	Test Acc: 0.0437	Test loss: 0.0687
+Epoch 4  		Train Acc: 0.0432	Train loss: 0.0693	Test Acc: 0.0413	Test loss: 0.0676
+Epoch 5  		Train Acc: 0.0430	Train loss: 0.0682	Test Acc: 0.0294	Test loss: 0.0784
+Epoch 6  		Train Acc: 0.0500	Train loss: 0.0666	Test Acc: 0.0340	Test loss: 0.0851
+Epoch 7  		Train Acc: 0.0578	Train loss: 0.0656	Test Acc: 0.0523	Test loss: 0.0775
+Epoch 8  		Train Acc: 0.0527	Train loss: 0.0651	Test Acc: 0.0525	Test loss: 0.0713
+Epoch 9  		Train Acc: 0.0561	Train loss: 0.3378	Test Acc: 0.0624	Test loss: 0.0725
+Epoch 10 		Train Acc: 0.0342	Train loss: 0.0732	Test Acc: 0.0318	Test loss: 0.4800
+Epoch 11 		Train Acc: 0.0498	Train loss: 0.0670	Test Acc: 0.0301	Test loss: 0.2525
+Epoch 12 		Train Acc: 0.0645	Train loss: 0.0658	Test Acc: 0.0429	Test loss: 0.1161
+Epoch 13 		Train Acc: 0.0680	Train loss: 0.0647	Test Acc: 0.0660	Test loss: 0.0695
+Epoch 14 		Train Acc: 0.0746	Train loss: 0.0635	Test Acc: 0.0838	Test loss: 0.0629
+Epoch 15 		Train Acc: 0.0777	Train loss: 0.0623	Test Acc: 0.0910	Test loss: 0.0617
+Epoch 16 		Train Acc: 0.0795	Train loss: 0.0622	Test Acc: 0.0957	Test loss: 0.0613
+Epoch 17 		Train Acc: 0.0857	Train loss: 0.0615	Test Acc: 0.0938	Test loss: 0.0616
+Epoch 18 		Train Acc: 0.0826	Train loss: 0.0615	Test Acc: 0.0951	Test loss: 0.0606
+Epoch 19 		Train Acc: 0.0723	Train loss: 0.3120	Test Acc: 0.1021	Test loss: 0.0597
+Epoch 20 		Train Acc: 0.0547	Train loss: 0.0677	Test Acc: 0.0829	Test loss: 0.0629
+Epoch 21 		Train Acc: 0.0740	Train loss: 0.0623	Test Acc: 0.0873	Test loss: 0.0635
+Epoch 22 		Train Acc: 0.0943	Train loss: 0.0608	Test Acc: 0.1089	Test loss: 0.0603
+Epoch 23 		Train Acc: 0.0947	Train loss: 0.0605	Test Acc: 0.1154	Test loss: 0.0594
+Epoch 24 		Train Acc: 0.1016	Train loss: 0.0602	Test Acc: 0.1150	Test loss: 0.0591
+Epoch 25 		Train Acc: 0.1055	Train loss: 0.0600	Test Acc: 0.1149	Test loss: 0.0587
+Epoch 26 		Train Acc: 0.0918	Train loss: 0.0598	Test Acc: 0.1251	Test loss: 0.0582
+Epoch 27 		Train Acc: 0.0996	Train loss: 0.0597	Test Acc: 0.1172	Test loss: 0.0588
+Epoch 28 		Train Acc: 0.1078	Train loss: 0.0593	Test Acc: 0.1268	Test loss: 0.0579
+Epoch 29 		Train Acc: 0.0992	Train loss: 0.3230	Test Acc: 0.1279	Test loss: 0.0576
+Epoch 30 		Train Acc: 0.0705	Train loss: 0.0643	Test Acc: 0.1056	Test loss: 0.0606
+Epoch 31 		Train Acc: 0.1016	Train loss: 0.0596	Test Acc: 0.1049	Test loss: 0.0629
+Epoch 32 		Train Acc: 0.1129	Train loss: 0.0592	Test Acc: 0.1301	Test loss: 0.0583
+Epoch 33 		Train Acc: 0.1092	Train loss: 0.0588	Test Acc: 0.1348	Test loss: 0.0571
+Epoch 34 		Train Acc: 0.1254	Train loss: 0.0580	Test Acc: 0.1446	Test loss: 0.0567
+Epoch 35 		Train Acc: 0.1158	Train loss: 0.0581	Test Acc: 0.1491	Test loss: 0.0563
+Epoch 36 		Train Acc: 0.1236	Train loss: 0.0577	Test Acc: 0.1357	Test loss: 0.0566
+Epoch 37 		Train Acc: 0.1285	Train loss: 0.0575	Test Acc: 0.1509	Test loss: 0.0557
+Epoch 38 		Train Acc: 0.1246	Train loss: 0.0572	Test Acc: 0.1361	Test loss: 0.0565
+Epoch 39 		Train Acc: 0.1229	Train loss: 0.2987	Test Acc: 0.1399	Test loss: 0.0572
+Epoch 40 		Train Acc: 0.0908	Train loss: 0.0630	Test Acc: 0.1090	Test loss: 0.0665
+Epoch 41 		Train Acc: 0.1154	Train loss: 0.0587	Test Acc: 0.1190	Test loss: 0.0636
+Epoch 42 		Train Acc: 0.1191	Train loss: 0.0579	Test Acc: 0.1314	Test loss: 0.0576
+Epoch 43 		Train Acc: 0.1227	Train loss: 0.0576	Test Acc: 0.1429	Test loss: 0.0567
+Epoch 44 		Train Acc: 0.1367	Train loss: 0.0568	Test Acc: 0.1552	Test loss: 0.0560
+Epoch 45 		Train Acc: 0.1336	Train loss: 0.0565	Test Acc: 0.1500	Test loss: 0.0561
+Epoch 46 		Train Acc: 0.1371	Train loss: 0.0559	Test Acc: 0.1629	Test loss: 0.0548
+Epoch 47 		Train Acc: 0.1426	Train loss: 0.0558	Test Acc: 0.1587	Test loss: 0.0552
+Epoch 48 		Train Acc: 0.1395	Train loss: 0.0556	Test Acc: 0.1719	Test loss: 0.0542
+Epoch 49 		Train Acc: 0.1297	Train loss: 0.3078	Test Acc: 0.1634	Test loss: 0.0543
+Epoch 50 		Train Acc: 0.0932	Train loss: 0.0618	Test Acc: 0.1179	Test loss: 0.0625
+Epoch 51 		Train Acc: 0.1201	Train loss: 0.0579	Test Acc: 0.1458	Test loss: 0.0593
+Epoch 52 		Train Acc: 0.1361	Train loss: 0.0566	Test Acc: 0.1448	Test loss: 0.0564
+Epoch 53 		Train Acc: 0.1445	Train loss: 0.0553	Test Acc: 0.1455	Test loss: 0.0558
+Epoch 54 		Train Acc: 0.1453	Train loss: 0.0555	Test Acc: 0.1616	Test loss: 0.0545
+Epoch 55 		Train Acc: 0.1428	Train loss: 0.0551	Test Acc: 0.1822	Test loss: 0.0532
+Epoch 56 		Train Acc: 0.1635	Train loss: 0.0542	Test Acc: 0.1840	Test loss: 0.0534
+Epoch 57 		Train Acc: 0.1602	Train loss: 0.0549	Test Acc: 0.1824	Test loss: 0.0532
+Epoch 58 		Train Acc: 0.1602	Train loss: 0.0545	Test Acc: 0.1878	Test loss: 0.0528
+Epoch 59 		Train Acc: 0.1512	Train loss: 0.2979	Test Acc: 0.1832	Test loss: 0.0529
+Epoch 60 		Train Acc: 0.1121	Train loss: 0.0600	Test Acc: 0.1603	Test loss: 0.0570
+Epoch 61 		Train Acc: 0.1447	Train loss: 0.0557	Test Acc: 0.1641	Test loss: 0.0551
+Epoch 62 		Train Acc: 0.1676	Train loss: 0.0542	Test Acc: 0.1774	Test loss: 0.0529
+Epoch 63 		Train Acc: 0.1635	Train loss: 0.0539	Test Acc: 0.1878	Test loss: 0.0524
+Epoch 64 		Train Acc: 0.1717	Train loss: 0.0534	Test Acc: 0.1813	Test loss: 0.0528
+Epoch 65 		Train Acc: 0.1646	Train loss: 0.0535	Test Acc: 0.1903	Test loss: 0.0522
+Epoch 66 		Train Acc: 0.1803	Train loss: 0.0530	Test Acc: 0.2010	Test loss: 0.0516
+Epoch 67 		Train Acc: 0.1836	Train loss: 0.0526	Test Acc: 0.1981	Test loss: 0.0517
+Epoch 68 		Train Acc: 0.1793	Train loss: 0.0525	Test Acc: 0.1915	Test loss: 0.0521
+Epoch 69 		Train Acc: 0.1777	Train loss: 0.2869	Test Acc: 0.1874	Test loss: 0.0535
+Epoch 70 		Train Acc: 0.1256	Train loss: 0.0588	Test Acc: 0.1652	Test loss: 0.0583
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 14 15]
+Epoch 71 		Train Acc: 0.1586	Train loss: 0.0545	Test Acc: 0.1442	Test loss: 0.0644
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14 15 18]
+Epoch 72 		Train Acc: 0.1744	Train loss: 0.0529	Test Acc: 0.1747	Test loss: 0.0561
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14 15]
+Epoch 73 		Train Acc: 0.1740	Train loss: 0.0529	Test Acc: 0.1773	Test loss: 0.0553
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 74 		Train Acc: 0.1865	Train loss: 0.0529	Test Acc: 0.1861	Test loss: 0.0553
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 75 		Train Acc: 0.1850	Train loss: 0.0521	Test Acc: 0.1885	Test loss: 0.0553
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 76 		Train Acc: 0.1811	Train loss: 0.0519	Test Acc: 0.1774	Test loss: 0.0562
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 77 		Train Acc: 0.2014	Train loss: 0.0517	Test Acc: 0.1886	Test loss: 0.0553
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 78 		Train Acc: 0.1994	Train loss: 0.0516	Test Acc: 0.1860	Test loss: 0.0582
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 79 		Train Acc: 0.1611	Train loss: 0.2915	Test Acc: 0.1671	Test loss: 0.0633
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 80 		Train Acc: 0.1227	Train loss: 0.0594	Test Acc: 0.0481	Test loss: 0.1517
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 7]
+Epoch 81 		Train Acc: 0.1590	Train loss: 0.0553	Test Acc: 0.1240	Test loss: 0.0717
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 7]
+Epoch 82 		Train Acc: 0.1746	Train loss: 0.0535	Test Acc: 0.1670	Test loss: 0.0564
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 7]
+Epoch 83 		Train Acc: 0.1832	Train loss: 0.0521	Test Acc: 0.1780	Test loss: 0.0576
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 7]
+Epoch 84 		Train Acc: 0.2008	Train loss: 0.0510	Test Acc: 0.2040	Test loss: 0.0512
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 85 		Train Acc: 0.1982	Train loss: 0.0509	Test Acc: 0.2188	Test loss: 0.0511
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 86 		Train Acc: 0.2090	Train loss: 0.0507	Test Acc: 0.2142	Test loss: 0.0514
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7 8]
+Epoch 87 		Train Acc: 0.1990	Train loss: 0.0514	Test Acc: 0.2232	Test loss: 0.0500
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 13 14 15 17]
+Epoch 88 		Train Acc: 0.2113	Train loss: 0.0506	Test Acc: 0.2397	Test loss: 0.0486
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 14 17]
+Epoch 89 		Train Acc: 0.1777	Train loss: 0.3061	Test Acc: 0.1902	Test loss: 0.0562
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 14 17 19]
+Epoch 90 		Train Acc: 0.1271	Train loss: 0.0590	Test Acc: 0.1064	Test loss: 0.0898
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 14 16 17]
+Epoch 91 		Train Acc: 0.1785	Train loss: 0.0531	Test Acc: 0.1398	Test loss: 0.0649
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8  9 14 16 17 19]
+Epoch 92 		Train Acc: 0.1922	Train loss: 0.0519	Test Acc: 0.1970	Test loss: 0.0524
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8  9 14 17 19]
+Epoch 93 		Train Acc: 0.1988	Train loss: 0.0514	Test Acc: 0.2161	Test loss: 0.0510
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8  9 11 14 15 16 17 19]
+Epoch 94 		Train Acc: 0.2100	Train loss: 0.0499	Test Acc: 0.2277	Test loss: 0.0501
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14 17 19]
+Epoch 95 		Train Acc: 0.2092	Train loss: 0.0503	Test Acc: 0.2370	Test loss: 0.0491
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7 10 11 14 16 17 19]
+Epoch 96 		Train Acc: 0.2117	Train loss: 0.0499	Test Acc: 0.2333	Test loss: 0.0494
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10 11 14 17 18 19]
+Epoch 97 		Train Acc: 0.2152	Train loss: 0.0492	Test Acc: 0.2458	Test loss: 0.0486
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10 11 14 17 18 19]
+Epoch 98 		Train Acc: 0.2264	Train loss: 0.0494	Test Acc: 0.2425	Test loss: 0.0478
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11 14 18]
+Epoch 99 		Train Acc: 0.1916	Train loss: 0.2782	Test Acc: 0.2123	Test loss: 0.0543
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8 11 14 18]
+Epoch 100		Train Acc: 0.2434	Train loss: 0.0475	Test Acc: 0.2349	Test loss: 0.0503
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8 11 18]
+Epoch 101		Train Acc: 0.2570	Train loss: 0.0469	Test Acc: 0.2543	Test loss: 0.0474
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8 11 18]
+Epoch 102		Train Acc: 0.2516	Train loss: 0.0467	Test Acc: 0.2659	Test loss: 0.0464
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 11 18]
+Epoch 103		Train Acc: 0.2648	Train loss: 0.0461	Test Acc: 0.2706	Test loss: 0.0459
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8 10 11 12 13 14 15 17 18]
+Epoch 104		Train Acc: 0.2566	Train loss: 0.0465	Test Acc: 0.2739	Test loss: 0.0456
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8  9 10 11 12 13 14 15 18]
+Epoch 105		Train Acc: 0.2693	Train loss: 0.0456	Test Acc: 0.2766	Test loss: 0.0455
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8  9 12 14 15 18]
+Epoch 106		Train Acc: 0.2699	Train loss: 0.0457	Test Acc: 0.2769	Test loss: 0.0454
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8  9 10 11 12 14 15 18]
+Epoch 107		Train Acc: 0.2695	Train loss: 0.0455	Test Acc: 0.2776	Test loss: 0.0453
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8  9 11 14]
+Epoch 108		Train Acc: 0.2781	Train loss: 0.0449	Test Acc: 0.2778	Test loss: 0.0453
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8  9 10 11 14 16]
+Epoch 109		Train Acc: 0.2359	Train loss: 0.2628	Test Acc: 0.2779	Test loss: 0.0454
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8  9 10 11 14 16]
+Epoch 110		Train Acc: 0.2654	Train loss: 0.0457	Test Acc: 0.2779	Test loss: 0.0457
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8  9 10 11 14 16]
+Epoch 111		Train Acc: 0.2709	Train loss: 0.0450	Test Acc: 0.2798	Test loss: 0.0454
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8  9 14]
+Epoch 112		Train Acc: 0.2744	Train loss: 0.0451	Test Acc: 0.2806	Test loss: 0.0452
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8  9 14 18]
+Epoch 113		Train Acc: 0.2672	Train loss: 0.0455	Test Acc: 0.2801	Test loss: 0.0451
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8  9 14 16]
+Epoch 114		Train Acc: 0.2758	Train loss: 0.0450	Test Acc: 0.2842	Test loss: 0.0449
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8  9 14 16]
+Epoch 115		Train Acc: 0.2732	Train loss: 0.0449	Test Acc: 0.2845	Test loss: 0.0447
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 116		Train Acc: 0.2883	Train loss: 0.0448	Test Acc: 0.2832	Test loss: 0.0448
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 16 19]
+Epoch 117		Train Acc: 0.2873	Train loss: 0.0449	Test Acc: 0.2839	Test loss: 0.0448
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 118		Train Acc: 0.2799	Train loss: 0.0453	Test Acc: 0.2833	Test loss: 0.0450
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13 19]
+Epoch 119		Train Acc: 0.2494	Train loss: 0.2596	Test Acc: 0.2814	Test loss: 0.0453
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13 19]
+Epoch 120		Train Acc: 0.2744	Train loss: 0.0457	Test Acc: 0.2748	Test loss: 0.0462
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 19]
+Epoch 121		Train Acc: 0.2814	Train loss: 0.0448	Test Acc: 0.2798	Test loss: 0.0456
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 19]
+Epoch 122		Train Acc: 0.2865	Train loss: 0.0443	Test Acc: 0.2823	Test loss: 0.0448
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 19]
+Epoch 123		Train Acc: 0.2801	Train loss: 0.0449	Test Acc: 0.2844	Test loss: 0.0446
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 124		Train Acc: 0.2799	Train loss: 0.0447	Test Acc: 0.2834	Test loss: 0.0447
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7 10]
+Epoch 125		Train Acc: 0.2818	Train loss: 0.0448	Test Acc: 0.2867	Test loss: 0.0447
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7 10 15]
+Epoch 126		Train Acc: 0.2844	Train loss: 0.0446	Test Acc: 0.2856	Test loss: 0.0447
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10]
+Epoch 127		Train Acc: 0.2760	Train loss: 0.0449	Test Acc: 0.2880	Test loss: 0.0447
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7 10 11 12 17]
+Epoch 128		Train Acc: 0.2836	Train loss: 0.0450	Test Acc: 0.2911	Test loss: 0.0444
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7 10 11 12 17]
+Epoch 129		Train Acc: 0.2316	Train loss: 0.2658	Test Acc: 0.2893	Test loss: 0.0444
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7 10 11 13 17]
+Epoch 130		Train Acc: 0.2701	Train loss: 0.0454	Test Acc: 0.2811	Test loss: 0.0454
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7 10 11 13 17]
+Epoch 131		Train Acc: 0.2881	Train loss: 0.0442	Test Acc: 0.2828	Test loss: 0.0451
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7 10 11 13 17]
+Epoch 132		Train Acc: 0.2789	Train loss: 0.0450	Test Acc: 0.2881	Test loss: 0.0444
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7 10 13 17]
+Epoch 133		Train Acc: 0.2850	Train loss: 0.0445	Test Acc: 0.2881	Test loss: 0.0443
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10 13 17]
+Epoch 134		Train Acc: 0.2822	Train loss: 0.0446	Test Acc: 0.2915	Test loss: 0.0442
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 17]
+Epoch 135		Train Acc: 0.2838	Train loss: 0.0444	Test Acc: 0.2958	Test loss: 0.0440
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  9 11 13 17 19]
+Epoch 136		Train Acc: 0.2947	Train loss: 0.0441	Test Acc: 0.2936	Test loss: 0.0441
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  9 13 17 19]
+Epoch 137		Train Acc: 0.2846	Train loss: 0.0444	Test Acc: 0.2937	Test loss: 0.0443
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8  9 13 19]
+Epoch 138		Train Acc: 0.2906	Train loss: 0.0444	Test Acc: 0.2936	Test loss: 0.0440
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 13]
+Epoch 139		Train Acc: 0.2584	Train loss: 0.2631	Test Acc: 0.2936	Test loss: 0.0441
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 13]
+Epoch 140		Train Acc: 0.2832	Train loss: 0.0443	Test Acc: 0.2848	Test loss: 0.0451
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 13 18]
+Epoch 141		Train Acc: 0.2930	Train loss: 0.0441	Test Acc: 0.2901	Test loss: 0.0444
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 13 18]
+Epoch 142		Train Acc: 0.2883	Train loss: 0.0441	Test Acc: 0.2914	Test loss: 0.0440
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6]
+Epoch 143		Train Acc: 0.2959	Train loss: 0.0439	Test Acc: 0.2937	Test loss: 0.0438
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6]
+Epoch 144		Train Acc: 0.2705	Train loss: 0.0448	Test Acc: 0.2917	Test loss: 0.0442
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 10]
+Epoch 145		Train Acc: 0.2863	Train loss: 0.0439	Test Acc: 0.2949	Test loss: 0.0441
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 10 16]
+Epoch 146		Train Acc: 0.2916	Train loss: 0.0436	Test Acc: 0.2954	Test loss: 0.0438
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 10 16]
+Epoch 147		Train Acc: 0.2863	Train loss: 0.0440	Test Acc: 0.3000	Test loss: 0.0437
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8 10 11 12 16]
+Epoch 148		Train Acc: 0.2898	Train loss: 0.0443	Test Acc: 0.2973	Test loss: 0.0439
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8 10 11 16]
+Epoch 149		Train Acc: 0.2557	Train loss: 0.2598	Test Acc: 0.2928	Test loss: 0.0444
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8 10 11 12 15 16]
+Epoch 150		Train Acc: 0.2900	Train loss: 0.0440	Test Acc: 0.2820	Test loss: 0.0458
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8 10 11 12 15 16]
+Epoch 151		Train Acc: 0.2924	Train loss: 0.0441	Test Acc: 0.2961	Test loss: 0.0442
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8 10 11 12 15 16 17]
+Epoch 152		Train Acc: 0.2834	Train loss: 0.0439	Test Acc: 0.2918	Test loss: 0.0440
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 12 16]
+Epoch 153		Train Acc: 0.2939	Train loss: 0.0434	Test Acc: 0.2991	Test loss: 0.0438
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8  9 10 11 12 13 15 16 17]
+Epoch 154		Train Acc: 0.2902	Train loss: 0.0439	Test Acc: 0.3026	Test loss: 0.0434
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 155		Train Acc: 0.3029	Train loss: 0.0429	Test Acc: 0.3004	Test loss: 0.0438
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 156		Train Acc: 0.2895	Train loss: 0.0442	Test Acc: 0.2943	Test loss: 0.0446
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 15 17]
+Epoch 157		Train Acc: 0.2945	Train loss: 0.0438	Test Acc: 0.2967	Test loss: 0.0443
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 15 17]
+Epoch 158		Train Acc: 0.2904	Train loss: 0.0437	Test Acc: 0.3015	Test loss: 0.0436
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 15 17]
+Epoch 159		Train Acc: 0.2867	Train loss: 0.2472	Test Acc: 0.3021	Test loss: 0.0434
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 15 17]
+Epoch 160		Train Acc: 0.3035	Train loss: 0.0432	Test Acc: 0.3044	Test loss: 0.0433
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 15 17]
+Epoch 161		Train Acc: 0.3057	Train loss: 0.0431	Test Acc: 0.3056	Test loss: 0.0431
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 162		Train Acc: 0.2922	Train loss: 0.0434	Test Acc: 0.3072	Test loss: 0.0431
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 163		Train Acc: 0.2932	Train loss: 0.0435	Test Acc: 0.3077	Test loss: 0.0431
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 164		Train Acc: 0.2918	Train loss: 0.0436	Test Acc: 0.3067	Test loss: 0.0431
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 165		Train Acc: 0.3098	Train loss: 0.0428	Test Acc: 0.3067	Test loss: 0.0430
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 166		Train Acc: 0.2902	Train loss: 0.0436	Test Acc: 0.3066	Test loss: 0.0431
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 8]
+Epoch 167		Train Acc: 0.3057	Train loss: 0.0428	Test Acc: 0.3056	Test loss: 0.0431
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8 10]
+Epoch 168		Train Acc: 0.3000	Train loss: 0.0430	Test Acc: 0.3050	Test loss: 0.0431
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 8]
+Epoch 169		Train Acc: 0.2666	Train loss: 0.2413	Test Acc: 0.3034	Test loss: 0.0433
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8 10]
+Epoch 170		Train Acc: 0.2924	Train loss: 0.0434	Test Acc: 0.3053	Test loss: 0.0431
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8 10]
+Epoch 171		Train Acc: 0.3121	Train loss: 0.0427	Test Acc: 0.3061	Test loss: 0.0431
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 10 14 17]
+Epoch 172		Train Acc: 0.2934	Train loss: 0.0439	Test Acc: 0.3063	Test loss: 0.0430
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10 14 17]
+Epoch 173		Train Acc: 0.2990	Train loss: 0.0431	Test Acc: 0.3061	Test loss: 0.0430
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10 14 17]
+Epoch 174		Train Acc: 0.3018	Train loss: 0.0430	Test Acc: 0.3068	Test loss: 0.0430
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10 14 16 17]
+Epoch 175		Train Acc: 0.3123	Train loss: 0.0429	Test Acc: 0.3076	Test loss: 0.0430
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10 14 16 17]
+Epoch 176		Train Acc: 0.3053	Train loss: 0.0431	Test Acc: 0.3079	Test loss: 0.0429
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10 14 16 17]
+Epoch 177		Train Acc: 0.3010	Train loss: 0.0429	Test Acc: 0.3087	Test loss: 0.0429
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10 14 16 17 19]
+Epoch 178		Train Acc: 0.2967	Train loss: 0.0426	Test Acc: 0.3097	Test loss: 0.0429
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7  9 10 12 13 14 16 17 19]
+Epoch 179		Train Acc: 0.2650	Train loss: 0.2607	Test Acc: 0.3100	Test loss: 0.0430
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7  9 10 12 13 14 16 17 18 19]
+Epoch 180		Train Acc: 0.3111	Train loss: 0.0422	Test Acc: 0.3098	Test loss: 0.0430
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13 14 16 17 19]
+Epoch 181		Train Acc: 0.3012	Train loss: 0.0432	Test Acc: 0.3103	Test loss: 0.0429
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13 14 16 17]
+Epoch 182		Train Acc: 0.3027	Train loss: 0.0432	Test Acc: 0.3089	Test loss: 0.0429
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 13 16 17]
+Epoch 183		Train Acc: 0.2969	Train loss: 0.0429	Test Acc: 0.3075	Test loss: 0.0430
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13]
+Epoch 184		Train Acc: 0.3039	Train loss: 0.0433	Test Acc: 0.3084	Test loss: 0.0430
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 185		Train Acc: 0.3053	Train loss: 0.0432	Test Acc: 0.3073	Test loss: 0.0430
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 12]
+Epoch 186		Train Acc: 0.3004	Train loss: 0.0431	Test Acc: 0.3097	Test loss: 0.0429
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 12]
+Epoch 187		Train Acc: 0.3027	Train loss: 0.0434	Test Acc: 0.3085	Test loss: 0.0429
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 11 12 14 16]
+Epoch 188		Train Acc: 0.3053	Train loss: 0.0424	Test Acc: 0.3098	Test loss: 0.0428
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8 11 12 14 15 16]
+Epoch 189		Train Acc: 0.2754	Train loss: 0.2470	Test Acc: 0.3092	Test loss: 0.0429
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8 10 11 12 14 15 16]
+Epoch 190		Train Acc: 0.2920	Train loss: 0.0436	Test Acc: 0.3081	Test loss: 0.0429
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8 10 11 12 14 15 16]
+Epoch 191		Train Acc: 0.3203	Train loss: 0.0427	Test Acc: 0.3078	Test loss: 0.0429
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8 11 12 14]
+Epoch 192		Train Acc: 0.3139	Train loss: 0.0425	Test Acc: 0.3067	Test loss: 0.0429
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8 11 12 14 15 16]
+Epoch 193		Train Acc: 0.2973	Train loss: 0.0431	Test Acc: 0.3070	Test loss: 0.0429
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 11 16]
+Epoch 194		Train Acc: 0.3043	Train loss: 0.0432	Test Acc: 0.3064	Test loss: 0.0429
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 11 14]
+Epoch 195		Train Acc: 0.3006	Train loss: 0.0431	Test Acc: 0.3062	Test loss: 0.0430
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11 13]
+Epoch 196		Train Acc: 0.3012	Train loss: 0.0437	Test Acc: 0.3063	Test loss: 0.0430
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13]
+Epoch 197		Train Acc: 0.3051	Train loss: 0.0423	Test Acc: 0.3075	Test loss: 0.0429
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13]
+Epoch 198		Train Acc: 0.3066	Train loss: 0.0427	Test Acc: 0.3074	Test loss: 0.0429
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 199		Train Acc: 0.2756	Train loss: 0.2466	Test Acc: 0.3056	Test loss: 0.0431
+Training finished on Tue Feb 24 01:36:04 2026 using 29 minutes and 42 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.3_seed46_cfgFedAvg_CIFAR100_config_exp4.txt

@@ -0,0 +1,339 @@
+seed: 46, num_experiments: 5, experiment_id: 4, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 20, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 6, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.24125433.0/flpoison_24125433_50/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.3_seed46_cfgFedAvg_CIFAR100_config_exp4.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Tue Feb 24 01:36:04 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0123	Train loss: 0.0748	Test Acc: 0.0110	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0232	Train loss: 0.0744	Test Acc: 0.0102	Test loss: 0.0723
+Epoch 2  		Train Acc: 0.0268	Train loss: 0.0731	Test Acc: 0.0252	Test loss: 0.0709
+Epoch 3  		Train Acc: 0.0340	Train loss: 0.0714	Test Acc: 0.0359	Test loss: 0.0697
+Epoch 4  		Train Acc: 0.0383	Train loss: 0.0699	Test Acc: 0.0284	Test loss: 0.0895
+Epoch 5  		Train Acc: 0.0422	Train loss: 0.0680	Test Acc: 0.0415	Test loss: 0.0792
+Epoch 6  		Train Acc: 0.0496	Train loss: 0.0667	Test Acc: 0.0382	Test loss: 0.0835
+Epoch 7  		Train Acc: 0.0533	Train loss: 0.0656	Test Acc: 0.0376	Test loss: 0.0836
+Epoch 8  		Train Acc: 0.0578	Train loss: 0.0645	Test Acc: 0.0616	Test loss: 0.0686
+Epoch 9  		Train Acc: 0.0668	Train loss: 0.3283	Test Acc: 0.0684	Test loss: 0.0668
+Epoch 10 		Train Acc: 0.0381	Train loss: 0.0729	Test Acc: 0.0250	Test loss: 0.3808
+Epoch 11 		Train Acc: 0.0535	Train loss: 0.0668	Test Acc: 0.0238	Test loss: 0.3644
+Epoch 12 		Train Acc: 0.0650	Train loss: 0.0651	Test Acc: 0.0409	Test loss: 0.1175
+Epoch 13 		Train Acc: 0.0727	Train loss: 0.0636	Test Acc: 0.0729	Test loss: 0.0683
+Epoch 14 		Train Acc: 0.0738	Train loss: 0.0626	Test Acc: 0.0855	Test loss: 0.0618
+Epoch 15 		Train Acc: 0.0773	Train loss: 0.0622	Test Acc: 0.0952	Test loss: 0.0609
+Epoch 16 		Train Acc: 0.0854	Train loss: 0.0615	Test Acc: 0.0982	Test loss: 0.0603
+Epoch 17 		Train Acc: 0.0799	Train loss: 0.0615	Test Acc: 0.0973	Test loss: 0.0604
+Epoch 18 		Train Acc: 0.0863	Train loss: 0.0609	Test Acc: 0.1040	Test loss: 0.0608
+Epoch 19 		Train Acc: 0.0814	Train loss: 0.3150	Test Acc: 0.1056	Test loss: 0.0607
+Epoch 20 		Train Acc: 0.0654	Train loss: 0.0667	Test Acc: 0.1091	Test loss: 0.0611
+Epoch 21 		Train Acc: 0.0750	Train loss: 0.0620	Test Acc: 0.1011	Test loss: 0.0618
+Epoch 22 		Train Acc: 0.0992	Train loss: 0.0604	Test Acc: 0.1120	Test loss: 0.0593
+Epoch 23 		Train Acc: 0.1029	Train loss: 0.0599	Test Acc: 0.1196	Test loss: 0.0583
+Epoch 24 		Train Acc: 0.1016	Train loss: 0.0598	Test Acc: 0.1284	Test loss: 0.0579
+Epoch 25 		Train Acc: 0.1092	Train loss: 0.0590	Test Acc: 0.1249	Test loss: 0.0582
+Epoch 26 		Train Acc: 0.1145	Train loss: 0.0589	Test Acc: 0.1338	Test loss: 0.0576
+Epoch 27 		Train Acc: 0.1207	Train loss: 0.0585	Test Acc: 0.1374	Test loss: 0.0570
+Epoch 28 		Train Acc: 0.1055	Train loss: 0.0586	Test Acc: 0.1336	Test loss: 0.0573
+Epoch 29 		Train Acc: 0.0992	Train loss: 0.3045	Test Acc: 0.1256	Test loss: 0.0579
+Epoch 30 		Train Acc: 0.0703	Train loss: 0.0648	Test Acc: 0.1147	Test loss: 0.0618
+Epoch 31 		Train Acc: 0.1055	Train loss: 0.0600	Test Acc: 0.1170	Test loss: 0.0636
+Epoch 32 		Train Acc: 0.1234	Train loss: 0.0582	Test Acc: 0.1156	Test loss: 0.0593
+Epoch 33 		Train Acc: 0.1217	Train loss: 0.0581	Test Acc: 0.1367	Test loss: 0.0566
+Epoch 34 		Train Acc: 0.1217	Train loss: 0.0577	Test Acc: 0.1474	Test loss: 0.0558
+Epoch 35 		Train Acc: 0.1291	Train loss: 0.0569	Test Acc: 0.1434	Test loss: 0.0559
+Epoch 36 		Train Acc: 0.1270	Train loss: 0.0572	Test Acc: 0.1544	Test loss: 0.0555
+Epoch 37 		Train Acc: 0.1350	Train loss: 0.0567	Test Acc: 0.1515	Test loss: 0.0555
+Epoch 38 		Train Acc: 0.1379	Train loss: 0.0568	Test Acc: 0.1544	Test loss: 0.0559
+Epoch 39 		Train Acc: 0.1266	Train loss: 0.2930	Test Acc: 0.1481	Test loss: 0.0558
+Epoch 40 		Train Acc: 0.0928	Train loss: 0.0620	Test Acc: 0.1455	Test loss: 0.0571
+Epoch 41 		Train Acc: 0.1299	Train loss: 0.0571	Test Acc: 0.1371	Test loss: 0.0575
+Epoch 42 		Train Acc: 0.1309	Train loss: 0.0572	Test Acc: 0.1483	Test loss: 0.0554
+Epoch 43 		Train Acc: 0.1400	Train loss: 0.0561	Test Acc: 0.1636	Test loss: 0.0548
+Epoch 44 		Train Acc: 0.1420	Train loss: 0.0559	Test Acc: 0.1670	Test loss: 0.0542
+Epoch 45 		Train Acc: 0.1479	Train loss: 0.0555	Test Acc: 0.1724	Test loss: 0.0540
+Epoch 46 		Train Acc: 0.1471	Train loss: 0.0549	Test Acc: 0.1648	Test loss: 0.0543
+Epoch 47 		Train Acc: 0.1520	Train loss: 0.0549	Test Acc: 0.1663	Test loss: 0.0543
+Epoch 48 		Train Acc: 0.1514	Train loss: 0.0549	Test Acc: 0.1828	Test loss: 0.0525
+Epoch 49 		Train Acc: 0.1326	Train loss: 0.2949	Test Acc: 0.1863	Test loss: 0.0524
+Epoch 50 		Train Acc: 0.1045	Train loss: 0.0615	Test Acc: 0.1170	Test loss: 0.0734
+Epoch 51 		Train Acc: 0.1467	Train loss: 0.0564	Test Acc: 0.1207	Test loss: 0.0799
+Epoch 52 		Train Acc: 0.1521	Train loss: 0.0550	Test Acc: 0.1416	Test loss: 0.0595
+Epoch 53 		Train Acc: 0.1559	Train loss: 0.0551	Test Acc: 0.1674	Test loss: 0.0543
+Epoch 54 		Train Acc: 0.1646	Train loss: 0.0545	Test Acc: 0.1856	Test loss: 0.0525
+Epoch 55 		Train Acc: 0.1629	Train loss: 0.0543	Test Acc: 0.1943	Test loss: 0.0521
+Epoch 56 		Train Acc: 0.1678	Train loss: 0.0534	Test Acc: 0.1985	Test loss: 0.0520
+Epoch 57 		Train Acc: 0.1561	Train loss: 0.0540	Test Acc: 0.1961	Test loss: 0.0523
+Epoch 58 		Train Acc: 0.1738	Train loss: 0.0531	Test Acc: 0.2009	Test loss: 0.0515
+Epoch 59 		Train Acc: 0.1707	Train loss: 0.3120	Test Acc: 0.1809	Test loss: 0.0537
+Epoch 60 		Train Acc: 0.1109	Train loss: 0.0603	Test Acc: 0.1381	Test loss: 0.0584
+Epoch 61 		Train Acc: 0.1553	Train loss: 0.0547	Test Acc: 0.1757	Test loss: 0.0533
+Epoch 62 		Train Acc: 0.1713	Train loss: 0.0531	Test Acc: 0.1954	Test loss: 0.0517
+Epoch 63 		Train Acc: 0.1756	Train loss: 0.0527	Test Acc: 0.1994	Test loss: 0.0514
+Epoch 64 		Train Acc: 0.1811	Train loss: 0.0525	Test Acc: 0.2016	Test loss: 0.0512
+Epoch 65 		Train Acc: 0.1963	Train loss: 0.0515	Test Acc: 0.2127	Test loss: 0.0505
+Epoch 66 		Train Acc: 0.1943	Train loss: 0.0515	Test Acc: 0.2118	Test loss: 0.0503
+Epoch 67 		Train Acc: 0.1969	Train loss: 0.0511	Test Acc: 0.2196	Test loss: 0.0496
+Epoch 68 		Train Acc: 0.1902	Train loss: 0.0516	Test Acc: 0.2192	Test loss: 0.0498
+Epoch 69 		Train Acc: 0.1768	Train loss: 0.2875	Test Acc: 0.2114	Test loss: 0.0519
+Epoch 70 		Train Acc: 0.1338	Train loss: 0.0580	Test Acc: 0.1827	Test loss: 0.0563
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7  8  9 12 16 17]
+Epoch 71 		Train Acc: 0.1830	Train loss: 0.0525	Test Acc: 0.1782	Test loss: 0.0597
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8  9 12 16 17]
+Epoch 72 		Train Acc: 0.1826	Train loss: 0.0521	Test Acc: 0.1819	Test loss: 0.0553
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7  8  9 12 16 17]
+Epoch 73 		Train Acc: 0.1924	Train loss: 0.0514	Test Acc: 0.2133	Test loss: 0.0507
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7  8  9 10 12 16 17]
+Epoch 74 		Train Acc: 0.2002	Train loss: 0.0515	Test Acc: 0.2197	Test loss: 0.0496
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8  9 12 16 17]
+Epoch 75 		Train Acc: 0.2100	Train loss: 0.0503	Test Acc: 0.2128	Test loss: 0.0501
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 12 16 17]
+Epoch 76 		Train Acc: 0.2006	Train loss: 0.0511	Test Acc: 0.1922	Test loss: 0.0528
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 12 14 16 17]
+Epoch 77 		Train Acc: 0.2002	Train loss: 0.0506	Test Acc: 0.2089	Test loss: 0.0510
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 12 16 17]
+Epoch 78 		Train Acc: 0.2082	Train loss: 0.0504	Test Acc: 0.2111	Test loss: 0.0504
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 12]
+Epoch 79 		Train Acc: 0.1814	Train loss: 0.2811	Test Acc: 0.1999	Test loss: 0.0540
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 12]
+Epoch 80 		Train Acc: 0.1373	Train loss: 0.0582	Test Acc: 0.0923	Test loss: 0.1364
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  9 10 12 13 14 17]
+Epoch 81 		Train Acc: 0.1902	Train loss: 0.0532	Test Acc: 0.1559	Test loss: 0.0590
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13]
+Epoch 82 		Train Acc: 0.1809	Train loss: 0.0522	Test Acc: 0.1840	Test loss: 0.0537
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  9 13 18]
+Epoch 83 		Train Acc: 0.1957	Train loss: 0.0511	Test Acc: 0.2242	Test loss: 0.0501
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 13 18]
+Epoch 84 		Train Acc: 0.2158	Train loss: 0.0498	Test Acc: 0.2219	Test loss: 0.0506
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 10 13 18]
+Epoch 85 		Train Acc: 0.2135	Train loss: 0.0498	Test Acc: 0.2303	Test loss: 0.0490
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 13 15]
+Epoch 86 		Train Acc: 0.2209	Train loss: 0.0497	Test Acc: 0.2396	Test loss: 0.0490
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 13 15]
+Epoch 87 		Train Acc: 0.2152	Train loss: 0.0495	Test Acc: 0.2409	Test loss: 0.0483
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 88 		Train Acc: 0.2062	Train loss: 0.0494	Test Acc: 0.2396	Test loss: 0.0494
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 15]
+Epoch 89 		Train Acc: 0.1969	Train loss: 0.2860	Test Acc: 0.1688	Test loss: 0.0760
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 15]
+Epoch 90 		Train Acc: 0.1469	Train loss: 0.0576	Test Acc: 0.1173	Test loss: 0.0902
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 14 15]
+Epoch 91 		Train Acc: 0.1844	Train loss: 0.0532	Test Acc: 0.1458	Test loss: 0.0641
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 15]
+Epoch 92 		Train Acc: 0.2117	Train loss: 0.0502	Test Acc: 0.2036	Test loss: 0.0528
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 93 		Train Acc: 0.2160	Train loss: 0.0499	Test Acc: 0.2116	Test loss: 0.0545
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 94 		Train Acc: 0.2107	Train loss: 0.0492	Test Acc: 0.2319	Test loss: 0.0500
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14 17]
+Epoch 95 		Train Acc: 0.2264	Train loss: 0.0488	Test Acc: 0.2409	Test loss: 0.0477
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14 17]
+Epoch 96 		Train Acc: 0.2131	Train loss: 0.0486	Test Acc: 0.2441	Test loss: 0.0481
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10 11 14 16 17 19]
+Epoch 97 		Train Acc: 0.2305	Train loss: 0.0482	Test Acc: 0.2569	Test loss: 0.0468
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10 17 19]
+Epoch 98 		Train Acc: 0.2303	Train loss: 0.0480	Test Acc: 0.2439	Test loss: 0.0483
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10 11 16 17 19]
+Epoch 99 		Train Acc: 0.2281	Train loss: 0.2637	Test Acc: 0.2115	Test loss: 0.0546
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10 16 17]
+Epoch 100		Train Acc: 0.2451	Train loss: 0.0469	Test Acc: 0.2395	Test loss: 0.0496
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 10 11 13 16 17]
+Epoch 101		Train Acc: 0.2551	Train loss: 0.0460	Test Acc: 0.2668	Test loss: 0.0459
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8  9 10 11 13 16 17 19]
+Epoch 102		Train Acc: 0.2721	Train loss: 0.0451	Test Acc: 0.2757	Test loss: 0.0452
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8 10 11 17 19]
+Epoch 103		Train Acc: 0.2781	Train loss: 0.0451	Test Acc: 0.2842	Test loss: 0.0445
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 10 11 12 15 17 19]
+Epoch 104		Train Acc: 0.2844	Train loss: 0.0446	Test Acc: 0.2878	Test loss: 0.0443
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8 10 11 12 15 17 19]
+Epoch 105		Train Acc: 0.2852	Train loss: 0.0442	Test Acc: 0.2907	Test loss: 0.0442
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10 19]
+Epoch 106		Train Acc: 0.2875	Train loss: 0.0439	Test Acc: 0.2913	Test loss: 0.0442
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 19]
+Epoch 107		Train Acc: 0.2863	Train loss: 0.0440	Test Acc: 0.2931	Test loss: 0.0440
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 10 19]
+Epoch 108		Train Acc: 0.2945	Train loss: 0.0436	Test Acc: 0.2953	Test loss: 0.0438
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10 19]
+Epoch 109		Train Acc: 0.2512	Train loss: 0.2618	Test Acc: 0.2959	Test loss: 0.0437
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10 19]
+Epoch 110		Train Acc: 0.2900	Train loss: 0.0444	Test Acc: 0.2946	Test loss: 0.0439
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10]
+Epoch 111		Train Acc: 0.2947	Train loss: 0.0435	Test Acc: 0.2970	Test loss: 0.0438
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10]
+Epoch 112		Train Acc: 0.2908	Train loss: 0.0434	Test Acc: 0.3014	Test loss: 0.0436
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 10]
+Epoch 113		Train Acc: 0.2920	Train loss: 0.0435	Test Acc: 0.3026	Test loss: 0.0435
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 114		Train Acc: 0.2916	Train loss: 0.0436	Test Acc: 0.3037	Test loss: 0.0432
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 16]
+Epoch 115		Train Acc: 0.2928	Train loss: 0.0437	Test Acc: 0.3043	Test loss: 0.0430
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  9 12 16]
+Epoch 116		Train Acc: 0.2777	Train loss: 0.0438	Test Acc: 0.3034	Test loss: 0.0431
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 16]
+Epoch 117		Train Acc: 0.3049	Train loss: 0.0431	Test Acc: 0.3028	Test loss: 0.0432
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 16]
+Epoch 118		Train Acc: 0.2873	Train loss: 0.0435	Test Acc: 0.3061	Test loss: 0.0430
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 16]
+Epoch 119		Train Acc: 0.2709	Train loss: 0.2523	Test Acc: 0.3036	Test loss: 0.0432
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 16]
+Epoch 120		Train Acc: 0.3000	Train loss: 0.0430	Test Acc: 0.2979	Test loss: 0.0438
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 16]
+Epoch 121		Train Acc: 0.3000	Train loss: 0.0434	Test Acc: 0.2999	Test loss: 0.0437
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 122		Train Acc: 0.2932	Train loss: 0.0438	Test Acc: 0.3009	Test loss: 0.0433
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 123		Train Acc: 0.3006	Train loss: 0.0430	Test Acc: 0.3012	Test loss: 0.0432
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 124		Train Acc: 0.2975	Train loss: 0.0433	Test Acc: 0.3022	Test loss: 0.0432
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 125		Train Acc: 0.3047	Train loss: 0.0423	Test Acc: 0.3031	Test loss: 0.0431
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 126		Train Acc: 0.3084	Train loss: 0.0435	Test Acc: 0.3026	Test loss: 0.0432
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 12 16]
+Epoch 127		Train Acc: 0.2934	Train loss: 0.0432	Test Acc: 0.3071	Test loss: 0.0427
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11 12 16]
+Epoch 128		Train Acc: 0.2986	Train loss: 0.0432	Test Acc: 0.3094	Test loss: 0.0424
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  9 11 12 13 14 16]
+Epoch 129		Train Acc: 0.2660	Train loss: 0.2539	Test Acc: 0.3077	Test loss: 0.0426
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 11 12 13 14 16]
+Epoch 130		Train Acc: 0.3113	Train loss: 0.0425	Test Acc: 0.3083	Test loss: 0.0428
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 10 11 12 13 14 16]
+Epoch 131		Train Acc: 0.3006	Train loss: 0.0426	Test Acc: 0.3117	Test loss: 0.0427
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  9 10 11 12 13 16 19]
+Epoch 132		Train Acc: 0.2955	Train loss: 0.0429	Test Acc: 0.3127	Test loss: 0.0425
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  9 10 11 12 13 16 19]
+Epoch 133		Train Acc: 0.3078	Train loss: 0.0425	Test Acc: 0.3122	Test loss: 0.0426
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11]
+Epoch 134		Train Acc: 0.3070	Train loss: 0.0429	Test Acc: 0.3134	Test loss: 0.0425
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 11]
+Epoch 135		Train Acc: 0.3057	Train loss: 0.0427	Test Acc: 0.3137	Test loss: 0.0424
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 136		Train Acc: 0.3031	Train loss: 0.0428	Test Acc: 0.3115	Test loss: 0.0426
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 137		Train Acc: 0.3006	Train loss: 0.0429	Test Acc: 0.3074	Test loss: 0.0429
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 15 17 18 19]
+Epoch 138		Train Acc: 0.3063	Train loss: 0.0422	Test Acc: 0.3073	Test loss: 0.0430
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8  9 15 18]
+Epoch 139		Train Acc: 0.2871	Train loss: 0.2529	Test Acc: 0.3151	Test loss: 0.0424
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8  9 15 17 18]
+Epoch 140		Train Acc: 0.2979	Train loss: 0.0429	Test Acc: 0.3101	Test loss: 0.0432
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 12 15 16 17 18 19]
+Epoch 141		Train Acc: 0.3078	Train loss: 0.0426	Test Acc: 0.3128	Test loss: 0.0422
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 15 16 17 18 19]
+Epoch 142		Train Acc: 0.3217	Train loss: 0.0419	Test Acc: 0.3180	Test loss: 0.0419
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7  8  9 14 15 16 17 18]
+Epoch 143		Train Acc: 0.3061	Train loss: 0.0422	Test Acc: 0.3172	Test loss: 0.0418
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 14 17 18]
+Epoch 144		Train Acc: 0.3035	Train loss: 0.0428	Test Acc: 0.3136	Test loss: 0.0420
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 14 17 18]
+Epoch 145		Train Acc: 0.3090	Train loss: 0.0419	Test Acc: 0.3168	Test loss: 0.0421
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 14 17 18]
+Epoch 146		Train Acc: 0.3100	Train loss: 0.0424	Test Acc: 0.3157	Test loss: 0.0420
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14 18]
+Epoch 147		Train Acc: 0.3131	Train loss: 0.0423	Test Acc: 0.3121	Test loss: 0.0424
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14 18]
+Epoch 148		Train Acc: 0.3098	Train loss: 0.0422	Test Acc: 0.3127	Test loss: 0.0427
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14 18]
+Epoch 149		Train Acc: 0.2746	Train loss: 0.2644	Test Acc: 0.3100	Test loss: 0.0432
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14 18]
+Epoch 150		Train Acc: 0.3004	Train loss: 0.0429	Test Acc: 0.2961	Test loss: 0.0451
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14 18]
+Epoch 151		Train Acc: 0.3172	Train loss: 0.0423	Test Acc: 0.3045	Test loss: 0.0440
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 12 14 18]
+Epoch 152		Train Acc: 0.3143	Train loss: 0.0424	Test Acc: 0.3169	Test loss: 0.0420
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  9 12 13 14 18 19]
+Epoch 153		Train Acc: 0.3119	Train loss: 0.0419	Test Acc: 0.3131	Test loss: 0.0418
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  9 12 14 18 19]
+Epoch 154		Train Acc: 0.3146	Train loss: 0.0415	Test Acc: 0.3143	Test loss: 0.0418
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  9 12 14 18 19]
+Epoch 155		Train Acc: 0.3041	Train loss: 0.0425	Test Acc: 0.3202	Test loss: 0.0416
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  9 12 14 18 19]
+Epoch 156		Train Acc: 0.3230	Train loss: 0.0419	Test Acc: 0.3261	Test loss: 0.0414
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 12 14 18 19]
+Epoch 157		Train Acc: 0.3174	Train loss: 0.0416	Test Acc: 0.3240	Test loss: 0.0415
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 12 13 14 16 18 19]
+Epoch 158		Train Acc: 0.3082	Train loss: 0.0420	Test Acc: 0.3221	Test loss: 0.0415
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 12 13 14 16 18 19]
+Epoch 159		Train Acc: 0.2752	Train loss: 0.2580	Test Acc: 0.3216	Test loss: 0.0420
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 12 13 14 18 19]
+Epoch 160		Train Acc: 0.3225	Train loss: 0.0413	Test Acc: 0.3245	Test loss: 0.0417
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 12 13 14 18 19]
+Epoch 161		Train Acc: 0.3184	Train loss: 0.0418	Test Acc: 0.3271	Test loss: 0.0414
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 12 13 14 19]
+Epoch 162		Train Acc: 0.3320	Train loss: 0.0413	Test Acc: 0.3295	Test loss: 0.0412
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 163		Train Acc: 0.3283	Train loss: 0.0411	Test Acc: 0.3289	Test loss: 0.0411
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 164		Train Acc: 0.3229	Train loss: 0.0417	Test Acc: 0.3281	Test loss: 0.0411
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 165		Train Acc: 0.3135	Train loss: 0.0419	Test Acc: 0.3277	Test loss: 0.0411
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13]
+Epoch 166		Train Acc: 0.3150	Train loss: 0.0416	Test Acc: 0.3268	Test loss: 0.0411
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 167		Train Acc: 0.3141	Train loss: 0.0418	Test Acc: 0.3268	Test loss: 0.0410
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7  8  9 11 13 14 15]
+Epoch 168		Train Acc: 0.3162	Train loss: 0.0411	Test Acc: 0.3290	Test loss: 0.0410
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7  8  9 11 13 14 15]
+Epoch 169		Train Acc: 0.3043	Train loss: 0.2286	Test Acc: 0.3266	Test loss: 0.0411
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  7  8  9 11 13 14 15]
+Epoch 170		Train Acc: 0.3262	Train loss: 0.0412	Test Acc: 0.3290	Test loss: 0.0410
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8  9 11 13 15]
+Epoch 171		Train Acc: 0.3211	Train loss: 0.0413	Test Acc: 0.3293	Test loss: 0.0410
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13]
+Epoch 172		Train Acc: 0.3248	Train loss: 0.0415	Test Acc: 0.3285	Test loss: 0.0410
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 13]
+Epoch 173		Train Acc: 0.3197	Train loss: 0.0415	Test Acc: 0.3277	Test loss: 0.0410
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11 13 14]
+Epoch 174		Train Acc: 0.3311	Train loss: 0.0408	Test Acc: 0.3294	Test loss: 0.0410
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11 13 14]
+Epoch 175		Train Acc: 0.3330	Train loss: 0.0412	Test Acc: 0.3292	Test loss: 0.0409
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11 12 13 14 15 18]
+Epoch 176		Train Acc: 0.3193	Train loss: 0.0415	Test Acc: 0.3299	Test loss: 0.0409
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11 12 13 14 15]
+Epoch 177		Train Acc: 0.3324	Train loss: 0.0406	Test Acc: 0.3284	Test loss: 0.0409
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11 12 13]
+Epoch 178		Train Acc: 0.3193	Train loss: 0.0410	Test Acc: 0.3292	Test loss: 0.0409
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11 14]
+Epoch 179		Train Acc: 0.2930	Train loss: 0.2512	Test Acc: 0.3265	Test loss: 0.0410
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11 14]
+Epoch 180		Train Acc: 0.3242	Train loss: 0.0411	Test Acc: 0.3266	Test loss: 0.0410
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11 14]
+Epoch 181		Train Acc: 0.3199	Train loss: 0.0411	Test Acc: 0.3282	Test loss: 0.0409
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  8 11 14 15]
+Epoch 182		Train Acc: 0.3273	Train loss: 0.0414	Test Acc: 0.3279	Test loss: 0.0409
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 11 14 15]
+Epoch 183		Train Acc: 0.3248	Train loss: 0.0412	Test Acc: 0.3273	Test loss: 0.0409
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 184		Train Acc: 0.3242	Train loss: 0.0414	Test Acc: 0.3269	Test loss: 0.0409
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 14 15 17 19]
+Epoch 185		Train Acc: 0.3309	Train loss: 0.0412	Test Acc: 0.3286	Test loss: 0.0409
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 15 16 17]
+Epoch 186		Train Acc: 0.3270	Train loss: 0.0414	Test Acc: 0.3291	Test loss: 0.0409
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 15 16 17]
+Epoch 187		Train Acc: 0.3166	Train loss: 0.0414	Test Acc: 0.3303	Test loss: 0.0408
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 16 17 18]
+Epoch 188		Train Acc: 0.3311	Train loss: 0.0408	Test Acc: 0.3286	Test loss: 0.0409
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 16 17 18]
+Epoch 189		Train Acc: 0.2809	Train loss: 0.2531	Test Acc: 0.3287	Test loss: 0.0410
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 16 17 18]
+Epoch 190		Train Acc: 0.3199	Train loss: 0.0409	Test Acc: 0.3296	Test loss: 0.0410
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 16 17 18]
+Epoch 191		Train Acc: 0.3146	Train loss: 0.0417	Test Acc: 0.3297	Test loss: 0.0409
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 16 17 18 19]
+Epoch 192		Train Acc: 0.3289	Train loss: 0.0409	Test Acc: 0.3302	Test loss: 0.0409
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 16 17 18 19]
+Epoch 193		Train Acc: 0.3248	Train loss: 0.0412	Test Acc: 0.3306	Test loss: 0.0408
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6]
+Epoch 194		Train Acc: 0.3248	Train loss: 0.0413	Test Acc: 0.3287	Test loss: 0.0409
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 11]
+Epoch 195		Train Acc: 0.3295	Train loss: 0.0411	Test Acc: 0.3298	Test loss: 0.0409
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6 11 18]
+Epoch 196		Train Acc: 0.3256	Train loss: 0.0407	Test Acc: 0.3309	Test loss: 0.0408
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8  9 11 16 18]
+Epoch 197		Train Acc: 0.3289	Train loss: 0.0409	Test Acc: 0.3330	Test loss: 0.0408
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8  9 11 18]
+Epoch 198		Train Acc: 0.3270	Train loss: 0.0410	Test Acc: 0.3324	Test loss: 0.0408
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  8 11 18]
+Epoch 199		Train Acc: 0.2812	Train loss: 0.2394	Test Acc: 0.3323	Test loss: 0.0409
+Training finished on Tue Feb 24 02:06:19 2026 using 30 minutes and 14 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.4_seed42_cfgFedAvg_CIFAR100_config_exp0.txt

@@ -0,0 +1,339 @@
+seed: 42, num_experiments: 5, experiment_id: 0, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 20, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 8, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.24149597.0/flpoison_24149597_80/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.4_seed42_cfgFedAvg_CIFAR100_config_exp0.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42
+
+Started on Tue Feb 24 00:56:15 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0135	Train loss: 0.0750	Test Acc: 0.0108	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0152	Train loss: 0.0769	Test Acc: 0.0203	Test loss: 0.0718
+Epoch 2  		Train Acc: 0.0246	Train loss: 0.0751	Test Acc: 0.0141	Test loss: 0.1159
+Epoch 3  		Train Acc: 0.0240	Train loss: 0.0724	Test Acc: 0.0164	Test loss: 0.3867
+Epoch 4  		Train Acc: 0.0301	Train loss: 0.0705	Test Acc: 0.0200	Test loss: 0.3542
+Epoch 5  		Train Acc: 0.0328	Train loss: 0.0692	Test Acc: 0.0227	Test loss: 0.2781
+Epoch 6  		Train Acc: 0.0408	Train loss: 0.0684	Test Acc: 0.0254	Test loss: 0.1913
+Epoch 7  		Train Acc: 0.0428	Train loss: 0.0672	Test Acc: 0.0356	Test loss: 0.1067
+Epoch 8  		Train Acc: 0.0508	Train loss: 0.0663	Test Acc: 0.0327	Test loss: 0.1048
+Epoch 9  		Train Acc: 0.0379	Train loss: 0.3423	Test Acc: 0.0353	Test loss: 0.1132
+Epoch 10 		Train Acc: 0.0279	Train loss: 0.0744	Test Acc: 0.0236	Test loss: 0.5559
+Epoch 11 		Train Acc: 0.0430	Train loss: 0.0682	Test Acc: 0.0217	Test loss: 0.4916
+Epoch 12 		Train Acc: 0.0453	Train loss: 0.0672	Test Acc: 0.0244	Test loss: 0.2302
+Epoch 13 		Train Acc: 0.0508	Train loss: 0.0662	Test Acc: 0.0347	Test loss: 0.0854
+Epoch 14 		Train Acc: 0.0582	Train loss: 0.0648	Test Acc: 0.0534	Test loss: 0.0719
+Epoch 15 		Train Acc: 0.0572	Train loss: 0.0642	Test Acc: 0.0653	Test loss: 0.0663
+Epoch 16 		Train Acc: 0.0602	Train loss: 0.0645	Test Acc: 0.0693	Test loss: 0.0636
+Epoch 17 		Train Acc: 0.0625	Train loss: 0.0638	Test Acc: 0.0746	Test loss: 0.0633
+Epoch 18 		Train Acc: 0.0598	Train loss: 0.0641	Test Acc: 0.0729	Test loss: 0.0632
+Epoch 19 		Train Acc: 0.0590	Train loss: 0.3184	Test Acc: 0.0711	Test loss: 0.0663
+Epoch 20 		Train Acc: 0.0455	Train loss: 0.0690	Test Acc: 0.0419	Test loss: 0.1030
+Epoch 21 		Train Acc: 0.0609	Train loss: 0.0647	Test Acc: 0.0545	Test loss: 0.0772
+Epoch 22 		Train Acc: 0.0668	Train loss: 0.0637	Test Acc: 0.0763	Test loss: 0.0643
+Epoch 23 		Train Acc: 0.0631	Train loss: 0.0635	Test Acc: 0.0803	Test loss: 0.0625
+Epoch 24 		Train Acc: 0.0736	Train loss: 0.0629	Test Acc: 0.0791	Test loss: 0.0625
+Epoch 25 		Train Acc: 0.0818	Train loss: 0.0624	Test Acc: 0.0951	Test loss: 0.0614
+Epoch 26 		Train Acc: 0.0727	Train loss: 0.0626	Test Acc: 0.0889	Test loss: 0.0615
+Epoch 27 		Train Acc: 0.0795	Train loss: 0.0621	Test Acc: 0.0940	Test loss: 0.0612
+Epoch 28 		Train Acc: 0.0818	Train loss: 0.0617	Test Acc: 0.1044	Test loss: 0.0605
+Epoch 29 		Train Acc: 0.0611	Train loss: 0.3248	Test Acc: 0.0839	Test loss: 0.0631
+Epoch 30 		Train Acc: 0.0529	Train loss: 0.0672	Test Acc: 0.0587	Test loss: 0.0827
+Epoch 31 		Train Acc: 0.0623	Train loss: 0.0640	Test Acc: 0.0591	Test loss: 0.0778
+Epoch 32 		Train Acc: 0.0738	Train loss: 0.0627	Test Acc: 0.0828	Test loss: 0.0634
+Epoch 33 		Train Acc: 0.0818	Train loss: 0.0622	Test Acc: 0.0902	Test loss: 0.0623
+Epoch 34 		Train Acc: 0.0869	Train loss: 0.0618	Test Acc: 0.1032	Test loss: 0.0604
+Epoch 35 		Train Acc: 0.0887	Train loss: 0.0611	Test Acc: 0.1062	Test loss: 0.0602
+Epoch 36 		Train Acc: 0.0863	Train loss: 0.0609	Test Acc: 0.1070	Test loss: 0.0603
+Epoch 37 		Train Acc: 0.1031	Train loss: 0.0606	Test Acc: 0.1071	Test loss: 0.0607
+Epoch 38 		Train Acc: 0.0963	Train loss: 0.0605	Test Acc: 0.1162	Test loss: 0.0595
+Epoch 39 		Train Acc: 0.0742	Train loss: 0.3127	Test Acc: 0.1003	Test loss: 0.0609
+Epoch 40 		Train Acc: 0.0629	Train loss: 0.0656	Test Acc: 0.0741	Test loss: 0.0712
+Epoch 41 		Train Acc: 0.0779	Train loss: 0.0625	Test Acc: 0.0740	Test loss: 0.0741
+Epoch 42 		Train Acc: 0.0977	Train loss: 0.0610	Test Acc: 0.1094	Test loss: 0.0613
+Epoch 43 		Train Acc: 0.1031	Train loss: 0.0609	Test Acc: 0.1113	Test loss: 0.0605
+Epoch 44 		Train Acc: 0.0998	Train loss: 0.0607	Test Acc: 0.1141	Test loss: 0.0596
+Epoch 45 		Train Acc: 0.0996	Train loss: 0.0603	Test Acc: 0.1209	Test loss: 0.0592
+Epoch 46 		Train Acc: 0.0979	Train loss: 0.0601	Test Acc: 0.1223	Test loss: 0.0588
+Epoch 47 		Train Acc: 0.1141	Train loss: 0.0596	Test Acc: 0.1231	Test loss: 0.0587
+Epoch 48 		Train Acc: 0.1068	Train loss: 0.0596	Test Acc: 0.1251	Test loss: 0.0590
+Epoch 49 		Train Acc: 0.1039	Train loss: 0.3162	Test Acc: 0.1024	Test loss: 0.0639
+Epoch 50 		Train Acc: 0.0680	Train loss: 0.0649	Test Acc: 0.0681	Test loss: 0.0856
+Epoch 51 		Train Acc: 0.0912	Train loss: 0.0617	Test Acc: 0.0909	Test loss: 0.0647
+Epoch 52 		Train Acc: 0.0910	Train loss: 0.0608	Test Acc: 0.1067	Test loss: 0.0607
+Epoch 53 		Train Acc: 0.1098	Train loss: 0.0596	Test Acc: 0.1290	Test loss: 0.0594
+Epoch 54 		Train Acc: 0.1139	Train loss: 0.0592	Test Acc: 0.1280	Test loss: 0.0586
+Epoch 55 		Train Acc: 0.1211	Train loss: 0.0590	Test Acc: 0.1274	Test loss: 0.0584
+Epoch 56 		Train Acc: 0.1096	Train loss: 0.0594	Test Acc: 0.1345	Test loss: 0.0575
+Epoch 57 		Train Acc: 0.1230	Train loss: 0.0580	Test Acc: 0.1416	Test loss: 0.0571
+Epoch 58 		Train Acc: 0.1230	Train loss: 0.0580	Test Acc: 0.1336	Test loss: 0.0572
+Epoch 59 		Train Acc: 0.1217	Train loss: 0.3021	Test Acc: 0.1313	Test loss: 0.0593
+Epoch 60 		Train Acc: 0.0811	Train loss: 0.0626	Test Acc: 0.0830	Test loss: 0.0804
+Epoch 61 		Train Acc: 0.1100	Train loss: 0.0596	Test Acc: 0.0994	Test loss: 0.0664
+Epoch 62 		Train Acc: 0.1236	Train loss: 0.0589	Test Acc: 0.1225	Test loss: 0.0605
+Epoch 63 		Train Acc: 0.1152	Train loss: 0.0586	Test Acc: 0.1328	Test loss: 0.0588
+Epoch 64 		Train Acc: 0.1248	Train loss: 0.0583	Test Acc: 0.1414	Test loss: 0.0571
+Epoch 65 		Train Acc: 0.1189	Train loss: 0.0582	Test Acc: 0.1497	Test loss: 0.0563
+Epoch 66 		Train Acc: 0.1289	Train loss: 0.0574	Test Acc: 0.1459	Test loss: 0.0567
+Epoch 67 		Train Acc: 0.1279	Train loss: 0.0576	Test Acc: 0.1477	Test loss: 0.0562
+Epoch 68 		Train Acc: 0.1330	Train loss: 0.0575	Test Acc: 0.1524	Test loss: 0.0564
+Epoch 69 		Train Acc: 0.1303	Train loss: 0.3039	Test Acc: 0.1171	Test loss: 0.0612
+Epoch 70 		Train Acc: 0.0920	Train loss: 0.0631	Test Acc: 0.0742	Test loss: 0.0838
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 14 18]
+Epoch 71 		Train Acc: 0.1156	Train loss: 0.0591	Test Acc: 0.0659	Test loss: 0.1233
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 14 17 18]
+Epoch 72 		Train Acc: 0.1176	Train loss: 0.0585	Test Acc: 0.1082	Test loss: 0.0704
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 14 17 18]
+Epoch 73 		Train Acc: 0.1242	Train loss: 0.0578	Test Acc: 0.1311	Test loss: 0.0602
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 14 17 18]
+Epoch 74 		Train Acc: 0.1303	Train loss: 0.0576	Test Acc: 0.1445	Test loss: 0.0571
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 14 17]
+Epoch 75 		Train Acc: 0.1273	Train loss: 0.0576	Test Acc: 0.1399	Test loss: 0.0583
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 12 14 15 18]
+Epoch 76 		Train Acc: 0.1305	Train loss: 0.0574	Test Acc: 0.1479	Test loss: 0.0562
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 12 14 15 16 18]
+Epoch 77 		Train Acc: 0.1242	Train loss: 0.0575	Test Acc: 0.1425	Test loss: 0.0576
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 12 14 15 16]
+Epoch 78 		Train Acc: 0.1299	Train loss: 0.0574	Test Acc: 0.1407	Test loss: 0.0589
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 14 15]
+Epoch 79 		Train Acc: 0.1252	Train loss: 0.2980	Test Acc: 0.0973	Test loss: 0.0768
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 14 15]
+Epoch 80 		Train Acc: 0.0879	Train loss: 0.0633	Test Acc: 0.0257	Test loss: 0.6595
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 12 14 15 16 18]
+Epoch 81 		Train Acc: 0.1088	Train loss: 0.0607	Test Acc: 0.0749	Test loss: 0.1135
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 12 14 15 16 18]
+Epoch 82 		Train Acc: 0.1215	Train loss: 0.0589	Test Acc: 0.1237	Test loss: 0.0627
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 14 15 16 18]
+Epoch 83 		Train Acc: 0.1168	Train loss: 0.0581	Test Acc: 0.1409	Test loss: 0.0585
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 14]
+Epoch 84 		Train Acc: 0.1352	Train loss: 0.0574	Test Acc: 0.1345	Test loss: 0.0592
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 14]
+Epoch 85 		Train Acc: 0.1369	Train loss: 0.0575	Test Acc: 0.1182	Test loss: 0.0624
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 14]
+Epoch 86 		Train Acc: 0.1377	Train loss: 0.0572	Test Acc: 0.1139	Test loss: 0.0628
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7 8 9]
+Epoch 87 		Train Acc: 0.1375	Train loss: 0.0571	Test Acc: 0.1237	Test loss: 0.0619
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7 8 9]
+Epoch 88 		Train Acc: 0.1352	Train loss: 0.0572	Test Acc: 0.1150	Test loss: 0.0653
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7 9]
+Epoch 89 		Train Acc: 0.1176	Train loss: 0.3178	Test Acc: 0.0499	Test loss: 0.1924
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 14 19]
+Epoch 90 		Train Acc: 0.0871	Train loss: 0.0636	Test Acc: 0.0238	Test loss: 0.4226
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 13 14 17 19]
+Epoch 91 		Train Acc: 0.1076	Train loss: 0.0605	Test Acc: 0.0969	Test loss: 0.0707
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 13 14 17 19]
+Epoch 92 		Train Acc: 0.1289	Train loss: 0.0578	Test Acc: 0.1165	Test loss: 0.0601
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 13 14 17 19]
+Epoch 93 		Train Acc: 0.1287	Train loss: 0.0571	Test Acc: 0.1255	Test loss: 0.0594
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 13 14 17 19]
+Epoch 94 		Train Acc: 0.1420	Train loss: 0.0571	Test Acc: 0.1433	Test loss: 0.0579
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 13 14 17]
+Epoch 95 		Train Acc: 0.1434	Train loss: 0.0570	Test Acc: 0.1512	Test loss: 0.0568
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 14]
+Epoch 96 		Train Acc: 0.1367	Train loss: 0.0569	Test Acc: 0.1313	Test loss: 0.0636
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14]
+Epoch 97 		Train Acc: 0.1391	Train loss: 0.0567	Test Acc: 0.1148	Test loss: 0.0687
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14]
+Epoch 98 		Train Acc: 0.1285	Train loss: 0.0571	Test Acc: 0.1125	Test loss: 0.0736
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 13 14]
+Epoch 99 		Train Acc: 0.1252	Train loss: 0.3133	Test Acc: 0.1075	Test loss: 0.0881
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 14]
+Epoch 100		Train Acc: 0.1475	Train loss: 0.0564	Test Acc: 0.1218	Test loss: 0.0733
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14]
+Epoch 101		Train Acc: 0.1525	Train loss: 0.0562	Test Acc: 0.1472	Test loss: 0.0608
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 102		Train Acc: 0.1547	Train loss: 0.0551	Test Acc: 0.1626	Test loss: 0.0565
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 103		Train Acc: 0.1684	Train loss: 0.0549	Test Acc: 0.1668	Test loss: 0.0550
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 11 16]
+Epoch 104		Train Acc: 0.1580	Train loss: 0.0550	Test Acc: 0.1706	Test loss: 0.0544
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 11 16 17]
+Epoch 105		Train Acc: 0.1719	Train loss: 0.0545	Test Acc: 0.1730	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 11 16 17]
+Epoch 106		Train Acc: 0.1631	Train loss: 0.0538	Test Acc: 0.1778	Test loss: 0.0539
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 11 17]
+Epoch 107		Train Acc: 0.1738	Train loss: 0.0542	Test Acc: 0.1782	Test loss: 0.0537
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 17]
+Epoch 108		Train Acc: 0.1695	Train loss: 0.0544	Test Acc: 0.1825	Test loss: 0.0536
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 17]
+Epoch 109		Train Acc: 0.1539	Train loss: 0.2820	Test Acc: 0.1842	Test loss: 0.0538
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 15 17]
+Epoch 110		Train Acc: 0.1744	Train loss: 0.0543	Test Acc: 0.1734	Test loss: 0.0548
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 15 17]
+Epoch 111		Train Acc: 0.1703	Train loss: 0.0544	Test Acc: 0.1696	Test loss: 0.0548
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 15 17]
+Epoch 112		Train Acc: 0.1799	Train loss: 0.0537	Test Acc: 0.1767	Test loss: 0.0540
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14 15 17]
+Epoch 113		Train Acc: 0.1791	Train loss: 0.0538	Test Acc: 0.1832	Test loss: 0.0536
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 17]
+Epoch 114		Train Acc: 0.1791	Train loss: 0.0536	Test Acc: 0.1874	Test loss: 0.0535
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 17]
+Epoch 115		Train Acc: 0.1791	Train loss: 0.0537	Test Acc: 0.1858	Test loss: 0.0535
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 17]
+Epoch 116		Train Acc: 0.1629	Train loss: 0.0544	Test Acc: 0.1891	Test loss: 0.0534
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12]
+Epoch 117		Train Acc: 0.1746	Train loss: 0.0538	Test Acc: 0.1874	Test loss: 0.0536
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12]
+Epoch 118		Train Acc: 0.1682	Train loss: 0.0544	Test Acc: 0.1840	Test loss: 0.0540
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12]
+Epoch 119		Train Acc: 0.1588	Train loss: 0.2752	Test Acc: 0.1864	Test loss: 0.0540
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12]
+Epoch 120		Train Acc: 0.1684	Train loss: 0.0540	Test Acc: 0.1759	Test loss: 0.0550
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12]
+Epoch 121		Train Acc: 0.1744	Train loss: 0.0541	Test Acc: 0.1760	Test loss: 0.0546
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 16]
+Epoch 122		Train Acc: 0.1723	Train loss: 0.0537	Test Acc: 0.1854	Test loss: 0.0536
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 14 16]
+Epoch 123		Train Acc: 0.1779	Train loss: 0.0539	Test Acc: 0.1855	Test loss: 0.0534
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 14]
+Epoch 124		Train Acc: 0.1764	Train loss: 0.0541	Test Acc: 0.1812	Test loss: 0.0537
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 14]
+Epoch 125		Train Acc: 0.1781	Train loss: 0.0537	Test Acc: 0.1792	Test loss: 0.0542
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 14]
+Epoch 126		Train Acc: 0.1812	Train loss: 0.0535	Test Acc: 0.1842	Test loss: 0.0536
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14]
+Epoch 127		Train Acc: 0.1814	Train loss: 0.0541	Test Acc: 0.1925	Test loss: 0.0532
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 11 12 14 15 16 17 18]
+Epoch 128		Train Acc: 0.1727	Train loss: 0.0538	Test Acc: 0.1945	Test loss: 0.0530
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 11 12 14 15 17 18]
+Epoch 129		Train Acc: 0.1518	Train loss: 0.2916	Test Acc: 0.1903	Test loss: 0.0534
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 11 12 14 15 17 18]
+Epoch 130		Train Acc: 0.1861	Train loss: 0.0534	Test Acc: 0.1820	Test loss: 0.0545
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 11 12 14 15 17 18]
+Epoch 131		Train Acc: 0.1742	Train loss: 0.0536	Test Acc: 0.1824	Test loss: 0.0539
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 11 12 14 15 16 17 18]
+Epoch 132		Train Acc: 0.1779	Train loss: 0.0541	Test Acc: 0.1883	Test loss: 0.0532
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 11 12 14 15 16 17 18]
+Epoch 133		Train Acc: 0.1719	Train loss: 0.0540	Test Acc: 0.1919	Test loss: 0.0530
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 12 15 18]
+Epoch 134		Train Acc: 0.1791	Train loss: 0.0537	Test Acc: 0.1901	Test loss: 0.0531
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 15 18]
+Epoch 135		Train Acc: 0.1771	Train loss: 0.0535	Test Acc: 0.1875	Test loss: 0.0534
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 18]
+Epoch 136		Train Acc: 0.1695	Train loss: 0.0541	Test Acc: 0.1875	Test loss: 0.0534
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 11 12 13 15 17 18]
+Epoch 137		Train Acc: 0.1814	Train loss: 0.0537	Test Acc: 0.1940	Test loss: 0.0528
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 18]
+Epoch 138		Train Acc: 0.1912	Train loss: 0.0532	Test Acc: 0.1921	Test loss: 0.0529
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 15 18]
+Epoch 139		Train Acc: 0.1600	Train loss: 0.2830	Test Acc: 0.1920	Test loss: 0.0533
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 12 13 15 17 18]
+Epoch 140		Train Acc: 0.1879	Train loss: 0.0534	Test Acc: 0.1787	Test loss: 0.0551
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 12 13 15 17 18]
+Epoch 141		Train Acc: 0.1738	Train loss: 0.0543	Test Acc: 0.1761	Test loss: 0.0546
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 12 13 15 17 18]
+Epoch 142		Train Acc: 0.1807	Train loss: 0.0534	Test Acc: 0.1821	Test loss: 0.0540
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 12 18]
+Epoch 143		Train Acc: 0.1859	Train loss: 0.0534	Test Acc: 0.1835	Test loss: 0.0539
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 12 15 18]
+Epoch 144		Train Acc: 0.1787	Train loss: 0.0534	Test Acc: 0.1845	Test loss: 0.0538
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12]
+Epoch 145		Train Acc: 0.1816	Train loss: 0.0536	Test Acc: 0.1867	Test loss: 0.0536
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 12 15]
+Epoch 146		Train Acc: 0.1830	Train loss: 0.0538	Test Acc: 0.1936	Test loss: 0.0530
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 11 12 14 15 16]
+Epoch 147		Train Acc: 0.1723	Train loss: 0.0540	Test Acc: 0.1949	Test loss: 0.0531
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 11 12 14 15 16 18]
+Epoch 148		Train Acc: 0.1852	Train loss: 0.0530	Test Acc: 0.1950	Test loss: 0.0531
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12]
+Epoch 149		Train Acc: 0.1486	Train loss: 0.2798	Test Acc: 0.1908	Test loss: 0.0539
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 11 12 14 15 16 19]
+Epoch 150		Train Acc: 0.1795	Train loss: 0.0534	Test Acc: 0.1888	Test loss: 0.0536
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 12]
+Epoch 151		Train Acc: 0.1850	Train loss: 0.0535	Test Acc: 0.1899	Test loss: 0.0536
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 12 14 15 16 19]
+Epoch 152		Train Acc: 0.1705	Train loss: 0.0535	Test Acc: 0.1939	Test loss: 0.0531
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 14 15 16 19]
+Epoch 153		Train Acc: 0.1627	Train loss: 0.0540	Test Acc: 0.1946	Test loss: 0.0531
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 14 16 19]
+Epoch 154		Train Acc: 0.1822	Train loss: 0.0533	Test Acc: 0.1950	Test loss: 0.0532
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 14 16]
+Epoch 155		Train Acc: 0.1732	Train loss: 0.0537	Test Acc: 0.1920	Test loss: 0.0533
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 14]
+Epoch 156		Train Acc: 0.1861	Train loss: 0.0535	Test Acc: 0.1901	Test loss: 0.0534
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 14]
+Epoch 157		Train Acc: 0.1848	Train loss: 0.0531	Test Acc: 0.1932	Test loss: 0.0532
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 14]
+Epoch 158		Train Acc: 0.1826	Train loss: 0.0534	Test Acc: 0.1925	Test loss: 0.0533
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 14]
+Epoch 159		Train Acc: 0.1717	Train loss: 0.2850	Test Acc: 0.1861	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 14]
+Epoch 160		Train Acc: 0.1812	Train loss: 0.0533	Test Acc: 0.1902	Test loss: 0.0535
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 14 18]
+Epoch 161		Train Acc: 0.1947	Train loss: 0.0527	Test Acc: 0.1941	Test loss: 0.0530
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 14 18]
+Epoch 162		Train Acc: 0.1881	Train loss: 0.0528	Test Acc: 0.1963	Test loss: 0.0528
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 13 14 15 18]
+Epoch 163		Train Acc: 0.1904	Train loss: 0.0535	Test Acc: 0.1974	Test loss: 0.0526
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 14 18]
+Epoch 164		Train Acc: 0.1850	Train loss: 0.0532	Test Acc: 0.1996	Test loss: 0.0526
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 13 14 18]
+Epoch 165		Train Acc: 0.1834	Train loss: 0.0533	Test Acc: 0.1988	Test loss: 0.0526
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 18]
+Epoch 166		Train Acc: 0.1889	Train loss: 0.0532	Test Acc: 0.1983	Test loss: 0.0526
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 11 18]
+Epoch 167		Train Acc: 0.1957	Train loss: 0.0525	Test Acc: 0.1995	Test loss: 0.0525
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 168		Train Acc: 0.1846	Train loss: 0.0528	Test Acc: 0.1992	Test loss: 0.0525
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 169		Train Acc: 0.1627	Train loss: 0.2771	Test Acc: 0.1936	Test loss: 0.0529
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 170		Train Acc: 0.1998	Train loss: 0.0525	Test Acc: 0.1949	Test loss: 0.0528
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 171		Train Acc: 0.1848	Train loss: 0.0529	Test Acc: 0.1962	Test loss: 0.0528
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 11]
+Epoch 172		Train Acc: 0.1846	Train loss: 0.0535	Test Acc: 0.1983	Test loss: 0.0527
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 11]
+Epoch 173		Train Acc: 0.1887	Train loss: 0.0529	Test Acc: 0.1976	Test loss: 0.0527
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 11 17]
+Epoch 174		Train Acc: 0.1828	Train loss: 0.0531	Test Acc: 0.1966	Test loss: 0.0526
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 11 15 17]
+Epoch 175		Train Acc: 0.1836	Train loss: 0.0534	Test Acc: 0.1982	Test loss: 0.0526
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 11 15 17]
+Epoch 176		Train Acc: 0.1953	Train loss: 0.0526	Test Acc: 0.1985	Test loss: 0.0526
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 13 15 16 17 18]
+Epoch 177		Train Acc: 0.1830	Train loss: 0.0531	Test Acc: 0.1995	Test loss: 0.0525
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 15 16 17 18]
+Epoch 178		Train Acc: 0.1811	Train loss: 0.0534	Test Acc: 0.1993	Test loss: 0.0525
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 12 15 16 17 18]
+Epoch 179		Train Acc: 0.1768	Train loss: 0.2698	Test Acc: 0.1974	Test loss: 0.0527
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 12 15 16 17]
+Epoch 180		Train Acc: 0.1889	Train loss: 0.0526	Test Acc: 0.1980	Test loss: 0.0527
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 15 16 17]
+Epoch 181		Train Acc: 0.1963	Train loss: 0.0526	Test Acc: 0.1983	Test loss: 0.0526
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 15 16 17]
+Epoch 182		Train Acc: 0.1820	Train loss: 0.0530	Test Acc: 0.2002	Test loss: 0.0525
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 15 16 17]
+Epoch 183		Train Acc: 0.1936	Train loss: 0.0531	Test Acc: 0.1997	Test loss: 0.0525
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 12 13 14 15 16 17 18]
+Epoch 184		Train Acc: 0.1824	Train loss: 0.0533	Test Acc: 0.1996	Test loss: 0.0525
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 12 13 14 15 16 17 18]
+Epoch 185		Train Acc: 0.1893	Train loss: 0.0529	Test Acc: 0.2000	Test loss: 0.0525
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 12 13 14 15 16 17 18]
+Epoch 186		Train Acc: 0.1826	Train loss: 0.0527	Test Acc: 0.2012	Test loss: 0.0524
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 14 15 17]
+Epoch 187		Train Acc: 0.1857	Train loss: 0.0528	Test Acc: 0.2025	Test loss: 0.0524
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 12 14 15 17]
+Epoch 188		Train Acc: 0.1855	Train loss: 0.0528	Test Acc: 0.2017	Test loss: 0.0524
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 14 15 17]
+Epoch 189		Train Acc: 0.1748	Train loss: 0.2797	Test Acc: 0.2000	Test loss: 0.0525
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 14 15 17]
+Epoch 190		Train Acc: 0.1900	Train loss: 0.0526	Test Acc: 0.1990	Test loss: 0.0526
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 12 14 15 17 18]
+Epoch 191		Train Acc: 0.1914	Train loss: 0.0527	Test Acc: 0.2001	Test loss: 0.0525
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 14 15 17 18]
+Epoch 192		Train Acc: 0.1883	Train loss: 0.0531	Test Acc: 0.1983	Test loss: 0.0525
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 12 14 15 17 18]
+Epoch 193		Train Acc: 0.1939	Train loss: 0.0529	Test Acc: 0.2005	Test loss: 0.0525
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 15]
+Epoch 194		Train Acc: 0.1848	Train loss: 0.0531	Test Acc: 0.2000	Test loss: 0.0525
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7 8]
+Epoch 195		Train Acc: 0.1805	Train loss: 0.0528	Test Acc: 0.2017	Test loss: 0.0525
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7 8]
+Epoch 196		Train Acc: 0.1924	Train loss: 0.0528	Test Acc: 0.2003	Test loss: 0.0525
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 15 19]
+Epoch 197		Train Acc: 0.1883	Train loss: 0.0530	Test Acc: 0.2003	Test loss: 0.0525
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 11 16 19]
+Epoch 198		Train Acc: 0.1863	Train loss: 0.0536	Test Acc: 0.2000	Test loss: 0.0525
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 11 14 16 18 19]
+Epoch 199		Train Acc: 0.1715	Train loss: 0.2910	Test Acc: 0.1974	Test loss: 0.0526
+Training finished on Tue Feb 24 01:27:35 2026 using 31 minutes and 20 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.4_seed43_cfgFedAvg_CIFAR100_config_exp1.txt

@@ -0,0 +1,339 @@
+seed: 43, num_experiments: 5, experiment_id: 1, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 20, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 8, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.24149597.0/flpoison_24149597_80/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.4_seed43_cfgFedAvg_CIFAR100_config_exp1.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Tue Feb 24 01:27:35 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0117	Train loss: 0.0754	Test Acc: 0.0107	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0170	Train loss: 0.0776	Test Acc: 0.0209	Test loss: 0.0742
+Epoch 2  		Train Acc: 0.0195	Train loss: 0.0767	Test Acc: 0.0141	Test loss: 0.1594
+Epoch 3  		Train Acc: 0.0250	Train loss: 0.0746	Test Acc: 0.0126	Test loss: 0.2493
+Epoch 4  		Train Acc: 0.0285	Train loss: 0.0726	Test Acc: 0.0173	Test loss: 0.1935
+Epoch 5  		Train Acc: 0.0303	Train loss: 0.0701	Test Acc: 0.0277	Test loss: 0.1179
+Epoch 6  		Train Acc: 0.0357	Train loss: 0.0684	Test Acc: 0.0204	Test loss: 0.1126
+Epoch 7  		Train Acc: 0.0404	Train loss: 0.0677	Test Acc: 0.0397	Test loss: 0.0781
+Epoch 8  		Train Acc: 0.0426	Train loss: 0.0667	Test Acc: 0.0397	Test loss: 0.0699
+Epoch 9  		Train Acc: 0.0408	Train loss: 0.3442	Test Acc: 0.0391	Test loss: 0.0816
+Epoch 10 		Train Acc: 0.0289	Train loss: 0.0731	Test Acc: 0.0258	Test loss: 0.3380
+Epoch 11 		Train Acc: 0.0398	Train loss: 0.0683	Test Acc: 0.0220	Test loss: 0.2589
+Epoch 12 		Train Acc: 0.0475	Train loss: 0.0672	Test Acc: 0.0325	Test loss: 0.1172
+Epoch 13 		Train Acc: 0.0492	Train loss: 0.0663	Test Acc: 0.0407	Test loss: 0.0744
+Epoch 14 		Train Acc: 0.0469	Train loss: 0.0659	Test Acc: 0.0566	Test loss: 0.0672
+Epoch 15 		Train Acc: 0.0520	Train loss: 0.0649	Test Acc: 0.0602	Test loss: 0.0652
+Epoch 16 		Train Acc: 0.0568	Train loss: 0.0643	Test Acc: 0.0619	Test loss: 0.0641
+Epoch 17 		Train Acc: 0.0537	Train loss: 0.0648	Test Acc: 0.0699	Test loss: 0.0636
+Epoch 18 		Train Acc: 0.0619	Train loss: 0.0645	Test Acc: 0.0745	Test loss: 0.0627
+Epoch 19 		Train Acc: 0.0564	Train loss: 0.3241	Test Acc: 0.0663	Test loss: 0.0636
+Epoch 20 		Train Acc: 0.0357	Train loss: 0.0678	Test Acc: 0.0508	Test loss: 0.0731
+Epoch 21 		Train Acc: 0.0512	Train loss: 0.0648	Test Acc: 0.0572	Test loss: 0.0696
+Epoch 22 		Train Acc: 0.0686	Train loss: 0.0646	Test Acc: 0.0781	Test loss: 0.0644
+Epoch 23 		Train Acc: 0.0699	Train loss: 0.0639	Test Acc: 0.0796	Test loss: 0.0625
+Epoch 24 		Train Acc: 0.0693	Train loss: 0.0632	Test Acc: 0.0783	Test loss: 0.0628
+Epoch 25 		Train Acc: 0.0816	Train loss: 0.0631	Test Acc: 0.0837	Test loss: 0.0622
+Epoch 26 		Train Acc: 0.0668	Train loss: 0.0631	Test Acc: 0.0822	Test loss: 0.0619
+Epoch 27 		Train Acc: 0.0719	Train loss: 0.0630	Test Acc: 0.0814	Test loss: 0.0618
+Epoch 28 		Train Acc: 0.0771	Train loss: 0.0625	Test Acc: 0.0886	Test loss: 0.0614
+Epoch 29 		Train Acc: 0.0689	Train loss: 0.3311	Test Acc: 0.0791	Test loss: 0.0627
+Epoch 30 		Train Acc: 0.0510	Train loss: 0.0673	Test Acc: 0.0453	Test loss: 0.0808
+Epoch 31 		Train Acc: 0.0555	Train loss: 0.0641	Test Acc: 0.0511	Test loss: 0.0725
+Epoch 32 		Train Acc: 0.0668	Train loss: 0.0636	Test Acc: 0.0807	Test loss: 0.0637
+Epoch 33 		Train Acc: 0.0725	Train loss: 0.0627	Test Acc: 0.0827	Test loss: 0.0628
+Epoch 34 		Train Acc: 0.0713	Train loss: 0.0626	Test Acc: 0.0913	Test loss: 0.0617
+Epoch 35 		Train Acc: 0.0809	Train loss: 0.0619	Test Acc: 0.0889	Test loss: 0.0613
+Epoch 36 		Train Acc: 0.0820	Train loss: 0.0615	Test Acc: 0.0895	Test loss: 0.0611
+Epoch 37 		Train Acc: 0.0846	Train loss: 0.0616	Test Acc: 0.0845	Test loss: 0.0621
+Epoch 38 		Train Acc: 0.0924	Train loss: 0.0610	Test Acc: 0.0970	Test loss: 0.0608
+Epoch 39 		Train Acc: 0.0754	Train loss: 0.3382	Test Acc: 0.0887	Test loss: 0.0617
+Epoch 40 		Train Acc: 0.0615	Train loss: 0.0650	Test Acc: 0.0631	Test loss: 0.0678
+Epoch 41 		Train Acc: 0.0766	Train loss: 0.0625	Test Acc: 0.0820	Test loss: 0.0641
+Epoch 42 		Train Acc: 0.0836	Train loss: 0.0613	Test Acc: 0.0913	Test loss: 0.0621
+Epoch 43 		Train Acc: 0.0830	Train loss: 0.0613	Test Acc: 0.1067	Test loss: 0.0603
+Epoch 44 		Train Acc: 0.0875	Train loss: 0.0610	Test Acc: 0.1111	Test loss: 0.0599
+Epoch 45 		Train Acc: 0.0926	Train loss: 0.0608	Test Acc: 0.1128	Test loss: 0.0597
+Epoch 46 		Train Acc: 0.0982	Train loss: 0.0605	Test Acc: 0.1071	Test loss: 0.0596
+Epoch 47 		Train Acc: 0.0953	Train loss: 0.0604	Test Acc: 0.1111	Test loss: 0.0594
+Epoch 48 		Train Acc: 0.0945	Train loss: 0.0601	Test Acc: 0.1105	Test loss: 0.0597
+Epoch 49 		Train Acc: 0.1000	Train loss: 0.3203	Test Acc: 0.1147	Test loss: 0.0600
+Epoch 50 		Train Acc: 0.0740	Train loss: 0.0637	Test Acc: 0.0967	Test loss: 0.0633
+Epoch 51 		Train Acc: 0.0969	Train loss: 0.0607	Test Acc: 0.0973	Test loss: 0.0660
+Epoch 52 		Train Acc: 0.0922	Train loss: 0.0606	Test Acc: 0.1125	Test loss: 0.0598
+Epoch 53 		Train Acc: 0.0959	Train loss: 0.0602	Test Acc: 0.1160	Test loss: 0.0594
+Epoch 54 		Train Acc: 0.1023	Train loss: 0.0596	Test Acc: 0.1110	Test loss: 0.0592
+Epoch 55 		Train Acc: 0.1074	Train loss: 0.0591	Test Acc: 0.1196	Test loss: 0.0587
+Epoch 56 		Train Acc: 0.0992	Train loss: 0.0595	Test Acc: 0.1222	Test loss: 0.0588
+Epoch 57 		Train Acc: 0.1043	Train loss: 0.0591	Test Acc: 0.1211	Test loss: 0.0587
+Epoch 58 		Train Acc: 0.1068	Train loss: 0.0591	Test Acc: 0.1283	Test loss: 0.0576
+Epoch 59 		Train Acc: 0.0932	Train loss: 0.3017	Test Acc: 0.1164	Test loss: 0.0607
+Epoch 60 		Train Acc: 0.0762	Train loss: 0.0632	Test Acc: 0.0545	Test loss: 0.1243
+Epoch 61 		Train Acc: 0.0900	Train loss: 0.0615	Test Acc: 0.0765	Test loss: 0.0773
+Epoch 62 		Train Acc: 0.1041	Train loss: 0.0599	Test Acc: 0.1093	Test loss: 0.0605
+Epoch 63 		Train Acc: 0.1076	Train loss: 0.0597	Test Acc: 0.1201	Test loss: 0.0593
+Epoch 64 		Train Acc: 0.1000	Train loss: 0.0594	Test Acc: 0.1162	Test loss: 0.0592
+Epoch 65 		Train Acc: 0.1078	Train loss: 0.0593	Test Acc: 0.1190	Test loss: 0.0592
+Epoch 66 		Train Acc: 0.1162	Train loss: 0.0588	Test Acc: 0.1117	Test loss: 0.0599
+Epoch 67 		Train Acc: 0.1064	Train loss: 0.0594	Test Acc: 0.1254	Test loss: 0.0581
+Epoch 68 		Train Acc: 0.1209	Train loss: 0.0584	Test Acc: 0.1297	Test loss: 0.0577
+Epoch 69 		Train Acc: 0.1098	Train loss: 0.3130	Test Acc: 0.1296	Test loss: 0.0578
+Epoch 70 		Train Acc: 0.0885	Train loss: 0.0621	Test Acc: 0.1093	Test loss: 0.0606
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 13 17 18 19]
+Epoch 71 		Train Acc: 0.1049	Train loss: 0.0595	Test Acc: 0.1092	Test loss: 0.0628
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 11 18 19]
+Epoch 72 		Train Acc: 0.1078	Train loss: 0.0593	Test Acc: 0.1211	Test loss: 0.0594
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 19]
+Epoch 73 		Train Acc: 0.1158	Train loss: 0.0586	Test Acc: 0.1193	Test loss: 0.0607
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 19]
+Epoch 74 		Train Acc: 0.1170	Train loss: 0.0584	Test Acc: 0.1186	Test loss: 0.0619
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 17 19]
+Epoch 75 		Train Acc: 0.1180	Train loss: 0.0584	Test Acc: 0.1232	Test loss: 0.0592
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 17 19]
+Epoch 76 		Train Acc: 0.1066	Train loss: 0.0589	Test Acc: 0.1341	Test loss: 0.0579
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 19]
+Epoch 77 		Train Acc: 0.1121	Train loss: 0.0586	Test Acc: 0.1268	Test loss: 0.0585
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 19]
+Epoch 78 		Train Acc: 0.1238	Train loss: 0.0580	Test Acc: 0.1280	Test loss: 0.0597
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11]
+Epoch 79 		Train Acc: 0.0967	Train loss: 0.3299	Test Acc: 0.0780	Test loss: 0.0796
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 17]
+Epoch 80 		Train Acc: 0.0795	Train loss: 0.0646	Test Acc: 0.0393	Test loss: 0.1280
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 15 17]
+Epoch 81 		Train Acc: 0.0904	Train loss: 0.0611	Test Acc: 0.0791	Test loss: 0.0716
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 14 15 17]
+Epoch 82 		Train Acc: 0.1020	Train loss: 0.0599	Test Acc: 0.0896	Test loss: 0.0648
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 15 17]
+Epoch 83 		Train Acc: 0.1205	Train loss: 0.0589	Test Acc: 0.1101	Test loss: 0.0619
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 11 15 17]
+Epoch 84 		Train Acc: 0.1139	Train loss: 0.0582	Test Acc: 0.1162	Test loss: 0.0606
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 12 14 15 16 17]
+Epoch 85 		Train Acc: 0.1160	Train loss: 0.0586	Test Acc: 0.1365	Test loss: 0.0585
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 15 17]
+Epoch 86 		Train Acc: 0.1160	Train loss: 0.0588	Test Acc: 0.1407	Test loss: 0.0582
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 17]
+Epoch 87 		Train Acc: 0.1213	Train loss: 0.0583	Test Acc: 0.1384	Test loss: 0.0583
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 17]
+Epoch 88 		Train Acc: 0.1238	Train loss: 0.0581	Test Acc: 0.1271	Test loss: 0.0608
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 13 17]
+Epoch 89 		Train Acc: 0.1111	Train loss: 0.3139	Test Acc: 0.1066	Test loss: 0.0668
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 13 17]
+Epoch 90 		Train Acc: 0.0822	Train loss: 0.0631	Test Acc: 0.0658	Test loss: 0.1099
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 13 16 17 19]
+Epoch 91 		Train Acc: 0.1150	Train loss: 0.0594	Test Acc: 0.1037	Test loss: 0.0661
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 13 17 19]
+Epoch 92 		Train Acc: 0.1172	Train loss: 0.0595	Test Acc: 0.1263	Test loss: 0.0596
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 13 17 19]
+Epoch 93 		Train Acc: 0.1283	Train loss: 0.0581	Test Acc: 0.1160	Test loss: 0.0624
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 13 17 19]
+Epoch 94 		Train Acc: 0.1227	Train loss: 0.0581	Test Acc: 0.1332	Test loss: 0.0585
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 16 17 19]
+Epoch 95 		Train Acc: 0.1248	Train loss: 0.0582	Test Acc: 0.1361	Test loss: 0.0575
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 16 17 19]
+Epoch 96 		Train Acc: 0.1250	Train loss: 0.0577	Test Acc: 0.1389	Test loss: 0.0575
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 11 16]
+Epoch 97 		Train Acc: 0.1309	Train loss: 0.0576	Test Acc: 0.1438	Test loss: 0.0572
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 11 16]
+Epoch 98 		Train Acc: 0.1293	Train loss: 0.0577	Test Acc: 0.1446	Test loss: 0.0575
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 11 16]
+Epoch 99 		Train Acc: 0.1061	Train loss: 0.3167	Test Acc: 0.1275	Test loss: 0.0708
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 11 16]
+Epoch 100		Train Acc: 0.1467	Train loss: 0.0569	Test Acc: 0.1365	Test loss: 0.0618
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 11 16 19]
+Epoch 101		Train Acc: 0.1504	Train loss: 0.0556	Test Acc: 0.1481	Test loss: 0.0570
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 16 18 19]
+Epoch 102		Train Acc: 0.1449	Train loss: 0.0561	Test Acc: 0.1541	Test loss: 0.0560
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 16 18 19]
+Epoch 103		Train Acc: 0.1447	Train loss: 0.0559	Test Acc: 0.1535	Test loss: 0.0558
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7 8]
+Epoch 104		Train Acc: 0.1500	Train loss: 0.0560	Test Acc: 0.1589	Test loss: 0.0554
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 105		Train Acc: 0.1564	Train loss: 0.0552	Test Acc: 0.1629	Test loss: 0.0552
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7 8]
+Epoch 106		Train Acc: 0.1516	Train loss: 0.0558	Test Acc: 0.1653	Test loss: 0.0550
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 107		Train Acc: 0.1520	Train loss: 0.0557	Test Acc: 0.1648	Test loss: 0.0550
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 15 16]
+Epoch 108		Train Acc: 0.1611	Train loss: 0.0550	Test Acc: 0.1669	Test loss: 0.0550
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 15 16]
+Epoch 109		Train Acc: 0.1393	Train loss: 0.2872	Test Acc: 0.1686	Test loss: 0.0553
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 13 15 16]
+Epoch 110		Train Acc: 0.1627	Train loss: 0.0547	Test Acc: 0.1602	Test loss: 0.0557
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 15 16]
+Epoch 111		Train Acc: 0.1594	Train loss: 0.0550	Test Acc: 0.1619	Test loss: 0.0554
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 15 16]
+Epoch 112		Train Acc: 0.1539	Train loss: 0.0554	Test Acc: 0.1643	Test loss: 0.0550
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 13 15 16 17]
+Epoch 113		Train Acc: 0.1717	Train loss: 0.0548	Test Acc: 0.1661	Test loss: 0.0550
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 15 16 17]
+Epoch 114		Train Acc: 0.1666	Train loss: 0.0547	Test Acc: 0.1717	Test loss: 0.0549
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 16]
+Epoch 115		Train Acc: 0.1533	Train loss: 0.0553	Test Acc: 0.1716	Test loss: 0.0548
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 14 15 16 17]
+Epoch 116		Train Acc: 0.1600	Train loss: 0.0550	Test Acc: 0.1709	Test loss: 0.0548
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 14 15 16]
+Epoch 117		Train Acc: 0.1537	Train loss: 0.0553	Test Acc: 0.1676	Test loss: 0.0550
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 12 14 16]
+Epoch 118		Train Acc: 0.1531	Train loss: 0.0554	Test Acc: 0.1676	Test loss: 0.0548
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 12 14 16]
+Epoch 119		Train Acc: 0.1262	Train loss: 0.2991	Test Acc: 0.1692	Test loss: 0.0550
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 12 14 16]
+Epoch 120		Train Acc: 0.1465	Train loss: 0.0554	Test Acc: 0.1693	Test loss: 0.0557
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 12 13 14 16]
+Epoch 121		Train Acc: 0.1602	Train loss: 0.0550	Test Acc: 0.1718	Test loss: 0.0549
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 12 13 14 16]
+Epoch 122		Train Acc: 0.1553	Train loss: 0.0556	Test Acc: 0.1713	Test loss: 0.0548
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 13]
+Epoch 123		Train Acc: 0.1666	Train loss: 0.0545	Test Acc: 0.1711	Test loss: 0.0547
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 12 13 19]
+Epoch 124		Train Acc: 0.1650	Train loss: 0.0548	Test Acc: 0.1706	Test loss: 0.0546
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 19]
+Epoch 125		Train Acc: 0.1625	Train loss: 0.0547	Test Acc: 0.1717	Test loss: 0.0546
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 12 19]
+Epoch 126		Train Acc: 0.1609	Train loss: 0.0547	Test Acc: 0.1716	Test loss: 0.0546
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 12 19]
+Epoch 127		Train Acc: 0.1602	Train loss: 0.0548	Test Acc: 0.1737	Test loss: 0.0543
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 19]
+Epoch 128		Train Acc: 0.1633	Train loss: 0.0545	Test Acc: 0.1745	Test loss: 0.0543
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 12 19]
+Epoch 129		Train Acc: 0.1350	Train loss: 0.3076	Test Acc: 0.1715	Test loss: 0.0547
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 11 12 15 19]
+Epoch 130		Train Acc: 0.1621	Train loss: 0.0552	Test Acc: 0.1649	Test loss: 0.0556
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 11 12 15 18 19]
+Epoch 131		Train Acc: 0.1549	Train loss: 0.0544	Test Acc: 0.1709	Test loss: 0.0550
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 12 15 19]
+Epoch 132		Train Acc: 0.1682	Train loss: 0.0549	Test Acc: 0.1673	Test loss: 0.0550
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 15 19]
+Epoch 133		Train Acc: 0.1525	Train loss: 0.0557	Test Acc: 0.1681	Test loss: 0.0551
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 15 19]
+Epoch 134		Train Acc: 0.1590	Train loss: 0.0544	Test Acc: 0.1740	Test loss: 0.0544
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 135		Train Acc: 0.1598	Train loss: 0.0549	Test Acc: 0.1691	Test loss: 0.0547
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 15]
+Epoch 136		Train Acc: 0.1615	Train loss: 0.0549	Test Acc: 0.1692	Test loss: 0.0548
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 15 19]
+Epoch 137		Train Acc: 0.1621	Train loss: 0.0547	Test Acc: 0.1709	Test loss: 0.0544
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 15 19]
+Epoch 138		Train Acc: 0.1512	Train loss: 0.0554	Test Acc: 0.1742	Test loss: 0.0544
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 15]
+Epoch 139		Train Acc: 0.1418	Train loss: 0.2969	Test Acc: 0.1733	Test loss: 0.0545
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 140		Train Acc: 0.1656	Train loss: 0.0550	Test Acc: 0.1637	Test loss: 0.0563
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 141		Train Acc: 0.1645	Train loss: 0.0548	Test Acc: 0.1650	Test loss: 0.0556
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 19]
+Epoch 142		Train Acc: 0.1686	Train loss: 0.0544	Test Acc: 0.1710	Test loss: 0.0548
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 143		Train Acc: 0.1533	Train loss: 0.0551	Test Acc: 0.1678	Test loss: 0.0549
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 144		Train Acc: 0.1625	Train loss: 0.0549	Test Acc: 0.1692	Test loss: 0.0548
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 12 14 19]
+Epoch 145		Train Acc: 0.1662	Train loss: 0.0550	Test Acc: 0.1672	Test loss: 0.0548
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14]
+Epoch 146		Train Acc: 0.1619	Train loss: 0.0545	Test Acc: 0.1681	Test loss: 0.0549
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 12 13 14]
+Epoch 147		Train Acc: 0.1627	Train loss: 0.0549	Test Acc: 0.1663	Test loss: 0.0549
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 14]
+Epoch 148		Train Acc: 0.1572	Train loss: 0.0554	Test Acc: 0.1695	Test loss: 0.0547
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 11 12 13 14 18]
+Epoch 149		Train Acc: 0.1414	Train loss: 0.2903	Test Acc: 0.1697	Test loss: 0.0547
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 11 12 13 14 18]
+Epoch 150		Train Acc: 0.1607	Train loss: 0.0552	Test Acc: 0.1688	Test loss: 0.0552
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 11 12 13 14]
+Epoch 151		Train Acc: 0.1691	Train loss: 0.0548	Test Acc: 0.1674	Test loss: 0.0550
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 12 14]
+Epoch 152		Train Acc: 0.1645	Train loss: 0.0547	Test Acc: 0.1709	Test loss: 0.0547
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 14]
+Epoch 153		Train Acc: 0.1598	Train loss: 0.0548	Test Acc: 0.1653	Test loss: 0.0552
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 154		Train Acc: 0.1596	Train loss: 0.0548	Test Acc: 0.1695	Test loss: 0.0547
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 155		Train Acc: 0.1604	Train loss: 0.0547	Test Acc: 0.1725	Test loss: 0.0547
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 16]
+Epoch 156		Train Acc: 0.1604	Train loss: 0.0546	Test Acc: 0.1721	Test loss: 0.0549
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 11 12 16]
+Epoch 157		Train Acc: 0.1592	Train loss: 0.0549	Test Acc: 0.1693	Test loss: 0.0549
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 16]
+Epoch 158		Train Acc: 0.1539	Train loss: 0.0554	Test Acc: 0.1667	Test loss: 0.0549
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 16]
+Epoch 159		Train Acc: 0.1455	Train loss: 0.2914	Test Acc: 0.1666	Test loss: 0.0551
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 16]
+Epoch 160		Train Acc: 0.1654	Train loss: 0.0548	Test Acc: 0.1681	Test loss: 0.0548
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 16]
+Epoch 161		Train Acc: 0.1727	Train loss: 0.0543	Test Acc: 0.1711	Test loss: 0.0545
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 16]
+Epoch 162		Train Acc: 0.1635	Train loss: 0.0543	Test Acc: 0.1720	Test loss: 0.0544
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 16]
+Epoch 163		Train Acc: 0.1676	Train loss: 0.0546	Test Acc: 0.1743	Test loss: 0.0543
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 16]
+Epoch 164		Train Acc: 0.1555	Train loss: 0.0550	Test Acc: 0.1742	Test loss: 0.0543
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11]
+Epoch 165		Train Acc: 0.1738	Train loss: 0.0536	Test Acc: 0.1732	Test loss: 0.0543
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11]
+Epoch 166		Train Acc: 0.1701	Train loss: 0.0542	Test Acc: 0.1742	Test loss: 0.0543
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10]
+Epoch 167		Train Acc: 0.1654	Train loss: 0.0545	Test Acc: 0.1743	Test loss: 0.0544
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10]
+Epoch 168		Train Acc: 0.1717	Train loss: 0.0542	Test Acc: 0.1727	Test loss: 0.0543
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10]
+Epoch 169		Train Acc: 0.1461	Train loss: 0.2987	Test Acc: 0.1692	Test loss: 0.0547
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 15]
+Epoch 170		Train Acc: 0.1674	Train loss: 0.0541	Test Acc: 0.1714	Test loss: 0.0545
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 15 17]
+Epoch 171		Train Acc: 0.1779	Train loss: 0.0543	Test Acc: 0.1737	Test loss: 0.0543
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10]
+Epoch 172		Train Acc: 0.1686	Train loss: 0.0543	Test Acc: 0.1731	Test loss: 0.0542
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 15]
+Epoch 173		Train Acc: 0.1686	Train loss: 0.0546	Test Acc: 0.1743	Test loss: 0.0542
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 14 15 17 18 19]
+Epoch 174		Train Acc: 0.1775	Train loss: 0.0542	Test Acc: 0.1756	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10]
+Epoch 175		Train Acc: 0.1650	Train loss: 0.0547	Test Acc: 0.1756	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14]
+Epoch 176		Train Acc: 0.1701	Train loss: 0.0542	Test Acc: 0.1752	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14 15]
+Epoch 177		Train Acc: 0.1742	Train loss: 0.0541	Test Acc: 0.1736	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 11 14 15]
+Epoch 178		Train Acc: 0.1639	Train loss: 0.0546	Test Acc: 0.1735	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 11 12 13 14 15 19]
+Epoch 179		Train Acc: 0.1375	Train loss: 0.2985	Test Acc: 0.1744	Test loss: 0.0543
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14 19]
+Epoch 180		Train Acc: 0.1898	Train loss: 0.0538	Test Acc: 0.1742	Test loss: 0.0542
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14 19]
+Epoch 181		Train Acc: 0.1715	Train loss: 0.0543	Test Acc: 0.1743	Test loss: 0.0542
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14 19]
+Epoch 182		Train Acc: 0.1742	Train loss: 0.0541	Test Acc: 0.1757	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14 19]
+Epoch 183		Train Acc: 0.1605	Train loss: 0.0544	Test Acc: 0.1758	Test loss: 0.0540
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 14 19]
+Epoch 184		Train Acc: 0.1738	Train loss: 0.0545	Test Acc: 0.1767	Test loss: 0.0540
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 14 19]
+Epoch 185		Train Acc: 0.1719	Train loss: 0.0546	Test Acc: 0.1765	Test loss: 0.0540
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 14 19]
+Epoch 186		Train Acc: 0.1582	Train loss: 0.0545	Test Acc: 0.1770	Test loss: 0.0540
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 18]
+Epoch 187		Train Acc: 0.1672	Train loss: 0.0544	Test Acc: 0.1765	Test loss: 0.0540
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 18]
+Epoch 188		Train Acc: 0.1695	Train loss: 0.0543	Test Acc: 0.1762	Test loss: 0.0540
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 18]
+Epoch 189		Train Acc: 0.1801	Train loss: 0.2833	Test Acc: 0.1738	Test loss: 0.0543
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 18]
+Epoch 190		Train Acc: 0.1711	Train loss: 0.0543	Test Acc: 0.1737	Test loss: 0.0542
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 18]
+Epoch 191		Train Acc: 0.1799	Train loss: 0.0540	Test Acc: 0.1738	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 18]
+Epoch 192		Train Acc: 0.1795	Train loss: 0.0543	Test Acc: 0.1744	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 13 18]
+Epoch 193		Train Acc: 0.1678	Train loss: 0.0544	Test Acc: 0.1743	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 18]
+Epoch 194		Train Acc: 0.1641	Train loss: 0.0546	Test Acc: 0.1737	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 15 17 18]
+Epoch 195		Train Acc: 0.1689	Train loss: 0.0544	Test Acc: 0.1726	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 15 17 18]
+Epoch 196		Train Acc: 0.1730	Train loss: 0.0542	Test Acc: 0.1736	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 14 15 16 17 18 19]
+Epoch 197		Train Acc: 0.1785	Train loss: 0.0542	Test Acc: 0.1746	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 14 15 16 17 18 19]
+Epoch 198		Train Acc: 0.1682	Train loss: 0.0547	Test Acc: 0.1750	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 14 15 16 17 18 19]
+Epoch 199		Train Acc: 0.1463	Train loss: 0.2900	Test Acc: 0.1746	Test loss: 0.0541
+Training finished on Tue Feb 24 01:58:47 2026 using 31 minutes and 11 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.4_seed44_cfgFedAvg_CIFAR100_config_exp2.txt

@@ -0,0 +1,339 @@
+seed: 44, num_experiments: 5, experiment_id: 2, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 20, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 8, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.24149597.0/flpoison_24149597_80/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.4_seed44_cfgFedAvg_CIFAR100_config_exp2.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Tue Feb 24 01:58:47 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0125	Train loss: 0.0756	Test Acc: 0.0123	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0191	Train loss: 0.0774	Test Acc: 0.0135	Test loss: 0.0814
+Epoch 2  		Train Acc: 0.0170	Train loss: 0.0779	Test Acc: 0.0108	Test loss: 0.4373
+Epoch 3  		Train Acc: 0.0201	Train loss: 0.0749	Test Acc: 0.0103	Test loss: 0.8447
+Epoch 4  		Train Acc: 0.0279	Train loss: 0.0718	Test Acc: 0.0188	Test loss: 0.4208
+Epoch 5  		Train Acc: 0.0295	Train loss: 0.0699	Test Acc: 0.0242	Test loss: 0.2152
+Epoch 6  		Train Acc: 0.0375	Train loss: 0.0684	Test Acc: 0.0286	Test loss: 0.1294
+Epoch 7  		Train Acc: 0.0387	Train loss: 0.0677	Test Acc: 0.0345	Test loss: 0.0863
+Epoch 8  		Train Acc: 0.0434	Train loss: 0.0670	Test Acc: 0.0338	Test loss: 0.0777
+Epoch 9  		Train Acc: 0.0340	Train loss: 0.3478	Test Acc: 0.0334	Test loss: 0.0921
+Epoch 10 		Train Acc: 0.0277	Train loss: 0.0732	Test Acc: 0.0224	Test loss: 0.3167
+Epoch 11 		Train Acc: 0.0322	Train loss: 0.0690	Test Acc: 0.0220	Test loss: 0.3488
+Epoch 12 		Train Acc: 0.0455	Train loss: 0.0681	Test Acc: 0.0261	Test loss: 0.1736
+Epoch 13 		Train Acc: 0.0461	Train loss: 0.0671	Test Acc: 0.0277	Test loss: 0.0907
+Epoch 14 		Train Acc: 0.0463	Train loss: 0.0663	Test Acc: 0.0404	Test loss: 0.0712
+Epoch 15 		Train Acc: 0.0514	Train loss: 0.0655	Test Acc: 0.0575	Test loss: 0.0659
+Epoch 16 		Train Acc: 0.0494	Train loss: 0.0649	Test Acc: 0.0649	Test loss: 0.0643
+Epoch 17 		Train Acc: 0.0549	Train loss: 0.0646	Test Acc: 0.0651	Test loss: 0.0635
+Epoch 18 		Train Acc: 0.0541	Train loss: 0.0645	Test Acc: 0.0710	Test loss: 0.0634
+Epoch 19 		Train Acc: 0.0539	Train loss: 0.3276	Test Acc: 0.0711	Test loss: 0.0635
+Epoch 20 		Train Acc: 0.0389	Train loss: 0.0685	Test Acc: 0.0522	Test loss: 0.0692
+Epoch 21 		Train Acc: 0.0521	Train loss: 0.0655	Test Acc: 0.0562	Test loss: 0.0703
+Epoch 22 		Train Acc: 0.0645	Train loss: 0.0643	Test Acc: 0.0562	Test loss: 0.0668
+Epoch 23 		Train Acc: 0.0627	Train loss: 0.0639	Test Acc: 0.0712	Test loss: 0.0638
+Epoch 24 		Train Acc: 0.0701	Train loss: 0.0637	Test Acc: 0.0730	Test loss: 0.0631
+Epoch 25 		Train Acc: 0.0715	Train loss: 0.0632	Test Acc: 0.0769	Test loss: 0.0631
+Epoch 26 		Train Acc: 0.0699	Train loss: 0.0628	Test Acc: 0.0838	Test loss: 0.0624
+Epoch 27 		Train Acc: 0.0668	Train loss: 0.0628	Test Acc: 0.0829	Test loss: 0.0622
+Epoch 28 		Train Acc: 0.0752	Train loss: 0.0623	Test Acc: 0.0946	Test loss: 0.0611
+Epoch 29 		Train Acc: 0.0703	Train loss: 0.3288	Test Acc: 0.0797	Test loss: 0.0628
+Epoch 30 		Train Acc: 0.0475	Train loss: 0.0666	Test Acc: 0.0650	Test loss: 0.0688
+Epoch 31 		Train Acc: 0.0645	Train loss: 0.0638	Test Acc: 0.0791	Test loss: 0.0669
+Epoch 32 		Train Acc: 0.0770	Train loss: 0.0626	Test Acc: 0.0799	Test loss: 0.0636
+Epoch 33 		Train Acc: 0.0789	Train loss: 0.0622	Test Acc: 0.0872	Test loss: 0.0622
+Epoch 34 		Train Acc: 0.0807	Train loss: 0.0620	Test Acc: 0.0864	Test loss: 0.0618
+Epoch 35 		Train Acc: 0.0846	Train loss: 0.0620	Test Acc: 0.0919	Test loss: 0.0613
+Epoch 36 		Train Acc: 0.0814	Train loss: 0.0615	Test Acc: 0.0932	Test loss: 0.0618
+Epoch 37 		Train Acc: 0.0805	Train loss: 0.0622	Test Acc: 0.0974	Test loss: 0.0607
+Epoch 38 		Train Acc: 0.0826	Train loss: 0.0611	Test Acc: 0.1068	Test loss: 0.0600
+Epoch 39 		Train Acc: 0.0820	Train loss: 0.3252	Test Acc: 0.1004	Test loss: 0.0619
+Epoch 40 		Train Acc: 0.0559	Train loss: 0.0652	Test Acc: 0.0722	Test loss: 0.0768
+Epoch 41 		Train Acc: 0.0822	Train loss: 0.0629	Test Acc: 0.0735	Test loss: 0.0758
+Epoch 42 		Train Acc: 0.0822	Train loss: 0.0619	Test Acc: 0.0839	Test loss: 0.0650
+Epoch 43 		Train Acc: 0.0928	Train loss: 0.0615	Test Acc: 0.0965	Test loss: 0.0616
+Epoch 44 		Train Acc: 0.0924	Train loss: 0.0610	Test Acc: 0.1058	Test loss: 0.0607
+Epoch 45 		Train Acc: 0.0916	Train loss: 0.0610	Test Acc: 0.1052	Test loss: 0.0602
+Epoch 46 		Train Acc: 0.0965	Train loss: 0.0606	Test Acc: 0.1078	Test loss: 0.0601
+Epoch 47 		Train Acc: 0.0996	Train loss: 0.0600	Test Acc: 0.1067	Test loss: 0.0599
+Epoch 48 		Train Acc: 0.1018	Train loss: 0.0602	Test Acc: 0.1143	Test loss: 0.0594
+Epoch 49 		Train Acc: 0.0869	Train loss: 0.3185	Test Acc: 0.0963	Test loss: 0.0608
+Epoch 50 		Train Acc: 0.0695	Train loss: 0.0640	Test Acc: 0.0730	Test loss: 0.0701
+Epoch 51 		Train Acc: 0.0816	Train loss: 0.0620	Test Acc: 0.0855	Test loss: 0.0635
+Epoch 52 		Train Acc: 0.0980	Train loss: 0.0605	Test Acc: 0.1056	Test loss: 0.0606
+Epoch 53 		Train Acc: 0.0943	Train loss: 0.0605	Test Acc: 0.1119	Test loss: 0.0597
+Epoch 54 		Train Acc: 0.0982	Train loss: 0.0599	Test Acc: 0.1125	Test loss: 0.0594
+Epoch 55 		Train Acc: 0.0953	Train loss: 0.0603	Test Acc: 0.1158	Test loss: 0.0591
+Epoch 56 		Train Acc: 0.1043	Train loss: 0.0599	Test Acc: 0.1231	Test loss: 0.0586
+Epoch 57 		Train Acc: 0.1080	Train loss: 0.0593	Test Acc: 0.1230	Test loss: 0.0579
+Epoch 58 		Train Acc: 0.1080	Train loss: 0.0593	Test Acc: 0.1283	Test loss: 0.0581
+Epoch 59 		Train Acc: 0.0994	Train loss: 0.3112	Test Acc: 0.1221	Test loss: 0.0591
+Epoch 60 		Train Acc: 0.0750	Train loss: 0.0643	Test Acc: 0.0813	Test loss: 0.0749
+Epoch 61 		Train Acc: 0.0930	Train loss: 0.0614	Test Acc: 0.0939	Test loss: 0.0702
+Epoch 62 		Train Acc: 0.0949	Train loss: 0.0607	Test Acc: 0.1086	Test loss: 0.0605
+Epoch 63 		Train Acc: 0.0979	Train loss: 0.0599	Test Acc: 0.1126	Test loss: 0.0600
+Epoch 64 		Train Acc: 0.1023	Train loss: 0.0598	Test Acc: 0.1191	Test loss: 0.0591
+Epoch 65 		Train Acc: 0.1105	Train loss: 0.0590	Test Acc: 0.1264	Test loss: 0.0582
+Epoch 66 		Train Acc: 0.1180	Train loss: 0.0587	Test Acc: 0.1272	Test loss: 0.0580
+Epoch 67 		Train Acc: 0.1111	Train loss: 0.0591	Test Acc: 0.1374	Test loss: 0.0575
+Epoch 68 		Train Acc: 0.1197	Train loss: 0.0588	Test Acc: 0.1316	Test loss: 0.0581
+Epoch 69 		Train Acc: 0.1018	Train loss: 0.3156	Test Acc: 0.1277	Test loss: 0.0576
+Epoch 70 		Train Acc: 0.0738	Train loss: 0.0625	Test Acc: 0.0934	Test loss: 0.0648
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 12 13 14 15 16 18 19]
+Epoch 71 		Train Acc: 0.1072	Train loss: 0.0601	Test Acc: 0.1096	Test loss: 0.0618
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 12 13 19]
+Epoch 72 		Train Acc: 0.1109	Train loss: 0.0591	Test Acc: 0.1299	Test loss: 0.0587
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 12 13 14 15 19]
+Epoch 73 		Train Acc: 0.1207	Train loss: 0.0587	Test Acc: 0.1310	Test loss: 0.0584
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 12 13 14 15 19]
+Epoch 74 		Train Acc: 0.1195	Train loss: 0.0583	Test Acc: 0.1309	Test loss: 0.0579
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 12 13 15 19]
+Epoch 75 		Train Acc: 0.1266	Train loss: 0.0582	Test Acc: 0.1323	Test loss: 0.0584
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 12 13 19]
+Epoch 76 		Train Acc: 0.1229	Train loss: 0.0581	Test Acc: 0.1256	Test loss: 0.0599
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 12 13 19]
+Epoch 77 		Train Acc: 0.1236	Train loss: 0.0584	Test Acc: 0.1319	Test loss: 0.0598
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 18 19]
+Epoch 78 		Train Acc: 0.1268	Train loss: 0.0586	Test Acc: 0.1367	Test loss: 0.0580
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 12 13 16]
+Epoch 79 		Train Acc: 0.1252	Train loss: 0.3024	Test Acc: 0.1288	Test loss: 0.0612
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 12 13 16]
+Epoch 80 		Train Acc: 0.0891	Train loss: 0.0621	Test Acc: 0.0510	Test loss: 0.1262
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 12 14]
+Epoch 81 		Train Acc: 0.0996	Train loss: 0.0606	Test Acc: 0.0990	Test loss: 0.0691
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 12 14 15 16 18]
+Epoch 82 		Train Acc: 0.1104	Train loss: 0.0596	Test Acc: 0.1106	Test loss: 0.0605
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 12 14 16 18]
+Epoch 83 		Train Acc: 0.1117	Train loss: 0.0588	Test Acc: 0.1189	Test loss: 0.0596
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 12 13 14 16 18]
+Epoch 84 		Train Acc: 0.1117	Train loss: 0.0585	Test Acc: 0.1286	Test loss: 0.0589
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 16 18]
+Epoch 85 		Train Acc: 0.1191	Train loss: 0.0583	Test Acc: 0.1348	Test loss: 0.0582
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 14 16]
+Epoch 86 		Train Acc: 0.1301	Train loss: 0.0576	Test Acc: 0.1392	Test loss: 0.0588
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 14 16]
+Epoch 87 		Train Acc: 0.1193	Train loss: 0.0584	Test Acc: 0.1298	Test loss: 0.0599
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 13 14 15 16 17]
+Epoch 88 		Train Acc: 0.1273	Train loss: 0.0577	Test Acc: 0.1430	Test loss: 0.0572
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 14 15 16 17]
+Epoch 89 		Train Acc: 0.1092	Train loss: 0.3113	Test Acc: 0.1081	Test loss: 0.0700
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 14 15 16 17]
+Epoch 90 		Train Acc: 0.0863	Train loss: 0.0631	Test Acc: 0.0762	Test loss: 0.0764
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 13 14 15 16 17]
+Epoch 91 		Train Acc: 0.1037	Train loss: 0.0604	Test Acc: 0.1089	Test loss: 0.0658
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 13 14 15 16 17]
+Epoch 92 		Train Acc: 0.1174	Train loss: 0.0589	Test Acc: 0.1232	Test loss: 0.0608
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 13 14 15 16 17]
+Epoch 93 		Train Acc: 0.1164	Train loss: 0.0584	Test Acc: 0.1343	Test loss: 0.0589
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 11 13 14 15 16 17]
+Epoch 94 		Train Acc: 0.1178	Train loss: 0.0584	Test Acc: 0.1394	Test loss: 0.0583
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 12 13 14 15 16 17]
+Epoch 95 		Train Acc: 0.1172	Train loss: 0.0579	Test Acc: 0.1413	Test loss: 0.0574
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 12 13 14 15 16]
+Epoch 96 		Train Acc: 0.1314	Train loss: 0.0569	Test Acc: 0.1482	Test loss: 0.0570
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 11 12 14 15]
+Epoch 97 		Train Acc: 0.1354	Train loss: 0.0572	Test Acc: 0.1386	Test loss: 0.0596
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 11 12 13 14 15 19]
+Epoch 98 		Train Acc: 0.1340	Train loss: 0.0574	Test Acc: 0.1540	Test loss: 0.0562
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 11 12 13 14 19]
+Epoch 99 		Train Acc: 0.1191	Train loss: 0.3097	Test Acc: 0.1409	Test loss: 0.0612
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 11 12 13 14 19]
+Epoch 100		Train Acc: 0.1398	Train loss: 0.0565	Test Acc: 0.1472	Test loss: 0.0583
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 12 13 14 19]
+Epoch 101		Train Acc: 0.1475	Train loss: 0.0560	Test Acc: 0.1541	Test loss: 0.0558
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 12 13 14 18 19]
+Epoch 102		Train Acc: 0.1521	Train loss: 0.0558	Test Acc: 0.1560	Test loss: 0.0554
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 11 12 13 14]
+Epoch 103		Train Acc: 0.1533	Train loss: 0.0558	Test Acc: 0.1609	Test loss: 0.0554
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 12 13 14 18 19]
+Epoch 104		Train Acc: 0.1498	Train loss: 0.0555	Test Acc: 0.1653	Test loss: 0.0550
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13]
+Epoch 105		Train Acc: 0.1605	Train loss: 0.0552	Test Acc: 0.1671	Test loss: 0.0548
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13]
+Epoch 106		Train Acc: 0.1611	Train loss: 0.0547	Test Acc: 0.1650	Test loss: 0.0549
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 13 18]
+Epoch 107		Train Acc: 0.1617	Train loss: 0.0547	Test Acc: 0.1681	Test loss: 0.0549
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 13 18]
+Epoch 108		Train Acc: 0.1604	Train loss: 0.0553	Test Acc: 0.1696	Test loss: 0.0548
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 18]
+Epoch 109		Train Acc: 0.1477	Train loss: 0.3032	Test Acc: 0.1640	Test loss: 0.0551
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 18]
+Epoch 110		Train Acc: 0.1576	Train loss: 0.0548	Test Acc: 0.1581	Test loss: 0.0557
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 16 18]
+Epoch 111		Train Acc: 0.1512	Train loss: 0.0559	Test Acc: 0.1643	Test loss: 0.0551
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 16 18]
+Epoch 112		Train Acc: 0.1598	Train loss: 0.0547	Test Acc: 0.1675	Test loss: 0.0549
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 12 13 15 16 18 19]
+Epoch 113		Train Acc: 0.1570	Train loss: 0.0550	Test Acc: 0.1679	Test loss: 0.0547
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 13 15 16 19]
+Epoch 114		Train Acc: 0.1674	Train loss: 0.0546	Test Acc: 0.1691	Test loss: 0.0545
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 13 15 16 19]
+Epoch 115		Train Acc: 0.1652	Train loss: 0.0545	Test Acc: 0.1686	Test loss: 0.0543
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 13 15 16 19]
+Epoch 116		Train Acc: 0.1561	Train loss: 0.0552	Test Acc: 0.1689	Test loss: 0.0543
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 16 19]
+Epoch 117		Train Acc: 0.1619	Train loss: 0.0546	Test Acc: 0.1723	Test loss: 0.0543
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 16]
+Epoch 118		Train Acc: 0.1674	Train loss: 0.0546	Test Acc: 0.1761	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 13 16]
+Epoch 119		Train Acc: 0.1479	Train loss: 0.2922	Test Acc: 0.1751	Test loss: 0.0546
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 13 16]
+Epoch 120		Train Acc: 0.1615	Train loss: 0.0546	Test Acc: 0.1693	Test loss: 0.0556
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7 9]
+Epoch 121		Train Acc: 0.1629	Train loss: 0.0553	Test Acc: 0.1689	Test loss: 0.0554
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 122		Train Acc: 0.1500	Train loss: 0.0558	Test Acc: 0.1692	Test loss: 0.0553
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 123		Train Acc: 0.1701	Train loss: 0.0542	Test Acc: 0.1728	Test loss: 0.0548
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 11]
+Epoch 124		Train Acc: 0.1574	Train loss: 0.0548	Test Acc: 0.1728	Test loss: 0.0545
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 125		Train Acc: 0.1557	Train loss: 0.0549	Test Acc: 0.1715	Test loss: 0.0544
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 11 13 17]
+Epoch 126		Train Acc: 0.1541	Train loss: 0.0554	Test Acc: 0.1746	Test loss: 0.0543
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 11 13 14 17]
+Epoch 127		Train Acc: 0.1686	Train loss: 0.0543	Test Acc: 0.1736	Test loss: 0.0542
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 11 13 14 17]
+Epoch 128		Train Acc: 0.1709	Train loss: 0.0543	Test Acc: 0.1749	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 11 14]
+Epoch 129		Train Acc: 0.1379	Train loss: 0.2984	Test Acc: 0.1738	Test loss: 0.0544
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 11 14]
+Epoch 130		Train Acc: 0.1594	Train loss: 0.0549	Test Acc: 0.1660	Test loss: 0.0553
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 11 14]
+Epoch 131		Train Acc: 0.1527	Train loss: 0.0548	Test Acc: 0.1684	Test loss: 0.0547
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 11 14]
+Epoch 132		Train Acc: 0.1719	Train loss: 0.0543	Test Acc: 0.1735	Test loss: 0.0544
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 13 14]
+Epoch 133		Train Acc: 0.1650	Train loss: 0.0547	Test Acc: 0.1697	Test loss: 0.0546
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 14]
+Epoch 134		Train Acc: 0.1602	Train loss: 0.0547	Test Acc: 0.1701	Test loss: 0.0545
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 14]
+Epoch 135		Train Acc: 0.1635	Train loss: 0.0546	Test Acc: 0.1723	Test loss: 0.0543
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7 8]
+Epoch 136		Train Acc: 0.1709	Train loss: 0.0547	Test Acc: 0.1723	Test loss: 0.0545
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7 8]
+Epoch 137		Train Acc: 0.1650	Train loss: 0.0547	Test Acc: 0.1754	Test loss: 0.0544
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7 8]
+Epoch 138		Train Acc: 0.1639	Train loss: 0.0546	Test Acc: 0.1746	Test loss: 0.0541
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7 8]
+Epoch 139		Train Acc: 0.1514	Train loss: 0.2876	Test Acc: 0.1761	Test loss: 0.0544
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 140		Train Acc: 0.1566	Train loss: 0.0551	Test Acc: 0.1651	Test loss: 0.0564
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 15]
+Epoch 141		Train Acc: 0.1617	Train loss: 0.0552	Test Acc: 0.1714	Test loss: 0.0548
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 142		Train Acc: 0.1533	Train loss: 0.0553	Test Acc: 0.1704	Test loss: 0.0548
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 143		Train Acc: 0.1627	Train loss: 0.0545	Test Acc: 0.1700	Test loss: 0.0548
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 144		Train Acc: 0.1709	Train loss: 0.0542	Test Acc: 0.1717	Test loss: 0.0546
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 145		Train Acc: 0.1684	Train loss: 0.0547	Test Acc: 0.1736	Test loss: 0.0545
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 146		Train Acc: 0.1697	Train loss: 0.0544	Test Acc: 0.1734	Test loss: 0.0544
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 14]
+Epoch 147		Train Acc: 0.1666	Train loss: 0.0543	Test Acc: 0.1745	Test loss: 0.0544
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 14]
+Epoch 148		Train Acc: 0.1594	Train loss: 0.0548	Test Acc: 0.1754	Test loss: 0.0543
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 12 14]
+Epoch 149		Train Acc: 0.1463	Train loss: 0.2844	Test Acc: 0.1733	Test loss: 0.0547
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 12 14]
+Epoch 150		Train Acc: 0.1658	Train loss: 0.0549	Test Acc: 0.1696	Test loss: 0.0554
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 12 14]
+Epoch 151		Train Acc: 0.1721	Train loss: 0.0543	Test Acc: 0.1688	Test loss: 0.0554
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 14]
+Epoch 152		Train Acc: 0.1613	Train loss: 0.0550	Test Acc: 0.1729	Test loss: 0.0546
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 14]
+Epoch 153		Train Acc: 0.1637	Train loss: 0.0549	Test Acc: 0.1717	Test loss: 0.0548
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12]
+Epoch 154		Train Acc: 0.1625	Train loss: 0.0547	Test Acc: 0.1747	Test loss: 0.0544
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14]
+Epoch 155		Train Acc: 0.1668	Train loss: 0.0544	Test Acc: 0.1737	Test loss: 0.0546
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 15 17]
+Epoch 156		Train Acc: 0.1742	Train loss: 0.0543	Test Acc: 0.1785	Test loss: 0.0542
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 15 16 17]
+Epoch 157		Train Acc: 0.1713	Train loss: 0.0544	Test Acc: 0.1773	Test loss: 0.0541
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 158		Train Acc: 0.1699	Train loss: 0.0545	Test Acc: 0.1757	Test loss: 0.0542
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 159		Train Acc: 0.1332	Train loss: 0.2902	Test Acc: 0.1722	Test loss: 0.0554
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7 9]
+Epoch 160		Train Acc: 0.1607	Train loss: 0.0550	Test Acc: 0.1741	Test loss: 0.0548
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7 9]
+Epoch 161		Train Acc: 0.1791	Train loss: 0.0539	Test Acc: 0.1754	Test loss: 0.0545
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 162		Train Acc: 0.1689	Train loss: 0.0546	Test Acc: 0.1751	Test loss: 0.0544
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 163		Train Acc: 0.1713	Train loss: 0.0546	Test Acc: 0.1741	Test loss: 0.0544
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 12]
+Epoch 164		Train Acc: 0.1689	Train loss: 0.0546	Test Acc: 0.1758	Test loss: 0.0542
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 12]
+Epoch 165		Train Acc: 0.1740	Train loss: 0.0540	Test Acc: 0.1753	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 12]
+Epoch 166		Train Acc: 0.1756	Train loss: 0.0542	Test Acc: 0.1774	Test loss: 0.0540
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 12]
+Epoch 167		Train Acc: 0.1713	Train loss: 0.0543	Test Acc: 0.1781	Test loss: 0.0539
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 12]
+Epoch 168		Train Acc: 0.1701	Train loss: 0.0543	Test Acc: 0.1781	Test loss: 0.0539
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 12 14]
+Epoch 169		Train Acc: 0.1529	Train loss: 0.3017	Test Acc: 0.1772	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 12 14]
+Epoch 170		Train Acc: 0.1639	Train loss: 0.0543	Test Acc: 0.1805	Test loss: 0.0539
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 12 14]
+Epoch 171		Train Acc: 0.1754	Train loss: 0.0542	Test Acc: 0.1817	Test loss: 0.0538
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 12 14]
+Epoch 172		Train Acc: 0.1861	Train loss: 0.0535	Test Acc: 0.1816	Test loss: 0.0538
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 12 14]
+Epoch 173		Train Acc: 0.1820	Train loss: 0.0536	Test Acc: 0.1820	Test loss: 0.0537
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 12 14 19]
+Epoch 174		Train Acc: 0.1699	Train loss: 0.0543	Test Acc: 0.1827	Test loss: 0.0537
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 12 14 19]
+Epoch 175		Train Acc: 0.1693	Train loss: 0.0542	Test Acc: 0.1827	Test loss: 0.0537
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 13 14 19]
+Epoch 176		Train Acc: 0.1748	Train loss: 0.0539	Test Acc: 0.1818	Test loss: 0.0537
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 13 14 18 19]
+Epoch 177		Train Acc: 0.1719	Train loss: 0.0539	Test Acc: 0.1814	Test loss: 0.0536
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13]
+Epoch 178		Train Acc: 0.1670	Train loss: 0.0541	Test Acc: 0.1820	Test loss: 0.0536
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 11 13 18]
+Epoch 179		Train Acc: 0.1547	Train loss: 0.3023	Test Acc: 0.1806	Test loss: 0.0539
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 11 13 14 18 19]
+Epoch 180		Train Acc: 0.1715	Train loss: 0.0537	Test Acc: 0.1798	Test loss: 0.0538
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13]
+Epoch 181		Train Acc: 0.1754	Train loss: 0.0543	Test Acc: 0.1789	Test loss: 0.0539
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 11 13 18]
+Epoch 182		Train Acc: 0.1709	Train loss: 0.0538	Test Acc: 0.1789	Test loss: 0.0538
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 11 13]
+Epoch 183		Train Acc: 0.1695	Train loss: 0.0544	Test Acc: 0.1794	Test loss: 0.0538
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 12 13 19]
+Epoch 184		Train Acc: 0.1824	Train loss: 0.0539	Test Acc: 0.1809	Test loss: 0.0537
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 11 13 19]
+Epoch 185		Train Acc: 0.1814	Train loss: 0.0534	Test Acc: 0.1823	Test loss: 0.0536
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 11 12 13 17 19]
+Epoch 186		Train Acc: 0.1836	Train loss: 0.0539	Test Acc: 0.1830	Test loss: 0.0536
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 11 12 13 17 19]
+Epoch 187		Train Acc: 0.1740	Train loss: 0.0539	Test Acc: 0.1842	Test loss: 0.0535
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 15 17 19]
+Epoch 188		Train Acc: 0.1729	Train loss: 0.0541	Test Acc: 0.1838	Test loss: 0.0535
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 15 17 19]
+Epoch 189		Train Acc: 0.1441	Train loss: 0.2799	Test Acc: 0.1816	Test loss: 0.0538
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 15 17 19]
+Epoch 190		Train Acc: 0.1680	Train loss: 0.0537	Test Acc: 0.1812	Test loss: 0.0538
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 13 15 17 19]
+Epoch 191		Train Acc: 0.1793	Train loss: 0.0536	Test Acc: 0.1807	Test loss: 0.0538
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 15 16 17 19]
+Epoch 192		Train Acc: 0.1699	Train loss: 0.0539	Test Acc: 0.1807	Test loss: 0.0537
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 15 16 17 19]
+Epoch 193		Train Acc: 0.1723	Train loss: 0.0547	Test Acc: 0.1819	Test loss: 0.0537
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 13 15 16 17 19]
+Epoch 194		Train Acc: 0.1746	Train loss: 0.0540	Test Acc: 0.1823	Test loss: 0.0536
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 12 13 15 16 19]
+Epoch 195		Train Acc: 0.1793	Train loss: 0.0536	Test Acc: 0.1834	Test loss: 0.0535
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 13 15 16 19]
+Epoch 196		Train Acc: 0.1768	Train loss: 0.0537	Test Acc: 0.1828	Test loss: 0.0535
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 13 15 16 19]
+Epoch 197		Train Acc: 0.1707	Train loss: 0.0541	Test Acc: 0.1831	Test loss: 0.0535
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 12 13 14 15 16 19]
+Epoch 198		Train Acc: 0.1740	Train loss: 0.0542	Test Acc: 0.1833	Test loss: 0.0535
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 13 14 16 19]
+Epoch 199		Train Acc: 0.1613	Train loss: 0.2848	Test Acc: 0.1831	Test loss: 0.0536
+Training finished on Tue Feb 24 02:28:59 2026 using 30 minutes and 11 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.4_seed45_cfgFedAvg_CIFAR100_config_exp3.txt

@@ -0,0 +1,339 @@
+seed: 45, num_experiments: 5, experiment_id: 3, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 20, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 8, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.24149597.0/flpoison_24149597_80/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.4_seed45_cfgFedAvg_CIFAR100_config_exp3.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Tue Feb 24 02:28:59 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0148	Train loss: 0.0751	Test Acc: 0.0106	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0176	Train loss: 0.0766	Test Acc: 0.0160	Test loss: 0.0722
+Epoch 2  		Train Acc: 0.0203	Train loss: 0.0777	Test Acc: 0.0108	Test loss: 0.3905
+Epoch 3  		Train Acc: 0.0154	Train loss: 0.0748	Test Acc: 0.0130	Test loss: 0.5825
+Epoch 4  		Train Acc: 0.0293	Train loss: 0.0717	Test Acc: 0.0162	Test loss: 0.2817
+Epoch 5  		Train Acc: 0.0295	Train loss: 0.0699	Test Acc: 0.0177	Test loss: 0.2792
+Epoch 6  		Train Acc: 0.0346	Train loss: 0.0688	Test Acc: 0.0251	Test loss: 0.1332
+Epoch 7  		Train Acc: 0.0359	Train loss: 0.0678	Test Acc: 0.0352	Test loss: 0.0778
+Epoch 8  		Train Acc: 0.0402	Train loss: 0.0672	Test Acc: 0.0393	Test loss: 0.0769
+Epoch 9  		Train Acc: 0.0373	Train loss: 0.3399	Test Acc: 0.0379	Test loss: 0.0886
+Epoch 10 		Train Acc: 0.0258	Train loss: 0.0741	Test Acc: 0.0212	Test loss: 0.2951
+Epoch 11 		Train Acc: 0.0400	Train loss: 0.0680	Test Acc: 0.0220	Test loss: 0.3175
+Epoch 12 		Train Acc: 0.0437	Train loss: 0.0671	Test Acc: 0.0328	Test loss: 0.1319
+Epoch 13 		Train Acc: 0.0537	Train loss: 0.0660	Test Acc: 0.0436	Test loss: 0.0750
+Epoch 14 		Train Acc: 0.0545	Train loss: 0.0651	Test Acc: 0.0725	Test loss: 0.0657
+Epoch 15 		Train Acc: 0.0672	Train loss: 0.0644	Test Acc: 0.0728	Test loss: 0.0643
+Epoch 16 		Train Acc: 0.0629	Train loss: 0.0642	Test Acc: 0.0669	Test loss: 0.0631
+Epoch 17 		Train Acc: 0.0611	Train loss: 0.0638	Test Acc: 0.0684	Test loss: 0.0630
+Epoch 18 		Train Acc: 0.0633	Train loss: 0.0635	Test Acc: 0.0730	Test loss: 0.0632
+Epoch 19 		Train Acc: 0.0686	Train loss: 0.3243	Test Acc: 0.0702	Test loss: 0.0647
+Epoch 20 		Train Acc: 0.0396	Train loss: 0.0689	Test Acc: 0.0488	Test loss: 0.0760
+Epoch 21 		Train Acc: 0.0566	Train loss: 0.0649	Test Acc: 0.0570	Test loss: 0.0709
+Epoch 22 		Train Acc: 0.0699	Train loss: 0.0629	Test Acc: 0.0738	Test loss: 0.0662
+Epoch 23 		Train Acc: 0.0781	Train loss: 0.0630	Test Acc: 0.0844	Test loss: 0.0630
+Epoch 24 		Train Acc: 0.0771	Train loss: 0.0628	Test Acc: 0.0854	Test loss: 0.0616
+Epoch 25 		Train Acc: 0.0873	Train loss: 0.0625	Test Acc: 0.0847	Test loss: 0.0615
+Epoch 26 		Train Acc: 0.0729	Train loss: 0.0624	Test Acc: 0.0962	Test loss: 0.0611
+Epoch 27 		Train Acc: 0.0855	Train loss: 0.0623	Test Acc: 0.0875	Test loss: 0.0617
+Epoch 28 		Train Acc: 0.0832	Train loss: 0.0619	Test Acc: 0.0994	Test loss: 0.0604
+Epoch 29 		Train Acc: 0.0709	Train loss: 0.3254	Test Acc: 0.0934	Test loss: 0.0611
+Epoch 30 		Train Acc: 0.0535	Train loss: 0.0666	Test Acc: 0.0612	Test loss: 0.0798
+Epoch 31 		Train Acc: 0.0680	Train loss: 0.0629	Test Acc: 0.0588	Test loss: 0.0759
+Epoch 32 		Train Acc: 0.0816	Train loss: 0.0627	Test Acc: 0.0801	Test loss: 0.0641
+Epoch 33 		Train Acc: 0.0832	Train loss: 0.0622	Test Acc: 0.0957	Test loss: 0.0618
+Epoch 34 		Train Acc: 0.0898	Train loss: 0.0614	Test Acc: 0.1032	Test loss: 0.0608
+Epoch 35 		Train Acc: 0.0881	Train loss: 0.0614	Test Acc: 0.1117	Test loss: 0.0601
+Epoch 36 		Train Acc: 0.0922	Train loss: 0.0608	Test Acc: 0.0999	Test loss: 0.0605
+Epoch 37 		Train Acc: 0.0928	Train loss: 0.0607	Test Acc: 0.1070	Test loss: 0.0601
+Epoch 38 		Train Acc: 0.0896	Train loss: 0.0606	Test Acc: 0.1082	Test loss: 0.0602
+Epoch 39 		Train Acc: 0.0928	Train loss: 0.3125	Test Acc: 0.1079	Test loss: 0.0608
+Epoch 40 		Train Acc: 0.0639	Train loss: 0.0653	Test Acc: 0.0887	Test loss: 0.0775
+Epoch 41 		Train Acc: 0.0850	Train loss: 0.0619	Test Acc: 0.0732	Test loss: 0.0737
+Epoch 42 		Train Acc: 0.0895	Train loss: 0.0613	Test Acc: 0.0934	Test loss: 0.0619
+Epoch 43 		Train Acc: 0.0859	Train loss: 0.0610	Test Acc: 0.1078	Test loss: 0.0605
+Epoch 44 		Train Acc: 0.0996	Train loss: 0.0602	Test Acc: 0.1132	Test loss: 0.0595
+Epoch 45 		Train Acc: 0.0973	Train loss: 0.0600	Test Acc: 0.1113	Test loss: 0.0593
+Epoch 46 		Train Acc: 0.1068	Train loss: 0.0594	Test Acc: 0.1071	Test loss: 0.0591
+Epoch 47 		Train Acc: 0.1045	Train loss: 0.0596	Test Acc: 0.1175	Test loss: 0.0589
+Epoch 48 		Train Acc: 0.1045	Train loss: 0.0594	Test Acc: 0.1256	Test loss: 0.0582
+Epoch 49 		Train Acc: 0.0939	Train loss: 0.3262	Test Acc: 0.1083	Test loss: 0.0591
+Epoch 50 		Train Acc: 0.0678	Train loss: 0.0638	Test Acc: 0.0811	Test loss: 0.0785
+Epoch 51 		Train Acc: 0.0891	Train loss: 0.0612	Test Acc: 0.0977	Test loss: 0.0684
+Epoch 52 		Train Acc: 0.1002	Train loss: 0.0603	Test Acc: 0.1144	Test loss: 0.0609
+Epoch 53 		Train Acc: 0.1064	Train loss: 0.0589	Test Acc: 0.1162	Test loss: 0.0596
+Epoch 54 		Train Acc: 0.1098	Train loss: 0.0591	Test Acc: 0.1270	Test loss: 0.0581
+Epoch 55 		Train Acc: 0.1012	Train loss: 0.0589	Test Acc: 0.1326	Test loss: 0.0575
+Epoch 56 		Train Acc: 0.1150	Train loss: 0.0583	Test Acc: 0.1321	Test loss: 0.0581
+Epoch 57 		Train Acc: 0.1129	Train loss: 0.0587	Test Acc: 0.1391	Test loss: 0.0576
+Epoch 58 		Train Acc: 0.1131	Train loss: 0.0588	Test Acc: 0.1437	Test loss: 0.0568
+Epoch 59 		Train Acc: 0.1049	Train loss: 0.3198	Test Acc: 0.1218	Test loss: 0.0595
+Epoch 60 		Train Acc: 0.0746	Train loss: 0.0631	Test Acc: 0.0903	Test loss: 0.0813
+Epoch 61 		Train Acc: 0.0965	Train loss: 0.0604	Test Acc: 0.1024	Test loss: 0.0647
+Epoch 62 		Train Acc: 0.1154	Train loss: 0.0590	Test Acc: 0.1249	Test loss: 0.0593
+Epoch 63 		Train Acc: 0.1100	Train loss: 0.0588	Test Acc: 0.1296	Test loss: 0.0584
+Epoch 64 		Train Acc: 0.1107	Train loss: 0.0586	Test Acc: 0.1398	Test loss: 0.0574
+Epoch 65 		Train Acc: 0.1102	Train loss: 0.0584	Test Acc: 0.1387	Test loss: 0.0574
+Epoch 66 		Train Acc: 0.1180	Train loss: 0.0582	Test Acc: 0.1420	Test loss: 0.0568
+Epoch 67 		Train Acc: 0.1232	Train loss: 0.0577	Test Acc: 0.1503	Test loss: 0.0563
+Epoch 68 		Train Acc: 0.1189	Train loss: 0.0575	Test Acc: 0.1403	Test loss: 0.0565
+Epoch 69 		Train Acc: 0.1131	Train loss: 0.3071	Test Acc: 0.1373	Test loss: 0.0574
+Epoch 70 		Train Acc: 0.0908	Train loss: 0.0613	Test Acc: 0.1132	Test loss: 0.0665
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 11 15 16 17]
+Epoch 71 		Train Acc: 0.1131	Train loss: 0.0596	Test Acc: 0.0914	Test loss: 0.0760
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 11 15 16]
+Epoch 72 		Train Acc: 0.1248	Train loss: 0.0578	Test Acc: 0.1136	Test loss: 0.0662
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 15 16]
+Epoch 73 		Train Acc: 0.1246	Train loss: 0.0581	Test Acc: 0.1212	Test loss: 0.0646
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 15 16]
+Epoch 74 		Train Acc: 0.1262	Train loss: 0.0583	Test Acc: 0.1319	Test loss: 0.0612
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 15 16]
+Epoch 75 		Train Acc: 0.1191	Train loss: 0.0579	Test Acc: 0.1130	Test loss: 0.0680
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 15 16 17]
+Epoch 76 		Train Acc: 0.1232	Train loss: 0.0575	Test Acc: 0.1177	Test loss: 0.0650
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 14 15 16 17 18]
+Epoch 77 		Train Acc: 0.1322	Train loss: 0.0576	Test Acc: 0.1465	Test loss: 0.0576
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 15 16 19]
+Epoch 78 		Train Acc: 0.1287	Train loss: 0.0575	Test Acc: 0.1424	Test loss: 0.0587
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 15 16 18 19]
+Epoch 79 		Train Acc: 0.1152	Train loss: 0.3041	Test Acc: 0.1127	Test loss: 0.0692
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 16 17 18]
+Epoch 80 		Train Acc: 0.0838	Train loss: 0.0627	Test Acc: 0.0681	Test loss: 0.1015
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14 16]
+Epoch 81 		Train Acc: 0.1105	Train loss: 0.0600	Test Acc: 0.0704	Test loss: 0.1212
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7 8]
+Epoch 82 		Train Acc: 0.1049	Train loss: 0.0596	Test Acc: 0.1157	Test loss: 0.0714
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 14 18]
+Epoch 83 		Train Acc: 0.1283	Train loss: 0.0581	Test Acc: 0.1235	Test loss: 0.0610
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 14 18]
+Epoch 84 		Train Acc: 0.1295	Train loss: 0.0573	Test Acc: 0.1408	Test loss: 0.0575
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 18]
+Epoch 85 		Train Acc: 0.1264	Train loss: 0.0569	Test Acc: 0.1440	Test loss: 0.0590
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 18]
+Epoch 86 		Train Acc: 0.1305	Train loss: 0.0570	Test Acc: 0.1309	Test loss: 0.0599
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 14 18]
+Epoch 87 		Train Acc: 0.1330	Train loss: 0.0579	Test Acc: 0.1396	Test loss: 0.0589
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 14 18]
+Epoch 88 		Train Acc: 0.1350	Train loss: 0.0574	Test Acc: 0.1420	Test loss: 0.0613
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14]
+Epoch 89 		Train Acc: 0.1158	Train loss: 0.3095	Test Acc: 0.0854	Test loss: 0.0991
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 90 		Train Acc: 0.0834	Train loss: 0.0636	Test Acc: 0.0229	Test loss: 0.8147
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 15]
+Epoch 91 		Train Acc: 0.0975	Train loss: 0.0613	Test Acc: 0.0650	Test loss: 0.1424
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 15 16 19]
+Epoch 92 		Train Acc: 0.1182	Train loss: 0.0591	Test Acc: 0.1065	Test loss: 0.0653
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 13 15 16 19]
+Epoch 93 		Train Acc: 0.1141	Train loss: 0.0589	Test Acc: 0.1268	Test loss: 0.0623
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 15 16]
+Epoch 94 		Train Acc: 0.1365	Train loss: 0.0575	Test Acc: 0.1328	Test loss: 0.0599
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 15 16 17]
+Epoch 95 		Train Acc: 0.1297	Train loss: 0.0577	Test Acc: 0.1368	Test loss: 0.0615
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 13 16]
+Epoch 96 		Train Acc: 0.1350	Train loss: 0.0574	Test Acc: 0.1462	Test loss: 0.0591
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 13 16]
+Epoch 97 		Train Acc: 0.1316	Train loss: 0.0568	Test Acc: 0.1484	Test loss: 0.0563
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 13 16]
+Epoch 98 		Train Acc: 0.1436	Train loss: 0.0568	Test Acc: 0.1458	Test loss: 0.0565
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 13 16]
+Epoch 99 		Train Acc: 0.1102	Train loss: 0.3142	Test Acc: 0.1248	Test loss: 0.0681
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 11 13 14 16]
+Epoch 100		Train Acc: 0.1467	Train loss: 0.0563	Test Acc: 0.1367	Test loss: 0.0592
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 11 14 16]
+Epoch 101		Train Acc: 0.1506	Train loss: 0.0556	Test Acc: 0.1586	Test loss: 0.0555
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10]
+Epoch 102		Train Acc: 0.1531	Train loss: 0.0552	Test Acc: 0.1679	Test loss: 0.0548
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 12 14]
+Epoch 103		Train Acc: 0.1646	Train loss: 0.0547	Test Acc: 0.1721	Test loss: 0.0543
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10]
+Epoch 104		Train Acc: 0.1602	Train loss: 0.0552	Test Acc: 0.1744	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10]
+Epoch 105		Train Acc: 0.1662	Train loss: 0.0544	Test Acc: 0.1754	Test loss: 0.0540
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 106		Train Acc: 0.1635	Train loss: 0.0545	Test Acc: 0.1771	Test loss: 0.0540
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 107		Train Acc: 0.1695	Train loss: 0.0544	Test Acc: 0.1787	Test loss: 0.0541
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 108		Train Acc: 0.1797	Train loss: 0.0537	Test Acc: 0.1775	Test loss: 0.0541
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 109		Train Acc: 0.1459	Train loss: 0.2981	Test Acc: 0.1757	Test loss: 0.0546
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 110		Train Acc: 0.1668	Train loss: 0.0545	Test Acc: 0.1683	Test loss: 0.0569
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 14]
+Epoch 111		Train Acc: 0.1600	Train loss: 0.0542	Test Acc: 0.1787	Test loss: 0.0545
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 14]
+Epoch 112		Train Acc: 0.1586	Train loss: 0.0544	Test Acc: 0.1797	Test loss: 0.0540
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 12 14 16]
+Epoch 113		Train Acc: 0.1646	Train loss: 0.0543	Test Acc: 0.1834	Test loss: 0.0536
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 14 16]
+Epoch 114		Train Acc: 0.1652	Train loss: 0.0542	Test Acc: 0.1834	Test loss: 0.0535
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14 16]
+Epoch 115		Train Acc: 0.1695	Train loss: 0.0541	Test Acc: 0.1842	Test loss: 0.0536
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14 16]
+Epoch 116		Train Acc: 0.1805	Train loss: 0.0538	Test Acc: 0.1834	Test loss: 0.0537
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 13 14 16 18 19]
+Epoch 117		Train Acc: 0.1801	Train loss: 0.0538	Test Acc: 0.1825	Test loss: 0.0537
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 13 14 16 18 19]
+Epoch 118		Train Acc: 0.1699	Train loss: 0.0539	Test Acc: 0.1830	Test loss: 0.0535
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 13 14 16 18 19]
+Epoch 119		Train Acc: 0.1627	Train loss: 0.2810	Test Acc: 0.1837	Test loss: 0.0537
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 13 14 16 18 19]
+Epoch 120		Train Acc: 0.1623	Train loss: 0.0546	Test Acc: 0.1801	Test loss: 0.0545
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 13 14 19]
+Epoch 121		Train Acc: 0.1748	Train loss: 0.0541	Test Acc: 0.1839	Test loss: 0.0537
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 14 19]
+Epoch 122		Train Acc: 0.1807	Train loss: 0.0535	Test Acc: 0.1827	Test loss: 0.0535
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 13 14 15 16 18 19]
+Epoch 123		Train Acc: 0.1721	Train loss: 0.0542	Test Acc: 0.1799	Test loss: 0.0534
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 14 15 16 18 19]
+Epoch 124		Train Acc: 0.1740	Train loss: 0.0533	Test Acc: 0.1811	Test loss: 0.0534
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 15 18]
+Epoch 125		Train Acc: 0.1770	Train loss: 0.0535	Test Acc: 0.1830	Test loss: 0.0533
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 13 15 18]
+Epoch 126		Train Acc: 0.1744	Train loss: 0.0534	Test Acc: 0.1828	Test loss: 0.0536
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 13 18]
+Epoch 127		Train Acc: 0.1736	Train loss: 0.0537	Test Acc: 0.1859	Test loss: 0.0535
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 13 18]
+Epoch 128		Train Acc: 0.1746	Train loss: 0.0536	Test Acc: 0.1850	Test loss: 0.0535
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 13 18]
+Epoch 129		Train Acc: 0.1469	Train loss: 0.2963	Test Acc: 0.1845	Test loss: 0.0536
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 13]
+Epoch 130		Train Acc: 0.1639	Train loss: 0.0546	Test Acc: 0.1699	Test loss: 0.0562
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 13]
+Epoch 131		Train Acc: 0.1785	Train loss: 0.0536	Test Acc: 0.1788	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 13 17 18]
+Epoch 132		Train Acc: 0.1699	Train loss: 0.0539	Test Acc: 0.1805	Test loss: 0.0537
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 13 17]
+Epoch 133		Train Acc: 0.1814	Train loss: 0.0535	Test Acc: 0.1786	Test loss: 0.0537
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 13 16 17 19]
+Epoch 134		Train Acc: 0.1715	Train loss: 0.0537	Test Acc: 0.1825	Test loss: 0.0534
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 16 17 18 19]
+Epoch 135		Train Acc: 0.1779	Train loss: 0.0536	Test Acc: 0.1852	Test loss: 0.0531
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 16 17 19]
+Epoch 136		Train Acc: 0.1764	Train loss: 0.0537	Test Acc: 0.1853	Test loss: 0.0531
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 16 17 19]
+Epoch 137		Train Acc: 0.1764	Train loss: 0.0534	Test Acc: 0.1853	Test loss: 0.0531
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 11 13 16 19]
+Epoch 138		Train Acc: 0.1695	Train loss: 0.0537	Test Acc: 0.1875	Test loss: 0.0529
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 11 13 16 19]
+Epoch 139		Train Acc: 0.1621	Train loss: 0.2943	Test Acc: 0.1856	Test loss: 0.0534
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 13 16 19]
+Epoch 140		Train Acc: 0.1830	Train loss: 0.0535	Test Acc: 0.1738	Test loss: 0.0563
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 13 16]
+Epoch 141		Train Acc: 0.1773	Train loss: 0.0534	Test Acc: 0.1866	Test loss: 0.0536
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 16]
+Epoch 142		Train Acc: 0.1693	Train loss: 0.0536	Test Acc: 0.1856	Test loss: 0.0532
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 16]
+Epoch 143		Train Acc: 0.1863	Train loss: 0.0532	Test Acc: 0.1860	Test loss: 0.0533
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 12 16]
+Epoch 144		Train Acc: 0.1641	Train loss: 0.0538	Test Acc: 0.1907	Test loss: 0.0532
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 12 16]
+Epoch 145		Train Acc: 0.1740	Train loss: 0.0533	Test Acc: 0.1902	Test loss: 0.0530
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 12 16]
+Epoch 146		Train Acc: 0.1773	Train loss: 0.0532	Test Acc: 0.1876	Test loss: 0.0533
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 12 15 16]
+Epoch 147		Train Acc: 0.1758	Train loss: 0.0536	Test Acc: 0.1875	Test loss: 0.0531
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 12 15 16]
+Epoch 148		Train Acc: 0.1785	Train loss: 0.0536	Test Acc: 0.1873	Test loss: 0.0529
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 12 16]
+Epoch 149		Train Acc: 0.1445	Train loss: 0.2969	Test Acc: 0.1830	Test loss: 0.0534
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 12 16]
+Epoch 150		Train Acc: 0.1766	Train loss: 0.0536	Test Acc: 0.1784	Test loss: 0.0546
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 12 15 16]
+Epoch 151		Train Acc: 0.1842	Train loss: 0.0536	Test Acc: 0.1778	Test loss: 0.0543
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 12 14 15 16]
+Epoch 152		Train Acc: 0.1754	Train loss: 0.0537	Test Acc: 0.1855	Test loss: 0.0534
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 12 13 14 16]
+Epoch 153		Train Acc: 0.1854	Train loss: 0.0531	Test Acc: 0.1837	Test loss: 0.0533
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 12 13 16]
+Epoch 154		Train Acc: 0.1756	Train loss: 0.0538	Test Acc: 0.1899	Test loss: 0.0529
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 16]
+Epoch 155		Train Acc: 0.1787	Train loss: 0.0529	Test Acc: 0.1888	Test loss: 0.0535
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 14 16]
+Epoch 156		Train Acc: 0.1740	Train loss: 0.0535	Test Acc: 0.1829	Test loss: 0.0540
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 14 16 17]
+Epoch 157		Train Acc: 0.1834	Train loss: 0.0534	Test Acc: 0.1872	Test loss: 0.0529
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14 16 17]
+Epoch 158		Train Acc: 0.1848	Train loss: 0.0533	Test Acc: 0.1878	Test loss: 0.0528
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 14 16 17]
+Epoch 159		Train Acc: 0.1535	Train loss: 0.2902	Test Acc: 0.1865	Test loss: 0.0530
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 17]
+Epoch 160		Train Acc: 0.1832	Train loss: 0.0530	Test Acc: 0.1880	Test loss: 0.0529
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 16 17]
+Epoch 161		Train Acc: 0.1816	Train loss: 0.0531	Test Acc: 0.1904	Test loss: 0.0528
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 16 17]
+Epoch 162		Train Acc: 0.1830	Train loss: 0.0530	Test Acc: 0.1919	Test loss: 0.0527
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 18]
+Epoch 163		Train Acc: 0.1814	Train loss: 0.0531	Test Acc: 0.1913	Test loss: 0.0527
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 17 18]
+Epoch 164		Train Acc: 0.1801	Train loss: 0.0530	Test Acc: 0.1907	Test loss: 0.0526
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 17 18]
+Epoch 165		Train Acc: 0.1852	Train loss: 0.0527	Test Acc: 0.1916	Test loss: 0.0526
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 17 18]
+Epoch 166		Train Acc: 0.1795	Train loss: 0.0532	Test Acc: 0.1912	Test loss: 0.0526
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 17 18]
+Epoch 167		Train Acc: 0.1922	Train loss: 0.0527	Test Acc: 0.1917	Test loss: 0.0526
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 17 18]
+Epoch 168		Train Acc: 0.1824	Train loss: 0.0525	Test Acc: 0.1913	Test loss: 0.0526
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 17 18]
+Epoch 169		Train Acc: 0.1590	Train loss: 0.2792	Test Acc: 0.1903	Test loss: 0.0528
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 17 18]
+Epoch 170		Train Acc: 0.1809	Train loss: 0.0529	Test Acc: 0.1914	Test loss: 0.0527
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 17 18]
+Epoch 171		Train Acc: 0.1891	Train loss: 0.0526	Test Acc: 0.1914	Test loss: 0.0526
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 17 18]
+Epoch 172		Train Acc: 0.1883	Train loss: 0.0535	Test Acc: 0.1916	Test loss: 0.0526
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 14 16 17 18 19]
+Epoch 173		Train Acc: 0.1771	Train loss: 0.0529	Test Acc: 0.1926	Test loss: 0.0525
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 12 14 16 17 18 19]
+Epoch 174		Train Acc: 0.1795	Train loss: 0.0529	Test Acc: 0.1926	Test loss: 0.0524
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 175		Train Acc: 0.1977	Train loss: 0.0524	Test Acc: 0.1923	Test loss: 0.0525
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 176		Train Acc: 0.1883	Train loss: 0.0525	Test Acc: 0.1919	Test loss: 0.0525
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 177		Train Acc: 0.1793	Train loss: 0.0532	Test Acc: 0.1913	Test loss: 0.0526
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 178		Train Acc: 0.1943	Train loss: 0.0523	Test Acc: 0.1904	Test loss: 0.0526
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 179		Train Acc: 0.1590	Train loss: 0.2943	Test Acc: 0.1891	Test loss: 0.0530
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 180		Train Acc: 0.1881	Train loss: 0.0524	Test Acc: 0.1890	Test loss: 0.0529
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14]
+Epoch 181		Train Acc: 0.1791	Train loss: 0.0528	Test Acc: 0.1907	Test loss: 0.0529
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10]
+Epoch 182		Train Acc: 0.1809	Train loss: 0.0533	Test Acc: 0.1902	Test loss: 0.0529
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10]
+Epoch 183		Train Acc: 0.1830	Train loss: 0.0532	Test Acc: 0.1900	Test loss: 0.0528
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10]
+Epoch 184		Train Acc: 0.1889	Train loss: 0.0528	Test Acc: 0.1899	Test loss: 0.0528
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 14]
+Epoch 185		Train Acc: 0.1881	Train loss: 0.0529	Test Acc: 0.1907	Test loss: 0.0528
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 186		Train Acc: 0.1852	Train loss: 0.0529	Test Acc: 0.1903	Test loss: 0.0528
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 15 16]
+Epoch 187		Train Acc: 0.1832	Train loss: 0.0528	Test Acc: 0.1911	Test loss: 0.0527
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 13 15 16 18]
+Epoch 188		Train Acc: 0.1816	Train loss: 0.0524	Test Acc: 0.1916	Test loss: 0.0526
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 15 16]
+Epoch 189		Train Acc: 0.1613	Train loss: 0.2988	Test Acc: 0.1901	Test loss: 0.0528
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 15 16]
+Epoch 190		Train Acc: 0.1873	Train loss: 0.0532	Test Acc: 0.1916	Test loss: 0.0526
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10]
+Epoch 191		Train Acc: 0.1914	Train loss: 0.0527	Test Acc: 0.1909	Test loss: 0.0526
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 15 16]
+Epoch 192		Train Acc: 0.1900	Train loss: 0.0524	Test Acc: 0.1909	Test loss: 0.0526
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 15 16]
+Epoch 193		Train Acc: 0.1861	Train loss: 0.0528	Test Acc: 0.1920	Test loss: 0.0526
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 15 16]
+Epoch 194		Train Acc: 0.1885	Train loss: 0.0529	Test Acc: 0.1908	Test loss: 0.0525
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 15]
+Epoch 195		Train Acc: 0.1863	Train loss: 0.0527	Test Acc: 0.1917	Test loss: 0.0525
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10]
+Epoch 196		Train Acc: 0.1754	Train loss: 0.0536	Test Acc: 0.1914	Test loss: 0.0526
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 14]
+Epoch 197		Train Acc: 0.1895	Train loss: 0.0526	Test Acc: 0.1917	Test loss: 0.0526
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 11 14]
+Epoch 198		Train Acc: 0.1916	Train loss: 0.0528	Test Acc: 0.1922	Test loss: 0.0526
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 11 14]
+Epoch 199		Train Acc: 0.1490	Train loss: 0.2871	Test Acc: 0.1890	Test loss: 0.0530
+Training finished on Tue Feb 24 02:59:08 2026 using 30 minutes and 9 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.4_seed46_cfgFedAvg_CIFAR100_config_exp4.txt

@@ -0,0 +1,339 @@
+seed: 46, num_experiments: 5, experiment_id: 4, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 20, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 8, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.24149597.0/flpoison_24149597_80/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_20_0.05_FedAvg_adv0.4_seed46_cfgFedAvg_CIFAR100_config_exp4.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Tue Feb 24 02:59:08 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0113	Train loss: 0.0748	Test Acc: 0.0102	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0197	Train loss: 0.0762	Test Acc: 0.0176	Test loss: 0.0721
+Epoch 2  		Train Acc: 0.0234	Train loss: 0.0756	Test Acc: 0.0139	Test loss: 0.1665
+Epoch 3  		Train Acc: 0.0238	Train loss: 0.0738	Test Acc: 0.0192	Test loss: 0.2047
+Epoch 4  		Train Acc: 0.0314	Train loss: 0.0712	Test Acc: 0.0244	Test loss: 0.3321
+Epoch 5  		Train Acc: 0.0338	Train loss: 0.0694	Test Acc: 0.0181	Test loss: 0.3174
+Epoch 6  		Train Acc: 0.0412	Train loss: 0.0686	Test Acc: 0.0300	Test loss: 0.1214
+Epoch 7  		Train Acc: 0.0467	Train loss: 0.0671	Test Acc: 0.0276	Test loss: 0.1054
+Epoch 8  		Train Acc: 0.0439	Train loss: 0.0666	Test Acc: 0.0359	Test loss: 0.0905
+Epoch 9  		Train Acc: 0.0531	Train loss: 0.3354	Test Acc: 0.0374	Test loss: 0.1038
+Epoch 10 		Train Acc: 0.0316	Train loss: 0.0723	Test Acc: 0.0248	Test loss: 0.3532
+Epoch 11 		Train Acc: 0.0506	Train loss: 0.0680	Test Acc: 0.0235	Test loss: 0.2910
+Epoch 12 		Train Acc: 0.0531	Train loss: 0.0664	Test Acc: 0.0371	Test loss: 0.1321
+Epoch 13 		Train Acc: 0.0594	Train loss: 0.0656	Test Acc: 0.0425	Test loss: 0.0788
+Epoch 14 		Train Acc: 0.0619	Train loss: 0.0648	Test Acc: 0.0608	Test loss: 0.0667
+Epoch 15 		Train Acc: 0.0590	Train loss: 0.0645	Test Acc: 0.0690	Test loss: 0.0645
+Epoch 16 		Train Acc: 0.0686	Train loss: 0.0639	Test Acc: 0.0807	Test loss: 0.0626
+Epoch 17 		Train Acc: 0.0627	Train loss: 0.0639	Test Acc: 0.0777	Test loss: 0.0623
+Epoch 18 		Train Acc: 0.0672	Train loss: 0.0634	Test Acc: 0.0826	Test loss: 0.0623
+Epoch 19 		Train Acc: 0.0701	Train loss: 0.3232	Test Acc: 0.0865	Test loss: 0.0620
+Epoch 20 		Train Acc: 0.0498	Train loss: 0.0676	Test Acc: 0.0592	Test loss: 0.0726
+Epoch 21 		Train Acc: 0.0582	Train loss: 0.0646	Test Acc: 0.0601	Test loss: 0.0739
+Epoch 22 		Train Acc: 0.0701	Train loss: 0.0634	Test Acc: 0.0779	Test loss: 0.0641
+Epoch 23 		Train Acc: 0.0783	Train loss: 0.0627	Test Acc: 0.0912	Test loss: 0.0620
+Epoch 24 		Train Acc: 0.0773	Train loss: 0.0627	Test Acc: 0.0912	Test loss: 0.0615
+Epoch 25 		Train Acc: 0.0818	Train loss: 0.0621	Test Acc: 0.0981	Test loss: 0.0610
+Epoch 26 		Train Acc: 0.0883	Train loss: 0.0621	Test Acc: 0.0978	Test loss: 0.0611
+Epoch 27 		Train Acc: 0.0863	Train loss: 0.0616	Test Acc: 0.0917	Test loss: 0.0612
+Epoch 28 		Train Acc: 0.0832	Train loss: 0.0612	Test Acc: 0.1052	Test loss: 0.0604
+Epoch 29 		Train Acc: 0.0693	Train loss: 0.3140	Test Acc: 0.0996	Test loss: 0.0603
+Epoch 30 		Train Acc: 0.0584	Train loss: 0.0665	Test Acc: 0.0722	Test loss: 0.0723
+Epoch 31 		Train Acc: 0.0764	Train loss: 0.0629	Test Acc: 0.0815	Test loss: 0.0698
+Epoch 32 		Train Acc: 0.0887	Train loss: 0.0615	Test Acc: 0.0970	Test loss: 0.0615
+Epoch 33 		Train Acc: 0.0918	Train loss: 0.0612	Test Acc: 0.1057	Test loss: 0.0606
+Epoch 34 		Train Acc: 0.0957	Train loss: 0.0611	Test Acc: 0.1035	Test loss: 0.0602
+Epoch 35 		Train Acc: 0.0955	Train loss: 0.0602	Test Acc: 0.0951	Test loss: 0.0608
+Epoch 36 		Train Acc: 0.0949	Train loss: 0.0606	Test Acc: 0.1009	Test loss: 0.0598
+Epoch 37 		Train Acc: 0.0990	Train loss: 0.0604	Test Acc: 0.1047	Test loss: 0.0597
+Epoch 38 		Train Acc: 0.0998	Train loss: 0.0601	Test Acc: 0.1191	Test loss: 0.0593
+Epoch 39 		Train Acc: 0.0920	Train loss: 0.3093	Test Acc: 0.1082	Test loss: 0.0599
+Epoch 40 		Train Acc: 0.0686	Train loss: 0.0647	Test Acc: 0.0781	Test loss: 0.0769
+Epoch 41 		Train Acc: 0.0871	Train loss: 0.0611	Test Acc: 0.0812	Test loss: 0.0699
+Epoch 42 		Train Acc: 0.0922	Train loss: 0.0610	Test Acc: 0.1003	Test loss: 0.0609
+Epoch 43 		Train Acc: 0.0947	Train loss: 0.0603	Test Acc: 0.1076	Test loss: 0.0596
+Epoch 44 		Train Acc: 0.1035	Train loss: 0.0600	Test Acc: 0.1135	Test loss: 0.0593
+Epoch 45 		Train Acc: 0.1074	Train loss: 0.0595	Test Acc: 0.1234	Test loss: 0.0586
+Epoch 46 		Train Acc: 0.1031	Train loss: 0.0595	Test Acc: 0.1253	Test loss: 0.0582
+Epoch 47 		Train Acc: 0.1154	Train loss: 0.0593	Test Acc: 0.1211	Test loss: 0.0584
+Epoch 48 		Train Acc: 0.1043	Train loss: 0.0592	Test Acc: 0.1281	Test loss: 0.0575
+Epoch 49 		Train Acc: 0.1033	Train loss: 0.3101	Test Acc: 0.1281	Test loss: 0.0580
+Epoch 50 		Train Acc: 0.0781	Train loss: 0.0634	Test Acc: 0.0821	Test loss: 0.0787
+Epoch 51 		Train Acc: 0.0984	Train loss: 0.0605	Test Acc: 0.0714	Test loss: 0.0764
+Epoch 52 		Train Acc: 0.1051	Train loss: 0.0597	Test Acc: 0.0966	Test loss: 0.0641
+Epoch 53 		Train Acc: 0.1037	Train loss: 0.0595	Test Acc: 0.1141	Test loss: 0.0591
+Epoch 54 		Train Acc: 0.1129	Train loss: 0.0588	Test Acc: 0.1298	Test loss: 0.0581
+Epoch 55 		Train Acc: 0.1145	Train loss: 0.0591	Test Acc: 0.1279	Test loss: 0.0579
+Epoch 56 		Train Acc: 0.1156	Train loss: 0.0584	Test Acc: 0.1348	Test loss: 0.0579
+Epoch 57 		Train Acc: 0.1115	Train loss: 0.0590	Test Acc: 0.1344	Test loss: 0.0577
+Epoch 58 		Train Acc: 0.1176	Train loss: 0.0584	Test Acc: 0.1378	Test loss: 0.0571
+Epoch 59 		Train Acc: 0.1047	Train loss: 0.3232	Test Acc: 0.1188	Test loss: 0.0592
+Epoch 60 		Train Acc: 0.0748	Train loss: 0.0645	Test Acc: 0.0682	Test loss: 0.0936
+Epoch 61 		Train Acc: 0.0936	Train loss: 0.0603	Test Acc: 0.0916	Test loss: 0.0650
+Epoch 62 		Train Acc: 0.1119	Train loss: 0.0591	Test Acc: 0.1148	Test loss: 0.0599
+Epoch 63 		Train Acc: 0.1166	Train loss: 0.0589	Test Acc: 0.1327	Test loss: 0.0584
+Epoch 64 		Train Acc: 0.1156	Train loss: 0.0589	Test Acc: 0.1380	Test loss: 0.0578
+Epoch 65 		Train Acc: 0.1268	Train loss: 0.0575	Test Acc: 0.1441	Test loss: 0.0571
+Epoch 66 		Train Acc: 0.1281	Train loss: 0.0575	Test Acc: 0.1365	Test loss: 0.0569
+Epoch 67 		Train Acc: 0.1270	Train loss: 0.0572	Test Acc: 0.1471	Test loss: 0.0561
+Epoch 68 		Train Acc: 0.1271	Train loss: 0.0573	Test Acc: 0.1531	Test loss: 0.0560
+Epoch 69 		Train Acc: 0.1174	Train loss: 0.3108	Test Acc: 0.1196	Test loss: 0.0622
+Epoch 70 		Train Acc: 0.0859	Train loss: 0.0624	Test Acc: 0.0685	Test loss: 0.0991
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 16]
+Epoch 71 		Train Acc: 0.1098	Train loss: 0.0597	Test Acc: 0.0591	Test loss: 0.1156
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 16]
+Epoch 72 		Train Acc: 0.1080	Train loss: 0.0591	Test Acc: 0.0889	Test loss: 0.0719
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 16]
+Epoch 73 		Train Acc: 0.1176	Train loss: 0.0588	Test Acc: 0.1110	Test loss: 0.0619
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 16]
+Epoch 74 		Train Acc: 0.1252	Train loss: 0.0586	Test Acc: 0.1261	Test loss: 0.0592
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 16]
+Epoch 75 		Train Acc: 0.1283	Train loss: 0.0578	Test Acc: 0.1278	Test loss: 0.0603
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 14 16 17]
+Epoch 76 		Train Acc: 0.1223	Train loss: 0.0580	Test Acc: 0.1309	Test loss: 0.0585
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 16 17]
+Epoch 77 		Train Acc: 0.1256	Train loss: 0.0575	Test Acc: 0.1428	Test loss: 0.0572
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 17 19]
+Epoch 78 		Train Acc: 0.1342	Train loss: 0.0572	Test Acc: 0.1461	Test loss: 0.0571
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 14 17 19]
+Epoch 79 		Train Acc: 0.1174	Train loss: 0.3136	Test Acc: 0.0999	Test loss: 0.0740
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 14 17 19]
+Epoch 80 		Train Acc: 0.0893	Train loss: 0.0631	Test Acc: 0.0466	Test loss: 0.1636
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 13 14 17 19]
+Epoch 81 		Train Acc: 0.1057	Train loss: 0.0600	Test Acc: 0.0844	Test loss: 0.0897
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 17 19]
+Epoch 82 		Train Acc: 0.1092	Train loss: 0.0593	Test Acc: 0.1145	Test loss: 0.0661
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 13 17 19]
+Epoch 83 		Train Acc: 0.1148	Train loss: 0.0584	Test Acc: 0.1341	Test loss: 0.0597
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 13 19]
+Epoch 84 		Train Acc: 0.1326	Train loss: 0.0573	Test Acc: 0.1360	Test loss: 0.0583
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 19]
+Epoch 85 		Train Acc: 0.1291	Train loss: 0.0578	Test Acc: 0.1208	Test loss: 0.0605
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10]
+Epoch 86 		Train Acc: 0.1355	Train loss: 0.0571	Test Acc: 0.1185	Test loss: 0.0658
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 14 19]
+Epoch 87 		Train Acc: 0.1322	Train loss: 0.0576	Test Acc: 0.1276	Test loss: 0.0598
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 14 19]
+Epoch 88 		Train Acc: 0.1318	Train loss: 0.0571	Test Acc: 0.1396	Test loss: 0.0576
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7 8]
+Epoch 89 		Train Acc: 0.1176	Train loss: 0.3100	Test Acc: 0.0957	Test loss: 0.0903
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 14]
+Epoch 90 		Train Acc: 0.0928	Train loss: 0.0634	Test Acc: 0.0490	Test loss: 0.2545
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 14]
+Epoch 91 		Train Acc: 0.1104	Train loss: 0.0600	Test Acc: 0.0843	Test loss: 0.0878
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 12 14]
+Epoch 92 		Train Acc: 0.1293	Train loss: 0.0584	Test Acc: 0.1198	Test loss: 0.0627
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 14]
+Epoch 93 		Train Acc: 0.1246	Train loss: 0.0582	Test Acc: 0.1256	Test loss: 0.0598
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14]
+Epoch 94 		Train Acc: 0.1350	Train loss: 0.0570	Test Acc: 0.1417	Test loss: 0.0589
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 14]
+Epoch 95 		Train Acc: 0.1350	Train loss: 0.0575	Test Acc: 0.1455	Test loss: 0.0587
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 11 12 14]
+Epoch 96 		Train Acc: 0.1301	Train loss: 0.0573	Test Acc: 0.1430	Test loss: 0.0570
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 16]
+Epoch 97 		Train Acc: 0.1418	Train loss: 0.0568	Test Acc: 0.1276	Test loss: 0.0624
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 11 12 16 17]
+Epoch 98 		Train Acc: 0.1373	Train loss: 0.0569	Test Acc: 0.1360	Test loss: 0.0585
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 11 12 13 17]
+Epoch 99 		Train Acc: 0.1379	Train loss: 0.2843	Test Acc: 0.1095	Test loss: 0.0703
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 100		Train Acc: 0.1410	Train loss: 0.0567	Test Acc: 0.1212	Test loss: 0.0652
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 12 13]
+Epoch 101		Train Acc: 0.1414	Train loss: 0.0560	Test Acc: 0.1487	Test loss: 0.0569
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 17]
+Epoch 102		Train Acc: 0.1602	Train loss: 0.0550	Test Acc: 0.1564	Test loss: 0.0556
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 17]
+Epoch 103		Train Acc: 0.1551	Train loss: 0.0555	Test Acc: 0.1609	Test loss: 0.0553
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 17]
+Epoch 104		Train Acc: 0.1705	Train loss: 0.0549	Test Acc: 0.1666	Test loss: 0.0549
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 17]
+Epoch 105		Train Acc: 0.1615	Train loss: 0.0544	Test Acc: 0.1715	Test loss: 0.0545
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14 17 19]
+Epoch 106		Train Acc: 0.1637	Train loss: 0.0545	Test Acc: 0.1769	Test loss: 0.0542
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14 17 18 19]
+Epoch 107		Train Acc: 0.1631	Train loss: 0.0547	Test Acc: 0.1785	Test loss: 0.0540
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14 17 19]
+Epoch 108		Train Acc: 0.1783	Train loss: 0.0540	Test Acc: 0.1795	Test loss: 0.0539
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 19]
+Epoch 109		Train Acc: 0.1527	Train loss: 0.2864	Test Acc: 0.1769	Test loss: 0.0540
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 19]
+Epoch 110		Train Acc: 0.1672	Train loss: 0.0548	Test Acc: 0.1720	Test loss: 0.0548
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 17 19]
+Epoch 111		Train Acc: 0.1688	Train loss: 0.0544	Test Acc: 0.1681	Test loss: 0.0548
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 19]
+Epoch 112		Train Acc: 0.1723	Train loss: 0.0540	Test Acc: 0.1723	Test loss: 0.0544
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 19]
+Epoch 113		Train Acc: 0.1660	Train loss: 0.0542	Test Acc: 0.1775	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 12 17 19]
+Epoch 114		Train Acc: 0.1662	Train loss: 0.0542	Test Acc: 0.1762	Test loss: 0.0540
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 19]
+Epoch 115		Train Acc: 0.1666	Train loss: 0.0543	Test Acc: 0.1776	Test loss: 0.0540
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 12 15 17 19]
+Epoch 116		Train Acc: 0.1518	Train loss: 0.0548	Test Acc: 0.1765	Test loss: 0.0540
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 19]
+Epoch 117		Train Acc: 0.1727	Train loss: 0.0540	Test Acc: 0.1781	Test loss: 0.0539
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 12 19]
+Epoch 118		Train Acc: 0.1631	Train loss: 0.0543	Test Acc: 0.1798	Test loss: 0.0538
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 17]
+Epoch 119		Train Acc: 0.1549	Train loss: 0.2864	Test Acc: 0.1763	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 17]
+Epoch 120		Train Acc: 0.1734	Train loss: 0.0539	Test Acc: 0.1618	Test loss: 0.0566
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 17 19]
+Epoch 121		Train Acc: 0.1734	Train loss: 0.0543	Test Acc: 0.1703	Test loss: 0.0550
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 17]
+Epoch 122		Train Acc: 0.1693	Train loss: 0.0549	Test Acc: 0.1746	Test loss: 0.0543
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 17]
+Epoch 123		Train Acc: 0.1695	Train loss: 0.0541	Test Acc: 0.1741	Test loss: 0.0541
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 124		Train Acc: 0.1754	Train loss: 0.0542	Test Acc: 0.1775	Test loss: 0.0539
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 125		Train Acc: 0.1775	Train loss: 0.0537	Test Acc: 0.1786	Test loss: 0.0539
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 126		Train Acc: 0.1701	Train loss: 0.0545	Test Acc: 0.1812	Test loss: 0.0538
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 127		Train Acc: 0.1621	Train loss: 0.0543	Test Acc: 0.1796	Test loss: 0.0538
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 128		Train Acc: 0.1719	Train loss: 0.0541	Test Acc: 0.1791	Test loss: 0.0538
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 129		Train Acc: 0.1615	Train loss: 0.2938	Test Acc: 0.1728	Test loss: 0.0546
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 130		Train Acc: 0.1664	Train loss: 0.0544	Test Acc: 0.1612	Test loss: 0.0569
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 131		Train Acc: 0.1648	Train loss: 0.0542	Test Acc: 0.1665	Test loss: 0.0554
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 11]
+Epoch 132		Train Acc: 0.1635	Train loss: 0.0546	Test Acc: 0.1690	Test loss: 0.0547
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 19]
+Epoch 133		Train Acc: 0.1699	Train loss: 0.0540	Test Acc: 0.1669	Test loss: 0.0551
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 17 19]
+Epoch 134		Train Acc: 0.1619	Train loss: 0.0544	Test Acc: 0.1734	Test loss: 0.0546
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 17 19]
+Epoch 135		Train Acc: 0.1750	Train loss: 0.0542	Test Acc: 0.1747	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 11 17 19]
+Epoch 136		Train Acc: 0.1686	Train loss: 0.0540	Test Acc: 0.1767	Test loss: 0.0540
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 10 17 19]
+Epoch 137		Train Acc: 0.1775	Train loss: 0.0541	Test Acc: 0.1766	Test loss: 0.0537
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 17 19]
+Epoch 138		Train Acc: 0.1668	Train loss: 0.0540	Test Acc: 0.1772	Test loss: 0.0537
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 17]
+Epoch 139		Train Acc: 0.1549	Train loss: 0.2826	Test Acc: 0.1709	Test loss: 0.0548
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 17]
+Epoch 140		Train Acc: 0.1744	Train loss: 0.0545	Test Acc: 0.1491	Test loss: 0.0589
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  9 12 13 15 17 18 19]
+Epoch 141		Train Acc: 0.1670	Train loss: 0.0547	Test Acc: 0.1740	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 17 18]
+Epoch 142		Train Acc: 0.1693	Train loss: 0.0538	Test Acc: 0.1773	Test loss: 0.0542
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 17 18]
+Epoch 143		Train Acc: 0.1645	Train loss: 0.0539	Test Acc: 0.1773	Test loss: 0.0541
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 18]
+Epoch 144		Train Acc: 0.1680	Train loss: 0.0544	Test Acc: 0.1706	Test loss: 0.0544
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 12 13 18]
+Epoch 145		Train Acc: 0.1709	Train loss: 0.0536	Test Acc: 0.1754	Test loss: 0.0540
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 12 18]
+Epoch 146		Train Acc: 0.1727	Train loss: 0.0539	Test Acc: 0.1774	Test loss: 0.0536
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 12 14 18]
+Epoch 147		Train Acc: 0.1703	Train loss: 0.0541	Test Acc: 0.1799	Test loss: 0.0537
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 12 14 18]
+Epoch 148		Train Acc: 0.1625	Train loss: 0.0546	Test Acc: 0.1785	Test loss: 0.0539
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 12 14 16 18]
+Epoch 149		Train Acc: 0.1508	Train loss: 0.3098	Test Acc: 0.1764	Test loss: 0.0544
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 12 14 16 18]
+Epoch 150		Train Acc: 0.1773	Train loss: 0.0544	Test Acc: 0.1763	Test loss: 0.0545
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 12 14 16 18]
+Epoch 151		Train Acc: 0.1760	Train loss: 0.0538	Test Acc: 0.1774	Test loss: 0.0538
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 12 14 16 18]
+Epoch 152		Train Acc: 0.1713	Train loss: 0.0538	Test Acc: 0.1807	Test loss: 0.0536
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 12 14 15 16 18]
+Epoch 153		Train Acc: 0.1785	Train loss: 0.0537	Test Acc: 0.1797	Test loss: 0.0538
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 12 14 15 18]
+Epoch 154		Train Acc: 0.1680	Train loss: 0.0535	Test Acc: 0.1788	Test loss: 0.0537
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 12 14 15 18]
+Epoch 155		Train Acc: 0.1631	Train loss: 0.0542	Test Acc: 0.1840	Test loss: 0.0534
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 12 18]
+Epoch 156		Train Acc: 0.1752	Train loss: 0.0537	Test Acc: 0.1836	Test loss: 0.0534
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 12 15 18]
+Epoch 157		Train Acc: 0.1773	Train loss: 0.0540	Test Acc: 0.1803	Test loss: 0.0537
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 12 13 15 18]
+Epoch 158		Train Acc: 0.1732	Train loss: 0.0540	Test Acc: 0.1864	Test loss: 0.0533
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 10 12 15 18]
+Epoch 159		Train Acc: 0.1523	Train loss: 0.2929	Test Acc: 0.1797	Test loss: 0.0543
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 12 13 15 18]
+Epoch 160		Train Acc: 0.1770	Train loss: 0.0535	Test Acc: 0.1823	Test loss: 0.0538
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 12 13 15 18]
+Epoch 161		Train Acc: 0.1752	Train loss: 0.0539	Test Acc: 0.1869	Test loss: 0.0534
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 12 13 15 18]
+Epoch 162		Train Acc: 0.1789	Train loss: 0.0532	Test Acc: 0.1851	Test loss: 0.0532
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 10 12 13 15 17 18 19]
+Epoch 163		Train Acc: 0.1787	Train loss: 0.0532	Test Acc: 0.1852	Test loss: 0.0531
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 15 18]
+Epoch 164		Train Acc: 0.1797	Train loss: 0.0535	Test Acc: 0.1846	Test loss: 0.0531
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 13 15 18]
+Epoch 165		Train Acc: 0.1721	Train loss: 0.0537	Test Acc: 0.1850	Test loss: 0.0530
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 15 18]
+Epoch 166		Train Acc: 0.1736	Train loss: 0.0535	Test Acc: 0.1852	Test loss: 0.0530
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 15 18]
+Epoch 167		Train Acc: 0.1742	Train loss: 0.0536	Test Acc: 0.1866	Test loss: 0.0530
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 15 18]
+Epoch 168		Train Acc: 0.1865	Train loss: 0.0532	Test Acc: 0.1873	Test loss: 0.0530
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 15]
+Epoch 169		Train Acc: 0.1521	Train loss: 0.2809	Test Acc: 0.1871	Test loss: 0.0532
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 15]
+Epoch 170		Train Acc: 0.1789	Train loss: 0.0534	Test Acc: 0.1875	Test loss: 0.0532
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 15]
+Epoch 171		Train Acc: 0.1818	Train loss: 0.0532	Test Acc: 0.1881	Test loss: 0.0532
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13]
+Epoch 172		Train Acc: 0.1789	Train loss: 0.0535	Test Acc: 0.1872	Test loss: 0.0532
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13]
+Epoch 173		Train Acc: 0.1732	Train loss: 0.0535	Test Acc: 0.1877	Test loss: 0.0532
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13]
+Epoch 174		Train Acc: 0.1801	Train loss: 0.0533	Test Acc: 0.1874	Test loss: 0.0532
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13]
+Epoch 175		Train Acc: 0.1803	Train loss: 0.0533	Test Acc: 0.1868	Test loss: 0.0532
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 15]
+Epoch 176		Train Acc: 0.1762	Train loss: 0.0537	Test Acc: 0.1862	Test loss: 0.0532
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13]
+Epoch 177		Train Acc: 0.1930	Train loss: 0.0529	Test Acc: 0.1877	Test loss: 0.0531
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 15]
+Epoch 178		Train Acc: 0.1764	Train loss: 0.0530	Test Acc: 0.1884	Test loss: 0.0531
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13]
+Epoch 179		Train Acc: 0.1525	Train loss: 0.2885	Test Acc: 0.1862	Test loss: 0.0534
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13]
+Epoch 180		Train Acc: 0.1799	Train loss: 0.0535	Test Acc: 0.1878	Test loss: 0.0533
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 15 17]
+Epoch 181		Train Acc: 0.1736	Train loss: 0.0534	Test Acc: 0.1878	Test loss: 0.0533
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 15 17]
+Epoch 182		Train Acc: 0.1854	Train loss: 0.0533	Test Acc: 0.1872	Test loss: 0.0532
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 15 17]
+Epoch 183		Train Acc: 0.1768	Train loss: 0.0533	Test Acc: 0.1875	Test loss: 0.0532
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 15 17]
+Epoch 184		Train Acc: 0.1717	Train loss: 0.0538	Test Acc: 0.1870	Test loss: 0.0532
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13 15]
+Epoch 185		Train Acc: 0.1748	Train loss: 0.0535	Test Acc: 0.1879	Test loss: 0.0532
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 13]
+Epoch 186		Train Acc: 0.1842	Train loss: 0.0534	Test Acc: 0.1872	Test loss: 0.0532
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 187		Train Acc: 0.1799	Train loss: 0.0533	Test Acc: 0.1876	Test loss: 0.0533
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 188		Train Acc: 0.1783	Train loss: 0.0530	Test Acc: 0.1863	Test loss: 0.0534
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14]
+Epoch 189		Train Acc: 0.1697	Train loss: 0.2782	Test Acc: 0.1813	Test loss: 0.0537
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14]
+Epoch 190		Train Acc: 0.1770	Train loss: 0.0532	Test Acc: 0.1828	Test loss: 0.0535
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14]
+Epoch 191		Train Acc: 0.1738	Train loss: 0.0539	Test Acc: 0.1836	Test loss: 0.0534
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14]
+Epoch 192		Train Acc: 0.1816	Train loss: 0.0533	Test Acc: 0.1838	Test loss: 0.0534
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 14]
+Epoch 193		Train Acc: 0.1729	Train loss: 0.0536	Test Acc: 0.1860	Test loss: 0.0533
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 194		Train Acc: 0.1824	Train loss: 0.0534	Test Acc: 0.1854	Test loss: 0.0533
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 195		Train Acc: 0.1801	Train loss: 0.0532	Test Acc: 0.1855	Test loss: 0.0533
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 15 18]
+Epoch 196		Train Acc: 0.1766	Train loss: 0.0532	Test Acc: 0.1867	Test loss: 0.0533
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 15 16 18]
+Epoch 197		Train Acc: 0.1762	Train loss: 0.0534	Test Acc: 0.1873	Test loss: 0.0532
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 15]
+Epoch 198		Train Acc: 0.1807	Train loss: 0.0533	Test Acc: 0.1860	Test loss: 0.0532
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8 11 15 18]
+Epoch 199		Train Acc: 0.1555	Train loss: 0.2950	Test Acc: 0.1840	Test loss: 0.0533
+Training finished on Tue Feb 24 03:31:41 2026 using 32 minutes and 32 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.1_seed42_cfgFedAvg_CIFAR100_config_exp0.txt

@@ -0,0 +1,339 @@
+seed: 42, num_experiments: 5, experiment_id: 0, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 40, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 4, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25270444.0/flpoison_25270444_20/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.1_seed42_cfgFedAvg_CIFAR100_config_exp0.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42
+
+Started on Mon Mar  2 01:49:47 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0105	Train loss: 0.0751	Test Acc: 0.0113	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0163	Train loss: 0.0741	Test Acc: 0.0100	Test loss: 0.0723
+Epoch 2  		Train Acc: 0.0239	Train loss: 0.0729	Test Acc: 0.0127	Test loss: 0.0720
+Epoch 3  		Train Acc: 0.0340	Train loss: 0.0712	Test Acc: 0.0154	Test loss: 0.0710
+Epoch 4  		Train Acc: 0.0433	Train loss: 0.0719	Test Acc: 0.0498	Test loss: 0.0675
+Epoch 5  		Train Acc: 0.0481	Train loss: 0.0862	Test Acc: 0.0802	Test loss: 0.0633
+Epoch 6  		Train Acc: 0.0596	Train loss: 0.0662	Test Acc: 0.0670	Test loss: 0.0641
+Epoch 7  		Train Acc: 0.0648	Train loss: 0.0650	Test Acc: 0.0744	Test loss: 0.0635
+Epoch 8  		Train Acc: 0.0689	Train loss: 0.0639	Test Acc: 0.0742	Test loss: 0.0643
+Epoch 9  		Train Acc: 0.0816	Train loss: 0.0652	Test Acc: 0.0907	Test loss: 0.0613
+Epoch 10 		Train Acc: 0.0869	Train loss: 0.0789	Test Acc: 0.1140	Test loss: 0.0590
+Epoch 11 		Train Acc: 0.0934	Train loss: 0.0612	Test Acc: 0.1149	Test loss: 0.0589
+Epoch 12 		Train Acc: 0.0909	Train loss: 0.0610	Test Acc: 0.1313	Test loss: 0.0576
+Epoch 13 		Train Acc: 0.0985	Train loss: 0.0604	Test Acc: 0.1469	Test loss: 0.0562
+Epoch 14 		Train Acc: 0.1132	Train loss: 0.0613	Test Acc: 0.1571	Test loss: 0.0554
+Epoch 15 		Train Acc: 0.1147	Train loss: 0.0755	Test Acc: 0.1654	Test loss: 0.0550
+Epoch 16 		Train Acc: 0.1222	Train loss: 0.0585	Test Acc: 0.1717	Test loss: 0.0543
+Epoch 17 		Train Acc: 0.1233	Train loss: 0.0583	Test Acc: 0.1768	Test loss: 0.0539
+Epoch 18 		Train Acc: 0.1278	Train loss: 0.0602	Test Acc: 0.1884	Test loss: 0.0530
+Epoch 19 		Train Acc: 0.1404	Train loss: 0.0567	Test Acc: 0.1827	Test loss: 0.0535
+Epoch 20 		Train Acc: 0.1330	Train loss: 0.0739	Test Acc: 0.1938	Test loss: 0.0521
+Epoch 21 		Train Acc: 0.1313	Train loss: 0.0570	Test Acc: 0.2183	Test loss: 0.0509
+Epoch 22 		Train Acc: 0.1505	Train loss: 0.0560	Test Acc: 0.2091	Test loss: 0.0513
+Epoch 23 		Train Acc: 0.1642	Train loss: 0.0570	Test Acc: 0.1998	Test loss: 0.0513
+Epoch 24 		Train Acc: 0.1586	Train loss: 0.0544	Test Acc: 0.2234	Test loss: 0.0497
+Epoch 25 		Train Acc: 0.1742	Train loss: 0.0535	Test Acc: 0.2333	Test loss: 0.0492
+Epoch 26 		Train Acc: 0.1671	Train loss: 0.0689	Test Acc: 0.2171	Test loss: 0.0499
+Epoch 27 		Train Acc: 0.1697	Train loss: 0.0535	Test Acc: 0.2407	Test loss: 0.0486
+Epoch 28 		Train Acc: 0.1911	Train loss: 0.0540	Test Acc: 0.2489	Test loss: 0.0478
+Epoch 29 		Train Acc: 0.1877	Train loss: 0.0520	Test Acc: 0.2467	Test loss: 0.0478
+Epoch 30 		Train Acc: 0.1865	Train loss: 0.0517	Test Acc: 0.2486	Test loss: 0.0475
+Epoch 31 		Train Acc: 0.1941	Train loss: 0.0659	Test Acc: 0.2596	Test loss: 0.0470
+Epoch 32 		Train Acc: 0.1929	Train loss: 0.0513	Test Acc: 0.2687	Test loss: 0.0462
+Epoch 33 		Train Acc: 0.2188	Train loss: 0.0513	Test Acc: 0.2684	Test loss: 0.0458
+Epoch 34 		Train Acc: 0.2084	Train loss: 0.0502	Test Acc: 0.2686	Test loss: 0.0458
+Epoch 35 		Train Acc: 0.2139	Train loss: 0.0501	Test Acc: 0.2800	Test loss: 0.0453
+Epoch 36 		Train Acc: 0.2098	Train loss: 0.0650	Test Acc: 0.2727	Test loss: 0.0455
+Epoch 37 		Train Acc: 0.2229	Train loss: 0.0515	Test Acc: 0.2950	Test loss: 0.0442
+Epoch 38 		Train Acc: 0.2349	Train loss: 0.0483	Test Acc: 0.2927	Test loss: 0.0444
+Epoch 39 		Train Acc: 0.2311	Train loss: 0.0483	Test Acc: 0.3036	Test loss: 0.0438
+Epoch 40 		Train Acc: 0.2289	Train loss: 0.0485	Test Acc: 0.2973	Test loss: 0.0440
+Epoch 41 		Train Acc: 0.2365	Train loss: 0.0631	Test Acc: 0.3044	Test loss: 0.0432
+Epoch 42 		Train Acc: 0.2509	Train loss: 0.0492	Test Acc: 0.3078	Test loss: 0.0426
+Epoch 43 		Train Acc: 0.2496	Train loss: 0.0466	Test Acc: 0.3223	Test loss: 0.0417
+Epoch 44 		Train Acc: 0.2516	Train loss: 0.0462	Test Acc: 0.3213	Test loss: 0.0416
+Epoch 45 		Train Acc: 0.2600	Train loss: 0.0460	Test Acc: 0.3299	Test loss: 0.0413
+Epoch 46 		Train Acc: 0.2574	Train loss: 0.0463	Test Acc: 0.3348	Test loss: 0.0409
+Epoch 47 		Train Acc: 0.2688	Train loss: 0.0581	Test Acc: 0.3395	Test loss: 0.0405
+Epoch 48 		Train Acc: 0.2813	Train loss: 0.0443	Test Acc: 0.3492	Test loss: 0.0396
+Epoch 49 		Train Acc: 0.2833	Train loss: 0.0444	Test Acc: 0.3393	Test loss: 0.0403
+Epoch 50 		Train Acc: 0.2719	Train loss: 0.0448	Test Acc: 0.3466	Test loss: 0.0397
+Epoch 51 		Train Acc: 0.2829	Train loss: 0.0444	Test Acc: 0.3423	Test loss: 0.0399
+Epoch 52 		Train Acc: 0.2951	Train loss: 0.0573	Test Acc: 0.3487	Test loss: 0.0396
+Epoch 53 		Train Acc: 0.3022	Train loss: 0.0425	Test Acc: 0.3601	Test loss: 0.0388
+Epoch 54 		Train Acc: 0.3034	Train loss: 0.0422	Test Acc: 0.3628	Test loss: 0.0386
+Epoch 55 		Train Acc: 0.2885	Train loss: 0.0432	Test Acc: 0.3612	Test loss: 0.0389
+Epoch 56 		Train Acc: 0.3043	Train loss: 0.0448	Test Acc: 0.3700	Test loss: 0.0380
+Epoch 57 		Train Acc: 0.3240	Train loss: 0.0540	Test Acc: 0.3778	Test loss: 0.0374
+Epoch 58 		Train Acc: 0.3232	Train loss: 0.0411	Test Acc: 0.3708	Test loss: 0.0376
+Epoch 59 		Train Acc: 0.3166	Train loss: 0.0413	Test Acc: 0.3785	Test loss: 0.0372
+Epoch 60 		Train Acc: 0.3178	Train loss: 0.0411	Test Acc: 0.3809	Test loss: 0.0370
+Epoch 61 		Train Acc: 0.3383	Train loss: 0.0417	Test Acc: 0.3992	Test loss: 0.0359
+Epoch 62 		Train Acc: 0.3354	Train loss: 0.0533	Test Acc: 0.3909	Test loss: 0.0365
+Epoch 63 		Train Acc: 0.3315	Train loss: 0.0402	Test Acc: 0.4013	Test loss: 0.0359
+Epoch 64 		Train Acc: 0.3406	Train loss: 0.0396	Test Acc: 0.4034	Test loss: 0.0357
+Epoch 65 		Train Acc: 0.3429	Train loss: 0.0394	Test Acc: 0.4140	Test loss: 0.0347
+Epoch 66 		Train Acc: 0.3657	Train loss: 0.0389	Test Acc: 0.4177	Test loss: 0.0347
+Epoch 67 		Train Acc: 0.3606	Train loss: 0.0382	Test Acc: 0.4199	Test loss: 0.0343
+Epoch 68 		Train Acc: 0.3531	Train loss: 0.0487	Test Acc: 0.4131	Test loss: 0.0346
+Epoch 69 		Train Acc: 0.3573	Train loss: 0.0381	Test Acc: 0.4293	Test loss: 0.0337
+Epoch 70 		Train Acc: 0.3684	Train loss: 0.0375	Test Acc: 0.4275	Test loss: 0.0339
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 71 		Train Acc: 0.3895	Train loss: 0.0373	Test Acc: 0.4042	Test loss: 0.0360
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 72 		Train Acc: 0.3834	Train loss: 0.0366	Test Acc: 0.3888	Test loss: 0.0386
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 73 		Train Acc: 0.3766	Train loss: 0.0470	Test Acc: 0.3538	Test loss: 0.0409
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 74 		Train Acc: 0.3704	Train loss: 0.0368	Test Acc: 0.3671	Test loss: 0.0401
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 75 		Train Acc: 0.3803	Train loss: 0.0385	Test Acc: 0.3374	Test loss: 0.0443
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 76 		Train Acc: 0.3985	Train loss: 0.0352	Test Acc: 0.3489	Test loss: 0.0430
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 77 		Train Acc: 0.3893	Train loss: 0.0356	Test Acc: 0.3643	Test loss: 0.0419
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 78 		Train Acc: 0.3929	Train loss: 0.0460	Test Acc: 0.4086	Test loss: 0.0365
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 79 		Train Acc: 0.3961	Train loss: 0.0356	Test Acc: 0.4048	Test loss: 0.0366
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 80 		Train Acc: 0.4160	Train loss: 0.0358	Test Acc: 0.3822	Test loss: 0.0392
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 81 		Train Acc: 0.4161	Train loss: 0.0338	Test Acc: 0.3960	Test loss: 0.0375
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 82 		Train Acc: 0.4164	Train loss: 0.0345	Test Acc: 0.4512	Test loss: 0.0327
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 83 		Train Acc: 0.4031	Train loss: 0.0468	Test Acc: 0.4465	Test loss: 0.0329
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 84 		Train Acc: 0.4056	Train loss: 0.0349	Test Acc: 0.4092	Test loss: 0.0368
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 85 		Train Acc: 0.4415	Train loss: 0.0340	Test Acc: 0.4214	Test loss: 0.0361
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 86 		Train Acc: 0.4295	Train loss: 0.0328	Test Acc: 0.4464	Test loss: 0.0334
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 87 		Train Acc: 0.4316	Train loss: 0.0331	Test Acc: 0.4383	Test loss: 0.0335
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 88 		Train Acc: 0.4281	Train loss: 0.0334	Test Acc: 0.4571	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 89 		Train Acc: 0.4303	Train loss: 0.0419	Test Acc: 0.4493	Test loss: 0.0337
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 90 		Train Acc: 0.4557	Train loss: 0.0325	Test Acc: 0.4371	Test loss: 0.0341
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 91 		Train Acc: 0.4525	Train loss: 0.0313	Test Acc: 0.4512	Test loss: 0.0328
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 92 		Train Acc: 0.4398	Train loss: 0.0319	Test Acc: 0.4655	Test loss: 0.0317
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 93 		Train Acc: 0.4487	Train loss: 0.0319	Test Acc: 0.4819	Test loss: 0.0309
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 94 		Train Acc: 0.4436	Train loss: 0.0425	Test Acc: 0.4756	Test loss: 0.0311
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 95 		Train Acc: 0.4754	Train loss: 0.0301	Test Acc: 0.4647	Test loss: 0.0316
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 96 		Train Acc: 0.4703	Train loss: 0.0303	Test Acc: 0.4757	Test loss: 0.0317
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 97 		Train Acc: 0.4562	Train loss: 0.0309	Test Acc: 0.4891	Test loss: 0.0300
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 98 		Train Acc: 0.4641	Train loss: 0.0312	Test Acc: 0.4857	Test loss: 0.0301
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 99 		Train Acc: 0.4755	Train loss: 0.0416	Test Acc: 0.4760	Test loss: 0.0311
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 100		Train Acc: 0.5559	Train loss: 0.0254	Test Acc: 0.5060	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 101		Train Acc: 0.5507	Train loss: 0.0255	Test Acc: 0.5297	Test loss: 0.0271
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 102		Train Acc: 0.5521	Train loss: 0.0253	Test Acc: 0.5395	Test loss: 0.0265
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 103		Train Acc: 0.5561	Train loss: 0.0252	Test Acc: 0.5410	Test loss: 0.0263
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 104		Train Acc: 0.5684	Train loss: 0.0331	Test Acc: 0.5404	Test loss: 0.0262
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 105		Train Acc: 0.5669	Train loss: 0.0242	Test Acc: 0.5438	Test loss: 0.0261
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 106		Train Acc: 0.5746	Train loss: 0.0242	Test Acc: 0.5425	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 107		Train Acc: 0.5666	Train loss: 0.0246	Test Acc: 0.5447	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 108		Train Acc: 0.5655	Train loss: 0.0245	Test Acc: 0.5473	Test loss: 0.0259
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 109		Train Acc: 0.5811	Train loss: 0.0247	Test Acc: 0.5463	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 110		Train Acc: 0.5783	Train loss: 0.0310	Test Acc: 0.5469	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 111		Train Acc: 0.5806	Train loss: 0.0237	Test Acc: 0.5479	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 112		Train Acc: 0.5726	Train loss: 0.0244	Test Acc: 0.5483	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 113		Train Acc: 0.5832	Train loss: 0.0249	Test Acc: 0.5466	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 114		Train Acc: 0.5752	Train loss: 0.0236	Test Acc: 0.5490	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 115		Train Acc: 0.5769	Train loss: 0.0310	Test Acc: 0.5521	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 116		Train Acc: 0.5851	Train loss: 0.0236	Test Acc: 0.5503	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 117		Train Acc: 0.5749	Train loss: 0.0240	Test Acc: 0.5498	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 118		Train Acc: 0.5857	Train loss: 0.0244	Test Acc: 0.5490	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 119		Train Acc: 0.5859	Train loss: 0.0235	Test Acc: 0.5496	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 120		Train Acc: 0.5844	Train loss: 0.0306	Test Acc: 0.5508	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 121		Train Acc: 0.5855	Train loss: 0.0232	Test Acc: 0.5527	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 122		Train Acc: 0.5778	Train loss: 0.0237	Test Acc: 0.5533	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 123		Train Acc: 0.5956	Train loss: 0.0238	Test Acc: 0.5540	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 124		Train Acc: 0.5903	Train loss: 0.0233	Test Acc: 0.5550	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 125		Train Acc: 0.5896	Train loss: 0.0303	Test Acc: 0.5552	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 126		Train Acc: 0.5910	Train loss: 0.0228	Test Acc: 0.5558	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 127		Train Acc: 0.5859	Train loss: 0.0233	Test Acc: 0.5552	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 128		Train Acc: 0.5969	Train loss: 0.0236	Test Acc: 0.5565	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 129		Train Acc: 0.5938	Train loss: 0.0230	Test Acc: 0.5576	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 130		Train Acc: 0.5905	Train loss: 0.0230	Test Acc: 0.5590	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 131		Train Acc: 0.5835	Train loss: 0.0308	Test Acc: 0.5589	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 132		Train Acc: 0.5955	Train loss: 0.0238	Test Acc: 0.5581	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 133		Train Acc: 0.5975	Train loss: 0.0226	Test Acc: 0.5591	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 134		Train Acc: 0.5989	Train loss: 0.0228	Test Acc: 0.5572	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 135		Train Acc: 0.5963	Train loss: 0.0228	Test Acc: 0.5583	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 136		Train Acc: 0.5905	Train loss: 0.0287	Test Acc: 0.5598	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 137		Train Acc: 0.6011	Train loss: 0.0232	Test Acc: 0.5590	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 138		Train Acc: 0.5994	Train loss: 0.0222	Test Acc: 0.5611	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 139		Train Acc: 0.5943	Train loss: 0.0228	Test Acc: 0.5617	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 140		Train Acc: 0.5988	Train loss: 0.0228	Test Acc: 0.5620	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 141		Train Acc: 0.5997	Train loss: 0.0293	Test Acc: 0.5651	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 142		Train Acc: 0.6094	Train loss: 0.0228	Test Acc: 0.5639	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 143		Train Acc: 0.6005	Train loss: 0.0224	Test Acc: 0.5617	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 144		Train Acc: 0.5958	Train loss: 0.0225	Test Acc: 0.5629	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 145		Train Acc: 0.6025	Train loss: 0.0223	Test Acc: 0.5655	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 146		Train Acc: 0.5968	Train loss: 0.0297	Test Acc: 0.5658	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 147		Train Acc: 0.6174	Train loss: 0.0224	Test Acc: 0.5633	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 148		Train Acc: 0.6035	Train loss: 0.0223	Test Acc: 0.5646	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 149		Train Acc: 0.6048	Train loss: 0.0223	Test Acc: 0.5649	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 150		Train Acc: 0.5970	Train loss: 0.0225	Test Acc: 0.5647	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 151		Train Acc: 0.5997	Train loss: 0.0232	Test Acc: 0.5676	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 152		Train Acc: 0.6194	Train loss: 0.0277	Test Acc: 0.5683	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 153		Train Acc: 0.6140	Train loss: 0.0218	Test Acc: 0.5670	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 154		Train Acc: 0.6051	Train loss: 0.0220	Test Acc: 0.5668	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 155		Train Acc: 0.6047	Train loss: 0.0221	Test Acc: 0.5668	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 156		Train Acc: 0.6130	Train loss: 0.0226	Test Acc: 0.5691	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 157		Train Acc: 0.6193	Train loss: 0.0280	Test Acc: 0.5676	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 158		Train Acc: 0.6186	Train loss: 0.0215	Test Acc: 0.5679	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 159		Train Acc: 0.6125	Train loss: 0.0216	Test Acc: 0.5693	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 160		Train Acc: 0.6129	Train loss: 0.0219	Test Acc: 0.5708	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 161		Train Acc: 0.6034	Train loss: 0.0229	Test Acc: 0.5726	Test loss: 0.0242
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 162		Train Acc: 0.6064	Train loss: 0.0292	Test Acc: 0.5725	Test loss: 0.0242
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 163		Train Acc: 0.6147	Train loss: 0.0216	Test Acc: 0.5729	Test loss: 0.0242
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 164		Train Acc: 0.6134	Train loss: 0.0215	Test Acc: 0.5731	Test loss: 0.0242
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 165		Train Acc: 0.6092	Train loss: 0.0217	Test Acc: 0.5734	Test loss: 0.0241
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 166		Train Acc: 0.6129	Train loss: 0.0225	Test Acc: 0.5727	Test loss: 0.0241
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 167		Train Acc: 0.6048	Train loss: 0.0286	Test Acc: 0.5737	Test loss: 0.0241
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 168		Train Acc: 0.6128	Train loss: 0.0217	Test Acc: 0.5728	Test loss: 0.0241
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 169		Train Acc: 0.6062	Train loss: 0.0218	Test Acc: 0.5735	Test loss: 0.0241
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 170		Train Acc: 0.6120	Train loss: 0.0227	Test Acc: 0.5736	Test loss: 0.0241
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 171		Train Acc: 0.6069	Train loss: 0.0219	Test Acc: 0.5736	Test loss: 0.0241
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 172		Train Acc: 0.6102	Train loss: 0.0219	Test Acc: 0.5739	Test loss: 0.0241
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 173		Train Acc: 0.6071	Train loss: 0.0284	Test Acc: 0.5732	Test loss: 0.0241
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 174		Train Acc: 0.6110	Train loss: 0.0216	Test Acc: 0.5745	Test loss: 0.0241
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 175		Train Acc: 0.6144	Train loss: 0.0226	Test Acc: 0.5745	Test loss: 0.0241
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 176		Train Acc: 0.6179	Train loss: 0.0213	Test Acc: 0.5745	Test loss: 0.0241
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 177		Train Acc: 0.6170	Train loss: 0.0214	Test Acc: 0.5749	Test loss: 0.0241
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 178		Train Acc: 0.6017	Train loss: 0.0291	Test Acc: 0.5747	Test loss: 0.0241
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 179		Train Acc: 0.6112	Train loss: 0.0216	Test Acc: 0.5743	Test loss: 0.0241
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 180		Train Acc: 0.6162	Train loss: 0.0225	Test Acc: 0.5750	Test loss: 0.0241
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 181		Train Acc: 0.6168	Train loss: 0.0213	Test Acc: 0.5755	Test loss: 0.0241
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 182		Train Acc: 0.6045	Train loss: 0.0220	Test Acc: 0.5747	Test loss: 0.0241
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 183		Train Acc: 0.6144	Train loss: 0.0285	Test Acc: 0.5755	Test loss: 0.0241
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 184		Train Acc: 0.6056	Train loss: 0.0220	Test Acc: 0.5751	Test loss: 0.0241
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 185		Train Acc: 0.6127	Train loss: 0.0226	Test Acc: 0.5748	Test loss: 0.0241
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 186		Train Acc: 0.6150	Train loss: 0.0214	Test Acc: 0.5753	Test loss: 0.0241
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 187		Train Acc: 0.6145	Train loss: 0.0217	Test Acc: 0.5762	Test loss: 0.0241
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 188		Train Acc: 0.6101	Train loss: 0.0283	Test Acc: 0.5759	Test loss: 0.0241
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 189		Train Acc: 0.6124	Train loss: 0.0225	Test Acc: 0.5758	Test loss: 0.0241
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 190		Train Acc: 0.6132	Train loss: 0.0216	Test Acc: 0.5755	Test loss: 0.0241
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 191		Train Acc: 0.6123	Train loss: 0.0216	Test Acc: 0.5752	Test loss: 0.0240
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 192		Train Acc: 0.6119	Train loss: 0.0216	Test Acc: 0.5759	Test loss: 0.0240
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 193		Train Acc: 0.6095	Train loss: 0.0219	Test Acc: 0.5754	Test loss: 0.0240
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 194		Train Acc: 0.6182	Train loss: 0.0293	Test Acc: 0.5753	Test loss: 0.0240
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 195		Train Acc: 0.6147	Train loss: 0.0216	Test Acc: 0.5757	Test loss: 0.0240
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 196		Train Acc: 0.6083	Train loss: 0.0217	Test Acc: 0.5759	Test loss: 0.0240
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 197		Train Acc: 0.6153	Train loss: 0.0215	Test Acc: 0.5759	Test loss: 0.0240
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 198		Train Acc: 0.6125	Train loss: 0.0216	Test Acc: 0.5760	Test loss: 0.0240
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 199		Train Acc: 0.6046	Train loss: 0.0298	Test Acc: 0.5753	Test loss: 0.0240
+Training finished on Mon Mar  2 02:35:52 2026 using 46 minutes and 4 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.1_seed43_cfgFedAvg_CIFAR100_config_exp1.txt

@@ -0,0 +1,339 @@
+seed: 43, num_experiments: 5, experiment_id: 1, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 40, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 4, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25270444.0/flpoison_25270444_20/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.1_seed43_cfgFedAvg_CIFAR100_config_exp1.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Mon Mar  2 02:35:52 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0122	Train loss: 0.0750	Test Acc: 0.0100	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0226	Train loss: 0.0744	Test Acc: 0.0128	Test loss: 0.0725
+Epoch 2  		Train Acc: 0.0303	Train loss: 0.0724	Test Acc: 0.0135	Test loss: 0.0725
+Epoch 3  		Train Acc: 0.0347	Train loss: 0.0708	Test Acc: 0.0239	Test loss: 0.0709
+Epoch 4  		Train Acc: 0.0414	Train loss: 0.0720	Test Acc: 0.0497	Test loss: 0.0672
+Epoch 5  		Train Acc: 0.0492	Train loss: 0.0857	Test Acc: 0.0784	Test loss: 0.0639
+Epoch 6  		Train Acc: 0.0543	Train loss: 0.0662	Test Acc: 0.0703	Test loss: 0.0635
+Epoch 7  		Train Acc: 0.0666	Train loss: 0.0644	Test Acc: 0.0915	Test loss: 0.0613
+Epoch 8  		Train Acc: 0.0707	Train loss: 0.0638	Test Acc: 0.0935	Test loss: 0.0610
+Epoch 9  		Train Acc: 0.0799	Train loss: 0.0654	Test Acc: 0.0895	Test loss: 0.0618
+Epoch 10 		Train Acc: 0.0838	Train loss: 0.0794	Test Acc: 0.1241	Test loss: 0.0584
+Epoch 11 		Train Acc: 0.0874	Train loss: 0.0614	Test Acc: 0.1257	Test loss: 0.0583
+Epoch 12 		Train Acc: 0.0937	Train loss: 0.0609	Test Acc: 0.1286	Test loss: 0.0577
+Epoch 13 		Train Acc: 0.1001	Train loss: 0.0602	Test Acc: 0.1426	Test loss: 0.0566
+Epoch 14 		Train Acc: 0.1107	Train loss: 0.0613	Test Acc: 0.1552	Test loss: 0.0555
+Epoch 15 		Train Acc: 0.1138	Train loss: 0.0762	Test Acc: 0.1516	Test loss: 0.0554
+Epoch 16 		Train Acc: 0.1123	Train loss: 0.0586	Test Acc: 0.1656	Test loss: 0.0547
+Epoch 17 		Train Acc: 0.1164	Train loss: 0.0586	Test Acc: 0.1681	Test loss: 0.0544
+Epoch 18 		Train Acc: 0.1292	Train loss: 0.0604	Test Acc: 0.1801	Test loss: 0.0535
+Epoch 19 		Train Acc: 0.1352	Train loss: 0.0567	Test Acc: 0.1823	Test loss: 0.0532
+Epoch 20 		Train Acc: 0.1365	Train loss: 0.0727	Test Acc: 0.1903	Test loss: 0.0524
+Epoch 21 		Train Acc: 0.1325	Train loss: 0.0572	Test Acc: 0.2026	Test loss: 0.0514
+Epoch 22 		Train Acc: 0.1422	Train loss: 0.0559	Test Acc: 0.1995	Test loss: 0.0518
+Epoch 23 		Train Acc: 0.1534	Train loss: 0.0570	Test Acc: 0.2132	Test loss: 0.0511
+Epoch 24 		Train Acc: 0.1639	Train loss: 0.0544	Test Acc: 0.2096	Test loss: 0.0510
+Epoch 25 		Train Acc: 0.1604	Train loss: 0.0545	Test Acc: 0.2106	Test loss: 0.0507
+Epoch 26 		Train Acc: 0.1560	Train loss: 0.0689	Test Acc: 0.2316	Test loss: 0.0489
+Epoch 27 		Train Acc: 0.1701	Train loss: 0.0537	Test Acc: 0.2281	Test loss: 0.0491
+Epoch 28 		Train Acc: 0.1887	Train loss: 0.0544	Test Acc: 0.2405	Test loss: 0.0488
+Epoch 29 		Train Acc: 0.1869	Train loss: 0.0521	Test Acc: 0.2444	Test loss: 0.0484
+Epoch 30 		Train Acc: 0.1895	Train loss: 0.0519	Test Acc: 0.2390	Test loss: 0.0485
+Epoch 31 		Train Acc: 0.1871	Train loss: 0.0661	Test Acc: 0.2290	Test loss: 0.0487
+Epoch 32 		Train Acc: 0.1934	Train loss: 0.0518	Test Acc: 0.2571	Test loss: 0.0470
+Epoch 33 		Train Acc: 0.2065	Train loss: 0.0522	Test Acc: 0.2638	Test loss: 0.0462
+Epoch 34 		Train Acc: 0.2133	Train loss: 0.0503	Test Acc: 0.2766	Test loss: 0.0454
+Epoch 35 		Train Acc: 0.2067	Train loss: 0.0502	Test Acc: 0.2699	Test loss: 0.0456
+Epoch 36 		Train Acc: 0.2037	Train loss: 0.0647	Test Acc: 0.2742	Test loss: 0.0458
+Epoch 37 		Train Acc: 0.2118	Train loss: 0.0522	Test Acc: 0.2827	Test loss: 0.0446
+Epoch 38 		Train Acc: 0.2216	Train loss: 0.0490	Test Acc: 0.2829	Test loss: 0.0449
+Epoch 39 		Train Acc: 0.2231	Train loss: 0.0484	Test Acc: 0.2895	Test loss: 0.0443
+Epoch 40 		Train Acc: 0.2271	Train loss: 0.0485	Test Acc: 0.2999	Test loss: 0.0434
+Epoch 41 		Train Acc: 0.2326	Train loss: 0.0639	Test Acc: 0.2951	Test loss: 0.0436
+Epoch 42 		Train Acc: 0.2407	Train loss: 0.0499	Test Acc: 0.3044	Test loss: 0.0430
+Epoch 43 		Train Acc: 0.2441	Train loss: 0.0469	Test Acc: 0.2983	Test loss: 0.0431
+Epoch 44 		Train Acc: 0.2544	Train loss: 0.0467	Test Acc: 0.3092	Test loss: 0.0425
+Epoch 45 		Train Acc: 0.2483	Train loss: 0.0467	Test Acc: 0.3167	Test loss: 0.0421
+Epoch 46 		Train Acc: 0.2521	Train loss: 0.0467	Test Acc: 0.3267	Test loss: 0.0415
+Epoch 47 		Train Acc: 0.2708	Train loss: 0.0585	Test Acc: 0.3193	Test loss: 0.0418
+Epoch 48 		Train Acc: 0.2667	Train loss: 0.0450	Test Acc: 0.3319	Test loss: 0.0410
+Epoch 49 		Train Acc: 0.2700	Train loss: 0.0446	Test Acc: 0.3362	Test loss: 0.0409
+Epoch 50 		Train Acc: 0.2746	Train loss: 0.0452	Test Acc: 0.3468	Test loss: 0.0402
+Epoch 51 		Train Acc: 0.2738	Train loss: 0.0450	Test Acc: 0.3485	Test loss: 0.0397
+Epoch 52 		Train Acc: 0.3022	Train loss: 0.0562	Test Acc: 0.3438	Test loss: 0.0397
+Epoch 53 		Train Acc: 0.2956	Train loss: 0.0427	Test Acc: 0.3560	Test loss: 0.0397
+Epoch 54 		Train Acc: 0.2945	Train loss: 0.0432	Test Acc: 0.3564	Test loss: 0.0391
+Epoch 55 		Train Acc: 0.2908	Train loss: 0.0434	Test Acc: 0.3703	Test loss: 0.0382
+Epoch 56 		Train Acc: 0.2944	Train loss: 0.0451	Test Acc: 0.3634	Test loss: 0.0386
+Epoch 57 		Train Acc: 0.3113	Train loss: 0.0553	Test Acc: 0.3714	Test loss: 0.0378
+Epoch 58 		Train Acc: 0.3105	Train loss: 0.0417	Test Acc: 0.3826	Test loss: 0.0371
+Epoch 59 		Train Acc: 0.3113	Train loss: 0.0416	Test Acc: 0.3772	Test loss: 0.0374
+Epoch 60 		Train Acc: 0.3170	Train loss: 0.0417	Test Acc: 0.3913	Test loss: 0.0366
+Epoch 61 		Train Acc: 0.3250	Train loss: 0.0427	Test Acc: 0.3951	Test loss: 0.0366
+Epoch 62 		Train Acc: 0.3232	Train loss: 0.0532	Test Acc: 0.3930	Test loss: 0.0367
+Epoch 63 		Train Acc: 0.3322	Train loss: 0.0404	Test Acc: 0.3897	Test loss: 0.0366
+Epoch 64 		Train Acc: 0.3340	Train loss: 0.0399	Test Acc: 0.3996	Test loss: 0.0360
+Epoch 65 		Train Acc: 0.3320	Train loss: 0.0404	Test Acc: 0.3986	Test loss: 0.0359
+Epoch 66 		Train Acc: 0.3529	Train loss: 0.0402	Test Acc: 0.4084	Test loss: 0.0353
+Epoch 67 		Train Acc: 0.3576	Train loss: 0.0383	Test Acc: 0.4265	Test loss: 0.0342
+Epoch 68 		Train Acc: 0.3548	Train loss: 0.0484	Test Acc: 0.4155	Test loss: 0.0346
+Epoch 69 		Train Acc: 0.3473	Train loss: 0.0384	Test Acc: 0.4234	Test loss: 0.0343
+Epoch 70 		Train Acc: 0.3593	Train loss: 0.0383	Test Acc: 0.4303	Test loss: 0.0340
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 71 		Train Acc: 0.3857	Train loss: 0.0379	Test Acc: 0.4146	Test loss: 0.0351
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 72 		Train Acc: 0.3707	Train loss: 0.0370	Test Acc: 0.3873	Test loss: 0.0381
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 73 		Train Acc: 0.3838	Train loss: 0.0467	Test Acc: 0.3659	Test loss: 0.0418
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 74 		Train Acc: 0.3710	Train loss: 0.0369	Test Acc: 0.3754	Test loss: 0.0392
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 75 		Train Acc: 0.3727	Train loss: 0.0388	Test Acc: 0.3712	Test loss: 0.0394
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 76 		Train Acc: 0.3937	Train loss: 0.0357	Test Acc: 0.3748	Test loss: 0.0391
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 77 		Train Acc: 0.3838	Train loss: 0.0362	Test Acc: 0.3880	Test loss: 0.0388
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 78 		Train Acc: 0.3998	Train loss: 0.0465	Test Acc: 0.3855	Test loss: 0.0391
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 79 		Train Acc: 0.3929	Train loss: 0.0356	Test Acc: 0.4191	Test loss: 0.0358
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 80 		Train Acc: 0.4088	Train loss: 0.0366	Test Acc: 0.4025	Test loss: 0.0367
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 81 		Train Acc: 0.4060	Train loss: 0.0344	Test Acc: 0.4103	Test loss: 0.0361
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 82 		Train Acc: 0.4129	Train loss: 0.0344	Test Acc: 0.4307	Test loss: 0.0343
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 83 		Train Acc: 0.4016	Train loss: 0.0474	Test Acc: 0.4554	Test loss: 0.0328
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 84 		Train Acc: 0.3996	Train loss: 0.0357	Test Acc: 0.4369	Test loss: 0.0344
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 85 		Train Acc: 0.4309	Train loss: 0.0345	Test Acc: 0.4215	Test loss: 0.0357
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 86 		Train Acc: 0.4231	Train loss: 0.0334	Test Acc: 0.4336	Test loss: 0.0352
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 87 		Train Acc: 0.4232	Train loss: 0.0336	Test Acc: 0.4466	Test loss: 0.0333
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 88 		Train Acc: 0.4165	Train loss: 0.0341	Test Acc: 0.4465	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 89 		Train Acc: 0.4148	Train loss: 0.0427	Test Acc: 0.4457	Test loss: 0.0334
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 90 		Train Acc: 0.4604	Train loss: 0.0323	Test Acc: 0.4402	Test loss: 0.0342
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 91 		Train Acc: 0.4404	Train loss: 0.0317	Test Acc: 0.4722	Test loss: 0.0316
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 92 		Train Acc: 0.4418	Train loss: 0.0322	Test Acc: 0.4736	Test loss: 0.0311
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 93 		Train Acc: 0.4459	Train loss: 0.0324	Test Acc: 0.4700	Test loss: 0.0312
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 94 		Train Acc: 0.4380	Train loss: 0.0426	Test Acc: 0.4763	Test loss: 0.0313
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 95 		Train Acc: 0.4667	Train loss: 0.0304	Test Acc: 0.4729	Test loss: 0.0315
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 96 		Train Acc: 0.4575	Train loss: 0.0310	Test Acc: 0.4762	Test loss: 0.0309
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 97 		Train Acc: 0.4487	Train loss: 0.0319	Test Acc: 0.4777	Test loss: 0.0309
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 98 		Train Acc: 0.4547	Train loss: 0.0314	Test Acc: 0.4635	Test loss: 0.0324
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 99 		Train Acc: 0.4754	Train loss: 0.0420	Test Acc: 0.4621	Test loss: 0.0317
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 100		Train Acc: 0.5475	Train loss: 0.0260	Test Acc: 0.4921	Test loss: 0.0292
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 101		Train Acc: 0.5454	Train loss: 0.0258	Test Acc: 0.5130	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 102		Train Acc: 0.5472	Train loss: 0.0254	Test Acc: 0.5265	Test loss: 0.0270
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 103		Train Acc: 0.5616	Train loss: 0.0250	Test Acc: 0.5305	Test loss: 0.0268
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 104		Train Acc: 0.5568	Train loss: 0.0336	Test Acc: 0.5336	Test loss: 0.0267
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 105		Train Acc: 0.5770	Train loss: 0.0242	Test Acc: 0.5350	Test loss: 0.0266
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 106		Train Acc: 0.5684	Train loss: 0.0246	Test Acc: 0.5371	Test loss: 0.0265
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 107		Train Acc: 0.5707	Train loss: 0.0246	Test Acc: 0.5370	Test loss: 0.0264
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 108		Train Acc: 0.5590	Train loss: 0.0249	Test Acc: 0.5363	Test loss: 0.0262
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 109		Train Acc: 0.5717	Train loss: 0.0255	Test Acc: 0.5395	Test loss: 0.0262
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 110		Train Acc: 0.5774	Train loss: 0.0313	Test Acc: 0.5398	Test loss: 0.0262
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 111		Train Acc: 0.5697	Train loss: 0.0242	Test Acc: 0.5410	Test loss: 0.0261
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 112		Train Acc: 0.5678	Train loss: 0.0245	Test Acc: 0.5439	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 113		Train Acc: 0.5687	Train loss: 0.0254	Test Acc: 0.5452	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 114		Train Acc: 0.5736	Train loss: 0.0242	Test Acc: 0.5457	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 115		Train Acc: 0.5811	Train loss: 0.0307	Test Acc: 0.5430	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 116		Train Acc: 0.5771	Train loss: 0.0240	Test Acc: 0.5434	Test loss: 0.0259
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 117		Train Acc: 0.5841	Train loss: 0.0235	Test Acc: 0.5457	Test loss: 0.0259
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 118		Train Acc: 0.5785	Train loss: 0.0250	Test Acc: 0.5485	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 119		Train Acc: 0.5851	Train loss: 0.0236	Test Acc: 0.5469	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 120		Train Acc: 0.5741	Train loss: 0.0319	Test Acc: 0.5477	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 121		Train Acc: 0.5823	Train loss: 0.0239	Test Acc: 0.5472	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 122		Train Acc: 0.5841	Train loss: 0.0235	Test Acc: 0.5465	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 123		Train Acc: 0.5842	Train loss: 0.0243	Test Acc: 0.5476	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 124		Train Acc: 0.5894	Train loss: 0.0233	Test Acc: 0.5476	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 125		Train Acc: 0.5821	Train loss: 0.0313	Test Acc: 0.5485	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 126		Train Acc: 0.5942	Train loss: 0.0230	Test Acc: 0.5490	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 127		Train Acc: 0.5797	Train loss: 0.0237	Test Acc: 0.5514	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 128		Train Acc: 0.5961	Train loss: 0.0240	Test Acc: 0.5529	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 129		Train Acc: 0.5898	Train loss: 0.0232	Test Acc: 0.5495	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 130		Train Acc: 0.5836	Train loss: 0.0235	Test Acc: 0.5500	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 131		Train Acc: 0.5949	Train loss: 0.0300	Test Acc: 0.5507	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 132		Train Acc: 0.5905	Train loss: 0.0242	Test Acc: 0.5504	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 133		Train Acc: 0.5991	Train loss: 0.0227	Test Acc: 0.5516	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 134		Train Acc: 0.5968	Train loss: 0.0229	Test Acc: 0.5519	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 135		Train Acc: 0.5817	Train loss: 0.0236	Test Acc: 0.5527	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 136		Train Acc: 0.5963	Train loss: 0.0295	Test Acc: 0.5539	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 137		Train Acc: 0.5986	Train loss: 0.0237	Test Acc: 0.5523	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 138		Train Acc: 0.6053	Train loss: 0.0224	Test Acc: 0.5524	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 139		Train Acc: 0.5874	Train loss: 0.0230	Test Acc: 0.5522	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 140		Train Acc: 0.5985	Train loss: 0.0228	Test Acc: 0.5529	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 141		Train Acc: 0.5892	Train loss: 0.0301	Test Acc: 0.5561	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 142		Train Acc: 0.6018	Train loss: 0.0234	Test Acc: 0.5587	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 143		Train Acc: 0.6091	Train loss: 0.0221	Test Acc: 0.5602	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 144		Train Acc: 0.5886	Train loss: 0.0229	Test Acc: 0.5579	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 145		Train Acc: 0.5982	Train loss: 0.0227	Test Acc: 0.5591	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 146		Train Acc: 0.5880	Train loss: 0.0308	Test Acc: 0.5590	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 147		Train Acc: 0.6050	Train loss: 0.0230	Test Acc: 0.5574	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 148		Train Acc: 0.6026	Train loss: 0.0223	Test Acc: 0.5590	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 149		Train Acc: 0.6044	Train loss: 0.0223	Test Acc: 0.5588	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 150		Train Acc: 0.5958	Train loss: 0.0228	Test Acc: 0.5592	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 151		Train Acc: 0.5911	Train loss: 0.0237	Test Acc: 0.5602	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 152		Train Acc: 0.6084	Train loss: 0.0286	Test Acc: 0.5581	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 153		Train Acc: 0.6090	Train loss: 0.0220	Test Acc: 0.5599	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 154		Train Acc: 0.6049	Train loss: 0.0221	Test Acc: 0.5604	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 155		Train Acc: 0.6025	Train loss: 0.0225	Test Acc: 0.5629	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 156		Train Acc: 0.6009	Train loss: 0.0233	Test Acc: 0.5617	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 157		Train Acc: 0.6155	Train loss: 0.0292	Test Acc: 0.5613	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 158		Train Acc: 0.6126	Train loss: 0.0217	Test Acc: 0.5623	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 159		Train Acc: 0.6054	Train loss: 0.0223	Test Acc: 0.5596	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 160		Train Acc: 0.6011	Train loss: 0.0222	Test Acc: 0.5611	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 161		Train Acc: 0.6126	Train loss: 0.0227	Test Acc: 0.5633	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 162		Train Acc: 0.6049	Train loss: 0.0284	Test Acc: 0.5642	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 163		Train Acc: 0.6104	Train loss: 0.0219	Test Acc: 0.5645	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 164		Train Acc: 0.6070	Train loss: 0.0220	Test Acc: 0.5642	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 165		Train Acc: 0.6003	Train loss: 0.0222	Test Acc: 0.5645	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 166		Train Acc: 0.6090	Train loss: 0.0229	Test Acc: 0.5640	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 167		Train Acc: 0.5968	Train loss: 0.0293	Test Acc: 0.5644	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 168		Train Acc: 0.6112	Train loss: 0.0219	Test Acc: 0.5647	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 169		Train Acc: 0.6101	Train loss: 0.0220	Test Acc: 0.5646	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 170		Train Acc: 0.6096	Train loss: 0.0228	Test Acc: 0.5651	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 171		Train Acc: 0.6115	Train loss: 0.0219	Test Acc: 0.5652	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 172		Train Acc: 0.6075	Train loss: 0.0220	Test Acc: 0.5646	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 173		Train Acc: 0.6086	Train loss: 0.0288	Test Acc: 0.5656	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 174		Train Acc: 0.6026	Train loss: 0.0222	Test Acc: 0.5653	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 175		Train Acc: 0.6105	Train loss: 0.0226	Test Acc: 0.5657	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 176		Train Acc: 0.6159	Train loss: 0.0217	Test Acc: 0.5656	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 177		Train Acc: 0.6054	Train loss: 0.0221	Test Acc: 0.5660	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 178		Train Acc: 0.5979	Train loss: 0.0289	Test Acc: 0.5662	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 179		Train Acc: 0.6155	Train loss: 0.0215	Test Acc: 0.5660	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 180		Train Acc: 0.6100	Train loss: 0.0230	Test Acc: 0.5666	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 181		Train Acc: 0.6092	Train loss: 0.0220	Test Acc: 0.5670	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 182		Train Acc: 0.6127	Train loss: 0.0219	Test Acc: 0.5663	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 183		Train Acc: 0.6079	Train loss: 0.0284	Test Acc: 0.5659	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 184		Train Acc: 0.6117	Train loss: 0.0217	Test Acc: 0.5658	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 185		Train Acc: 0.6104	Train loss: 0.0226	Test Acc: 0.5659	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 186		Train Acc: 0.6132	Train loss: 0.0221	Test Acc: 0.5659	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 187		Train Acc: 0.6073	Train loss: 0.0220	Test Acc: 0.5663	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 188		Train Acc: 0.6146	Train loss: 0.0284	Test Acc: 0.5667	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 189		Train Acc: 0.6120	Train loss: 0.0225	Test Acc: 0.5670	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 190		Train Acc: 0.6139	Train loss: 0.0218	Test Acc: 0.5668	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 191		Train Acc: 0.6141	Train loss: 0.0218	Test Acc: 0.5676	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 192		Train Acc: 0.6134	Train loss: 0.0219	Test Acc: 0.5672	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 193		Train Acc: 0.6061	Train loss: 0.0221	Test Acc: 0.5675	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 194		Train Acc: 0.6042	Train loss: 0.0298	Test Acc: 0.5676	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 195		Train Acc: 0.6088	Train loss: 0.0221	Test Acc: 0.5670	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 196		Train Acc: 0.6166	Train loss: 0.0217	Test Acc: 0.5680	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 197		Train Acc: 0.6163	Train loss: 0.0216	Test Acc: 0.5684	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 198		Train Acc: 0.6072	Train loss: 0.0217	Test Acc: 0.5675	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 199		Train Acc: 0.6115	Train loss: 0.0293	Test Acc: 0.5680	Test loss: 0.0243
+Training finished on Mon Mar  2 03:21:47 2026 using 45 minutes and 55 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.1_seed44_cfgFedAvg_CIFAR100_config_exp2.txt

@@ -0,0 +1,339 @@
+seed: 44, num_experiments: 5, experiment_id: 2, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 40, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 4, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25270444.0/flpoison_25270444_20/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.1_seed44_cfgFedAvg_CIFAR100_config_exp2.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Mon Mar  2 03:21:48 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0112	Train loss: 0.0747	Test Acc: 0.0103	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0168	Train loss: 0.0743	Test Acc: 0.0100	Test loss: 0.0724
+Epoch 2  		Train Acc: 0.0269	Train loss: 0.0726	Test Acc: 0.0131	Test loss: 0.0723
+Epoch 3  		Train Acc: 0.0336	Train loss: 0.0715	Test Acc: 0.0196	Test loss: 0.0712
+Epoch 4  		Train Acc: 0.0423	Train loss: 0.0724	Test Acc: 0.0413	Test loss: 0.0685
+Epoch 5  		Train Acc: 0.0522	Train loss: 0.0857	Test Acc: 0.0734	Test loss: 0.0644
+Epoch 6  		Train Acc: 0.0608	Train loss: 0.0659	Test Acc: 0.0647	Test loss: 0.0657
+Epoch 7  		Train Acc: 0.0671	Train loss: 0.0650	Test Acc: 0.0781	Test loss: 0.0649
+Epoch 8  		Train Acc: 0.0761	Train loss: 0.0638	Test Acc: 0.0939	Test loss: 0.0618
+Epoch 9  		Train Acc: 0.0874	Train loss: 0.0644	Test Acc: 0.1060	Test loss: 0.0600
+Epoch 10 		Train Acc: 0.0881	Train loss: 0.0786	Test Acc: 0.1142	Test loss: 0.0591
+Epoch 11 		Train Acc: 0.0936	Train loss: 0.0611	Test Acc: 0.1369	Test loss: 0.0573
+Epoch 12 		Train Acc: 0.1024	Train loss: 0.0603	Test Acc: 0.1390	Test loss: 0.0569
+Epoch 13 		Train Acc: 0.1104	Train loss: 0.0599	Test Acc: 0.1533	Test loss: 0.0559
+Epoch 14 		Train Acc: 0.1155	Train loss: 0.0609	Test Acc: 0.1641	Test loss: 0.0548
+Epoch 15 		Train Acc: 0.1138	Train loss: 0.0767	Test Acc: 0.1669	Test loss: 0.0540
+Epoch 16 		Train Acc: 0.1202	Train loss: 0.0582	Test Acc: 0.1752	Test loss: 0.0536
+Epoch 17 		Train Acc: 0.1257	Train loss: 0.0579	Test Acc: 0.1744	Test loss: 0.0534
+Epoch 18 		Train Acc: 0.1273	Train loss: 0.0597	Test Acc: 0.1857	Test loss: 0.0526
+Epoch 19 		Train Acc: 0.1426	Train loss: 0.0563	Test Acc: 0.1978	Test loss: 0.0524
+Epoch 20 		Train Acc: 0.1417	Train loss: 0.0735	Test Acc: 0.2053	Test loss: 0.0513
+Epoch 21 		Train Acc: 0.1505	Train loss: 0.0561	Test Acc: 0.2033	Test loss: 0.0513
+Epoch 22 		Train Acc: 0.1532	Train loss: 0.0551	Test Acc: 0.2133	Test loss: 0.0505
+Epoch 23 		Train Acc: 0.1587	Train loss: 0.0569	Test Acc: 0.2133	Test loss: 0.0505
+Epoch 24 		Train Acc: 0.1646	Train loss: 0.0542	Test Acc: 0.2197	Test loss: 0.0499
+Epoch 25 		Train Acc: 0.1628	Train loss: 0.0541	Test Acc: 0.2325	Test loss: 0.0490
+Epoch 26 		Train Acc: 0.1686	Train loss: 0.0682	Test Acc: 0.2279	Test loss: 0.0494
+Epoch 27 		Train Acc: 0.1778	Train loss: 0.0528	Test Acc: 0.2418	Test loss: 0.0485
+Epoch 28 		Train Acc: 0.1892	Train loss: 0.0540	Test Acc: 0.2472	Test loss: 0.0480
+Epoch 29 		Train Acc: 0.1873	Train loss: 0.0518	Test Acc: 0.2476	Test loss: 0.0477
+Epoch 30 		Train Acc: 0.1866	Train loss: 0.0523	Test Acc: 0.2543	Test loss: 0.0471
+Epoch 31 		Train Acc: 0.1958	Train loss: 0.0659	Test Acc: 0.2496	Test loss: 0.0475
+Epoch 32 		Train Acc: 0.2094	Train loss: 0.0504	Test Acc: 0.2656	Test loss: 0.0464
+Epoch 33 		Train Acc: 0.2076	Train loss: 0.0523	Test Acc: 0.2689	Test loss: 0.0456
+Epoch 34 		Train Acc: 0.2146	Train loss: 0.0498	Test Acc: 0.2764	Test loss: 0.0455
+Epoch 35 		Train Acc: 0.2125	Train loss: 0.0495	Test Acc: 0.2795	Test loss: 0.0452
+Epoch 36 		Train Acc: 0.2188	Train loss: 0.0646	Test Acc: 0.2835	Test loss: 0.0449
+Epoch 37 		Train Acc: 0.2220	Train loss: 0.0518	Test Acc: 0.2873	Test loss: 0.0445
+Epoch 38 		Train Acc: 0.2388	Train loss: 0.0481	Test Acc: 0.2984	Test loss: 0.0437
+Epoch 39 		Train Acc: 0.2355	Train loss: 0.0479	Test Acc: 0.2924	Test loss: 0.0440
+Epoch 40 		Train Acc: 0.2341	Train loss: 0.0481	Test Acc: 0.3011	Test loss: 0.0433
+Epoch 41 		Train Acc: 0.2295	Train loss: 0.0627	Test Acc: 0.3052	Test loss: 0.0431
+Epoch 42 		Train Acc: 0.2421	Train loss: 0.0499	Test Acc: 0.2993	Test loss: 0.0433
+Epoch 43 		Train Acc: 0.2534	Train loss: 0.0462	Test Acc: 0.3172	Test loss: 0.0419
+Epoch 44 		Train Acc: 0.2591	Train loss: 0.0459	Test Acc: 0.3232	Test loss: 0.0417
+Epoch 45 		Train Acc: 0.2499	Train loss: 0.0467	Test Acc: 0.3260	Test loss: 0.0413
+Epoch 46 		Train Acc: 0.2569	Train loss: 0.0462	Test Acc: 0.3378	Test loss: 0.0408
+Epoch 47 		Train Acc: 0.2723	Train loss: 0.0595	Test Acc: 0.3354	Test loss: 0.0406
+Epoch 48 		Train Acc: 0.2849	Train loss: 0.0439	Test Acc: 0.3269	Test loss: 0.0415
+Epoch 49 		Train Acc: 0.2822	Train loss: 0.0442	Test Acc: 0.3433	Test loss: 0.0402
+Epoch 50 		Train Acc: 0.2839	Train loss: 0.0442	Test Acc: 0.3464	Test loss: 0.0397
+Epoch 51 		Train Acc: 0.2721	Train loss: 0.0449	Test Acc: 0.3529	Test loss: 0.0394
+Epoch 52 		Train Acc: 0.3050	Train loss: 0.0563	Test Acc: 0.3500	Test loss: 0.0396
+Epoch 53 		Train Acc: 0.2959	Train loss: 0.0427	Test Acc: 0.3562	Test loss: 0.0393
+Epoch 54 		Train Acc: 0.3039	Train loss: 0.0424	Test Acc: 0.3652	Test loss: 0.0383
+Epoch 55 		Train Acc: 0.2993	Train loss: 0.0430	Test Acc: 0.3741	Test loss: 0.0377
+Epoch 56 		Train Acc: 0.3029	Train loss: 0.0448	Test Acc: 0.3658	Test loss: 0.0377
+Epoch 57 		Train Acc: 0.3150	Train loss: 0.0542	Test Acc: 0.3690	Test loss: 0.0381
+Epoch 58 		Train Acc: 0.3195	Train loss: 0.0410	Test Acc: 0.3738	Test loss: 0.0380
+Epoch 59 		Train Acc: 0.3201	Train loss: 0.0412	Test Acc: 0.3843	Test loss: 0.0371
+Epoch 60 		Train Acc: 0.3191	Train loss: 0.0409	Test Acc: 0.3886	Test loss: 0.0369
+Epoch 61 		Train Acc: 0.3365	Train loss: 0.0418	Test Acc: 0.3936	Test loss: 0.0364
+Epoch 62 		Train Acc: 0.3287	Train loss: 0.0541	Test Acc: 0.3908	Test loss: 0.0364
+Epoch 63 		Train Acc: 0.3251	Train loss: 0.0407	Test Acc: 0.3905	Test loss: 0.0370
+Epoch 64 		Train Acc: 0.3396	Train loss: 0.0394	Test Acc: 0.4053	Test loss: 0.0353
+Epoch 65 		Train Acc: 0.3400	Train loss: 0.0394	Test Acc: 0.4127	Test loss: 0.0347
+Epoch 66 		Train Acc: 0.3610	Train loss: 0.0399	Test Acc: 0.4100	Test loss: 0.0352
+Epoch 67 		Train Acc: 0.3563	Train loss: 0.0385	Test Acc: 0.4108	Test loss: 0.0349
+Epoch 68 		Train Acc: 0.3619	Train loss: 0.0472	Test Acc: 0.4117	Test loss: 0.0348
+Epoch 69 		Train Acc: 0.3576	Train loss: 0.0383	Test Acc: 0.4244	Test loss: 0.0340
+Epoch 70 		Train Acc: 0.3521	Train loss: 0.0386	Test Acc: 0.4271	Test loss: 0.0336
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 71 		Train Acc: 0.3771	Train loss: 0.0382	Test Acc: 0.4003	Test loss: 0.0364
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 72 		Train Acc: 0.3698	Train loss: 0.0373	Test Acc: 0.3830	Test loss: 0.0394
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 73 		Train Acc: 0.3781	Train loss: 0.0474	Test Acc: 0.3477	Test loss: 0.0432
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 74 		Train Acc: 0.3722	Train loss: 0.0368	Test Acc: 0.3650	Test loss: 0.0396
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 75 		Train Acc: 0.3859	Train loss: 0.0380	Test Acc: 0.3831	Test loss: 0.0378
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 76 		Train Acc: 0.3999	Train loss: 0.0354	Test Acc: 0.3977	Test loss: 0.0378
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 77 		Train Acc: 0.3892	Train loss: 0.0359	Test Acc: 0.4188	Test loss: 0.0356
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 78 		Train Acc: 0.4027	Train loss: 0.0470	Test Acc: 0.4200	Test loss: 0.0354
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 79 		Train Acc: 0.3964	Train loss: 0.0354	Test Acc: 0.4083	Test loss: 0.0366
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 80 		Train Acc: 0.3990	Train loss: 0.0365	Test Acc: 0.4310	Test loss: 0.0346
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 81 		Train Acc: 0.4121	Train loss: 0.0340	Test Acc: 0.4280	Test loss: 0.0347
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 82 		Train Acc: 0.4150	Train loss: 0.0346	Test Acc: 0.4382	Test loss: 0.0335
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 83 		Train Acc: 0.4013	Train loss: 0.0482	Test Acc: 0.4405	Test loss: 0.0341
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 84 		Train Acc: 0.3956	Train loss: 0.0355	Test Acc: 0.4300	Test loss: 0.0343
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 85 		Train Acc: 0.4326	Train loss: 0.0344	Test Acc: 0.4303	Test loss: 0.0344
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 86 		Train Acc: 0.4244	Train loss: 0.0333	Test Acc: 0.4340	Test loss: 0.0336
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 87 		Train Acc: 0.4271	Train loss: 0.0335	Test Acc: 0.4417	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 88 		Train Acc: 0.4259	Train loss: 0.0333	Test Acc: 0.4504	Test loss: 0.0329
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 89 		Train Acc: 0.4179	Train loss: 0.0423	Test Acc: 0.4455	Test loss: 0.0336
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 90 		Train Acc: 0.4557	Train loss: 0.0326	Test Acc: 0.4518	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 91 		Train Acc: 0.4454	Train loss: 0.0318	Test Acc: 0.4592	Test loss: 0.0318
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 92 		Train Acc: 0.4376	Train loss: 0.0325	Test Acc: 0.4516	Test loss: 0.0324
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 93 		Train Acc: 0.4298	Train loss: 0.0328	Test Acc: 0.4585	Test loss: 0.0323
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 94 		Train Acc: 0.4373	Train loss: 0.0430	Test Acc: 0.4661	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 95 		Train Acc: 0.4643	Train loss: 0.0306	Test Acc: 0.4742	Test loss: 0.0315
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 96 		Train Acc: 0.4582	Train loss: 0.0314	Test Acc: 0.4879	Test loss: 0.0299
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 97 		Train Acc: 0.4512	Train loss: 0.0315	Test Acc: 0.4850	Test loss: 0.0302
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 98 		Train Acc: 0.4498	Train loss: 0.0318	Test Acc: 0.4735	Test loss: 0.0312
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 99 		Train Acc: 0.4627	Train loss: 0.0421	Test Acc: 0.4674	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 100		Train Acc: 0.5432	Train loss: 0.0259	Test Acc: 0.4941	Test loss: 0.0293
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 101		Train Acc: 0.5384	Train loss: 0.0260	Test Acc: 0.5157	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 102		Train Acc: 0.5496	Train loss: 0.0255	Test Acc: 0.5255	Test loss: 0.0269
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 103		Train Acc: 0.5585	Train loss: 0.0254	Test Acc: 0.5325	Test loss: 0.0267
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 104		Train Acc: 0.5533	Train loss: 0.0351	Test Acc: 0.5335	Test loss: 0.0266
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 105		Train Acc: 0.5710	Train loss: 0.0241	Test Acc: 0.5346	Test loss: 0.0265
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 106		Train Acc: 0.5676	Train loss: 0.0248	Test Acc: 0.5364	Test loss: 0.0264
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 107		Train Acc: 0.5680	Train loss: 0.0247	Test Acc: 0.5380	Test loss: 0.0264
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 108		Train Acc: 0.5629	Train loss: 0.0247	Test Acc: 0.5398	Test loss: 0.0263
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 109		Train Acc: 0.5637	Train loss: 0.0256	Test Acc: 0.5401	Test loss: 0.0262
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 110		Train Acc: 0.5816	Train loss: 0.0318	Test Acc: 0.5405	Test loss: 0.0262
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 111		Train Acc: 0.5802	Train loss: 0.0240	Test Acc: 0.5398	Test loss: 0.0261
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 112		Train Acc: 0.5744	Train loss: 0.0240	Test Acc: 0.5417	Test loss: 0.0261
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 113		Train Acc: 0.5654	Train loss: 0.0257	Test Acc: 0.5419	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 114		Train Acc: 0.5707	Train loss: 0.0242	Test Acc: 0.5424	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 115		Train Acc: 0.5780	Train loss: 0.0317	Test Acc: 0.5444	Test loss: 0.0259
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 116		Train Acc: 0.5771	Train loss: 0.0239	Test Acc: 0.5453	Test loss: 0.0259
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 117		Train Acc: 0.5704	Train loss: 0.0242	Test Acc: 0.5454	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 118		Train Acc: 0.5790	Train loss: 0.0249	Test Acc: 0.5474	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 119		Train Acc: 0.5787	Train loss: 0.0237	Test Acc: 0.5496	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 120		Train Acc: 0.5846	Train loss: 0.0309	Test Acc: 0.5470	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 121		Train Acc: 0.5796	Train loss: 0.0236	Test Acc: 0.5469	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 122		Train Acc: 0.5838	Train loss: 0.0237	Test Acc: 0.5451	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 123		Train Acc: 0.5779	Train loss: 0.0248	Test Acc: 0.5453	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 124		Train Acc: 0.5833	Train loss: 0.0235	Test Acc: 0.5478	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 125		Train Acc: 0.5798	Train loss: 0.0316	Test Acc: 0.5483	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 126		Train Acc: 0.5928	Train loss: 0.0229	Test Acc: 0.5485	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 127		Train Acc: 0.5779	Train loss: 0.0240	Test Acc: 0.5499	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 128		Train Acc: 0.5980	Train loss: 0.0238	Test Acc: 0.5487	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 129		Train Acc: 0.5868	Train loss: 0.0233	Test Acc: 0.5506	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 130		Train Acc: 0.5831	Train loss: 0.0234	Test Acc: 0.5514	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 131		Train Acc: 0.5850	Train loss: 0.0301	Test Acc: 0.5509	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 132		Train Acc: 0.5924	Train loss: 0.0240	Test Acc: 0.5501	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 133		Train Acc: 0.6005	Train loss: 0.0228	Test Acc: 0.5519	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 134		Train Acc: 0.5917	Train loss: 0.0232	Test Acc: 0.5514	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 135		Train Acc: 0.5876	Train loss: 0.0233	Test Acc: 0.5519	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 136		Train Acc: 0.5873	Train loss: 0.0306	Test Acc: 0.5529	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 137		Train Acc: 0.5968	Train loss: 0.0236	Test Acc: 0.5512	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 138		Train Acc: 0.5933	Train loss: 0.0229	Test Acc: 0.5523	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 139		Train Acc: 0.6086	Train loss: 0.0224	Test Acc: 0.5559	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 140		Train Acc: 0.5865	Train loss: 0.0232	Test Acc: 0.5569	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 141		Train Acc: 0.5928	Train loss: 0.0302	Test Acc: 0.5569	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 142		Train Acc: 0.5990	Train loss: 0.0236	Test Acc: 0.5567	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 143		Train Acc: 0.5969	Train loss: 0.0225	Test Acc: 0.5551	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 144		Train Acc: 0.6009	Train loss: 0.0225	Test Acc: 0.5550	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 145		Train Acc: 0.5982	Train loss: 0.0227	Test Acc: 0.5572	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 146		Train Acc: 0.5928	Train loss: 0.0307	Test Acc: 0.5584	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 147		Train Acc: 0.6145	Train loss: 0.0229	Test Acc: 0.5619	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 148		Train Acc: 0.5995	Train loss: 0.0223	Test Acc: 0.5593	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 149		Train Acc: 0.6053	Train loss: 0.0222	Test Acc: 0.5599	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 150		Train Acc: 0.6038	Train loss: 0.0224	Test Acc: 0.5602	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 151		Train Acc: 0.5868	Train loss: 0.0239	Test Acc: 0.5594	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 152		Train Acc: 0.6063	Train loss: 0.0288	Test Acc: 0.5602	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 153		Train Acc: 0.6020	Train loss: 0.0223	Test Acc: 0.5606	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 154		Train Acc: 0.6095	Train loss: 0.0223	Test Acc: 0.5595	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 155		Train Acc: 0.5937	Train loss: 0.0225	Test Acc: 0.5600	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 156		Train Acc: 0.6020	Train loss: 0.0230	Test Acc: 0.5609	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 157		Train Acc: 0.6120	Train loss: 0.0293	Test Acc: 0.5633	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 158		Train Acc: 0.6080	Train loss: 0.0219	Test Acc: 0.5619	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 159		Train Acc: 0.6010	Train loss: 0.0222	Test Acc: 0.5631	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 160		Train Acc: 0.6080	Train loss: 0.0223	Test Acc: 0.5637	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 161		Train Acc: 0.6020	Train loss: 0.0232	Test Acc: 0.5642	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 162		Train Acc: 0.6058	Train loss: 0.0289	Test Acc: 0.5651	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 163		Train Acc: 0.6144	Train loss: 0.0218	Test Acc: 0.5653	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 164		Train Acc: 0.6086	Train loss: 0.0221	Test Acc: 0.5654	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 165		Train Acc: 0.6013	Train loss: 0.0223	Test Acc: 0.5657	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 166		Train Acc: 0.6168	Train loss: 0.0225	Test Acc: 0.5660	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 167		Train Acc: 0.6030	Train loss: 0.0292	Test Acc: 0.5661	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 168		Train Acc: 0.6155	Train loss: 0.0214	Test Acc: 0.5657	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 169		Train Acc: 0.6095	Train loss: 0.0220	Test Acc: 0.5659	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 170		Train Acc: 0.6027	Train loss: 0.0232	Test Acc: 0.5653	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 171		Train Acc: 0.5962	Train loss: 0.0223	Test Acc: 0.5654	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 172		Train Acc: 0.6103	Train loss: 0.0220	Test Acc: 0.5654	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 173		Train Acc: 0.6094	Train loss: 0.0293	Test Acc: 0.5656	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 174		Train Acc: 0.6172	Train loss: 0.0216	Test Acc: 0.5659	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 175		Train Acc: 0.6082	Train loss: 0.0228	Test Acc: 0.5657	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 176		Train Acc: 0.6059	Train loss: 0.0223	Test Acc: 0.5652	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 177		Train Acc: 0.6118	Train loss: 0.0218	Test Acc: 0.5658	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 178		Train Acc: 0.6093	Train loss: 0.0283	Test Acc: 0.5660	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 179		Train Acc: 0.6030	Train loss: 0.0222	Test Acc: 0.5657	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 180		Train Acc: 0.6105	Train loss: 0.0230	Test Acc: 0.5650	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 181		Train Acc: 0.6085	Train loss: 0.0220	Test Acc: 0.5655	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 182		Train Acc: 0.6134	Train loss: 0.0219	Test Acc: 0.5652	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 183		Train Acc: 0.6058	Train loss: 0.0288	Test Acc: 0.5656	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 184		Train Acc: 0.6055	Train loss: 0.0222	Test Acc: 0.5657	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 185		Train Acc: 0.6106	Train loss: 0.0225	Test Acc: 0.5658	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 186		Train Acc: 0.6149	Train loss: 0.0217	Test Acc: 0.5660	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 187		Train Acc: 0.6075	Train loss: 0.0219	Test Acc: 0.5659	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 188		Train Acc: 0.6020	Train loss: 0.0287	Test Acc: 0.5663	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 189		Train Acc: 0.6085	Train loss: 0.0224	Test Acc: 0.5656	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 190		Train Acc: 0.6135	Train loss: 0.0220	Test Acc: 0.5659	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 191		Train Acc: 0.6054	Train loss: 0.0220	Test Acc: 0.5667	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 192		Train Acc: 0.6106	Train loss: 0.0219	Test Acc: 0.5665	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 193		Train Acc: 0.6124	Train loss: 0.0219	Test Acc: 0.5666	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 194		Train Acc: 0.6042	Train loss: 0.0297	Test Acc: 0.5663	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 195		Train Acc: 0.6151	Train loss: 0.0217	Test Acc: 0.5665	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 196		Train Acc: 0.6046	Train loss: 0.0221	Test Acc: 0.5666	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 197		Train Acc: 0.6112	Train loss: 0.0218	Test Acc: 0.5665	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 198		Train Acc: 0.6114	Train loss: 0.0217	Test Acc: 0.5668	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 199		Train Acc: 0.6012	Train loss: 0.0299	Test Acc: 0.5667	Test loss: 0.0244
+Training finished on Mon Mar  2 04:07:44 2026 using 45 minutes and 56 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.1_seed45_cfgFedAvg_CIFAR100_config_exp3.txt

@@ -0,0 +1,339 @@
+seed: 45, num_experiments: 5, experiment_id: 3, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 40, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 4, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25270444.0/flpoison_25270444_20/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.1_seed45_cfgFedAvg_CIFAR100_config_exp3.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Mon Mar  2 04:07:45 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0137	Train loss: 0.0749	Test Acc: 0.0097	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0211	Train loss: 0.0741	Test Acc: 0.0100	Test loss: 0.0725
+Epoch 2  		Train Acc: 0.0274	Train loss: 0.0725	Test Acc: 0.0101	Test loss: 0.0726
+Epoch 3  		Train Acc: 0.0379	Train loss: 0.0704	Test Acc: 0.0119	Test loss: 0.0714
+Epoch 4  		Train Acc: 0.0438	Train loss: 0.0711	Test Acc: 0.0456	Test loss: 0.0668
+Epoch 5  		Train Acc: 0.0543	Train loss: 0.0843	Test Acc: 0.0777	Test loss: 0.0641
+Epoch 6  		Train Acc: 0.0624	Train loss: 0.0656	Test Acc: 0.0629	Test loss: 0.0643
+Epoch 7  		Train Acc: 0.0654	Train loss: 0.0643	Test Acc: 0.0791	Test loss: 0.0620
+Epoch 8  		Train Acc: 0.0714	Train loss: 0.0634	Test Acc: 0.0808	Test loss: 0.0634
+Epoch 9  		Train Acc: 0.0834	Train loss: 0.0644	Test Acc: 0.0987	Test loss: 0.0607
+Epoch 10 		Train Acc: 0.0844	Train loss: 0.0787	Test Acc: 0.1153	Test loss: 0.0591
+Epoch 11 		Train Acc: 0.0874	Train loss: 0.0612	Test Acc: 0.1302	Test loss: 0.0578
+Epoch 12 		Train Acc: 0.0940	Train loss: 0.0608	Test Acc: 0.1400	Test loss: 0.0574
+Epoch 13 		Train Acc: 0.1027	Train loss: 0.0601	Test Acc: 0.1469	Test loss: 0.0568
+Epoch 14 		Train Acc: 0.1163	Train loss: 0.0611	Test Acc: 0.1503	Test loss: 0.0562
+Epoch 15 		Train Acc: 0.1120	Train loss: 0.0756	Test Acc: 0.1616	Test loss: 0.0552
+Epoch 16 		Train Acc: 0.1145	Train loss: 0.0589	Test Acc: 0.1778	Test loss: 0.0544
+Epoch 17 		Train Acc: 0.1183	Train loss: 0.0583	Test Acc: 0.1670	Test loss: 0.0542
+Epoch 18 		Train Acc: 0.1267	Train loss: 0.0602	Test Acc: 0.1810	Test loss: 0.0534
+Epoch 19 		Train Acc: 0.1382	Train loss: 0.0567	Test Acc: 0.1910	Test loss: 0.0528
+Epoch 20 		Train Acc: 0.1358	Train loss: 0.0746	Test Acc: 0.1966	Test loss: 0.0525
+Epoch 21 		Train Acc: 0.1378	Train loss: 0.0569	Test Acc: 0.2024	Test loss: 0.0515
+Epoch 22 		Train Acc: 0.1433	Train loss: 0.0558	Test Acc: 0.1936	Test loss: 0.0518
+Epoch 23 		Train Acc: 0.1553	Train loss: 0.0572	Test Acc: 0.2145	Test loss: 0.0506
+Epoch 24 		Train Acc: 0.1641	Train loss: 0.0540	Test Acc: 0.2107	Test loss: 0.0506
+Epoch 25 		Train Acc: 0.1599	Train loss: 0.0547	Test Acc: 0.2116	Test loss: 0.0505
+Epoch 26 		Train Acc: 0.1596	Train loss: 0.0697	Test Acc: 0.2248	Test loss: 0.0496
+Epoch 27 		Train Acc: 0.1690	Train loss: 0.0538	Test Acc: 0.2246	Test loss: 0.0492
+Epoch 28 		Train Acc: 0.1783	Train loss: 0.0549	Test Acc: 0.2324	Test loss: 0.0489
+Epoch 29 		Train Acc: 0.1820	Train loss: 0.0522	Test Acc: 0.2391	Test loss: 0.0484
+Epoch 30 		Train Acc: 0.1874	Train loss: 0.0522	Test Acc: 0.2392	Test loss: 0.0485
+Epoch 31 		Train Acc: 0.1877	Train loss: 0.0660	Test Acc: 0.2328	Test loss: 0.0487
+Epoch 32 		Train Acc: 0.1925	Train loss: 0.0512	Test Acc: 0.2523	Test loss: 0.0475
+Epoch 33 		Train Acc: 0.2003	Train loss: 0.0525	Test Acc: 0.2591	Test loss: 0.0467
+Epoch 34 		Train Acc: 0.2016	Train loss: 0.0505	Test Acc: 0.2710	Test loss: 0.0461
+Epoch 35 		Train Acc: 0.2029	Train loss: 0.0506	Test Acc: 0.2646	Test loss: 0.0464
+Epoch 36 		Train Acc: 0.2111	Train loss: 0.0652	Test Acc: 0.2641	Test loss: 0.0460
+Epoch 37 		Train Acc: 0.2137	Train loss: 0.0526	Test Acc: 0.2808	Test loss: 0.0450
+Epoch 38 		Train Acc: 0.2303	Train loss: 0.0482	Test Acc: 0.2853	Test loss: 0.0445
+Epoch 39 		Train Acc: 0.2283	Train loss: 0.0481	Test Acc: 0.2838	Test loss: 0.0447
+Epoch 40 		Train Acc: 0.2208	Train loss: 0.0492	Test Acc: 0.2957	Test loss: 0.0438
+Epoch 41 		Train Acc: 0.2159	Train loss: 0.0647	Test Acc: 0.2939	Test loss: 0.0441
+Epoch 42 		Train Acc: 0.2317	Train loss: 0.0503	Test Acc: 0.2911	Test loss: 0.0443
+Epoch 43 		Train Acc: 0.2484	Train loss: 0.0471	Test Acc: 0.2983	Test loss: 0.0432
+Epoch 44 		Train Acc: 0.2416	Train loss: 0.0472	Test Acc: 0.3116	Test loss: 0.0430
+Epoch 45 		Train Acc: 0.2509	Train loss: 0.0466	Test Acc: 0.3110	Test loss: 0.0426
+Epoch 46 		Train Acc: 0.2477	Train loss: 0.0468	Test Acc: 0.3212	Test loss: 0.0418
+Epoch 47 		Train Acc: 0.2581	Train loss: 0.0596	Test Acc: 0.3254	Test loss: 0.0418
+Epoch 48 		Train Acc: 0.2664	Train loss: 0.0455	Test Acc: 0.3187	Test loss: 0.0421
+Epoch 49 		Train Acc: 0.2653	Train loss: 0.0452	Test Acc: 0.3308	Test loss: 0.0410
+Epoch 50 		Train Acc: 0.2664	Train loss: 0.0455	Test Acc: 0.3338	Test loss: 0.0409
+Epoch 51 		Train Acc: 0.2680	Train loss: 0.0454	Test Acc: 0.3335	Test loss: 0.0408
+Epoch 52 		Train Acc: 0.2965	Train loss: 0.0573	Test Acc: 0.3401	Test loss: 0.0402
+Epoch 53 		Train Acc: 0.2906	Train loss: 0.0431	Test Acc: 0.3427	Test loss: 0.0398
+Epoch 54 		Train Acc: 0.2887	Train loss: 0.0434	Test Acc: 0.3561	Test loss: 0.0392
+Epoch 55 		Train Acc: 0.2872	Train loss: 0.0439	Test Acc: 0.3408	Test loss: 0.0402
+Epoch 56 		Train Acc: 0.2798	Train loss: 0.0464	Test Acc: 0.3586	Test loss: 0.0389
+Epoch 57 		Train Acc: 0.3156	Train loss: 0.0546	Test Acc: 0.3604	Test loss: 0.0386
+Epoch 58 		Train Acc: 0.3047	Train loss: 0.0419	Test Acc: 0.3630	Test loss: 0.0385
+Epoch 59 		Train Acc: 0.3051	Train loss: 0.0423	Test Acc: 0.3679	Test loss: 0.0380
+Epoch 60 		Train Acc: 0.3070	Train loss: 0.0420	Test Acc: 0.3742	Test loss: 0.0377
+Epoch 61 		Train Acc: 0.3132	Train loss: 0.0432	Test Acc: 0.3757	Test loss: 0.0376
+Epoch 62 		Train Acc: 0.3178	Train loss: 0.0558	Test Acc: 0.3869	Test loss: 0.0368
+Epoch 63 		Train Acc: 0.3229	Train loss: 0.0409	Test Acc: 0.3749	Test loss: 0.0377
+Epoch 64 		Train Acc: 0.3295	Train loss: 0.0407	Test Acc: 0.3800	Test loss: 0.0372
+Epoch 65 		Train Acc: 0.3367	Train loss: 0.0403	Test Acc: 0.3884	Test loss: 0.0364
+Epoch 66 		Train Acc: 0.3469	Train loss: 0.0407	Test Acc: 0.3943	Test loss: 0.0361
+Epoch 67 		Train Acc: 0.3396	Train loss: 0.0393	Test Acc: 0.3992	Test loss: 0.0359
+Epoch 68 		Train Acc: 0.3375	Train loss: 0.0499	Test Acc: 0.4025	Test loss: 0.0355
+Epoch 69 		Train Acc: 0.3466	Train loss: 0.0389	Test Acc: 0.4077	Test loss: 0.0353
+Epoch 70 		Train Acc: 0.3536	Train loss: 0.0389	Test Acc: 0.4172	Test loss: 0.0347
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 71 		Train Acc: 0.3646	Train loss: 0.0391	Test Acc: 0.3857	Test loss: 0.0366
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 72 		Train Acc: 0.3611	Train loss: 0.0379	Test Acc: 0.3814	Test loss: 0.0372
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 73 		Train Acc: 0.3639	Train loss: 0.0484	Test Acc: 0.3769	Test loss: 0.0390
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 74 		Train Acc: 0.3691	Train loss: 0.0372	Test Acc: 0.3648	Test loss: 0.0402
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 75 		Train Acc: 0.3606	Train loss: 0.0394	Test Acc: 0.3458	Test loss: 0.0411
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 76 		Train Acc: 0.3735	Train loss: 0.0365	Test Acc: 0.3710	Test loss: 0.0393
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 77 		Train Acc: 0.3803	Train loss: 0.0367	Test Acc: 0.3844	Test loss: 0.0379
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 78 		Train Acc: 0.3785	Train loss: 0.0483	Test Acc: 0.3566	Test loss: 0.0400
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 79 		Train Acc: 0.3824	Train loss: 0.0367	Test Acc: 0.3934	Test loss: 0.0373
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 80 		Train Acc: 0.4064	Train loss: 0.0365	Test Acc: 0.3973	Test loss: 0.0369
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 81 		Train Acc: 0.4038	Train loss: 0.0349	Test Acc: 0.4182	Test loss: 0.0351
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 82 		Train Acc: 0.3985	Train loss: 0.0353	Test Acc: 0.4148	Test loss: 0.0348
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 83 		Train Acc: 0.3911	Train loss: 0.0483	Test Acc: 0.4182	Test loss: 0.0349
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 84 		Train Acc: 0.3904	Train loss: 0.0358	Test Acc: 0.4137	Test loss: 0.0359
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 85 		Train Acc: 0.4166	Train loss: 0.0356	Test Acc: 0.4236	Test loss: 0.0346
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 86 		Train Acc: 0.4123	Train loss: 0.0340	Test Acc: 0.4318	Test loss: 0.0342
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 87 		Train Acc: 0.4188	Train loss: 0.0337	Test Acc: 0.4401	Test loss: 0.0333
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 88 		Train Acc: 0.4075	Train loss: 0.0346	Test Acc: 0.4418	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 89 		Train Acc: 0.4157	Train loss: 0.0425	Test Acc: 0.4024	Test loss: 0.0366
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 90 		Train Acc: 0.4421	Train loss: 0.0336	Test Acc: 0.4055	Test loss: 0.0362
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 91 		Train Acc: 0.4341	Train loss: 0.0327	Test Acc: 0.4561	Test loss: 0.0321
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 92 		Train Acc: 0.4299	Train loss: 0.0330	Test Acc: 0.4734	Test loss: 0.0310
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 93 		Train Acc: 0.4323	Train loss: 0.0329	Test Acc: 0.4842	Test loss: 0.0302
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 94 		Train Acc: 0.4388	Train loss: 0.0442	Test Acc: 0.4688	Test loss: 0.0315
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 95 		Train Acc: 0.4617	Train loss: 0.0310	Test Acc: 0.4672	Test loss: 0.0317
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 96 		Train Acc: 0.4552	Train loss: 0.0315	Test Acc: 0.4647	Test loss: 0.0313
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 97 		Train Acc: 0.4434	Train loss: 0.0321	Test Acc: 0.4731	Test loss: 0.0306
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 98 		Train Acc: 0.4355	Train loss: 0.0326	Test Acc: 0.4573	Test loss: 0.0324
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 99 		Train Acc: 0.4589	Train loss: 0.0426	Test Acc: 0.4538	Test loss: 0.0328
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 100		Train Acc: 0.5338	Train loss: 0.0265	Test Acc: 0.4848	Test loss: 0.0299
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 101		Train Acc: 0.5312	Train loss: 0.0266	Test Acc: 0.5136	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 102		Train Acc: 0.5404	Train loss: 0.0262	Test Acc: 0.5246	Test loss: 0.0273
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 103		Train Acc: 0.5420	Train loss: 0.0264	Test Acc: 0.5276	Test loss: 0.0272
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 104		Train Acc: 0.5629	Train loss: 0.0337	Test Acc: 0.5270	Test loss: 0.0271
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 105		Train Acc: 0.5597	Train loss: 0.0251	Test Acc: 0.5269	Test loss: 0.0270
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 106		Train Acc: 0.5620	Train loss: 0.0251	Test Acc: 0.5297	Test loss: 0.0269
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 107		Train Acc: 0.5608	Train loss: 0.0250	Test Acc: 0.5312	Test loss: 0.0268
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 108		Train Acc: 0.5483	Train loss: 0.0256	Test Acc: 0.5348	Test loss: 0.0266
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 109		Train Acc: 0.5635	Train loss: 0.0259	Test Acc: 0.5366	Test loss: 0.0265
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 110		Train Acc: 0.5613	Train loss: 0.0328	Test Acc: 0.5370	Test loss: 0.0265
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 111		Train Acc: 0.5653	Train loss: 0.0247	Test Acc: 0.5381	Test loss: 0.0264
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 112		Train Acc: 0.5601	Train loss: 0.0251	Test Acc: 0.5379	Test loss: 0.0263
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 113		Train Acc: 0.5558	Train loss: 0.0260	Test Acc: 0.5380	Test loss: 0.0263
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 114		Train Acc: 0.5674	Train loss: 0.0246	Test Acc: 0.5369	Test loss: 0.0263
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 115		Train Acc: 0.5565	Train loss: 0.0329	Test Acc: 0.5378	Test loss: 0.0263
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 116		Train Acc: 0.5657	Train loss: 0.0247	Test Acc: 0.5387	Test loss: 0.0262
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 117		Train Acc: 0.5784	Train loss: 0.0238	Test Acc: 0.5400	Test loss: 0.0262
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 118		Train Acc: 0.5662	Train loss: 0.0255	Test Acc: 0.5408	Test loss: 0.0261
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 119		Train Acc: 0.5642	Train loss: 0.0244	Test Acc: 0.5403	Test loss: 0.0261
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 120		Train Acc: 0.5708	Train loss: 0.0319	Test Acc: 0.5411	Test loss: 0.0261
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 121		Train Acc: 0.5694	Train loss: 0.0244	Test Acc: 0.5447	Test loss: 0.0261
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 122		Train Acc: 0.5737	Train loss: 0.0242	Test Acc: 0.5451	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 123		Train Acc: 0.5779	Train loss: 0.0248	Test Acc: 0.5431	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 124		Train Acc: 0.5798	Train loss: 0.0239	Test Acc: 0.5424	Test loss: 0.0259
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 125		Train Acc: 0.5690	Train loss: 0.0318	Test Acc: 0.5412	Test loss: 0.0259
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 126		Train Acc: 0.5653	Train loss: 0.0240	Test Acc: 0.5425	Test loss: 0.0259
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 127		Train Acc: 0.5731	Train loss: 0.0242	Test Acc: 0.5436	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 128		Train Acc: 0.5804	Train loss: 0.0247	Test Acc: 0.5466	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 129		Train Acc: 0.5808	Train loss: 0.0236	Test Acc: 0.5463	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 130		Train Acc: 0.5787	Train loss: 0.0237	Test Acc: 0.5473	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 131		Train Acc: 0.5838	Train loss: 0.0312	Test Acc: 0.5446	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 132		Train Acc: 0.5829	Train loss: 0.0248	Test Acc: 0.5461	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 133		Train Acc: 0.5977	Train loss: 0.0228	Test Acc: 0.5485	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 134		Train Acc: 0.5750	Train loss: 0.0237	Test Acc: 0.5475	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 135		Train Acc: 0.5722	Train loss: 0.0241	Test Acc: 0.5476	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 136		Train Acc: 0.5797	Train loss: 0.0302	Test Acc: 0.5464	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 137		Train Acc: 0.5863	Train loss: 0.0243	Test Acc: 0.5476	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 138		Train Acc: 0.5896	Train loss: 0.0232	Test Acc: 0.5453	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 139		Train Acc: 0.5858	Train loss: 0.0234	Test Acc: 0.5483	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 140		Train Acc: 0.5857	Train loss: 0.0233	Test Acc: 0.5499	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 141		Train Acc: 0.5782	Train loss: 0.0310	Test Acc: 0.5495	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 142		Train Acc: 0.5897	Train loss: 0.0238	Test Acc: 0.5492	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 143		Train Acc: 0.5918	Train loss: 0.0228	Test Acc: 0.5495	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 144		Train Acc: 0.5808	Train loss: 0.0234	Test Acc: 0.5514	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 145		Train Acc: 0.5844	Train loss: 0.0232	Test Acc: 0.5513	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 146		Train Acc: 0.5773	Train loss: 0.0309	Test Acc: 0.5522	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 147		Train Acc: 0.5977	Train loss: 0.0237	Test Acc: 0.5507	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 148		Train Acc: 0.6005	Train loss: 0.0227	Test Acc: 0.5517	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 149		Train Acc: 0.5888	Train loss: 0.0231	Test Acc: 0.5506	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 150		Train Acc: 0.5900	Train loss: 0.0229	Test Acc: 0.5535	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 151		Train Acc: 0.5865	Train loss: 0.0240	Test Acc: 0.5540	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 152		Train Acc: 0.6000	Train loss: 0.0294	Test Acc: 0.5526	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 153		Train Acc: 0.5996	Train loss: 0.0226	Test Acc: 0.5513	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 154		Train Acc: 0.5887	Train loss: 0.0230	Test Acc: 0.5545	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 155		Train Acc: 0.5961	Train loss: 0.0228	Test Acc: 0.5568	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 156		Train Acc: 0.5962	Train loss: 0.0236	Test Acc: 0.5562	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 157		Train Acc: 0.6082	Train loss: 0.0283	Test Acc: 0.5563	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 158		Train Acc: 0.6021	Train loss: 0.0222	Test Acc: 0.5562	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 159		Train Acc: 0.5914	Train loss: 0.0228	Test Acc: 0.5575	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 160		Train Acc: 0.5903	Train loss: 0.0229	Test Acc: 0.5579	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 161		Train Acc: 0.5971	Train loss: 0.0237	Test Acc: 0.5583	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 162		Train Acc: 0.5958	Train loss: 0.0299	Test Acc: 0.5585	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 163		Train Acc: 0.5968	Train loss: 0.0227	Test Acc: 0.5575	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 164		Train Acc: 0.6080	Train loss: 0.0223	Test Acc: 0.5577	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 165		Train Acc: 0.5951	Train loss: 0.0226	Test Acc: 0.5584	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 166		Train Acc: 0.5957	Train loss: 0.0236	Test Acc: 0.5588	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 167		Train Acc: 0.5980	Train loss: 0.0290	Test Acc: 0.5594	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 168		Train Acc: 0.6025	Train loss: 0.0227	Test Acc: 0.5608	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 169		Train Acc: 0.5922	Train loss: 0.0225	Test Acc: 0.5599	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 170		Train Acc: 0.6035	Train loss: 0.0233	Test Acc: 0.5596	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 171		Train Acc: 0.6005	Train loss: 0.0225	Test Acc: 0.5598	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 172		Train Acc: 0.6034	Train loss: 0.0224	Test Acc: 0.5601	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 173		Train Acc: 0.6038	Train loss: 0.0298	Test Acc: 0.5603	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 174		Train Acc: 0.5979	Train loss: 0.0227	Test Acc: 0.5599	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 175		Train Acc: 0.6090	Train loss: 0.0230	Test Acc: 0.5598	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 176		Train Acc: 0.6009	Train loss: 0.0226	Test Acc: 0.5600	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 177		Train Acc: 0.5988	Train loss: 0.0225	Test Acc: 0.5597	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 178		Train Acc: 0.5941	Train loss: 0.0297	Test Acc: 0.5603	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 179		Train Acc: 0.6043	Train loss: 0.0224	Test Acc: 0.5600	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 180		Train Acc: 0.6005	Train loss: 0.0235	Test Acc: 0.5601	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 181		Train Acc: 0.6060	Train loss: 0.0222	Test Acc: 0.5604	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 182		Train Acc: 0.6097	Train loss: 0.0219	Test Acc: 0.5598	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 183		Train Acc: 0.5953	Train loss: 0.0295	Test Acc: 0.5594	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 184		Train Acc: 0.5999	Train loss: 0.0226	Test Acc: 0.5609	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 185		Train Acc: 0.5935	Train loss: 0.0235	Test Acc: 0.5609	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 186		Train Acc: 0.6042	Train loss: 0.0224	Test Acc: 0.5609	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 187		Train Acc: 0.6068	Train loss: 0.0221	Test Acc: 0.5614	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 188		Train Acc: 0.6005	Train loss: 0.0302	Test Acc: 0.5609	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 189		Train Acc: 0.6046	Train loss: 0.0231	Test Acc: 0.5608	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 190		Train Acc: 0.6051	Train loss: 0.0223	Test Acc: 0.5606	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 191		Train Acc: 0.5941	Train loss: 0.0228	Test Acc: 0.5597	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 192		Train Acc: 0.6016	Train loss: 0.0224	Test Acc: 0.5599	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 193		Train Acc: 0.6058	Train loss: 0.0223	Test Acc: 0.5597	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 194		Train Acc: 0.5937	Train loss: 0.0305	Test Acc: 0.5601	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 195		Train Acc: 0.6031	Train loss: 0.0224	Test Acc: 0.5610	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 196		Train Acc: 0.5922	Train loss: 0.0225	Test Acc: 0.5601	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 197		Train Acc: 0.6076	Train loss: 0.0222	Test Acc: 0.5605	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 198		Train Acc: 0.6026	Train loss: 0.0223	Test Acc: 0.5606	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 199		Train Acc: 0.6098	Train loss: 0.0299	Test Acc: 0.5612	Test loss: 0.0247
+Training finished on Mon Mar  2 04:53:34 2026 using 45 minutes and 48 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.1_seed46_cfgFedAvg_CIFAR100_config_exp4.txt

@@ -0,0 +1,339 @@
+seed: 46, num_experiments: 5, experiment_id: 4, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 40, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 4, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25270444.0/flpoison_25270444_20/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.1_seed46_cfgFedAvg_CIFAR100_config_exp4.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Mon Mar  2 04:53:34 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0086	Train loss: 0.0750	Test Acc: 0.0100	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0235	Train loss: 0.0741	Test Acc: 0.0100	Test loss: 0.0724
+Epoch 2  		Train Acc: 0.0270	Train loss: 0.0730	Test Acc: 0.0130	Test loss: 0.0725
+Epoch 3  		Train Acc: 0.0330	Train loss: 0.0707	Test Acc: 0.0182	Test loss: 0.0706
+Epoch 4  		Train Acc: 0.0459	Train loss: 0.0711	Test Acc: 0.0483	Test loss: 0.0666
+Epoch 5  		Train Acc: 0.0526	Train loss: 0.0847	Test Acc: 0.0648	Test loss: 0.0652
+Epoch 6  		Train Acc: 0.0572	Train loss: 0.0662	Test Acc: 0.0631	Test loss: 0.0652
+Epoch 7  		Train Acc: 0.0676	Train loss: 0.0642	Test Acc: 0.0674	Test loss: 0.0647
+Epoch 8  		Train Acc: 0.0668	Train loss: 0.0638	Test Acc: 0.0952	Test loss: 0.0617
+Epoch 9  		Train Acc: 0.0849	Train loss: 0.0647	Test Acc: 0.0967	Test loss: 0.0605
+Epoch 10 		Train Acc: 0.0820	Train loss: 0.0794	Test Acc: 0.1180	Test loss: 0.0597
+Epoch 11 		Train Acc: 0.0891	Train loss: 0.0615	Test Acc: 0.1254	Test loss: 0.0581
+Epoch 12 		Train Acc: 0.0936	Train loss: 0.0610	Test Acc: 0.1233	Test loss: 0.0583
+Epoch 13 		Train Acc: 0.0980	Train loss: 0.0604	Test Acc: 0.1379	Test loss: 0.0569
+Epoch 14 		Train Acc: 0.1137	Train loss: 0.0616	Test Acc: 0.1477	Test loss: 0.0564
+Epoch 15 		Train Acc: 0.1125	Train loss: 0.0761	Test Acc: 0.1617	Test loss: 0.0554
+Epoch 16 		Train Acc: 0.1183	Train loss: 0.0588	Test Acc: 0.1695	Test loss: 0.0547
+Epoch 17 		Train Acc: 0.1145	Train loss: 0.0585	Test Acc: 0.1616	Test loss: 0.0545
+Epoch 18 		Train Acc: 0.1139	Train loss: 0.0609	Test Acc: 0.1760	Test loss: 0.0538
+Epoch 19 		Train Acc: 0.1263	Train loss: 0.0576	Test Acc: 0.1789	Test loss: 0.0536
+Epoch 20 		Train Acc: 0.1325	Train loss: 0.0742	Test Acc: 0.1782	Test loss: 0.0534
+Epoch 21 		Train Acc: 0.1351	Train loss: 0.0572	Test Acc: 0.1818	Test loss: 0.0530
+Epoch 22 		Train Acc: 0.1323	Train loss: 0.0562	Test Acc: 0.1988	Test loss: 0.0518
+Epoch 23 		Train Acc: 0.1517	Train loss: 0.0574	Test Acc: 0.2113	Test loss: 0.0509
+Epoch 24 		Train Acc: 0.1632	Train loss: 0.0548	Test Acc: 0.2083	Test loss: 0.0508
+Epoch 25 		Train Acc: 0.1612	Train loss: 0.0544	Test Acc: 0.2168	Test loss: 0.0503
+Epoch 26 		Train Acc: 0.1551	Train loss: 0.0697	Test Acc: 0.2076	Test loss: 0.0505
+Epoch 27 		Train Acc: 0.1588	Train loss: 0.0541	Test Acc: 0.2253	Test loss: 0.0492
+Epoch 28 		Train Acc: 0.1794	Train loss: 0.0546	Test Acc: 0.2297	Test loss: 0.0493
+Epoch 29 		Train Acc: 0.1820	Train loss: 0.0526	Test Acc: 0.2353	Test loss: 0.0488
+Epoch 30 		Train Acc: 0.1879	Train loss: 0.0524	Test Acc: 0.2438	Test loss: 0.0479
+Epoch 31 		Train Acc: 0.1773	Train loss: 0.0670	Test Acc: 0.2424	Test loss: 0.0483
+Epoch 32 		Train Acc: 0.1828	Train loss: 0.0522	Test Acc: 0.2515	Test loss: 0.0475
+Epoch 33 		Train Acc: 0.2037	Train loss: 0.0529	Test Acc: 0.2478	Test loss: 0.0476
+Epoch 34 		Train Acc: 0.1947	Train loss: 0.0512	Test Acc: 0.2582	Test loss: 0.0470
+Epoch 35 		Train Acc: 0.1974	Train loss: 0.0508	Test Acc: 0.2671	Test loss: 0.0461
+Epoch 36 		Train Acc: 0.2143	Train loss: 0.0645	Test Acc: 0.2748	Test loss: 0.0461
+Epoch 37 		Train Acc: 0.2081	Train loss: 0.0526	Test Acc: 0.2720	Test loss: 0.0457
+Epoch 38 		Train Acc: 0.2275	Train loss: 0.0493	Test Acc: 0.2740	Test loss: 0.0455
+Epoch 39 		Train Acc: 0.2204	Train loss: 0.0491	Test Acc: 0.2851	Test loss: 0.0446
+Epoch 40 		Train Acc: 0.2272	Train loss: 0.0488	Test Acc: 0.2967	Test loss: 0.0441
+Epoch 41 		Train Acc: 0.2250	Train loss: 0.0646	Test Acc: 0.2892	Test loss: 0.0446
+Epoch 42 		Train Acc: 0.2337	Train loss: 0.0503	Test Acc: 0.2996	Test loss: 0.0438
+Epoch 43 		Train Acc: 0.2524	Train loss: 0.0472	Test Acc: 0.3029	Test loss: 0.0431
+Epoch 44 		Train Acc: 0.2382	Train loss: 0.0474	Test Acc: 0.3021	Test loss: 0.0432
+Epoch 45 		Train Acc: 0.2441	Train loss: 0.0477	Test Acc: 0.3066	Test loss: 0.0430
+Epoch 46 		Train Acc: 0.2407	Train loss: 0.0476	Test Acc: 0.3152	Test loss: 0.0421
+Epoch 47 		Train Acc: 0.2564	Train loss: 0.0599	Test Acc: 0.3156	Test loss: 0.0422
+Epoch 48 		Train Acc: 0.2642	Train loss: 0.0454	Test Acc: 0.3239	Test loss: 0.0417
+Epoch 49 		Train Acc: 0.2649	Train loss: 0.0459	Test Acc: 0.3226	Test loss: 0.0415
+Epoch 50 		Train Acc: 0.2656	Train loss: 0.0457	Test Acc: 0.3366	Test loss: 0.0407
+Epoch 51 		Train Acc: 0.2724	Train loss: 0.0453	Test Acc: 0.3407	Test loss: 0.0403
+Epoch 52 		Train Acc: 0.2831	Train loss: 0.0582	Test Acc: 0.3354	Test loss: 0.0405
+Epoch 53 		Train Acc: 0.2873	Train loss: 0.0436	Test Acc: 0.3449	Test loss: 0.0399
+Epoch 54 		Train Acc: 0.2788	Train loss: 0.0442	Test Acc: 0.3512	Test loss: 0.0393
+Epoch 55 		Train Acc: 0.2911	Train loss: 0.0438	Test Acc: 0.3562	Test loss: 0.0393
+Epoch 56 		Train Acc: 0.2797	Train loss: 0.0465	Test Acc: 0.3647	Test loss: 0.0385
+Epoch 57 		Train Acc: 0.2992	Train loss: 0.0562	Test Acc: 0.3505	Test loss: 0.0397
+Epoch 58 		Train Acc: 0.2991	Train loss: 0.0427	Test Acc: 0.3535	Test loss: 0.0397
+Epoch 59 		Train Acc: 0.2969	Train loss: 0.0427	Test Acc: 0.3612	Test loss: 0.0388
+Epoch 60 		Train Acc: 0.2971	Train loss: 0.0424	Test Acc: 0.3722	Test loss: 0.0377
+Epoch 61 		Train Acc: 0.3124	Train loss: 0.0434	Test Acc: 0.3773	Test loss: 0.0372
+Epoch 62 		Train Acc: 0.3156	Train loss: 0.0555	Test Acc: 0.3813	Test loss: 0.0372
+Epoch 63 		Train Acc: 0.3119	Train loss: 0.0416	Test Acc: 0.3813	Test loss: 0.0371
+Epoch 64 		Train Acc: 0.3181	Train loss: 0.0413	Test Acc: 0.3879	Test loss: 0.0366
+Epoch 65 		Train Acc: 0.3217	Train loss: 0.0405	Test Acc: 0.3957	Test loss: 0.0363
+Epoch 66 		Train Acc: 0.3481	Train loss: 0.0406	Test Acc: 0.3832	Test loss: 0.0370
+Epoch 67 		Train Acc: 0.3365	Train loss: 0.0400	Test Acc: 0.3868	Test loss: 0.0362
+Epoch 68 		Train Acc: 0.3304	Train loss: 0.0504	Test Acc: 0.4040	Test loss: 0.0357
+Epoch 69 		Train Acc: 0.3537	Train loss: 0.0391	Test Acc: 0.4006	Test loss: 0.0357
+Epoch 70 		Train Acc: 0.3383	Train loss: 0.0396	Test Acc: 0.4073	Test loss: 0.0352
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 71 		Train Acc: 0.3637	Train loss: 0.0393	Test Acc: 0.3978	Test loss: 0.0363
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 72 		Train Acc: 0.3553	Train loss: 0.0382	Test Acc: 0.3656	Test loss: 0.0398
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 73 		Train Acc: 0.3550	Train loss: 0.0491	Test Acc: 0.3774	Test loss: 0.0387
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 74 		Train Acc: 0.3646	Train loss: 0.0377	Test Acc: 0.3874	Test loss: 0.0374
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 75 		Train Acc: 0.3584	Train loss: 0.0401	Test Acc: 0.3735	Test loss: 0.0390
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 76 		Train Acc: 0.3803	Train loss: 0.0368	Test Acc: 0.3618	Test loss: 0.0405
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 77 		Train Acc: 0.3688	Train loss: 0.0373	Test Acc: 0.3828	Test loss: 0.0386
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 78 		Train Acc: 0.3804	Train loss: 0.0486	Test Acc: 0.3843	Test loss: 0.0383
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 79 		Train Acc: 0.3700	Train loss: 0.0369	Test Acc: 0.4061	Test loss: 0.0362
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 80 		Train Acc: 0.3943	Train loss: 0.0372	Test Acc: 0.4187	Test loss: 0.0352
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 81 		Train Acc: 0.4021	Train loss: 0.0351	Test Acc: 0.4135	Test loss: 0.0358
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 82 		Train Acc: 0.3959	Train loss: 0.0357	Test Acc: 0.4233	Test loss: 0.0351
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 83 		Train Acc: 0.3815	Train loss: 0.0494	Test Acc: 0.4270	Test loss: 0.0346
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 84 		Train Acc: 0.3901	Train loss: 0.0361	Test Acc: 0.4164	Test loss: 0.0354
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 85 		Train Acc: 0.4223	Train loss: 0.0351	Test Acc: 0.4318	Test loss: 0.0339
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 86 		Train Acc: 0.4188	Train loss: 0.0341	Test Acc: 0.4257	Test loss: 0.0348
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 87 		Train Acc: 0.4102	Train loss: 0.0346	Test Acc: 0.4260	Test loss: 0.0353
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 88 		Train Acc: 0.4041	Train loss: 0.0349	Test Acc: 0.4461	Test loss: 0.0328
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 89 		Train Acc: 0.4051	Train loss: 0.0429	Test Acc: 0.4285	Test loss: 0.0347
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 90 		Train Acc: 0.4413	Train loss: 0.0336	Test Acc: 0.4235	Test loss: 0.0343
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 91 		Train Acc: 0.4349	Train loss: 0.0325	Test Acc: 0.4606	Test loss: 0.0317
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 92 		Train Acc: 0.4388	Train loss: 0.0331	Test Acc: 0.4675	Test loss: 0.0311
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 93 		Train Acc: 0.4180	Train loss: 0.0337	Test Acc: 0.4518	Test loss: 0.0325
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 94 		Train Acc: 0.4258	Train loss: 0.0444	Test Acc: 0.4527	Test loss: 0.0325
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 95 		Train Acc: 0.4536	Train loss: 0.0313	Test Acc: 0.4313	Test loss: 0.0345
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 96 		Train Acc: 0.4455	Train loss: 0.0318	Test Acc: 0.4585	Test loss: 0.0325
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 97 		Train Acc: 0.4379	Train loss: 0.0326	Test Acc: 0.4671	Test loss: 0.0315
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 98 		Train Acc: 0.4336	Train loss: 0.0327	Test Acc: 0.4773	Test loss: 0.0303
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 99 		Train Acc: 0.4538	Train loss: 0.0433	Test Acc: 0.4604	Test loss: 0.0316
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 100		Train Acc: 0.5238	Train loss: 0.0268	Test Acc: 0.4883	Test loss: 0.0296
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 101		Train Acc: 0.5373	Train loss: 0.0262	Test Acc: 0.5105	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 102		Train Acc: 0.5444	Train loss: 0.0261	Test Acc: 0.5191	Test loss: 0.0273
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 103		Train Acc: 0.5417	Train loss: 0.0260	Test Acc: 0.5267	Test loss: 0.0270
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 104		Train Acc: 0.5452	Train loss: 0.0352	Test Acc: 0.5294	Test loss: 0.0269
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 105		Train Acc: 0.5669	Train loss: 0.0249	Test Acc: 0.5298	Test loss: 0.0269
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 106		Train Acc: 0.5601	Train loss: 0.0254	Test Acc: 0.5318	Test loss: 0.0268
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 107		Train Acc: 0.5530	Train loss: 0.0256	Test Acc: 0.5317	Test loss: 0.0267
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 108		Train Acc: 0.5558	Train loss: 0.0254	Test Acc: 0.5333	Test loss: 0.0266
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 109		Train Acc: 0.5702	Train loss: 0.0260	Test Acc: 0.5336	Test loss: 0.0265
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 110		Train Acc: 0.5793	Train loss: 0.0315	Test Acc: 0.5346	Test loss: 0.0265
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 111		Train Acc: 0.5650	Train loss: 0.0249	Test Acc: 0.5351	Test loss: 0.0265
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 112		Train Acc: 0.5551	Train loss: 0.0253	Test Acc: 0.5353	Test loss: 0.0264
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 113		Train Acc: 0.5561	Train loss: 0.0263	Test Acc: 0.5368	Test loss: 0.0263
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 114		Train Acc: 0.5678	Train loss: 0.0246	Test Acc: 0.5366	Test loss: 0.0263
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 115		Train Acc: 0.5714	Train loss: 0.0315	Test Acc: 0.5389	Test loss: 0.0263
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 116		Train Acc: 0.5658	Train loss: 0.0247	Test Acc: 0.5395	Test loss: 0.0262
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 117		Train Acc: 0.5627	Train loss: 0.0248	Test Acc: 0.5386	Test loss: 0.0262
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 118		Train Acc: 0.5704	Train loss: 0.0257	Test Acc: 0.5420	Test loss: 0.0261
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 119		Train Acc: 0.5704	Train loss: 0.0244	Test Acc: 0.5413	Test loss: 0.0261
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 120		Train Acc: 0.5620	Train loss: 0.0326	Test Acc: 0.5420	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 121		Train Acc: 0.5699	Train loss: 0.0242	Test Acc: 0.5428	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 122		Train Acc: 0.5685	Train loss: 0.0241	Test Acc: 0.5438	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 123		Train Acc: 0.5800	Train loss: 0.0250	Test Acc: 0.5427	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 124		Train Acc: 0.5704	Train loss: 0.0245	Test Acc: 0.5437	Test loss: 0.0259
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 125		Train Acc: 0.5707	Train loss: 0.0319	Test Acc: 0.5444	Test loss: 0.0259
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 126		Train Acc: 0.5754	Train loss: 0.0243	Test Acc: 0.5453	Test loss: 0.0259
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 127		Train Acc: 0.5770	Train loss: 0.0241	Test Acc: 0.5452	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 128		Train Acc: 0.5885	Train loss: 0.0245	Test Acc: 0.5448	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 129		Train Acc: 0.5762	Train loss: 0.0241	Test Acc: 0.5462	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 130		Train Acc: 0.5769	Train loss: 0.0239	Test Acc: 0.5467	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 131		Train Acc: 0.5742	Train loss: 0.0318	Test Acc: 0.5463	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 132		Train Acc: 0.5791	Train loss: 0.0247	Test Acc: 0.5476	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 133		Train Acc: 0.5801	Train loss: 0.0236	Test Acc: 0.5484	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 134		Train Acc: 0.5813	Train loss: 0.0238	Test Acc: 0.5498	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 135		Train Acc: 0.5738	Train loss: 0.0238	Test Acc: 0.5505	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 136		Train Acc: 0.5758	Train loss: 0.0317	Test Acc: 0.5511	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 137		Train Acc: 0.5844	Train loss: 0.0244	Test Acc: 0.5509	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 138		Train Acc: 0.5933	Train loss: 0.0231	Test Acc: 0.5531	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 139		Train Acc: 0.5820	Train loss: 0.0235	Test Acc: 0.5516	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 140		Train Acc: 0.5802	Train loss: 0.0236	Test Acc: 0.5502	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 141		Train Acc: 0.5804	Train loss: 0.0314	Test Acc: 0.5505	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 142		Train Acc: 0.5899	Train loss: 0.0242	Test Acc: 0.5518	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 143		Train Acc: 0.5862	Train loss: 0.0232	Test Acc: 0.5503	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 144		Train Acc: 0.5883	Train loss: 0.0233	Test Acc: 0.5532	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 145		Train Acc: 0.5879	Train loss: 0.0234	Test Acc: 0.5546	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 146		Train Acc: 0.5847	Train loss: 0.0300	Test Acc: 0.5579	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 147		Train Acc: 0.6025	Train loss: 0.0235	Test Acc: 0.5553	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 148		Train Acc: 0.5914	Train loss: 0.0228	Test Acc: 0.5538	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 149		Train Acc: 0.5916	Train loss: 0.0230	Test Acc: 0.5524	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 150		Train Acc: 0.5904	Train loss: 0.0232	Test Acc: 0.5532	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 151		Train Acc: 0.5813	Train loss: 0.0246	Test Acc: 0.5542	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 152		Train Acc: 0.5956	Train loss: 0.0297	Test Acc: 0.5557	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 153		Train Acc: 0.6076	Train loss: 0.0225	Test Acc: 0.5558	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 154		Train Acc: 0.6021	Train loss: 0.0226	Test Acc: 0.5560	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 155		Train Acc: 0.5882	Train loss: 0.0233	Test Acc: 0.5571	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 156		Train Acc: 0.5860	Train loss: 0.0240	Test Acc: 0.5588	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 157		Train Acc: 0.6024	Train loss: 0.0297	Test Acc: 0.5579	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 158		Train Acc: 0.5990	Train loss: 0.0226	Test Acc: 0.5574	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 159		Train Acc: 0.5927	Train loss: 0.0227	Test Acc: 0.5589	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 160		Train Acc: 0.5970	Train loss: 0.0224	Test Acc: 0.5610	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 161		Train Acc: 0.5955	Train loss: 0.0238	Test Acc: 0.5604	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 162		Train Acc: 0.5923	Train loss: 0.0293	Test Acc: 0.5610	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 163		Train Acc: 0.5945	Train loss: 0.0226	Test Acc: 0.5625	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 164		Train Acc: 0.6002	Train loss: 0.0222	Test Acc: 0.5629	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 165		Train Acc: 0.5998	Train loss: 0.0226	Test Acc: 0.5632	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 166		Train Acc: 0.5974	Train loss: 0.0236	Test Acc: 0.5630	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 167		Train Acc: 0.6023	Train loss: 0.0294	Test Acc: 0.5629	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 168		Train Acc: 0.5997	Train loss: 0.0224	Test Acc: 0.5640	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 169		Train Acc: 0.6005	Train loss: 0.0226	Test Acc: 0.5633	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 170		Train Acc: 0.5972	Train loss: 0.0237	Test Acc: 0.5631	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 171		Train Acc: 0.5983	Train loss: 0.0225	Test Acc: 0.5630	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 172		Train Acc: 0.5928	Train loss: 0.0228	Test Acc: 0.5639	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 173		Train Acc: 0.5974	Train loss: 0.0300	Test Acc: 0.5629	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 174		Train Acc: 0.5989	Train loss: 0.0226	Test Acc: 0.5631	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 175		Train Acc: 0.6074	Train loss: 0.0234	Test Acc: 0.5627	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 176		Train Acc: 0.6083	Train loss: 0.0222	Test Acc: 0.5627	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 177		Train Acc: 0.6009	Train loss: 0.0227	Test Acc: 0.5629	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 178		Train Acc: 0.5993	Train loss: 0.0299	Test Acc: 0.5629	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 179		Train Acc: 0.5998	Train loss: 0.0224	Test Acc: 0.5635	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 180		Train Acc: 0.5972	Train loss: 0.0237	Test Acc: 0.5635	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 181		Train Acc: 0.6006	Train loss: 0.0225	Test Acc: 0.5636	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 182		Train Acc: 0.6070	Train loss: 0.0220	Test Acc: 0.5636	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 183		Train Acc: 0.5958	Train loss: 0.0298	Test Acc: 0.5645	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 184		Train Acc: 0.6009	Train loss: 0.0225	Test Acc: 0.5642	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 185		Train Acc: 0.5967	Train loss: 0.0234	Test Acc: 0.5646	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 186		Train Acc: 0.5938	Train loss: 0.0225	Test Acc: 0.5642	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 187		Train Acc: 0.5926	Train loss: 0.0227	Test Acc: 0.5640	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 188		Train Acc: 0.6023	Train loss: 0.0295	Test Acc: 0.5645	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 189		Train Acc: 0.6037	Train loss: 0.0233	Test Acc: 0.5646	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 190		Train Acc: 0.5989	Train loss: 0.0226	Test Acc: 0.5641	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 191		Train Acc: 0.6046	Train loss: 0.0221	Test Acc: 0.5643	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 192		Train Acc: 0.6010	Train loss: 0.0225	Test Acc: 0.5633	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 193		Train Acc: 0.5929	Train loss: 0.0228	Test Acc: 0.5636	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 194		Train Acc: 0.6012	Train loss: 0.0308	Test Acc: 0.5628	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 195		Train Acc: 0.6001	Train loss: 0.0224	Test Acc: 0.5628	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 196		Train Acc: 0.6008	Train loss: 0.0224	Test Acc: 0.5633	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 197		Train Acc: 0.6017	Train loss: 0.0225	Test Acc: 0.5637	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 198		Train Acc: 0.6009	Train loss: 0.0224	Test Acc: 0.5644	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3]
+Epoch 199		Train Acc: 0.5980	Train loss: 0.0300	Test Acc: 0.5639	Test loss: 0.0245
+Training finished on Mon Mar  2 05:39:26 2026 using 45 minutes and 52 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.2_seed42_cfgFedAvg_CIFAR100_config_exp0.txt

@@ -0,0 +1,339 @@
+seed: 42, num_experiments: 5, experiment_id: 0, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 40, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 8, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25274382.0/flpoison_25274382_50/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.2_seed42_cfgFedAvg_CIFAR100_config_exp0.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42
+
+Started on Mon Mar  2 03:42:50 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0105	Train loss: 0.0751	Test Acc: 0.0114	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0176	Train loss: 0.0741	Test Acc: 0.0100	Test loss: 0.0723
+Epoch 2  		Train Acc: 0.0248	Train loss: 0.0732	Test Acc: 0.0176	Test loss: 0.0716
+Epoch 3  		Train Acc: 0.0343	Train loss: 0.0714	Test Acc: 0.0214	Test loss: 0.0700
+Epoch 4  		Train Acc: 0.0439	Train loss: 0.0719	Test Acc: 0.0586	Test loss: 0.0659
+Epoch 5  		Train Acc: 0.0496	Train loss: 0.0859	Test Acc: 0.0715	Test loss: 0.0639
+Epoch 6  		Train Acc: 0.0579	Train loss: 0.0659	Test Acc: 0.0636	Test loss: 0.0658
+Epoch 7  		Train Acc: 0.0661	Train loss: 0.0650	Test Acc: 0.0667	Test loss: 0.0659
+Epoch 8  		Train Acc: 0.0666	Train loss: 0.0638	Test Acc: 0.0659	Test loss: 0.0674
+Epoch 9  		Train Acc: 0.0816	Train loss: 0.0652	Test Acc: 0.0837	Test loss: 0.0626
+Epoch 10 		Train Acc: 0.0854	Train loss: 0.0792	Test Acc: 0.0991	Test loss: 0.0617
+Epoch 11 		Train Acc: 0.0911	Train loss: 0.0614	Test Acc: 0.1065	Test loss: 0.0608
+Epoch 12 		Train Acc: 0.0895	Train loss: 0.0612	Test Acc: 0.1180	Test loss: 0.0586
+Epoch 13 		Train Acc: 0.0934	Train loss: 0.0607	Test Acc: 0.1346	Test loss: 0.0574
+Epoch 14 		Train Acc: 0.1103	Train loss: 0.0616	Test Acc: 0.1375	Test loss: 0.0567
+Epoch 15 		Train Acc: 0.1129	Train loss: 0.0760	Test Acc: 0.1471	Test loss: 0.0561
+Epoch 16 		Train Acc: 0.1149	Train loss: 0.0589	Test Acc: 0.1561	Test loss: 0.0555
+Epoch 17 		Train Acc: 0.1148	Train loss: 0.0588	Test Acc: 0.1632	Test loss: 0.0550
+Epoch 18 		Train Acc: 0.1225	Train loss: 0.0608	Test Acc: 0.1700	Test loss: 0.0542
+Epoch 19 		Train Acc: 0.1344	Train loss: 0.0572	Test Acc: 0.1759	Test loss: 0.0542
+Epoch 20 		Train Acc: 0.1281	Train loss: 0.0746	Test Acc: 0.1859	Test loss: 0.0531
+Epoch 21 		Train Acc: 0.1271	Train loss: 0.0575	Test Acc: 0.1970	Test loss: 0.0524
+Epoch 22 		Train Acc: 0.1380	Train loss: 0.0565	Test Acc: 0.1878	Test loss: 0.0524
+Epoch 23 		Train Acc: 0.1564	Train loss: 0.0575	Test Acc: 0.1910	Test loss: 0.0525
+Epoch 24 		Train Acc: 0.1520	Train loss: 0.0552	Test Acc: 0.2115	Test loss: 0.0511
+Epoch 25 		Train Acc: 0.1619	Train loss: 0.0544	Test Acc: 0.2198	Test loss: 0.0502
+Epoch 26 		Train Acc: 0.1560	Train loss: 0.0700	Test Acc: 0.2023	Test loss: 0.0510
+Epoch 27 		Train Acc: 0.1621	Train loss: 0.0542	Test Acc: 0.2238	Test loss: 0.0494
+Epoch 28 		Train Acc: 0.1793	Train loss: 0.0548	Test Acc: 0.2393	Test loss: 0.0485
+Epoch 29 		Train Acc: 0.1799	Train loss: 0.0528	Test Acc: 0.2310	Test loss: 0.0494
+Epoch 30 		Train Acc: 0.1815	Train loss: 0.0525	Test Acc: 0.2352	Test loss: 0.0486
+Epoch 31 		Train Acc: 0.1831	Train loss: 0.0671	Test Acc: 0.2412	Test loss: 0.0481
+Epoch 32 		Train Acc: 0.1858	Train loss: 0.0522	Test Acc: 0.2538	Test loss: 0.0475
+Epoch 33 		Train Acc: 0.2108	Train loss: 0.0523	Test Acc: 0.2443	Test loss: 0.0478
+Epoch 34 		Train Acc: 0.1937	Train loss: 0.0511	Test Acc: 0.2453	Test loss: 0.0479
+Epoch 35 		Train Acc: 0.2028	Train loss: 0.0510	Test Acc: 0.2635	Test loss: 0.0465
+Epoch 36 		Train Acc: 0.1958	Train loss: 0.0660	Test Acc: 0.2636	Test loss: 0.0463
+Epoch 37 		Train Acc: 0.2086	Train loss: 0.0526	Test Acc: 0.2709	Test loss: 0.0459
+Epoch 38 		Train Acc: 0.2247	Train loss: 0.0492	Test Acc: 0.2769	Test loss: 0.0452
+Epoch 39 		Train Acc: 0.2177	Train loss: 0.0496	Test Acc: 0.2868	Test loss: 0.0450
+Epoch 40 		Train Acc: 0.2144	Train loss: 0.0493	Test Acc: 0.2873	Test loss: 0.0446
+Epoch 41 		Train Acc: 0.2278	Train loss: 0.0639	Test Acc: 0.2942	Test loss: 0.0442
+Epoch 42 		Train Acc: 0.2356	Train loss: 0.0502	Test Acc: 0.2994	Test loss: 0.0439
+Epoch 43 		Train Acc: 0.2347	Train loss: 0.0478	Test Acc: 0.3009	Test loss: 0.0436
+Epoch 44 		Train Acc: 0.2409	Train loss: 0.0474	Test Acc: 0.3021	Test loss: 0.0434
+Epoch 45 		Train Acc: 0.2463	Train loss: 0.0472	Test Acc: 0.3031	Test loss: 0.0434
+Epoch 46 		Train Acc: 0.2416	Train loss: 0.0472	Test Acc: 0.3136	Test loss: 0.0426
+Epoch 47 		Train Acc: 0.2576	Train loss: 0.0596	Test Acc: 0.3103	Test loss: 0.0428
+Epoch 48 		Train Acc: 0.2624	Train loss: 0.0455	Test Acc: 0.3259	Test loss: 0.0412
+Epoch 49 		Train Acc: 0.2684	Train loss: 0.0455	Test Acc: 0.3250	Test loss: 0.0415
+Epoch 50 		Train Acc: 0.2629	Train loss: 0.0458	Test Acc: 0.3290	Test loss: 0.0412
+Epoch 51 		Train Acc: 0.2704	Train loss: 0.0455	Test Acc: 0.3273	Test loss: 0.0408
+Epoch 52 		Train Acc: 0.2786	Train loss: 0.0588	Test Acc: 0.3242	Test loss: 0.0411
+Epoch 53 		Train Acc: 0.2803	Train loss: 0.0438	Test Acc: 0.3465	Test loss: 0.0399
+Epoch 54 		Train Acc: 0.2876	Train loss: 0.0435	Test Acc: 0.3455	Test loss: 0.0402
+Epoch 55 		Train Acc: 0.2729	Train loss: 0.0444	Test Acc: 0.3522	Test loss: 0.0394
+Epoch 56 		Train Acc: 0.2844	Train loss: 0.0460	Test Acc: 0.3534	Test loss: 0.0390
+Epoch 57 		Train Acc: 0.2969	Train loss: 0.0561	Test Acc: 0.3548	Test loss: 0.0389
+Epoch 58 		Train Acc: 0.3005	Train loss: 0.0423	Test Acc: 0.3571	Test loss: 0.0389
+Epoch 59 		Train Acc: 0.3006	Train loss: 0.0426	Test Acc: 0.3674	Test loss: 0.0381
+Epoch 60 		Train Acc: 0.3041	Train loss: 0.0423	Test Acc: 0.3520	Test loss: 0.0392
+Epoch 61 		Train Acc: 0.3141	Train loss: 0.0432	Test Acc: 0.3626	Test loss: 0.0383
+Epoch 62 		Train Acc: 0.3192	Train loss: 0.0550	Test Acc: 0.3713	Test loss: 0.0377
+Epoch 63 		Train Acc: 0.3157	Train loss: 0.0415	Test Acc: 0.3762	Test loss: 0.0376
+Epoch 64 		Train Acc: 0.3271	Train loss: 0.0409	Test Acc: 0.3778	Test loss: 0.0374
+Epoch 65 		Train Acc: 0.3196	Train loss: 0.0409	Test Acc: 0.3875	Test loss: 0.0363
+Epoch 66 		Train Acc: 0.3523	Train loss: 0.0403	Test Acc: 0.3977	Test loss: 0.0359
+Epoch 67 		Train Acc: 0.3414	Train loss: 0.0397	Test Acc: 0.3922	Test loss: 0.0361
+Epoch 68 		Train Acc: 0.3360	Train loss: 0.0508	Test Acc: 0.3855	Test loss: 0.0367
+Epoch 69 		Train Acc: 0.3413	Train loss: 0.0397	Test Acc: 0.3999	Test loss: 0.0356
+Epoch 70 		Train Acc: 0.3413	Train loss: 0.0391	Test Acc: 0.4014	Test loss: 0.0361
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 71 		Train Acc: 0.3723	Train loss: 0.0391	Test Acc: 0.1835	Test loss: 0.0726
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 72 		Train Acc: 0.3517	Train loss: 0.0386	Test Acc: 0.0997	Test loss: 0.1163
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 73 		Train Acc: 0.3477	Train loss: 0.0501	Test Acc: 0.0794	Test loss: 0.1182
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 74 		Train Acc: 0.3412	Train loss: 0.0395	Test Acc: 0.0540	Test loss: 0.1503
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 75 		Train Acc: 0.3441	Train loss: 0.0414	Test Acc: 0.0884	Test loss: 0.1245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 76 		Train Acc: 0.3614	Train loss: 0.0382	Test Acc: 0.1332	Test loss: 0.0972
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 77 		Train Acc: 0.3571	Train loss: 0.0381	Test Acc: 0.1779	Test loss: 0.0723
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 78 		Train Acc: 0.3613	Train loss: 0.0494	Test Acc: 0.1899	Test loss: 0.0744
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 79 		Train Acc: 0.3558	Train loss: 0.0387	Test Acc: 0.1881	Test loss: 0.0712
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 80 		Train Acc: 0.3733	Train loss: 0.0393	Test Acc: 0.2179	Test loss: 0.0634
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 81 		Train Acc: 0.3768	Train loss: 0.0371	Test Acc: 0.2400	Test loss: 0.0618
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 82 		Train Acc: 0.3694	Train loss: 0.0377	Test Acc: 0.3189	Test loss: 0.0479
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 83 		Train Acc: 0.3677	Train loss: 0.0507	Test Acc: 0.2790	Test loss: 0.0540
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 84 		Train Acc: 0.3562	Train loss: 0.0384	Test Acc: 0.2115	Test loss: 0.0696
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 85 		Train Acc: 0.3866	Train loss: 0.0380	Test Acc: 0.3080	Test loss: 0.0491
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 86 		Train Acc: 0.3866	Train loss: 0.0364	Test Acc: 0.3030	Test loss: 0.0533
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 87 		Train Acc: 0.3902	Train loss: 0.0365	Test Acc: 0.2787	Test loss: 0.0546
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 88 		Train Acc: 0.3765	Train loss: 0.0371	Test Acc: 0.3684	Test loss: 0.0418
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 89 		Train Acc: 0.3743	Train loss: 0.0468	Test Acc: 0.3099	Test loss: 0.0481
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 90 		Train Acc: 0.3978	Train loss: 0.0369	Test Acc: 0.2773	Test loss: 0.0545
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 91 		Train Acc: 0.3979	Train loss: 0.0352	Test Acc: 0.2992	Test loss: 0.0531
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 92 		Train Acc: 0.3869	Train loss: 0.0357	Test Acc: 0.3261	Test loss: 0.0492
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 93 		Train Acc: 0.3946	Train loss: 0.0356	Test Acc: 0.2439	Test loss: 0.0663
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 94 		Train Acc: 0.3927	Train loss: 0.0474	Test Acc: 0.3134	Test loss: 0.0500
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 95 		Train Acc: 0.4184	Train loss: 0.0342	Test Acc: 0.3181	Test loss: 0.0525
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 96 		Train Acc: 0.4093	Train loss: 0.0346	Test Acc: 0.3505	Test loss: 0.0451
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 97 		Train Acc: 0.4022	Train loss: 0.0352	Test Acc: 0.2000	Test loss: 0.0753
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 98 		Train Acc: 0.3992	Train loss: 0.0352	Test Acc: 0.4085	Test loss: 0.0370
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 99 		Train Acc: 0.4182	Train loss: 0.0472	Test Acc: 0.2801	Test loss: 0.0636
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 100		Train Acc: 0.4882	Train loss: 0.0294	Test Acc: 0.4125	Test loss: 0.0384
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 101		Train Acc: 0.4941	Train loss: 0.0296	Test Acc: 0.4657	Test loss: 0.0318
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 102		Train Acc: 0.4899	Train loss: 0.0292	Test Acc: 0.4833	Test loss: 0.0304
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 103		Train Acc: 0.4973	Train loss: 0.0290	Test Acc: 0.4844	Test loss: 0.0301
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 104		Train Acc: 0.5128	Train loss: 0.0382	Test Acc: 0.4860	Test loss: 0.0301
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 105		Train Acc: 0.5121	Train loss: 0.0279	Test Acc: 0.4850	Test loss: 0.0303
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 106		Train Acc: 0.5103	Train loss: 0.0280	Test Acc: 0.4846	Test loss: 0.0305
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 107		Train Acc: 0.5066	Train loss: 0.0284	Test Acc: 0.4858	Test loss: 0.0302
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 108		Train Acc: 0.5101	Train loss: 0.0283	Test Acc: 0.4892	Test loss: 0.0298
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 109		Train Acc: 0.5223	Train loss: 0.0288	Test Acc: 0.4940	Test loss: 0.0296
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 110		Train Acc: 0.5126	Train loss: 0.0362	Test Acc: 0.4943	Test loss: 0.0299
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 111		Train Acc: 0.5181	Train loss: 0.0275	Test Acc: 0.4931	Test loss: 0.0300
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 112		Train Acc: 0.5104	Train loss: 0.0283	Test Acc: 0.4936	Test loss: 0.0298
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 113		Train Acc: 0.5240	Train loss: 0.0290	Test Acc: 0.4959	Test loss: 0.0295
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 114		Train Acc: 0.5228	Train loss: 0.0276	Test Acc: 0.4976	Test loss: 0.0295
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 115		Train Acc: 0.5177	Train loss: 0.0358	Test Acc: 0.4976	Test loss: 0.0295
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 116		Train Acc: 0.5186	Train loss: 0.0276	Test Acc: 0.4970	Test loss: 0.0296
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 117		Train Acc: 0.5155	Train loss: 0.0280	Test Acc: 0.4979	Test loss: 0.0295
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 118		Train Acc: 0.5230	Train loss: 0.0285	Test Acc: 0.4965	Test loss: 0.0295
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 119		Train Acc: 0.5177	Train loss: 0.0275	Test Acc: 0.4947	Test loss: 0.0295
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 120		Train Acc: 0.5207	Train loss: 0.0356	Test Acc: 0.4947	Test loss: 0.0295
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 121		Train Acc: 0.5262	Train loss: 0.0275	Test Acc: 0.4944	Test loss: 0.0295
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 122		Train Acc: 0.5156	Train loss: 0.0277	Test Acc: 0.4947	Test loss: 0.0293
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 123		Train Acc: 0.5323	Train loss: 0.0280	Test Acc: 0.4982	Test loss: 0.0293
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 124		Train Acc: 0.5204	Train loss: 0.0274	Test Acc: 0.4980	Test loss: 0.0293
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 125		Train Acc: 0.5221	Train loss: 0.0357	Test Acc: 0.4950	Test loss: 0.0296
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 126		Train Acc: 0.5213	Train loss: 0.0270	Test Acc: 0.4948	Test loss: 0.0298
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 127		Train Acc: 0.5220	Train loss: 0.0276	Test Acc: 0.4986	Test loss: 0.0294
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 128		Train Acc: 0.5281	Train loss: 0.0280	Test Acc: 0.4985	Test loss: 0.0292
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 129		Train Acc: 0.5274	Train loss: 0.0272	Test Acc: 0.5009	Test loss: 0.0291
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 130		Train Acc: 0.5295	Train loss: 0.0271	Test Acc: 0.5013	Test loss: 0.0291
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 131		Train Acc: 0.5159	Train loss: 0.0366	Test Acc: 0.4968	Test loss: 0.0295
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 132		Train Acc: 0.5258	Train loss: 0.0283	Test Acc: 0.5008	Test loss: 0.0294
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 133		Train Acc: 0.5272	Train loss: 0.0270	Test Acc: 0.5023	Test loss: 0.0291
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 134		Train Acc: 0.5350	Train loss: 0.0270	Test Acc: 0.5024	Test loss: 0.0291
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 135		Train Acc: 0.5283	Train loss: 0.0273	Test Acc: 0.5015	Test loss: 0.0291
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 136		Train Acc: 0.5289	Train loss: 0.0340	Test Acc: 0.4988	Test loss: 0.0294
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 137		Train Acc: 0.5350	Train loss: 0.0277	Test Acc: 0.4990	Test loss: 0.0293
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 138		Train Acc: 0.5316	Train loss: 0.0268	Test Acc: 0.5029	Test loss: 0.0292
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 139		Train Acc: 0.5263	Train loss: 0.0273	Test Acc: 0.5027	Test loss: 0.0293
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 140		Train Acc: 0.5274	Train loss: 0.0273	Test Acc: 0.5011	Test loss: 0.0293
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 141		Train Acc: 0.5309	Train loss: 0.0347	Test Acc: 0.5017	Test loss: 0.0292
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 142		Train Acc: 0.5368	Train loss: 0.0275	Test Acc: 0.5033	Test loss: 0.0291
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 143		Train Acc: 0.5343	Train loss: 0.0269	Test Acc: 0.5034	Test loss: 0.0290
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 144		Train Acc: 0.5242	Train loss: 0.0270	Test Acc: 0.5029	Test loss: 0.0292
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 145		Train Acc: 0.5266	Train loss: 0.0268	Test Acc: 0.5001	Test loss: 0.0293
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 146		Train Acc: 0.5228	Train loss: 0.0357	Test Acc: 0.5014	Test loss: 0.0291
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 147		Train Acc: 0.5459	Train loss: 0.0271	Test Acc: 0.4960	Test loss: 0.0297
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 148		Train Acc: 0.5303	Train loss: 0.0269	Test Acc: 0.5019	Test loss: 0.0294
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 149		Train Acc: 0.5307	Train loss: 0.0271	Test Acc: 0.5034	Test loss: 0.0290
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 150		Train Acc: 0.5238	Train loss: 0.0270	Test Acc: 0.5021	Test loss: 0.0290
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 151		Train Acc: 0.5295	Train loss: 0.0279	Test Acc: 0.5053	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 152		Train Acc: 0.5406	Train loss: 0.0338	Test Acc: 0.5031	Test loss: 0.0293
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 153		Train Acc: 0.5348	Train loss: 0.0265	Test Acc: 0.5006	Test loss: 0.0295
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 154		Train Acc: 0.5375	Train loss: 0.0267	Test Acc: 0.5033	Test loss: 0.0294
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 155		Train Acc: 0.5253	Train loss: 0.0269	Test Acc: 0.5092	Test loss: 0.0287
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 156		Train Acc: 0.5327	Train loss: 0.0276	Test Acc: 0.5115	Test loss: 0.0285
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 157		Train Acc: 0.5386	Train loss: 0.0343	Test Acc: 0.4998	Test loss: 0.0295
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 158		Train Acc: 0.5351	Train loss: 0.0263	Test Acc: 0.4962	Test loss: 0.0298
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 159		Train Acc: 0.5294	Train loss: 0.0266	Test Acc: 0.5063	Test loss: 0.0290
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 160		Train Acc: 0.5379	Train loss: 0.0266	Test Acc: 0.5128	Test loss: 0.0283
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 161		Train Acc: 0.5326	Train loss: 0.0278	Test Acc: 0.5166	Test loss: 0.0280
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 162		Train Acc: 0.5356	Train loss: 0.0355	Test Acc: 0.5192	Test loss: 0.0278
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 163		Train Acc: 0.5395	Train loss: 0.0262	Test Acc: 0.5210	Test loss: 0.0278
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 164		Train Acc: 0.5440	Train loss: 0.0261	Test Acc: 0.5224	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 165		Train Acc: 0.5379	Train loss: 0.0263	Test Acc: 0.5225	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 166		Train Acc: 0.5400	Train loss: 0.0272	Test Acc: 0.5232	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 167		Train Acc: 0.5326	Train loss: 0.0347	Test Acc: 0.5224	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 168		Train Acc: 0.5440	Train loss: 0.0262	Test Acc: 0.5219	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 169		Train Acc: 0.5370	Train loss: 0.0262	Test Acc: 0.5226	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 170		Train Acc: 0.5373	Train loss: 0.0274	Test Acc: 0.5217	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 171		Train Acc: 0.5382	Train loss: 0.0263	Test Acc: 0.5221	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 172		Train Acc: 0.5378	Train loss: 0.0265	Test Acc: 0.5218	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 173		Train Acc: 0.5386	Train loss: 0.0342	Test Acc: 0.5218	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 174		Train Acc: 0.5412	Train loss: 0.0262	Test Acc: 0.5212	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 175		Train Acc: 0.5388	Train loss: 0.0274	Test Acc: 0.5226	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 176		Train Acc: 0.5442	Train loss: 0.0259	Test Acc: 0.5226	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 177		Train Acc: 0.5415	Train loss: 0.0262	Test Acc: 0.5227	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 178		Train Acc: 0.5335	Train loss: 0.0350	Test Acc: 0.5231	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 179		Train Acc: 0.5373	Train loss: 0.0261	Test Acc: 0.5237	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 180		Train Acc: 0.5500	Train loss: 0.0271	Test Acc: 0.5238	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 181		Train Acc: 0.5412	Train loss: 0.0261	Test Acc: 0.5233	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 182		Train Acc: 0.5354	Train loss: 0.0265	Test Acc: 0.5223	Test loss: 0.0276
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 183		Train Acc: 0.5416	Train loss: 0.0341	Test Acc: 0.5238	Test loss: 0.0276
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 184		Train Acc: 0.5333	Train loss: 0.0266	Test Acc: 0.5232	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 185		Train Acc: 0.5401	Train loss: 0.0274	Test Acc: 0.5227	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 186		Train Acc: 0.5411	Train loss: 0.0261	Test Acc: 0.5221	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 187		Train Acc: 0.5365	Train loss: 0.0264	Test Acc: 0.5226	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 188		Train Acc: 0.5410	Train loss: 0.0344	Test Acc: 0.5222	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 189		Train Acc: 0.5417	Train loss: 0.0274	Test Acc: 0.5235	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 190		Train Acc: 0.5391	Train loss: 0.0262	Test Acc: 0.5236	Test loss: 0.0276
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 191		Train Acc: 0.5369	Train loss: 0.0263	Test Acc: 0.5237	Test loss: 0.0276
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 192		Train Acc: 0.5452	Train loss: 0.0261	Test Acc: 0.5229	Test loss: 0.0276
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 193		Train Acc: 0.5342	Train loss: 0.0267	Test Acc: 0.5239	Test loss: 0.0276
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 194		Train Acc: 0.5415	Train loss: 0.0357	Test Acc: 0.5242	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 195		Train Acc: 0.5434	Train loss: 0.0263	Test Acc: 0.5237	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 196		Train Acc: 0.5328	Train loss: 0.0263	Test Acc: 0.5234	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 197		Train Acc: 0.5501	Train loss: 0.0260	Test Acc: 0.5227	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 198		Train Acc: 0.5425	Train loss: 0.0263	Test Acc: 0.5234	Test loss: 0.0277
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 199		Train Acc: 0.5257	Train loss: 0.0361	Test Acc: 0.5245	Test loss: 0.0276
+Training finished on Mon Mar  2 04:29:34 2026 using 46 minutes and 43 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.2_seed43_cfgFedAvg_CIFAR100_config_exp1.txt

@@ -0,0 +1,339 @@
+seed: 43, num_experiments: 5, experiment_id: 1, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 40, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 8, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25274382.0/flpoison_25274382_50/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.2_seed43_cfgFedAvg_CIFAR100_config_exp1.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Mon Mar  2 04:29:34 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0120	Train loss: 0.0750	Test Acc: 0.0101	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0195	Train loss: 0.0747	Test Acc: 0.0116	Test loss: 0.0724
+Epoch 2  		Train Acc: 0.0304	Train loss: 0.0726	Test Acc: 0.0193	Test loss: 0.0721
+Epoch 3  		Train Acc: 0.0350	Train loss: 0.0708	Test Acc: 0.0330	Test loss: 0.0695
+Epoch 4  		Train Acc: 0.0417	Train loss: 0.0719	Test Acc: 0.0556	Test loss: 0.0658
+Epoch 5  		Train Acc: 0.0503	Train loss: 0.0855	Test Acc: 0.0520	Test loss: 0.0680
+Epoch 6  		Train Acc: 0.0504	Train loss: 0.0662	Test Acc: 0.0636	Test loss: 0.0649
+Epoch 7  		Train Acc: 0.0637	Train loss: 0.0646	Test Acc: 0.0783	Test loss: 0.0626
+Epoch 8  		Train Acc: 0.0675	Train loss: 0.0638	Test Acc: 0.0811	Test loss: 0.0631
+Epoch 9  		Train Acc: 0.0806	Train loss: 0.0655	Test Acc: 0.0825	Test loss: 0.0630
+Epoch 10 		Train Acc: 0.0833	Train loss: 0.0796	Test Acc: 0.1087	Test loss: 0.0600
+Epoch 11 		Train Acc: 0.0840	Train loss: 0.0616	Test Acc: 0.1084	Test loss: 0.0599
+Epoch 12 		Train Acc: 0.0897	Train loss: 0.0612	Test Acc: 0.1187	Test loss: 0.0587
+Epoch 13 		Train Acc: 0.0943	Train loss: 0.0605	Test Acc: 0.1400	Test loss: 0.0573
+Epoch 14 		Train Acc: 0.1084	Train loss: 0.0617	Test Acc: 0.1482	Test loss: 0.0563
+Epoch 15 		Train Acc: 0.1103	Train loss: 0.0767	Test Acc: 0.1448	Test loss: 0.0560
+Epoch 16 		Train Acc: 0.1081	Train loss: 0.0591	Test Acc: 0.1476	Test loss: 0.0560
+Epoch 17 		Train Acc: 0.1073	Train loss: 0.0592	Test Acc: 0.1564	Test loss: 0.0557
+Epoch 18 		Train Acc: 0.1201	Train loss: 0.0610	Test Acc: 0.1713	Test loss: 0.0544
+Epoch 19 		Train Acc: 0.1302	Train loss: 0.0573	Test Acc: 0.1750	Test loss: 0.0540
+Epoch 20 		Train Acc: 0.1262	Train loss: 0.0733	Test Acc: 0.1801	Test loss: 0.0532
+Epoch 21 		Train Acc: 0.1263	Train loss: 0.0576	Test Acc: 0.1903	Test loss: 0.0526
+Epoch 22 		Train Acc: 0.1361	Train loss: 0.0565	Test Acc: 0.1828	Test loss: 0.0528
+Epoch 23 		Train Acc: 0.1467	Train loss: 0.0576	Test Acc: 0.1950	Test loss: 0.0520
+Epoch 24 		Train Acc: 0.1559	Train loss: 0.0553	Test Acc: 0.2044	Test loss: 0.0513
+Epoch 25 		Train Acc: 0.1519	Train loss: 0.0552	Test Acc: 0.1992	Test loss: 0.0515
+Epoch 26 		Train Acc: 0.1528	Train loss: 0.0699	Test Acc: 0.2140	Test loss: 0.0503
+Epoch 27 		Train Acc: 0.1580	Train loss: 0.0542	Test Acc: 0.2162	Test loss: 0.0500
+Epoch 28 		Train Acc: 0.1789	Train loss: 0.0551	Test Acc: 0.2311	Test loss: 0.0491
+Epoch 29 		Train Acc: 0.1787	Train loss: 0.0528	Test Acc: 0.2363	Test loss: 0.0491
+Epoch 30 		Train Acc: 0.1811	Train loss: 0.0528	Test Acc: 0.2300	Test loss: 0.0490
+Epoch 31 		Train Acc: 0.1766	Train loss: 0.0672	Test Acc: 0.2198	Test loss: 0.0503
+Epoch 32 		Train Acc: 0.1827	Train loss: 0.0526	Test Acc: 0.2339	Test loss: 0.0488
+Epoch 33 		Train Acc: 0.1994	Train loss: 0.0529	Test Acc: 0.2503	Test loss: 0.0474
+Epoch 34 		Train Acc: 0.2025	Train loss: 0.0511	Test Acc: 0.2640	Test loss: 0.0469
+Epoch 35 		Train Acc: 0.2001	Train loss: 0.0509	Test Acc: 0.2590	Test loss: 0.0467
+Epoch 36 		Train Acc: 0.1959	Train loss: 0.0655	Test Acc: 0.2679	Test loss: 0.0464
+Epoch 37 		Train Acc: 0.1991	Train loss: 0.0530	Test Acc: 0.2631	Test loss: 0.0463
+Epoch 38 		Train Acc: 0.2068	Train loss: 0.0500	Test Acc: 0.2764	Test loss: 0.0457
+Epoch 39 		Train Acc: 0.2176	Train loss: 0.0492	Test Acc: 0.2732	Test loss: 0.0453
+Epoch 40 		Train Acc: 0.2145	Train loss: 0.0495	Test Acc: 0.2852	Test loss: 0.0445
+Epoch 41 		Train Acc: 0.2195	Train loss: 0.0648	Test Acc: 0.2858	Test loss: 0.0449
+Epoch 42 		Train Acc: 0.2278	Train loss: 0.0511	Test Acc: 0.2866	Test loss: 0.0452
+Epoch 43 		Train Acc: 0.2297	Train loss: 0.0480	Test Acc: 0.2962	Test loss: 0.0437
+Epoch 44 		Train Acc: 0.2400	Train loss: 0.0477	Test Acc: 0.3023	Test loss: 0.0433
+Epoch 45 		Train Acc: 0.2322	Train loss: 0.0479	Test Acc: 0.3007	Test loss: 0.0430
+Epoch 46 		Train Acc: 0.2373	Train loss: 0.0478	Test Acc: 0.3073	Test loss: 0.0429
+Epoch 47 		Train Acc: 0.2554	Train loss: 0.0603	Test Acc: 0.3058	Test loss: 0.0429
+Epoch 48 		Train Acc: 0.2570	Train loss: 0.0461	Test Acc: 0.3124	Test loss: 0.0426
+Epoch 49 		Train Acc: 0.2604	Train loss: 0.0455	Test Acc: 0.3132	Test loss: 0.0426
+Epoch 50 		Train Acc: 0.2632	Train loss: 0.0462	Test Acc: 0.3249	Test loss: 0.0414
+Epoch 51 		Train Acc: 0.2601	Train loss: 0.0461	Test Acc: 0.3240	Test loss: 0.0416
+Epoch 52 		Train Acc: 0.2830	Train loss: 0.0580	Test Acc: 0.3240	Test loss: 0.0418
+Epoch 53 		Train Acc: 0.2797	Train loss: 0.0440	Test Acc: 0.3325	Test loss: 0.0410
+Epoch 54 		Train Acc: 0.2757	Train loss: 0.0447	Test Acc: 0.3452	Test loss: 0.0401
+Epoch 55 		Train Acc: 0.2764	Train loss: 0.0447	Test Acc: 0.3387	Test loss: 0.0405
+Epoch 56 		Train Acc: 0.2793	Train loss: 0.0467	Test Acc: 0.3317	Test loss: 0.0410
+Epoch 57 		Train Acc: 0.2996	Train loss: 0.0570	Test Acc: 0.3441	Test loss: 0.0400
+Epoch 58 		Train Acc: 0.2987	Train loss: 0.0432	Test Acc: 0.3472	Test loss: 0.0402
+Epoch 59 		Train Acc: 0.2946	Train loss: 0.0430	Test Acc: 0.3487	Test loss: 0.0397
+Epoch 60 		Train Acc: 0.2922	Train loss: 0.0433	Test Acc: 0.3506	Test loss: 0.0394
+Epoch 61 		Train Acc: 0.3048	Train loss: 0.0444	Test Acc: 0.3677	Test loss: 0.0387
+Epoch 62 		Train Acc: 0.3071	Train loss: 0.0551	Test Acc: 0.3498	Test loss: 0.0401
+Epoch 63 		Train Acc: 0.3049	Train loss: 0.0421	Test Acc: 0.3579	Test loss: 0.0390
+Epoch 64 		Train Acc: 0.3106	Train loss: 0.0417	Test Acc: 0.3591	Test loss: 0.0392
+Epoch 65 		Train Acc: 0.3131	Train loss: 0.0421	Test Acc: 0.3626	Test loss: 0.0388
+Epoch 66 		Train Acc: 0.3351	Train loss: 0.0419	Test Acc: 0.3641	Test loss: 0.0386
+Epoch 67 		Train Acc: 0.3291	Train loss: 0.0403	Test Acc: 0.3864	Test loss: 0.0372
+Epoch 68 		Train Acc: 0.3375	Train loss: 0.0504	Test Acc: 0.3737	Test loss: 0.0382
+Epoch 69 		Train Acc: 0.3216	Train loss: 0.0403	Test Acc: 0.3858	Test loss: 0.0369
+Epoch 70 		Train Acc: 0.3422	Train loss: 0.0399	Test Acc: 0.4033	Test loss: 0.0357
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 71 		Train Acc: 0.3598	Train loss: 0.0398	Test Acc: 0.1893	Test loss: 0.0778
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 72 		Train Acc: 0.3426	Train loss: 0.0394	Test Acc: 0.1193	Test loss: 0.0841
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 73 		Train Acc: 0.3516	Train loss: 0.0501	Test Acc: 0.0846	Test loss: 0.1095
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 74 		Train Acc: 0.3402	Train loss: 0.0398	Test Acc: 0.0782	Test loss: 0.1406
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 75 		Train Acc: 0.3310	Train loss: 0.0424	Test Acc: 0.1464	Test loss: 0.0841
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 76 		Train Acc: 0.3492	Train loss: 0.0391	Test Acc: 0.0997	Test loss: 0.1122
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 77 		Train Acc: 0.3423	Train loss: 0.0394	Test Acc: 0.1531	Test loss: 0.0828
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 78 		Train Acc: 0.3529	Train loss: 0.0505	Test Acc: 0.1955	Test loss: 0.0716
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 79 		Train Acc: 0.3563	Train loss: 0.0387	Test Acc: 0.2776	Test loss: 0.0524
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 80 		Train Acc: 0.3621	Train loss: 0.0400	Test Acc: 0.2609	Test loss: 0.0554
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 81 		Train Acc: 0.3642	Train loss: 0.0378	Test Acc: 0.2753	Test loss: 0.0596
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 82 		Train Acc: 0.3712	Train loss: 0.0378	Test Acc: 0.2097	Test loss: 0.0770
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 83 		Train Acc: 0.3620	Train loss: 0.0516	Test Acc: 0.2465	Test loss: 0.0587
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 84 		Train Acc: 0.3552	Train loss: 0.0390	Test Acc: 0.2207	Test loss: 0.0635
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 85 		Train Acc: 0.3815	Train loss: 0.0381	Test Acc: 0.3214	Test loss: 0.0471
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 86 		Train Acc: 0.3748	Train loss: 0.0370	Test Acc: 0.2810	Test loss: 0.0611
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 87 		Train Acc: 0.3786	Train loss: 0.0371	Test Acc: 0.3396	Test loss: 0.0450
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 88 		Train Acc: 0.3644	Train loss: 0.0379	Test Acc: 0.2795	Test loss: 0.0533
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 89 		Train Acc: 0.3734	Train loss: 0.0471	Test Acc: 0.2862	Test loss: 0.0536
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 90 		Train Acc: 0.3974	Train loss: 0.0367	Test Acc: 0.3362	Test loss: 0.0472
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 91 		Train Acc: 0.3884	Train loss: 0.0360	Test Acc: 0.3111	Test loss: 0.0516
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 92 		Train Acc: 0.3825	Train loss: 0.0367	Test Acc: 0.3420	Test loss: 0.0458
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 93 		Train Acc: 0.3850	Train loss: 0.0364	Test Acc: 0.3017	Test loss: 0.0537
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 94 		Train Acc: 0.3813	Train loss: 0.0477	Test Acc: 0.3362	Test loss: 0.0482
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 95 		Train Acc: 0.4049	Train loss: 0.0349	Test Acc: 0.2984	Test loss: 0.0548
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 96 		Train Acc: 0.3966	Train loss: 0.0354	Test Acc: 0.3242	Test loss: 0.0481
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 97 		Train Acc: 0.3933	Train loss: 0.0362	Test Acc: 0.3187	Test loss: 0.0470
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 98 		Train Acc: 0.3960	Train loss: 0.0356	Test Acc: 0.3011	Test loss: 0.0565
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 99 		Train Acc: 0.4081	Train loss: 0.0476	Test Acc: 0.3392	Test loss: 0.0474
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 100		Train Acc: 0.4795	Train loss: 0.0305	Test Acc: 0.4185	Test loss: 0.0368
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 101		Train Acc: 0.4825	Train loss: 0.0300	Test Acc: 0.4549	Test loss: 0.0329
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 102		Train Acc: 0.4817	Train loss: 0.0296	Test Acc: 0.4739	Test loss: 0.0316
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 103		Train Acc: 0.5014	Train loss: 0.0291	Test Acc: 0.4782	Test loss: 0.0310
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 104		Train Acc: 0.4957	Train loss: 0.0392	Test Acc: 0.4820	Test loss: 0.0306
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 105		Train Acc: 0.5079	Train loss: 0.0285	Test Acc: 0.4818	Test loss: 0.0306
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 106		Train Acc: 0.5032	Train loss: 0.0290	Test Acc: 0.4816	Test loss: 0.0306
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 107		Train Acc: 0.5052	Train loss: 0.0289	Test Acc: 0.4830	Test loss: 0.0305
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 108		Train Acc: 0.4971	Train loss: 0.0291	Test Acc: 0.4863	Test loss: 0.0303
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 109		Train Acc: 0.5077	Train loss: 0.0298	Test Acc: 0.4869	Test loss: 0.0304
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 110		Train Acc: 0.5022	Train loss: 0.0371	Test Acc: 0.4853	Test loss: 0.0307
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 111		Train Acc: 0.5138	Train loss: 0.0284	Test Acc: 0.4863	Test loss: 0.0308
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 112		Train Acc: 0.4927	Train loss: 0.0288	Test Acc: 0.4902	Test loss: 0.0305
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 113		Train Acc: 0.4975	Train loss: 0.0299	Test Acc: 0.4922	Test loss: 0.0302
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 114		Train Acc: 0.5091	Train loss: 0.0285	Test Acc: 0.4939	Test loss: 0.0301
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 115		Train Acc: 0.5117	Train loss: 0.0362	Test Acc: 0.4911	Test loss: 0.0300
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 116		Train Acc: 0.5062	Train loss: 0.0283	Test Acc: 0.4895	Test loss: 0.0301
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 117		Train Acc: 0.5105	Train loss: 0.0280	Test Acc: 0.4913	Test loss: 0.0301
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 118		Train Acc: 0.5114	Train loss: 0.0295	Test Acc: 0.4944	Test loss: 0.0298
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 119		Train Acc: 0.5110	Train loss: 0.0280	Test Acc: 0.4947	Test loss: 0.0298
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 120		Train Acc: 0.5042	Train loss: 0.0375	Test Acc: 0.4951	Test loss: 0.0299
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 121		Train Acc: 0.5046	Train loss: 0.0284	Test Acc: 0.4922	Test loss: 0.0302
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 122		Train Acc: 0.5162	Train loss: 0.0279	Test Acc: 0.4909	Test loss: 0.0302
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 123		Train Acc: 0.5116	Train loss: 0.0291	Test Acc: 0.4919	Test loss: 0.0302
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 124		Train Acc: 0.5129	Train loss: 0.0279	Test Acc: 0.4941	Test loss: 0.0301
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 125		Train Acc: 0.5109	Train loss: 0.0372	Test Acc: 0.4947	Test loss: 0.0300
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 126		Train Acc: 0.5235	Train loss: 0.0275	Test Acc: 0.4936	Test loss: 0.0300
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 127		Train Acc: 0.5089	Train loss: 0.0282	Test Acc: 0.4965	Test loss: 0.0298
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 128		Train Acc: 0.5240	Train loss: 0.0287	Test Acc: 0.4955	Test loss: 0.0298
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 129		Train Acc: 0.5166	Train loss: 0.0277	Test Acc: 0.4955	Test loss: 0.0300
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 130		Train Acc: 0.5105	Train loss: 0.0282	Test Acc: 0.4967	Test loss: 0.0298
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 131		Train Acc: 0.5200	Train loss: 0.0360	Test Acc: 0.4939	Test loss: 0.0300
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 132		Train Acc: 0.5180	Train loss: 0.0290	Test Acc: 0.4962	Test loss: 0.0298
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 133		Train Acc: 0.5228	Train loss: 0.0274	Test Acc: 0.4959	Test loss: 0.0298
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 134		Train Acc: 0.5231	Train loss: 0.0275	Test Acc: 0.4937	Test loss: 0.0302
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 135		Train Acc: 0.5016	Train loss: 0.0283	Test Acc: 0.4956	Test loss: 0.0301
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 136		Train Acc: 0.5226	Train loss: 0.0356	Test Acc: 0.4984	Test loss: 0.0297
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 137		Train Acc: 0.5184	Train loss: 0.0288	Test Acc: 0.4995	Test loss: 0.0295
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 138		Train Acc: 0.5262	Train loss: 0.0271	Test Acc: 0.4970	Test loss: 0.0296
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 139		Train Acc: 0.5137	Train loss: 0.0277	Test Acc: 0.4954	Test loss: 0.0298
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 140		Train Acc: 0.5199	Train loss: 0.0276	Test Acc: 0.4950	Test loss: 0.0298
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 141		Train Acc: 0.5217	Train loss: 0.0363	Test Acc: 0.4978	Test loss: 0.0296
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 142		Train Acc: 0.5243	Train loss: 0.0284	Test Acc: 0.4974	Test loss: 0.0297
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 143		Train Acc: 0.5189	Train loss: 0.0271	Test Acc: 0.4997	Test loss: 0.0299
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 144		Train Acc: 0.5171	Train loss: 0.0278	Test Acc: 0.5010	Test loss: 0.0296
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 145		Train Acc: 0.5224	Train loss: 0.0276	Test Acc: 0.4971	Test loss: 0.0296
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 146		Train Acc: 0.5189	Train loss: 0.0367	Test Acc: 0.5022	Test loss: 0.0295
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 147		Train Acc: 0.5232	Train loss: 0.0282	Test Acc: 0.4970	Test loss: 0.0299
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 148		Train Acc: 0.5206	Train loss: 0.0273	Test Acc: 0.4934	Test loss: 0.0301
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 149		Train Acc: 0.5249	Train loss: 0.0273	Test Acc: 0.5019	Test loss: 0.0296
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 150		Train Acc: 0.5181	Train loss: 0.0279	Test Acc: 0.4998	Test loss: 0.0297
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 151		Train Acc: 0.5155	Train loss: 0.0288	Test Acc: 0.4974	Test loss: 0.0297
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 152		Train Acc: 0.5279	Train loss: 0.0351	Test Acc: 0.4990	Test loss: 0.0297
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 153		Train Acc: 0.5248	Train loss: 0.0272	Test Acc: 0.5026	Test loss: 0.0295
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 154		Train Acc: 0.5224	Train loss: 0.0273	Test Acc: 0.5022	Test loss: 0.0296
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 155		Train Acc: 0.5213	Train loss: 0.0278	Test Acc: 0.5013	Test loss: 0.0294
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 156		Train Acc: 0.5303	Train loss: 0.0287	Test Acc: 0.5014	Test loss: 0.0294
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 157		Train Acc: 0.5307	Train loss: 0.0355	Test Acc: 0.4911	Test loss: 0.0301
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 158		Train Acc: 0.5346	Train loss: 0.0269	Test Acc: 0.4914	Test loss: 0.0300
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 159		Train Acc: 0.5171	Train loss: 0.0276	Test Acc: 0.5002	Test loss: 0.0295
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 160		Train Acc: 0.5250	Train loss: 0.0270	Test Acc: 0.5060	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 161		Train Acc: 0.5368	Train loss: 0.0278	Test Acc: 0.5094	Test loss: 0.0285
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 162		Train Acc: 0.5266	Train loss: 0.0344	Test Acc: 0.5112	Test loss: 0.0284
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 163		Train Acc: 0.5323	Train loss: 0.0269	Test Acc: 0.5113	Test loss: 0.0283
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 164		Train Acc: 0.5286	Train loss: 0.0270	Test Acc: 0.5118	Test loss: 0.0282
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 165		Train Acc: 0.5259	Train loss: 0.0271	Test Acc: 0.5125	Test loss: 0.0282
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 166		Train Acc: 0.5345	Train loss: 0.0279	Test Acc: 0.5125	Test loss: 0.0282
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 167		Train Acc: 0.5200	Train loss: 0.0356	Test Acc: 0.5131	Test loss: 0.0282
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 168		Train Acc: 0.5345	Train loss: 0.0269	Test Acc: 0.5134	Test loss: 0.0282
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 169		Train Acc: 0.5354	Train loss: 0.0271	Test Acc: 0.5126	Test loss: 0.0282
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 170		Train Acc: 0.5352	Train loss: 0.0279	Test Acc: 0.5132	Test loss: 0.0282
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 171		Train Acc: 0.5305	Train loss: 0.0269	Test Acc: 0.5139	Test loss: 0.0282
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 172		Train Acc: 0.5268	Train loss: 0.0269	Test Acc: 0.5133	Test loss: 0.0282
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 173		Train Acc: 0.5287	Train loss: 0.0353	Test Acc: 0.5122	Test loss: 0.0282
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 174		Train Acc: 0.5284	Train loss: 0.0270	Test Acc: 0.5130	Test loss: 0.0282
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 175		Train Acc: 0.5306	Train loss: 0.0278	Test Acc: 0.5146	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 176		Train Acc: 0.5356	Train loss: 0.0266	Test Acc: 0.5150	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 177		Train Acc: 0.5281	Train loss: 0.0272	Test Acc: 0.5145	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 178		Train Acc: 0.5186	Train loss: 0.0356	Test Acc: 0.5145	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 179		Train Acc: 0.5360	Train loss: 0.0266	Test Acc: 0.5134	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 180		Train Acc: 0.5336	Train loss: 0.0280	Test Acc: 0.5134	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 181		Train Acc: 0.5301	Train loss: 0.0270	Test Acc: 0.5132	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 182		Train Acc: 0.5340	Train loss: 0.0269	Test Acc: 0.5143	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 183		Train Acc: 0.5279	Train loss: 0.0347	Test Acc: 0.5137	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 184		Train Acc: 0.5394	Train loss: 0.0267	Test Acc: 0.5144	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 185		Train Acc: 0.5290	Train loss: 0.0278	Test Acc: 0.5144	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 186		Train Acc: 0.5286	Train loss: 0.0272	Test Acc: 0.5148	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 187		Train Acc: 0.5290	Train loss: 0.0269	Test Acc: 0.5143	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 188		Train Acc: 0.5360	Train loss: 0.0346	Test Acc: 0.5142	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 189		Train Acc: 0.5328	Train loss: 0.0276	Test Acc: 0.5146	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 190		Train Acc: 0.5349	Train loss: 0.0268	Test Acc: 0.5133	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 191		Train Acc: 0.5344	Train loss: 0.0269	Test Acc: 0.5131	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 192		Train Acc: 0.5345	Train loss: 0.0268	Test Acc: 0.5139	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 193		Train Acc: 0.5328	Train loss: 0.0271	Test Acc: 0.5147	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 194		Train Acc: 0.5240	Train loss: 0.0363	Test Acc: 0.5148	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 195		Train Acc: 0.5325	Train loss: 0.0271	Test Acc: 0.5148	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 196		Train Acc: 0.5351	Train loss: 0.0267	Test Acc: 0.5139	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 197		Train Acc: 0.5336	Train loss: 0.0268	Test Acc: 0.5148	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 198		Train Acc: 0.5296	Train loss: 0.0267	Test Acc: 0.5146	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 199		Train Acc: 0.5317	Train loss: 0.0359	Test Acc: 0.5148	Test loss: 0.0281
+Training finished on Mon Mar  2 05:17:16 2026 using 47 minutes and 41 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.2_seed44_cfgFedAvg_CIFAR100_config_exp2.txt

@@ -0,0 +1,339 @@
+seed: 44, num_experiments: 5, experiment_id: 2, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 40, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 8, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25274382.0/flpoison_25274382_50/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.2_seed44_cfgFedAvg_CIFAR100_config_exp2.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Mon Mar  2 05:17:16 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0113	Train loss: 0.0747	Test Acc: 0.0101	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0167	Train loss: 0.0743	Test Acc: 0.0100	Test loss: 0.0724
+Epoch 2  		Train Acc: 0.0255	Train loss: 0.0728	Test Acc: 0.0150	Test loss: 0.0718
+Epoch 3  		Train Acc: 0.0341	Train loss: 0.0717	Test Acc: 0.0299	Test loss: 0.0701
+Epoch 4  		Train Acc: 0.0426	Train loss: 0.0722	Test Acc: 0.0567	Test loss: 0.0666
+Epoch 5  		Train Acc: 0.0507	Train loss: 0.0857	Test Acc: 0.0628	Test loss: 0.0650
+Epoch 6  		Train Acc: 0.0604	Train loss: 0.0660	Test Acc: 0.0503	Test loss: 0.0688
+Epoch 7  		Train Acc: 0.0594	Train loss: 0.0650	Test Acc: 0.0715	Test loss: 0.0665
+Epoch 8  		Train Acc: 0.0732	Train loss: 0.0638	Test Acc: 0.0742	Test loss: 0.0650
+Epoch 9  		Train Acc: 0.0837	Train loss: 0.0648	Test Acc: 0.0882	Test loss: 0.0621
+Epoch 10 		Train Acc: 0.0859	Train loss: 0.0790	Test Acc: 0.0853	Test loss: 0.0629
+Epoch 11 		Train Acc: 0.0889	Train loss: 0.0614	Test Acc: 0.1168	Test loss: 0.0593
+Epoch 12 		Train Acc: 0.1021	Train loss: 0.0606	Test Acc: 0.1227	Test loss: 0.0584
+Epoch 13 		Train Acc: 0.1022	Train loss: 0.0603	Test Acc: 0.1328	Test loss: 0.0572
+Epoch 14 		Train Acc: 0.1121	Train loss: 0.0614	Test Acc: 0.1493	Test loss: 0.0560
+Epoch 15 		Train Acc: 0.1089	Train loss: 0.0769	Test Acc: 0.1466	Test loss: 0.0557
+Epoch 16 		Train Acc: 0.1135	Train loss: 0.0587	Test Acc: 0.1537	Test loss: 0.0554
+Epoch 17 		Train Acc: 0.1199	Train loss: 0.0584	Test Acc: 0.1547	Test loss: 0.0549
+Epoch 18 		Train Acc: 0.1217	Train loss: 0.0603	Test Acc: 0.1689	Test loss: 0.0538
+Epoch 19 		Train Acc: 0.1345	Train loss: 0.0570	Test Acc: 0.1841	Test loss: 0.0532
+Epoch 20 		Train Acc: 0.1369	Train loss: 0.0742	Test Acc: 0.1818	Test loss: 0.0527
+Epoch 21 		Train Acc: 0.1423	Train loss: 0.0567	Test Acc: 0.1923	Test loss: 0.0524
+Epoch 22 		Train Acc: 0.1384	Train loss: 0.0559	Test Acc: 0.1935	Test loss: 0.0521
+Epoch 23 		Train Acc: 0.1492	Train loss: 0.0577	Test Acc: 0.1862	Test loss: 0.0525
+Epoch 24 		Train Acc: 0.1529	Train loss: 0.0550	Test Acc: 0.2043	Test loss: 0.0508
+Epoch 25 		Train Acc: 0.1497	Train loss: 0.0549	Test Acc: 0.2112	Test loss: 0.0504
+Epoch 26 		Train Acc: 0.1569	Train loss: 0.0696	Test Acc: 0.2055	Test loss: 0.0509
+Epoch 27 		Train Acc: 0.1634	Train loss: 0.0537	Test Acc: 0.2213	Test loss: 0.0500
+Epoch 28 		Train Acc: 0.1770	Train loss: 0.0548	Test Acc: 0.2288	Test loss: 0.0495
+Epoch 29 		Train Acc: 0.1774	Train loss: 0.0526	Test Acc: 0.2375	Test loss: 0.0486
+Epoch 30 		Train Acc: 0.1821	Train loss: 0.0531	Test Acc: 0.2450	Test loss: 0.0479
+Epoch 31 		Train Acc: 0.1821	Train loss: 0.0673	Test Acc: 0.2376	Test loss: 0.0483
+Epoch 32 		Train Acc: 0.1901	Train loss: 0.0516	Test Acc: 0.2450	Test loss: 0.0479
+Epoch 33 		Train Acc: 0.1954	Train loss: 0.0535	Test Acc: 0.2558	Test loss: 0.0471
+Epoch 34 		Train Acc: 0.2027	Train loss: 0.0507	Test Acc: 0.2501	Test loss: 0.0475
+Epoch 35 		Train Acc: 0.2027	Train loss: 0.0505	Test Acc: 0.2600	Test loss: 0.0470
+Epoch 36 		Train Acc: 0.2067	Train loss: 0.0657	Test Acc: 0.2633	Test loss: 0.0463
+Epoch 37 		Train Acc: 0.2064	Train loss: 0.0529	Test Acc: 0.2710	Test loss: 0.0454
+Epoch 38 		Train Acc: 0.2227	Train loss: 0.0492	Test Acc: 0.2700	Test loss: 0.0456
+Epoch 39 		Train Acc: 0.2236	Train loss: 0.0490	Test Acc: 0.2748	Test loss: 0.0457
+Epoch 40 		Train Acc: 0.2222	Train loss: 0.0492	Test Acc: 0.2764	Test loss: 0.0452
+Epoch 41 		Train Acc: 0.2194	Train loss: 0.0646	Test Acc: 0.2860	Test loss: 0.0447
+Epoch 42 		Train Acc: 0.2237	Train loss: 0.0514	Test Acc: 0.2831	Test loss: 0.0447
+Epoch 43 		Train Acc: 0.2382	Train loss: 0.0474	Test Acc: 0.2937	Test loss: 0.0437
+Epoch 44 		Train Acc: 0.2427	Train loss: 0.0472	Test Acc: 0.2886	Test loss: 0.0442
+Epoch 45 		Train Acc: 0.2349	Train loss: 0.0481	Test Acc: 0.2924	Test loss: 0.0439
+Epoch 46 		Train Acc: 0.2415	Train loss: 0.0474	Test Acc: 0.3037	Test loss: 0.0434
+Epoch 47 		Train Acc: 0.2467	Train loss: 0.0617	Test Acc: 0.3119	Test loss: 0.0427
+Epoch 48 		Train Acc: 0.2708	Train loss: 0.0452	Test Acc: 0.3010	Test loss: 0.0433
+Epoch 49 		Train Acc: 0.2614	Train loss: 0.0457	Test Acc: 0.3152	Test loss: 0.0426
+Epoch 50 		Train Acc: 0.2654	Train loss: 0.0454	Test Acc: 0.3238	Test loss: 0.0416
+Epoch 51 		Train Acc: 0.2555	Train loss: 0.0460	Test Acc: 0.3309	Test loss: 0.0413
+Epoch 52 		Train Acc: 0.2865	Train loss: 0.0580	Test Acc: 0.3307	Test loss: 0.0412
+Epoch 53 		Train Acc: 0.2774	Train loss: 0.0441	Test Acc: 0.3367	Test loss: 0.0407
+Epoch 54 		Train Acc: 0.2849	Train loss: 0.0438	Test Acc: 0.3435	Test loss: 0.0402
+Epoch 55 		Train Acc: 0.2810	Train loss: 0.0445	Test Acc: 0.3508	Test loss: 0.0397
+Epoch 56 		Train Acc: 0.2862	Train loss: 0.0462	Test Acc: 0.3407	Test loss: 0.0400
+Epoch 57 		Train Acc: 0.3013	Train loss: 0.0555	Test Acc: 0.3396	Test loss: 0.0407
+Epoch 58 		Train Acc: 0.2979	Train loss: 0.0427	Test Acc: 0.3555	Test loss: 0.0391
+Epoch 59 		Train Acc: 0.3063	Train loss: 0.0426	Test Acc: 0.3569	Test loss: 0.0394
+Epoch 60 		Train Acc: 0.2959	Train loss: 0.0425	Test Acc: 0.3560	Test loss: 0.0399
+Epoch 61 		Train Acc: 0.3140	Train loss: 0.0436	Test Acc: 0.3588	Test loss: 0.0390
+Epoch 62 		Train Acc: 0.3042	Train loss: 0.0563	Test Acc: 0.3692	Test loss: 0.0381
+Epoch 63 		Train Acc: 0.3085	Train loss: 0.0420	Test Acc: 0.3773	Test loss: 0.0381
+Epoch 64 		Train Acc: 0.3169	Train loss: 0.0411	Test Acc: 0.3789	Test loss: 0.0372
+Epoch 65 		Train Acc: 0.3192	Train loss: 0.0412	Test Acc: 0.3854	Test loss: 0.0368
+Epoch 66 		Train Acc: 0.3405	Train loss: 0.0417	Test Acc: 0.3885	Test loss: 0.0366
+Epoch 67 		Train Acc: 0.3336	Train loss: 0.0400	Test Acc: 0.3919	Test loss: 0.0370
+Epoch 68 		Train Acc: 0.3394	Train loss: 0.0495	Test Acc: 0.3857	Test loss: 0.0371
+Epoch 69 		Train Acc: 0.3369	Train loss: 0.0398	Test Acc: 0.3862	Test loss: 0.0374
+Epoch 70 		Train Acc: 0.3319	Train loss: 0.0400	Test Acc: 0.3900	Test loss: 0.0365
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 71 		Train Acc: 0.3587	Train loss: 0.0397	Test Acc: 0.2430	Test loss: 0.0592
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 72 		Train Acc: 0.3512	Train loss: 0.0392	Test Acc: 0.1568	Test loss: 0.0917
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 73 		Train Acc: 0.3480	Train loss: 0.0504	Test Acc: 0.0759	Test loss: 0.1212
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 74 		Train Acc: 0.3407	Train loss: 0.0395	Test Acc: 0.0585	Test loss: 0.1483
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 75 		Train Acc: 0.3458	Train loss: 0.0412	Test Acc: 0.1785	Test loss: 0.0763
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 76 		Train Acc: 0.3626	Train loss: 0.0383	Test Acc: 0.2380	Test loss: 0.0641
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 77 		Train Acc: 0.3522	Train loss: 0.0390	Test Acc: 0.2622	Test loss: 0.0561
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 78 		Train Acc: 0.3533	Train loss: 0.0506	Test Acc: 0.2263	Test loss: 0.0590
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 79 		Train Acc: 0.3510	Train loss: 0.0387	Test Acc: 0.2331	Test loss: 0.0600
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 80 		Train Acc: 0.3660	Train loss: 0.0396	Test Acc: 0.3060	Test loss: 0.0492
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 81 		Train Acc: 0.3685	Train loss: 0.0375	Test Acc: 0.2665	Test loss: 0.0561
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 82 		Train Acc: 0.3727	Train loss: 0.0379	Test Acc: 0.2665	Test loss: 0.0570
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 83 		Train Acc: 0.3589	Train loss: 0.0524	Test Acc: 0.2658	Test loss: 0.0595
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 84 		Train Acc: 0.3503	Train loss: 0.0392	Test Acc: 0.2457	Test loss: 0.0574
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 85 		Train Acc: 0.3775	Train loss: 0.0386	Test Acc: 0.3067	Test loss: 0.0485
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 86 		Train Acc: 0.3691	Train loss: 0.0371	Test Acc: 0.2659	Test loss: 0.0592
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 87 		Train Acc: 0.3790	Train loss: 0.0372	Test Acc: 0.3273	Test loss: 0.0472
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 88 		Train Acc: 0.3787	Train loss: 0.0370	Test Acc: 0.3182	Test loss: 0.0510
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 89 		Train Acc: 0.3717	Train loss: 0.0470	Test Acc: 0.2963	Test loss: 0.0523
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 90 		Train Acc: 0.3999	Train loss: 0.0366	Test Acc: 0.3435	Test loss: 0.0451
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 91 		Train Acc: 0.3955	Train loss: 0.0357	Test Acc: 0.3263	Test loss: 0.0526
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 92 		Train Acc: 0.3810	Train loss: 0.0365	Test Acc: 0.3393	Test loss: 0.0467
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 93 		Train Acc: 0.3800	Train loss: 0.0367	Test Acc: 0.3445	Test loss: 0.0459
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 94 		Train Acc: 0.3804	Train loss: 0.0481	Test Acc: 0.2874	Test loss: 0.0545
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 95 		Train Acc: 0.4091	Train loss: 0.0352	Test Acc: 0.3378	Test loss: 0.0461
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 96 		Train Acc: 0.3956	Train loss: 0.0358	Test Acc: 0.3392	Test loss: 0.0485
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 97 		Train Acc: 0.3937	Train loss: 0.0357	Test Acc: 0.3264	Test loss: 0.0503
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 98 		Train Acc: 0.3956	Train loss: 0.0359	Test Acc: 0.3646	Test loss: 0.0429
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 99 		Train Acc: 0.3985	Train loss: 0.0473	Test Acc: 0.2666	Test loss: 0.0624
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 100		Train Acc: 0.4750	Train loss: 0.0303	Test Acc: 0.3864	Test loss: 0.0408
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 101		Train Acc: 0.4804	Train loss: 0.0301	Test Acc: 0.4577	Test loss: 0.0330
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 102		Train Acc: 0.4983	Train loss: 0.0293	Test Acc: 0.4783	Test loss: 0.0309
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 103		Train Acc: 0.4933	Train loss: 0.0295	Test Acc: 0.4833	Test loss: 0.0302
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 104		Train Acc: 0.4942	Train loss: 0.0403	Test Acc: 0.4860	Test loss: 0.0301
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 105		Train Acc: 0.5080	Train loss: 0.0281	Test Acc: 0.4880	Test loss: 0.0301
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 106		Train Acc: 0.5055	Train loss: 0.0288	Test Acc: 0.4896	Test loss: 0.0301
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 107		Train Acc: 0.5043	Train loss: 0.0287	Test Acc: 0.4908	Test loss: 0.0300
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 108		Train Acc: 0.5051	Train loss: 0.0287	Test Acc: 0.4926	Test loss: 0.0298
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 109		Train Acc: 0.5040	Train loss: 0.0298	Test Acc: 0.4940	Test loss: 0.0297
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 110		Train Acc: 0.5197	Train loss: 0.0368	Test Acc: 0.4935	Test loss: 0.0298
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 111		Train Acc: 0.5107	Train loss: 0.0281	Test Acc: 0.4948	Test loss: 0.0299
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 112		Train Acc: 0.5133	Train loss: 0.0280	Test Acc: 0.4974	Test loss: 0.0297
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 113		Train Acc: 0.5060	Train loss: 0.0299	Test Acc: 0.4982	Test loss: 0.0296
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 114		Train Acc: 0.5111	Train loss: 0.0283	Test Acc: 0.4976	Test loss: 0.0297
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 115		Train Acc: 0.5109	Train loss: 0.0367	Test Acc: 0.4934	Test loss: 0.0299
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 116		Train Acc: 0.5209	Train loss: 0.0278	Test Acc: 0.4942	Test loss: 0.0298
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 117		Train Acc: 0.5090	Train loss: 0.0283	Test Acc: 0.4995	Test loss: 0.0295
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 118		Train Acc: 0.5120	Train loss: 0.0291	Test Acc: 0.4998	Test loss: 0.0294
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 119		Train Acc: 0.5091	Train loss: 0.0280	Test Acc: 0.4985	Test loss: 0.0295
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 120		Train Acc: 0.5237	Train loss: 0.0362	Test Acc: 0.4989	Test loss: 0.0294
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 121		Train Acc: 0.5133	Train loss: 0.0280	Test Acc: 0.4975	Test loss: 0.0296
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 122		Train Acc: 0.5139	Train loss: 0.0280	Test Acc: 0.4947	Test loss: 0.0297
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 123		Train Acc: 0.5111	Train loss: 0.0292	Test Acc: 0.4961	Test loss: 0.0298
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 124		Train Acc: 0.5167	Train loss: 0.0279	Test Acc: 0.4970	Test loss: 0.0296
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 125		Train Acc: 0.5124	Train loss: 0.0370	Test Acc: 0.4996	Test loss: 0.0296
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 126		Train Acc: 0.5262	Train loss: 0.0274	Test Acc: 0.4977	Test loss: 0.0296
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 127		Train Acc: 0.5099	Train loss: 0.0283	Test Acc: 0.5009	Test loss: 0.0294
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 128		Train Acc: 0.5313	Train loss: 0.0281	Test Acc: 0.4989	Test loss: 0.0295
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 129		Train Acc: 0.5200	Train loss: 0.0276	Test Acc: 0.4983	Test loss: 0.0295
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 130		Train Acc: 0.5173	Train loss: 0.0279	Test Acc: 0.5014	Test loss: 0.0294
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 131		Train Acc: 0.5179	Train loss: 0.0357	Test Acc: 0.5005	Test loss: 0.0293
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 132		Train Acc: 0.5180	Train loss: 0.0287	Test Acc: 0.4996	Test loss: 0.0293
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 133		Train Acc: 0.5283	Train loss: 0.0272	Test Acc: 0.5003	Test loss: 0.0295
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 134		Train Acc: 0.5158	Train loss: 0.0277	Test Acc: 0.5008	Test loss: 0.0293
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 135		Train Acc: 0.5143	Train loss: 0.0278	Test Acc: 0.5022	Test loss: 0.0292
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 136		Train Acc: 0.5167	Train loss: 0.0366	Test Acc: 0.4989	Test loss: 0.0294
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 137		Train Acc: 0.5301	Train loss: 0.0282	Test Acc: 0.4950	Test loss: 0.0298
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 138		Train Acc: 0.5248	Train loss: 0.0274	Test Acc: 0.4991	Test loss: 0.0295
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 139		Train Acc: 0.5383	Train loss: 0.0269	Test Acc: 0.5010	Test loss: 0.0292
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 140		Train Acc: 0.5149	Train loss: 0.0278	Test Acc: 0.5042	Test loss: 0.0291
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 141		Train Acc: 0.5131	Train loss: 0.0360	Test Acc: 0.5000	Test loss: 0.0296
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 142		Train Acc: 0.5237	Train loss: 0.0285	Test Acc: 0.4982	Test loss: 0.0298
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 143		Train Acc: 0.5305	Train loss: 0.0271	Test Acc: 0.5003	Test loss: 0.0295
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 144		Train Acc: 0.5317	Train loss: 0.0270	Test Acc: 0.5002	Test loss: 0.0293
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 145		Train Acc: 0.5234	Train loss: 0.0274	Test Acc: 0.4975	Test loss: 0.0297
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 146		Train Acc: 0.5162	Train loss: 0.0369	Test Acc: 0.4987	Test loss: 0.0294
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 147		Train Acc: 0.5354	Train loss: 0.0279	Test Acc: 0.5049	Test loss: 0.0293
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 148		Train Acc: 0.5278	Train loss: 0.0269	Test Acc: 0.5048	Test loss: 0.0293
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 149		Train Acc: 0.5288	Train loss: 0.0269	Test Acc: 0.5015	Test loss: 0.0296
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 150		Train Acc: 0.5289	Train loss: 0.0271	Test Acc: 0.5037	Test loss: 0.0293
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 151		Train Acc: 0.5153	Train loss: 0.0291	Test Acc: 0.5062	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 152		Train Acc: 0.5334	Train loss: 0.0347	Test Acc: 0.5059	Test loss: 0.0291
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 153		Train Acc: 0.5283	Train loss: 0.0273	Test Acc: 0.4980	Test loss: 0.0299
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 154		Train Acc: 0.5336	Train loss: 0.0272	Test Acc: 0.5005	Test loss: 0.0294
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 155		Train Acc: 0.5261	Train loss: 0.0274	Test Acc: 0.5069	Test loss: 0.0288
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 156		Train Acc: 0.5297	Train loss: 0.0280	Test Acc: 0.5010	Test loss: 0.0293
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 157		Train Acc: 0.5345	Train loss: 0.0357	Test Acc: 0.4966	Test loss: 0.0299
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 158		Train Acc: 0.5332	Train loss: 0.0268	Test Acc: 0.5020	Test loss: 0.0294
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 159		Train Acc: 0.5266	Train loss: 0.0270	Test Acc: 0.5023	Test loss: 0.0294
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 160		Train Acc: 0.5346	Train loss: 0.0268	Test Acc: 0.5097	Test loss: 0.0287
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 161		Train Acc: 0.5246	Train loss: 0.0283	Test Acc: 0.5138	Test loss: 0.0283
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 162		Train Acc: 0.5285	Train loss: 0.0352	Test Acc: 0.5160	Test loss: 0.0282
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7 20]
+Epoch 163		Train Acc: 0.5366	Train loss: 0.0266	Test Acc: 0.5164	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 164		Train Acc: 0.5295	Train loss: 0.0268	Test Acc: 0.5168	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 165		Train Acc: 0.5304	Train loss: 0.0269	Test Acc: 0.5169	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 166		Train Acc: 0.5420	Train loss: 0.0273	Test Acc: 0.5175	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 167		Train Acc: 0.5269	Train loss: 0.0353	Test Acc: 0.5181	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 168		Train Acc: 0.5449	Train loss: 0.0261	Test Acc: 0.5174	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 169		Train Acc: 0.5367	Train loss: 0.0268	Test Acc: 0.5177	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 170		Train Acc: 0.5351	Train loss: 0.0280	Test Acc: 0.5171	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 171		Train Acc: 0.5252	Train loss: 0.0270	Test Acc: 0.5167	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 172		Train Acc: 0.5334	Train loss: 0.0268	Test Acc: 0.5173	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 173		Train Acc: 0.5329	Train loss: 0.0352	Test Acc: 0.5175	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 174		Train Acc: 0.5453	Train loss: 0.0263	Test Acc: 0.5180	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 175		Train Acc: 0.5332	Train loss: 0.0278	Test Acc: 0.5181	Test loss: 0.0280
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 176		Train Acc: 0.5301	Train loss: 0.0270	Test Acc: 0.5181	Test loss: 0.0280
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 177		Train Acc: 0.5341	Train loss: 0.0267	Test Acc: 0.5179	Test loss: 0.0280
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 178		Train Acc: 0.5355	Train loss: 0.0344	Test Acc: 0.5175	Test loss: 0.0280
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 179		Train Acc: 0.5288	Train loss: 0.0269	Test Acc: 0.5178	Test loss: 0.0280
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 180		Train Acc: 0.5385	Train loss: 0.0279	Test Acc: 0.5180	Test loss: 0.0280
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 181		Train Acc: 0.5286	Train loss: 0.0268	Test Acc: 0.5181	Test loss: 0.0280
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 182		Train Acc: 0.5365	Train loss: 0.0267	Test Acc: 0.5178	Test loss: 0.0280
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 183		Train Acc: 0.5330	Train loss: 0.0351	Test Acc: 0.5173	Test loss: 0.0280
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 184		Train Acc: 0.5313	Train loss: 0.0267	Test Acc: 0.5177	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 185		Train Acc: 0.5400	Train loss: 0.0273	Test Acc: 0.5182	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 186		Train Acc: 0.5331	Train loss: 0.0266	Test Acc: 0.5182	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 187		Train Acc: 0.5375	Train loss: 0.0267	Test Acc: 0.5184	Test loss: 0.0281
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 188		Train Acc: 0.5308	Train loss: 0.0347	Test Acc: 0.5195	Test loss: 0.0280
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 189		Train Acc: 0.5388	Train loss: 0.0275	Test Acc: 0.5192	Test loss: 0.0280
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 190		Train Acc: 0.5377	Train loss: 0.0268	Test Acc: 0.5184	Test loss: 0.0280
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 191		Train Acc: 0.5428	Train loss: 0.0268	Test Acc: 0.5180	Test loss: 0.0280
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 192		Train Acc: 0.5354	Train loss: 0.0266	Test Acc: 0.5184	Test loss: 0.0280
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 193		Train Acc: 0.5372	Train loss: 0.0267	Test Acc: 0.5187	Test loss: 0.0280
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 194		Train Acc: 0.5388	Train loss: 0.0358	Test Acc: 0.5181	Test loss: 0.0280
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 195		Train Acc: 0.5331	Train loss: 0.0267	Test Acc: 0.5185	Test loss: 0.0280
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 196		Train Acc: 0.5329	Train loss: 0.0268	Test Acc: 0.5185	Test loss: 0.0280
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 197		Train Acc: 0.5355	Train loss: 0.0266	Test Acc: 0.5192	Test loss: 0.0280
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 198		Train Acc: 0.5390	Train loss: 0.0263	Test Acc: 0.5197	Test loss: 0.0280
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 199		Train Acc: 0.5342	Train loss: 0.0364	Test Acc: 0.5191	Test loss: 0.0280
+Training finished on Mon Mar  2 06:04:46 2026 using 47 minutes and 30 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.2_seed45_cfgFedAvg_CIFAR100_config_exp3.txt

@@ -0,0 +1,339 @@
+seed: 45, num_experiments: 5, experiment_id: 3, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 40, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 8, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25274382.0/flpoison_25274382_50/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.2_seed45_cfgFedAvg_CIFAR100_config_exp3.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Mon Mar  2 06:04:46 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0135	Train loss: 0.0749	Test Acc: 0.0096	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0206	Train loss: 0.0743	Test Acc: 0.0100	Test loss: 0.0725
+Epoch 2  		Train Acc: 0.0278	Train loss: 0.0727	Test Acc: 0.0110	Test loss: 0.0722
+Epoch 3  		Train Acc: 0.0381	Train loss: 0.0706	Test Acc: 0.0219	Test loss: 0.0701
+Epoch 4  		Train Acc: 0.0436	Train loss: 0.0711	Test Acc: 0.0519	Test loss: 0.0657
+Epoch 5  		Train Acc: 0.0499	Train loss: 0.0845	Test Acc: 0.0619	Test loss: 0.0653
+Epoch 6  		Train Acc: 0.0625	Train loss: 0.0656	Test Acc: 0.0736	Test loss: 0.0635
+Epoch 7  		Train Acc: 0.0623	Train loss: 0.0645	Test Acc: 0.0836	Test loss: 0.0624
+Epoch 8  		Train Acc: 0.0729	Train loss: 0.0635	Test Acc: 0.0738	Test loss: 0.0642
+Epoch 9  		Train Acc: 0.0807	Train loss: 0.0645	Test Acc: 0.0897	Test loss: 0.0621
+Epoch 10 		Train Acc: 0.0841	Train loss: 0.0789	Test Acc: 0.0935	Test loss: 0.0622
+Epoch 11 		Train Acc: 0.0831	Train loss: 0.0614	Test Acc: 0.1161	Test loss: 0.0594
+Epoch 12 		Train Acc: 0.0896	Train loss: 0.0610	Test Acc: 0.1193	Test loss: 0.0596
+Epoch 13 		Train Acc: 0.0954	Train loss: 0.0604	Test Acc: 0.1376	Test loss: 0.0576
+Epoch 14 		Train Acc: 0.1102	Train loss: 0.0616	Test Acc: 0.1412	Test loss: 0.0566
+Epoch 15 		Train Acc: 0.1085	Train loss: 0.0762	Test Acc: 0.1440	Test loss: 0.0565
+Epoch 16 		Train Acc: 0.1074	Train loss: 0.0593	Test Acc: 0.1576	Test loss: 0.0556
+Epoch 17 		Train Acc: 0.1158	Train loss: 0.0588	Test Acc: 0.1487	Test loss: 0.0558
+Epoch 18 		Train Acc: 0.1222	Train loss: 0.0607	Test Acc: 0.1633	Test loss: 0.0546
+Epoch 19 		Train Acc: 0.1324	Train loss: 0.0572	Test Acc: 0.1775	Test loss: 0.0537
+Epoch 20 		Train Acc: 0.1327	Train loss: 0.0753	Test Acc: 0.1695	Test loss: 0.0542
+Epoch 21 		Train Acc: 0.1316	Train loss: 0.0576	Test Acc: 0.1926	Test loss: 0.0526
+Epoch 22 		Train Acc: 0.1354	Train loss: 0.0564	Test Acc: 0.1766	Test loss: 0.0533
+Epoch 23 		Train Acc: 0.1452	Train loss: 0.0580	Test Acc: 0.1915	Test loss: 0.0523
+Epoch 24 		Train Acc: 0.1571	Train loss: 0.0548	Test Acc: 0.1910	Test loss: 0.0521
+Epoch 25 		Train Acc: 0.1470	Train loss: 0.0555	Test Acc: 0.1970	Test loss: 0.0509
+Epoch 26 		Train Acc: 0.1495	Train loss: 0.0707	Test Acc: 0.2125	Test loss: 0.0507
+Epoch 27 		Train Acc: 0.1624	Train loss: 0.0545	Test Acc: 0.2120	Test loss: 0.0506
+Epoch 28 		Train Acc: 0.1701	Train loss: 0.0559	Test Acc: 0.2187	Test loss: 0.0500
+Epoch 29 		Train Acc: 0.1741	Train loss: 0.0530	Test Acc: 0.2263	Test loss: 0.0494
+Epoch 30 		Train Acc: 0.1724	Train loss: 0.0532	Test Acc: 0.2318	Test loss: 0.0490
+Epoch 31 		Train Acc: 0.1782	Train loss: 0.0673	Test Acc: 0.2272	Test loss: 0.0493
+Epoch 32 		Train Acc: 0.1834	Train loss: 0.0521	Test Acc: 0.2271	Test loss: 0.0492
+Epoch 33 		Train Acc: 0.1912	Train loss: 0.0534	Test Acc: 0.2349	Test loss: 0.0484
+Epoch 34 		Train Acc: 0.1907	Train loss: 0.0514	Test Acc: 0.2555	Test loss: 0.0476
+Epoch 35 		Train Acc: 0.1969	Train loss: 0.0515	Test Acc: 0.2519	Test loss: 0.0474
+Epoch 36 		Train Acc: 0.2022	Train loss: 0.0662	Test Acc: 0.2544	Test loss: 0.0468
+Epoch 37 		Train Acc: 0.2024	Train loss: 0.0534	Test Acc: 0.2639	Test loss: 0.0466
+Epoch 38 		Train Acc: 0.2190	Train loss: 0.0489	Test Acc: 0.2727	Test loss: 0.0455
+Epoch 39 		Train Acc: 0.2188	Train loss: 0.0491	Test Acc: 0.2713	Test loss: 0.0457
+Epoch 40 		Train Acc: 0.2084	Train loss: 0.0502	Test Acc: 0.2775	Test loss: 0.0454
+Epoch 41 		Train Acc: 0.2102	Train loss: 0.0657	Test Acc: 0.2731	Test loss: 0.0459
+Epoch 42 		Train Acc: 0.2228	Train loss: 0.0514	Test Acc: 0.2628	Test loss: 0.0464
+Epoch 43 		Train Acc: 0.2333	Train loss: 0.0483	Test Acc: 0.2865	Test loss: 0.0444
+Epoch 44 		Train Acc: 0.2283	Train loss: 0.0482	Test Acc: 0.2875	Test loss: 0.0446
+Epoch 45 		Train Acc: 0.2383	Train loss: 0.0477	Test Acc: 0.2957	Test loss: 0.0439
+Epoch 46 		Train Acc: 0.2311	Train loss: 0.0479	Test Acc: 0.3028	Test loss: 0.0432
+Epoch 47 		Train Acc: 0.2455	Train loss: 0.0612	Test Acc: 0.3020	Test loss: 0.0432
+Epoch 48 		Train Acc: 0.2489	Train loss: 0.0466	Test Acc: 0.2992	Test loss: 0.0436
+Epoch 49 		Train Acc: 0.2548	Train loss: 0.0462	Test Acc: 0.2982	Test loss: 0.0432
+Epoch 50 		Train Acc: 0.2473	Train loss: 0.0468	Test Acc: 0.3106	Test loss: 0.0425
+Epoch 51 		Train Acc: 0.2549	Train loss: 0.0465	Test Acc: 0.3122	Test loss: 0.0426
+Epoch 52 		Train Acc: 0.2799	Train loss: 0.0589	Test Acc: 0.3120	Test loss: 0.0424
+Epoch 53 		Train Acc: 0.2729	Train loss: 0.0445	Test Acc: 0.3317	Test loss: 0.0409
+Epoch 54 		Train Acc: 0.2722	Train loss: 0.0447	Test Acc: 0.3308	Test loss: 0.0405
+Epoch 55 		Train Acc: 0.2759	Train loss: 0.0450	Test Acc: 0.3333	Test loss: 0.0412
+Epoch 56 		Train Acc: 0.2683	Train loss: 0.0474	Test Acc: 0.3370	Test loss: 0.0405
+Epoch 57 		Train Acc: 0.2964	Train loss: 0.0561	Test Acc: 0.3356	Test loss: 0.0409
+Epoch 58 		Train Acc: 0.2919	Train loss: 0.0432	Test Acc: 0.3327	Test loss: 0.0409
+Epoch 59 		Train Acc: 0.2864	Train loss: 0.0438	Test Acc: 0.3469	Test loss: 0.0397
+Epoch 60 		Train Acc: 0.2923	Train loss: 0.0435	Test Acc: 0.3520	Test loss: 0.0395
+Epoch 61 		Train Acc: 0.2993	Train loss: 0.0446	Test Acc: 0.3530	Test loss: 0.0392
+Epoch 62 		Train Acc: 0.2953	Train loss: 0.0575	Test Acc: 0.3672	Test loss: 0.0383
+Epoch 63 		Train Acc: 0.3080	Train loss: 0.0422	Test Acc: 0.3486	Test loss: 0.0396
+Epoch 64 		Train Acc: 0.3038	Train loss: 0.0420	Test Acc: 0.3424	Test loss: 0.0404
+Epoch 65 		Train Acc: 0.3152	Train loss: 0.0419	Test Acc: 0.3555	Test loss: 0.0392
+Epoch 66 		Train Acc: 0.3286	Train loss: 0.0424	Test Acc: 0.3770	Test loss: 0.0377
+Epoch 67 		Train Acc: 0.3265	Train loss: 0.0407	Test Acc: 0.3874	Test loss: 0.0368
+Epoch 68 		Train Acc: 0.3188	Train loss: 0.0517	Test Acc: 0.3780	Test loss: 0.0374
+Epoch 69 		Train Acc: 0.3230	Train loss: 0.0406	Test Acc: 0.3685	Test loss: 0.0383
+Epoch 70 		Train Acc: 0.3313	Train loss: 0.0406	Test Acc: 0.3859	Test loss: 0.0370
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 71 		Train Acc: 0.3454	Train loss: 0.0409	Test Acc: 0.1713	Test loss: 0.0823
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 72 		Train Acc: 0.3348	Train loss: 0.0402	Test Acc: 0.1345	Test loss: 0.0909
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 73 		Train Acc: 0.3325	Train loss: 0.0516	Test Acc: 0.1359	Test loss: 0.0934
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 74 		Train Acc: 0.3338	Train loss: 0.0402	Test Acc: 0.1049	Test loss: 0.1326
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 75 		Train Acc: 0.3309	Train loss: 0.0423	Test Acc: 0.1374	Test loss: 0.0974
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 76 		Train Acc: 0.3420	Train loss: 0.0395	Test Acc: 0.1708	Test loss: 0.0842
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 77 		Train Acc: 0.3434	Train loss: 0.0398	Test Acc: 0.2053	Test loss: 0.0669
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 78 		Train Acc: 0.3406	Train loss: 0.0526	Test Acc: 0.1945	Test loss: 0.0700
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 79 		Train Acc: 0.3394	Train loss: 0.0402	Test Acc: 0.1901	Test loss: 0.0679
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 80 		Train Acc: 0.3632	Train loss: 0.0399	Test Acc: 0.2698	Test loss: 0.0543
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 81 		Train Acc: 0.3587	Train loss: 0.0383	Test Acc: 0.3015	Test loss: 0.0530
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 82 		Train Acc: 0.3532	Train loss: 0.0388	Test Acc: 0.3053	Test loss: 0.0484
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 83 		Train Acc: 0.3455	Train loss: 0.0528	Test Acc: 0.2807	Test loss: 0.0554
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 84 		Train Acc: 0.3446	Train loss: 0.0395	Test Acc: 0.2997	Test loss: 0.0481
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 85 		Train Acc: 0.3626	Train loss: 0.0394	Test Acc: 0.2302	Test loss: 0.0580
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 86 		Train Acc: 0.3636	Train loss: 0.0379	Test Acc: 0.3035	Test loss: 0.0495
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 87 		Train Acc: 0.3723	Train loss: 0.0372	Test Acc: 0.2965	Test loss: 0.0524
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 88 		Train Acc: 0.3731	Train loss: 0.0379	Test Acc: 0.3547	Test loss: 0.0434
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 89 		Train Acc: 0.3638	Train loss: 0.0472	Test Acc: 0.2909	Test loss: 0.0575
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 90 		Train Acc: 0.3878	Train loss: 0.0376	Test Acc: 0.3088	Test loss: 0.0510
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 91 		Train Acc: 0.3849	Train loss: 0.0364	Test Acc: 0.3118	Test loss: 0.0517
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 92 		Train Acc: 0.3788	Train loss: 0.0372	Test Acc: 0.3266	Test loss: 0.0485
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 93 		Train Acc: 0.3876	Train loss: 0.0367	Test Acc: 0.3519	Test loss: 0.0440
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 94 		Train Acc: 0.3865	Train loss: 0.0492	Test Acc: 0.2944	Test loss: 0.0546
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 95 		Train Acc: 0.3993	Train loss: 0.0356	Test Acc: 0.2858	Test loss: 0.0536
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 96 		Train Acc: 0.3920	Train loss: 0.0360	Test Acc: 0.3398	Test loss: 0.0488
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 97 		Train Acc: 0.3802	Train loss: 0.0363	Test Acc: 0.3675	Test loss: 0.0440
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 98 		Train Acc: 0.3865	Train loss: 0.0367	Test Acc: 0.2706	Test loss: 0.0595
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 99 		Train Acc: 0.3934	Train loss: 0.0487	Test Acc: 0.3316	Test loss: 0.0452
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 100		Train Acc: 0.4629	Train loss: 0.0310	Test Acc: 0.3992	Test loss: 0.0378
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 101		Train Acc: 0.4740	Train loss: 0.0307	Test Acc: 0.4380	Test loss: 0.0342
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 102		Train Acc: 0.4808	Train loss: 0.0302	Test Acc: 0.4589	Test loss: 0.0326
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 103		Train Acc: 0.4788	Train loss: 0.0304	Test Acc: 0.4668	Test loss: 0.0316
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 104		Train Acc: 0.4968	Train loss: 0.0389	Test Acc: 0.4715	Test loss: 0.0312
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 105		Train Acc: 0.4963	Train loss: 0.0291	Test Acc: 0.4737	Test loss: 0.0312
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 106		Train Acc: 0.4979	Train loss: 0.0294	Test Acc: 0.4722	Test loss: 0.0312
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 107		Train Acc: 0.4967	Train loss: 0.0291	Test Acc: 0.4702	Test loss: 0.0312
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 108		Train Acc: 0.4856	Train loss: 0.0297	Test Acc: 0.4734	Test loss: 0.0310
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 109		Train Acc: 0.4989	Train loss: 0.0302	Test Acc: 0.4769	Test loss: 0.0308
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 110		Train Acc: 0.4994	Train loss: 0.0381	Test Acc: 0.4737	Test loss: 0.0310
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 111		Train Acc: 0.4993	Train loss: 0.0289	Test Acc: 0.4753	Test loss: 0.0309
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 112		Train Acc: 0.4928	Train loss: 0.0293	Test Acc: 0.4783	Test loss: 0.0307
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 113		Train Acc: 0.4967	Train loss: 0.0302	Test Acc: 0.4806	Test loss: 0.0305
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 114		Train Acc: 0.5082	Train loss: 0.0287	Test Acc: 0.4815	Test loss: 0.0306
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 115		Train Acc: 0.4892	Train loss: 0.0384	Test Acc: 0.4797	Test loss: 0.0308
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 116		Train Acc: 0.4976	Train loss: 0.0290	Test Acc: 0.4807	Test loss: 0.0308
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 117		Train Acc: 0.5161	Train loss: 0.0280	Test Acc: 0.4821	Test loss: 0.0305
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 118		Train Acc: 0.5023	Train loss: 0.0299	Test Acc: 0.4817	Test loss: 0.0304
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 119		Train Acc: 0.5007	Train loss: 0.0288	Test Acc: 0.4822	Test loss: 0.0305
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 120		Train Acc: 0.5011	Train loss: 0.0372	Test Acc: 0.4845	Test loss: 0.0305
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 121		Train Acc: 0.5019	Train loss: 0.0287	Test Acc: 0.4834	Test loss: 0.0305
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 122		Train Acc: 0.5095	Train loss: 0.0284	Test Acc: 0.4827	Test loss: 0.0305
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 123		Train Acc: 0.5121	Train loss: 0.0293	Test Acc: 0.4817	Test loss: 0.0306
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 124		Train Acc: 0.5086	Train loss: 0.0284	Test Acc: 0.4833	Test loss: 0.0305
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 125		Train Acc: 0.5006	Train loss: 0.0372	Test Acc: 0.4862	Test loss: 0.0301
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 126		Train Acc: 0.4980	Train loss: 0.0285	Test Acc: 0.4899	Test loss: 0.0300
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 127		Train Acc: 0.5036	Train loss: 0.0286	Test Acc: 0.4884	Test loss: 0.0301
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 128		Train Acc: 0.5110	Train loss: 0.0292	Test Acc: 0.4856	Test loss: 0.0305
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 129		Train Acc: 0.5118	Train loss: 0.0280	Test Acc: 0.4834	Test loss: 0.0308
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 130		Train Acc: 0.5089	Train loss: 0.0282	Test Acc: 0.4817	Test loss: 0.0307
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 131		Train Acc: 0.5184	Train loss: 0.0373	Test Acc: 0.4845	Test loss: 0.0303
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 132		Train Acc: 0.5044	Train loss: 0.0295	Test Acc: 0.4854	Test loss: 0.0300
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 133		Train Acc: 0.5212	Train loss: 0.0275	Test Acc: 0.4853	Test loss: 0.0302
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 134		Train Acc: 0.5062	Train loss: 0.0283	Test Acc: 0.4858	Test loss: 0.0306
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 135		Train Acc: 0.4996	Train loss: 0.0287	Test Acc: 0.4874	Test loss: 0.0305
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 136		Train Acc: 0.5063	Train loss: 0.0359	Test Acc: 0.4919	Test loss: 0.0300
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 137		Train Acc: 0.5144	Train loss: 0.0292	Test Acc: 0.4926	Test loss: 0.0299
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 138		Train Acc: 0.5148	Train loss: 0.0278	Test Acc: 0.4846	Test loss: 0.0305
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 139		Train Acc: 0.5127	Train loss: 0.0281	Test Acc: 0.4837	Test loss: 0.0306
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 140		Train Acc: 0.5146	Train loss: 0.0279	Test Acc: 0.4900	Test loss: 0.0302
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 141		Train Acc: 0.5034	Train loss: 0.0367	Test Acc: 0.4889	Test loss: 0.0302
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 142		Train Acc: 0.5192	Train loss: 0.0287	Test Acc: 0.4860	Test loss: 0.0305
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 143		Train Acc: 0.5186	Train loss: 0.0277	Test Acc: 0.4893	Test loss: 0.0302
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 144		Train Acc: 0.5058	Train loss: 0.0281	Test Acc: 0.4927	Test loss: 0.0301
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 145		Train Acc: 0.5088	Train loss: 0.0281	Test Acc: 0.4898	Test loss: 0.0303
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 146		Train Acc: 0.5073	Train loss: 0.0371	Test Acc: 0.4910	Test loss: 0.0301
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 147		Train Acc: 0.5253	Train loss: 0.0287	Test Acc: 0.4916	Test loss: 0.0300
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 148		Train Acc: 0.5215	Train loss: 0.0275	Test Acc: 0.4895	Test loss: 0.0302
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 149		Train Acc: 0.5110	Train loss: 0.0281	Test Acc: 0.4909	Test loss: 0.0303
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 150		Train Acc: 0.5188	Train loss: 0.0276	Test Acc: 0.4942	Test loss: 0.0298
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 151		Train Acc: 0.5079	Train loss: 0.0292	Test Acc: 0.4935	Test loss: 0.0296
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 152		Train Acc: 0.5240	Train loss: 0.0352	Test Acc: 0.4865	Test loss: 0.0302
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 153		Train Acc: 0.5227	Train loss: 0.0276	Test Acc: 0.4834	Test loss: 0.0306
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 154		Train Acc: 0.5068	Train loss: 0.0280	Test Acc: 0.4916	Test loss: 0.0303
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 155		Train Acc: 0.5079	Train loss: 0.0279	Test Acc: 0.4929	Test loss: 0.0298
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 156		Train Acc: 0.5202	Train loss: 0.0287	Test Acc: 0.4891	Test loss: 0.0301
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 157		Train Acc: 0.5328	Train loss: 0.0348	Test Acc: 0.4872	Test loss: 0.0305
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 158		Train Acc: 0.5270	Train loss: 0.0273	Test Acc: 0.4923	Test loss: 0.0303
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 159		Train Acc: 0.5106	Train loss: 0.0280	Test Acc: 0.4968	Test loss: 0.0299
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 160		Train Acc: 0.5163	Train loss: 0.0278	Test Acc: 0.5020	Test loss: 0.0292
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 161		Train Acc: 0.5213	Train loss: 0.0288	Test Acc: 0.5055	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 162		Train Acc: 0.5219	Train loss: 0.0362	Test Acc: 0.5074	Test loss: 0.0288
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 163		Train Acc: 0.5190	Train loss: 0.0276	Test Acc: 0.5060	Test loss: 0.0287
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 164		Train Acc: 0.5255	Train loss: 0.0272	Test Acc: 0.5050	Test loss: 0.0287
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 165		Train Acc: 0.5216	Train loss: 0.0275	Test Acc: 0.5053	Test loss: 0.0287
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 166		Train Acc: 0.5211	Train loss: 0.0287	Test Acc: 0.5051	Test loss: 0.0287
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 167		Train Acc: 0.5255	Train loss: 0.0351	Test Acc: 0.5042	Test loss: 0.0287
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 168		Train Acc: 0.5160	Train loss: 0.0276	Test Acc: 0.5046	Test loss: 0.0287
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 169		Train Acc: 0.5182	Train loss: 0.0273	Test Acc: 0.5052	Test loss: 0.0287
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 170		Train Acc: 0.5277	Train loss: 0.0283	Test Acc: 0.5058	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 171		Train Acc: 0.5271	Train loss: 0.0274	Test Acc: 0.5061	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 172		Train Acc: 0.5244	Train loss: 0.0272	Test Acc: 0.5060	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 173		Train Acc: 0.5258	Train loss: 0.0362	Test Acc: 0.5053	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 174		Train Acc: 0.5188	Train loss: 0.0276	Test Acc: 0.5054	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 175		Train Acc: 0.5336	Train loss: 0.0280	Test Acc: 0.5062	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 176		Train Acc: 0.5214	Train loss: 0.0276	Test Acc: 0.5061	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 177		Train Acc: 0.5266	Train loss: 0.0273	Test Acc: 0.5059	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 178		Train Acc: 0.5151	Train loss: 0.0357	Test Acc: 0.5062	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 179		Train Acc: 0.5220	Train loss: 0.0274	Test Acc: 0.5073	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 180		Train Acc: 0.5180	Train loss: 0.0286	Test Acc: 0.5077	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 181		Train Acc: 0.5303	Train loss: 0.0271	Test Acc: 0.5070	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 182		Train Acc: 0.5261	Train loss: 0.0268	Test Acc: 0.5066	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 183		Train Acc: 0.5164	Train loss: 0.0357	Test Acc: 0.5070	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 184		Train Acc: 0.5152	Train loss: 0.0276	Test Acc: 0.5065	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 185		Train Acc: 0.5168	Train loss: 0.0286	Test Acc: 0.5068	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 186		Train Acc: 0.5277	Train loss: 0.0272	Test Acc: 0.5067	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 187		Train Acc: 0.5328	Train loss: 0.0269	Test Acc: 0.5069	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 188		Train Acc: 0.5228	Train loss: 0.0365	Test Acc: 0.5068	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 189		Train Acc: 0.5272	Train loss: 0.0282	Test Acc: 0.5064	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 190		Train Acc: 0.5277	Train loss: 0.0272	Test Acc: 0.5065	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 191		Train Acc: 0.5167	Train loss: 0.0277	Test Acc: 0.5055	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 192		Train Acc: 0.5225	Train loss: 0.0273	Test Acc: 0.5053	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 193		Train Acc: 0.5224	Train loss: 0.0273	Test Acc: 0.5056	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 194		Train Acc: 0.5212	Train loss: 0.0368	Test Acc: 0.5058	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 195		Train Acc: 0.5268	Train loss: 0.0274	Test Acc: 0.5056	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 196		Train Acc: 0.5204	Train loss: 0.0273	Test Acc: 0.5063	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 197		Train Acc: 0.5215	Train loss: 0.0271	Test Acc: 0.5065	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 198		Train Acc: 0.5245	Train loss: 0.0272	Test Acc: 0.5072	Test loss: 0.0286
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 199		Train Acc: 0.5263	Train loss: 0.0363	Test Acc: 0.5070	Test loss: 0.0286
+Training finished on Mon Mar  2 06:52:56 2026 using 48 minutes and 9 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.2_seed46_cfgFedAvg_CIFAR100_config_exp4.txt

@@ -0,0 +1,339 @@
+seed: 46, num_experiments: 5, experiment_id: 4, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 40, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 8, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25274382.0/flpoison_25274382_50/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.2_seed46_cfgFedAvg_CIFAR100_config_exp4.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Mon Mar  2 06:52:56 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0087	Train loss: 0.0750	Test Acc: 0.0100	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0230	Train loss: 0.0743	Test Acc: 0.0100	Test loss: 0.0724
+Epoch 2  		Train Acc: 0.0237	Train loss: 0.0730	Test Acc: 0.0132	Test loss: 0.0720
+Epoch 3  		Train Acc: 0.0339	Train loss: 0.0706	Test Acc: 0.0358	Test loss: 0.0694
+Epoch 4  		Train Acc: 0.0503	Train loss: 0.0711	Test Acc: 0.0453	Test loss: 0.0673
+Epoch 5  		Train Acc: 0.0518	Train loss: 0.0848	Test Acc: 0.0636	Test loss: 0.0658
+Epoch 6  		Train Acc: 0.0532	Train loss: 0.0663	Test Acc: 0.0533	Test loss: 0.0679
+Epoch 7  		Train Acc: 0.0662	Train loss: 0.0644	Test Acc: 0.0668	Test loss: 0.0669
+Epoch 8  		Train Acc: 0.0682	Train loss: 0.0639	Test Acc: 0.0846	Test loss: 0.0628
+Epoch 9  		Train Acc: 0.0833	Train loss: 0.0648	Test Acc: 0.0926	Test loss: 0.0611
+Epoch 10 		Train Acc: 0.0772	Train loss: 0.0796	Test Acc: 0.1119	Test loss: 0.0607
+Epoch 11 		Train Acc: 0.0859	Train loss: 0.0616	Test Acc: 0.1193	Test loss: 0.0593
+Epoch 12 		Train Acc: 0.0845	Train loss: 0.0613	Test Acc: 0.1117	Test loss: 0.0599
+Epoch 13 		Train Acc: 0.0942	Train loss: 0.0607	Test Acc: 0.1293	Test loss: 0.0580
+Epoch 14 		Train Acc: 0.1068	Train loss: 0.0619	Test Acc: 0.1381	Test loss: 0.0574
+Epoch 15 		Train Acc: 0.1119	Train loss: 0.0763	Test Acc: 0.1437	Test loss: 0.0566
+Epoch 16 		Train Acc: 0.1146	Train loss: 0.0592	Test Acc: 0.1583	Test loss: 0.0553
+Epoch 17 		Train Acc: 0.1115	Train loss: 0.0589	Test Acc: 0.1529	Test loss: 0.0554
+Epoch 18 		Train Acc: 0.1105	Train loss: 0.0613	Test Acc: 0.1564	Test loss: 0.0554
+Epoch 19 		Train Acc: 0.1176	Train loss: 0.0580	Test Acc: 0.1740	Test loss: 0.0541
+Epoch 20 		Train Acc: 0.1225	Train loss: 0.0744	Test Acc: 0.1778	Test loss: 0.0535
+Epoch 21 		Train Acc: 0.1276	Train loss: 0.0577	Test Acc: 0.1784	Test loss: 0.0533
+Epoch 22 		Train Acc: 0.1288	Train loss: 0.0568	Test Acc: 0.1878	Test loss: 0.0524
+Epoch 23 		Train Acc: 0.1479	Train loss: 0.0579	Test Acc: 0.2013	Test loss: 0.0518
+Epoch 24 		Train Acc: 0.1584	Train loss: 0.0554	Test Acc: 0.2017	Test loss: 0.0512
+Epoch 25 		Train Acc: 0.1535	Train loss: 0.0549	Test Acc: 0.2027	Test loss: 0.0511
+Epoch 26 		Train Acc: 0.1467	Train loss: 0.0705	Test Acc: 0.1986	Test loss: 0.0515
+Epoch 27 		Train Acc: 0.1547	Train loss: 0.0546	Test Acc: 0.2072	Test loss: 0.0510
+Epoch 28 		Train Acc: 0.1706	Train loss: 0.0552	Test Acc: 0.2133	Test loss: 0.0501
+Epoch 29 		Train Acc: 0.1711	Train loss: 0.0531	Test Acc: 0.2247	Test loss: 0.0495
+Epoch 30 		Train Acc: 0.1771	Train loss: 0.0532	Test Acc: 0.2365	Test loss: 0.0484
+Epoch 31 		Train Acc: 0.1700	Train loss: 0.0679	Test Acc: 0.2278	Test loss: 0.0490
+Epoch 32 		Train Acc: 0.1763	Train loss: 0.0528	Test Acc: 0.2311	Test loss: 0.0490
+Epoch 33 		Train Acc: 0.1948	Train loss: 0.0536	Test Acc: 0.2398	Test loss: 0.0485
+Epoch 34 		Train Acc: 0.1855	Train loss: 0.0519	Test Acc: 0.2414	Test loss: 0.0482
+Epoch 35 		Train Acc: 0.1883	Train loss: 0.0514	Test Acc: 0.2563	Test loss: 0.0472
+Epoch 36 		Train Acc: 0.2036	Train loss: 0.0655	Test Acc: 0.2502	Test loss: 0.0477
+Epoch 37 		Train Acc: 0.1973	Train loss: 0.0535	Test Acc: 0.2593	Test loss: 0.0468
+Epoch 38 		Train Acc: 0.2153	Train loss: 0.0500	Test Acc: 0.2622	Test loss: 0.0463
+Epoch 39 		Train Acc: 0.2120	Train loss: 0.0498	Test Acc: 0.2664	Test loss: 0.0459
+Epoch 40 		Train Acc: 0.2217	Train loss: 0.0495	Test Acc: 0.2723	Test loss: 0.0457
+Epoch 41 		Train Acc: 0.2170	Train loss: 0.0656	Test Acc: 0.2775	Test loss: 0.0452
+Epoch 42 		Train Acc: 0.2260	Train loss: 0.0510	Test Acc: 0.2726	Test loss: 0.0458
+Epoch 43 		Train Acc: 0.2410	Train loss: 0.0479	Test Acc: 0.2844	Test loss: 0.0444
+Epoch 44 		Train Acc: 0.2290	Train loss: 0.0482	Test Acc: 0.2883	Test loss: 0.0447
+Epoch 45 		Train Acc: 0.2315	Train loss: 0.0485	Test Acc: 0.2907	Test loss: 0.0443
+Epoch 46 		Train Acc: 0.2299	Train loss: 0.0485	Test Acc: 0.3035	Test loss: 0.0431
+Epoch 47 		Train Acc: 0.2514	Train loss: 0.0611	Test Acc: 0.2891	Test loss: 0.0442
+Epoch 48 		Train Acc: 0.2473	Train loss: 0.0465	Test Acc: 0.2950	Test loss: 0.0438
+Epoch 49 		Train Acc: 0.2500	Train loss: 0.0470	Test Acc: 0.3073	Test loss: 0.0431
+Epoch 50 		Train Acc: 0.2529	Train loss: 0.0467	Test Acc: 0.3020	Test loss: 0.0433
+Epoch 51 		Train Acc: 0.2625	Train loss: 0.0463	Test Acc: 0.3131	Test loss: 0.0422
+Epoch 52 		Train Acc: 0.2714	Train loss: 0.0598	Test Acc: 0.3184	Test loss: 0.0418
+Epoch 53 		Train Acc: 0.2791	Train loss: 0.0447	Test Acc: 0.3166	Test loss: 0.0421
+Epoch 54 		Train Acc: 0.2692	Train loss: 0.0454	Test Acc: 0.3341	Test loss: 0.0411
+Epoch 55 		Train Acc: 0.2742	Train loss: 0.0449	Test Acc: 0.3345	Test loss: 0.0406
+Epoch 56 		Train Acc: 0.2665	Train loss: 0.0476	Test Acc: 0.3388	Test loss: 0.0404
+Epoch 57 		Train Acc: 0.2795	Train loss: 0.0579	Test Acc: 0.3464	Test loss: 0.0396
+Epoch 58 		Train Acc: 0.2792	Train loss: 0.0440	Test Acc: 0.3463	Test loss: 0.0400
+Epoch 59 		Train Acc: 0.2870	Train loss: 0.0439	Test Acc: 0.3425	Test loss: 0.0404
+Epoch 60 		Train Acc: 0.2852	Train loss: 0.0437	Test Acc: 0.3491	Test loss: 0.0397
+Epoch 61 		Train Acc: 0.2989	Train loss: 0.0445	Test Acc: 0.3588	Test loss: 0.0389
+Epoch 62 		Train Acc: 0.3019	Train loss: 0.0568	Test Acc: 0.3524	Test loss: 0.0392
+Epoch 63 		Train Acc: 0.2962	Train loss: 0.0431	Test Acc: 0.3571	Test loss: 0.0394
+Epoch 64 		Train Acc: 0.2964	Train loss: 0.0427	Test Acc: 0.3633	Test loss: 0.0388
+Epoch 65 		Train Acc: 0.3103	Train loss: 0.0419	Test Acc: 0.3619	Test loss: 0.0388
+Epoch 66 		Train Acc: 0.3287	Train loss: 0.0422	Test Acc: 0.3696	Test loss: 0.0381
+Epoch 67 		Train Acc: 0.3149	Train loss: 0.0414	Test Acc: 0.3843	Test loss: 0.0372
+Epoch 68 		Train Acc: 0.3116	Train loss: 0.0528	Test Acc: 0.3752	Test loss: 0.0377
+Epoch 69 		Train Acc: 0.3302	Train loss: 0.0407	Test Acc: 0.3783	Test loss: 0.0375
+Epoch 70 		Train Acc: 0.3193	Train loss: 0.0411	Test Acc: 0.3841	Test loss: 0.0372
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 71 		Train Acc: 0.3474	Train loss: 0.0408	Test Acc: 0.2171	Test loss: 0.0703
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 72 		Train Acc: 0.3293	Train loss: 0.0405	Test Acc: 0.1681	Test loss: 0.0844
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 73 		Train Acc: 0.3285	Train loss: 0.0522	Test Acc: 0.1207	Test loss: 0.1014
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 74 		Train Acc: 0.3278	Train loss: 0.0408	Test Acc: 0.0954	Test loss: 0.1112
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 75 		Train Acc: 0.3202	Train loss: 0.0431	Test Acc: 0.1405	Test loss: 0.0840
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 76 		Train Acc: 0.3393	Train loss: 0.0400	Test Acc: 0.2095	Test loss: 0.0661
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 77 		Train Acc: 0.3369	Train loss: 0.0402	Test Acc: 0.1913	Test loss: 0.0742
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 78 		Train Acc: 0.3429	Train loss: 0.0524	Test Acc: 0.1968	Test loss: 0.0676
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 79 		Train Acc: 0.3363	Train loss: 0.0402	Test Acc: 0.2983	Test loss: 0.0488
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 80 		Train Acc: 0.3484	Train loss: 0.0408	Test Acc: 0.2713	Test loss: 0.0552
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 81 		Train Acc: 0.3556	Train loss: 0.0386	Test Acc: 0.3213	Test loss: 0.0469
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 82 		Train Acc: 0.3516	Train loss: 0.0391	Test Acc: 0.2458	Test loss: 0.0616
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 83 		Train Acc: 0.3286	Train loss: 0.0539	Test Acc: 0.2127	Test loss: 0.0707
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 84 		Train Acc: 0.3410	Train loss: 0.0400	Test Acc: 0.2572	Test loss: 0.0550
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 85 		Train Acc: 0.3695	Train loss: 0.0395	Test Acc: 0.3313	Test loss: 0.0446
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 86 		Train Acc: 0.3636	Train loss: 0.0380	Test Acc: 0.2959	Test loss: 0.0538
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 87 		Train Acc: 0.3614	Train loss: 0.0385	Test Acc: 0.3207	Test loss: 0.0468
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 88 		Train Acc: 0.3558	Train loss: 0.0386	Test Acc: 0.3613	Test loss: 0.0410
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 89 		Train Acc: 0.3568	Train loss: 0.0477	Test Acc: 0.3252	Test loss: 0.0477
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 90 		Train Acc: 0.3866	Train loss: 0.0377	Test Acc: 0.3028	Test loss: 0.0503
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 91 		Train Acc: 0.3764	Train loss: 0.0371	Test Acc: 0.2774	Test loss: 0.0621
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 92 		Train Acc: 0.3803	Train loss: 0.0371	Test Acc: 0.3579	Test loss: 0.0440
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 93 		Train Acc: 0.3649	Train loss: 0.0377	Test Acc: 0.3296	Test loss: 0.0479
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 94 		Train Acc: 0.3641	Train loss: 0.0499	Test Acc: 0.2815	Test loss: 0.0594
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 95 		Train Acc: 0.3884	Train loss: 0.0364	Test Acc: 0.3123	Test loss: 0.0484
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 96 		Train Acc: 0.3804	Train loss: 0.0363	Test Acc: 0.3023	Test loss: 0.0527
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 97 		Train Acc: 0.3816	Train loss: 0.0370	Test Acc: 0.3474	Test loss: 0.0441
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 98 		Train Acc: 0.3802	Train loss: 0.0368	Test Acc: 0.2940	Test loss: 0.0511
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 99 		Train Acc: 0.3839	Train loss: 0.0493	Test Acc: 0.3349	Test loss: 0.0459
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 100		Train Acc: 0.4622	Train loss: 0.0313	Test Acc: 0.4110	Test loss: 0.0368
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 101		Train Acc: 0.4735	Train loss: 0.0305	Test Acc: 0.4461	Test loss: 0.0334
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 102		Train Acc: 0.4754	Train loss: 0.0304	Test Acc: 0.4561	Test loss: 0.0322
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 103		Train Acc: 0.4844	Train loss: 0.0303	Test Acc: 0.4653	Test loss: 0.0318
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 104		Train Acc: 0.4774	Train loss: 0.0408	Test Acc: 0.4667	Test loss: 0.0315
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 105		Train Acc: 0.4962	Train loss: 0.0294	Test Acc: 0.4690	Test loss: 0.0315
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 106		Train Acc: 0.4925	Train loss: 0.0296	Test Acc: 0.4707	Test loss: 0.0314
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 107		Train Acc: 0.4839	Train loss: 0.0300	Test Acc: 0.4728	Test loss: 0.0312
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 108		Train Acc: 0.4856	Train loss: 0.0298	Test Acc: 0.4769	Test loss: 0.0310
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 109		Train Acc: 0.5023	Train loss: 0.0303	Test Acc: 0.4795	Test loss: 0.0309
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 110		Train Acc: 0.5047	Train loss: 0.0373	Test Acc: 0.4801	Test loss: 0.0311
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 111		Train Acc: 0.4929	Train loss: 0.0292	Test Acc: 0.4798	Test loss: 0.0311
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 112		Train Acc: 0.4911	Train loss: 0.0297	Test Acc: 0.4796	Test loss: 0.0309
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 113		Train Acc: 0.4901	Train loss: 0.0307	Test Acc: 0.4826	Test loss: 0.0307
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 114		Train Acc: 0.4979	Train loss: 0.0291	Test Acc: 0.4812	Test loss: 0.0307
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 115		Train Acc: 0.4997	Train loss: 0.0370	Test Acc: 0.4783	Test loss: 0.0309
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 116		Train Acc: 0.5010	Train loss: 0.0291	Test Acc: 0.4785	Test loss: 0.0309
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 117		Train Acc: 0.4896	Train loss: 0.0292	Test Acc: 0.4768	Test loss: 0.0309
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 118		Train Acc: 0.5022	Train loss: 0.0304	Test Acc: 0.4801	Test loss: 0.0307
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 119		Train Acc: 0.5065	Train loss: 0.0288	Test Acc: 0.4816	Test loss: 0.0306
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 120		Train Acc: 0.4939	Train loss: 0.0385	Test Acc: 0.4808	Test loss: 0.0307
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 121		Train Acc: 0.5050	Train loss: 0.0287	Test Acc: 0.4808	Test loss: 0.0308
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 122		Train Acc: 0.4972	Train loss: 0.0288	Test Acc: 0.4784	Test loss: 0.0308
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 123		Train Acc: 0.5117	Train loss: 0.0296	Test Acc: 0.4835	Test loss: 0.0305
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 124		Train Acc: 0.5045	Train loss: 0.0291	Test Acc: 0.4879	Test loss: 0.0304
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 125		Train Acc: 0.4963	Train loss: 0.0378	Test Acc: 0.4841	Test loss: 0.0305
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 126		Train Acc: 0.4997	Train loss: 0.0290	Test Acc: 0.4777	Test loss: 0.0310
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 127		Train Acc: 0.5079	Train loss: 0.0287	Test Acc: 0.4781	Test loss: 0.0306
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 128		Train Acc: 0.5112	Train loss: 0.0294	Test Acc: 0.4815	Test loss: 0.0304
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 129		Train Acc: 0.5035	Train loss: 0.0288	Test Acc: 0.4819	Test loss: 0.0305
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 130		Train Acc: 0.5079	Train loss: 0.0285	Test Acc: 0.4831	Test loss: 0.0306
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 131		Train Acc: 0.5019	Train loss: 0.0376	Test Acc: 0.4864	Test loss: 0.0305
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 132		Train Acc: 0.5055	Train loss: 0.0296	Test Acc: 0.4873	Test loss: 0.0302
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 133		Train Acc: 0.5099	Train loss: 0.0286	Test Acc: 0.4844	Test loss: 0.0304
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 134		Train Acc: 0.5064	Train loss: 0.0286	Test Acc: 0.4864	Test loss: 0.0307
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 135		Train Acc: 0.5021	Train loss: 0.0286	Test Acc: 0.4890	Test loss: 0.0305
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 136		Train Acc: 0.4964	Train loss: 0.0378	Test Acc: 0.4885	Test loss: 0.0301
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 137		Train Acc: 0.5093	Train loss: 0.0294	Test Acc: 0.4831	Test loss: 0.0303
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 138		Train Acc: 0.5140	Train loss: 0.0281	Test Acc: 0.4817	Test loss: 0.0307
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 139		Train Acc: 0.5130	Train loss: 0.0283	Test Acc: 0.4830	Test loss: 0.0307
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 140		Train Acc: 0.5062	Train loss: 0.0284	Test Acc: 0.4847	Test loss: 0.0305
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 141		Train Acc: 0.5057	Train loss: 0.0379	Test Acc: 0.4908	Test loss: 0.0300
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 142		Train Acc: 0.5192	Train loss: 0.0294	Test Acc: 0.4889	Test loss: 0.0303
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 143		Train Acc: 0.5118	Train loss: 0.0281	Test Acc: 0.4846	Test loss: 0.0308
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 144		Train Acc: 0.5123	Train loss: 0.0283	Test Acc: 0.4864	Test loss: 0.0308
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 145		Train Acc: 0.5075	Train loss: 0.0285	Test Acc: 0.4914	Test loss: 0.0300
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 146		Train Acc: 0.5077	Train loss: 0.0367	Test Acc: 0.4904	Test loss: 0.0302
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 147		Train Acc: 0.5206	Train loss: 0.0289	Test Acc: 0.4878	Test loss: 0.0306
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 148		Train Acc: 0.5126	Train loss: 0.0279	Test Acc: 0.4890	Test loss: 0.0307
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 149		Train Acc: 0.5161	Train loss: 0.0283	Test Acc: 0.4884	Test loss: 0.0305
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 150		Train Acc: 0.5173	Train loss: 0.0283	Test Acc: 0.4901	Test loss: 0.0303
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 151		Train Acc: 0.4969	Train loss: 0.0301	Test Acc: 0.4878	Test loss: 0.0302
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 152		Train Acc: 0.5139	Train loss: 0.0362	Test Acc: 0.4906	Test loss: 0.0302
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 153		Train Acc: 0.5234	Train loss: 0.0277	Test Acc: 0.4890	Test loss: 0.0304
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 154		Train Acc: 0.5153	Train loss: 0.0277	Test Acc: 0.4904	Test loss: 0.0302
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 155		Train Acc: 0.5089	Train loss: 0.0286	Test Acc: 0.4910	Test loss: 0.0301
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 156		Train Acc: 0.5057	Train loss: 0.0295	Test Acc: 0.4925	Test loss: 0.0303
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 157		Train Acc: 0.5169	Train loss: 0.0364	Test Acc: 0.4896	Test loss: 0.0304
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 158		Train Acc: 0.5150	Train loss: 0.0280	Test Acc: 0.4841	Test loss: 0.0310
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 159		Train Acc: 0.5146	Train loss: 0.0280	Test Acc: 0.4862	Test loss: 0.0309
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 160		Train Acc: 0.5176	Train loss: 0.0275	Test Acc: 0.4970	Test loss: 0.0297
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 161		Train Acc: 0.5158	Train loss: 0.0294	Test Acc: 0.5002	Test loss: 0.0292
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 162		Train Acc: 0.5164	Train loss: 0.0359	Test Acc: 0.5008	Test loss: 0.0290
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 163		Train Acc: 0.5176	Train loss: 0.0277	Test Acc: 0.5016	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 164		Train Acc: 0.5195	Train loss: 0.0274	Test Acc: 0.5030	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 165		Train Acc: 0.5227	Train loss: 0.0276	Test Acc: 0.5035	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 166		Train Acc: 0.5223	Train loss: 0.0288	Test Acc: 0.5042	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 167		Train Acc: 0.5196	Train loss: 0.0358	Test Acc: 0.5041	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 168		Train Acc: 0.5243	Train loss: 0.0276	Test Acc: 0.5038	Test loss: 0.0290
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 169		Train Acc: 0.5176	Train loss: 0.0278	Test Acc: 0.5039	Test loss: 0.0290
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 170		Train Acc: 0.5162	Train loss: 0.0290	Test Acc: 0.5042	Test loss: 0.0290
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 171		Train Acc: 0.5204	Train loss: 0.0275	Test Acc: 0.5042	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 172		Train Acc: 0.5157	Train loss: 0.0278	Test Acc: 0.5046	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 173		Train Acc: 0.5197	Train loss: 0.0364	Test Acc: 0.5053	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 174		Train Acc: 0.5211	Train loss: 0.0277	Test Acc: 0.5049	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 175		Train Acc: 0.5240	Train loss: 0.0287	Test Acc: 0.5053	Test loss: 0.0290
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 176		Train Acc: 0.5317	Train loss: 0.0273	Test Acc: 0.5054	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 177		Train Acc: 0.5189	Train loss: 0.0277	Test Acc: 0.5052	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 178		Train Acc: 0.5129	Train loss: 0.0361	Test Acc: 0.5049	Test loss: 0.0290
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 179		Train Acc: 0.5197	Train loss: 0.0277	Test Acc: 0.5049	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 180		Train Acc: 0.5152	Train loss: 0.0290	Test Acc: 0.5051	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 181		Train Acc: 0.5227	Train loss: 0.0275	Test Acc: 0.5051	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 182		Train Acc: 0.5260	Train loss: 0.0271	Test Acc: 0.5050	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 183		Train Acc: 0.5152	Train loss: 0.0362	Test Acc: 0.5038	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 184		Train Acc: 0.5183	Train loss: 0.0277	Test Acc: 0.5042	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 185		Train Acc: 0.5162	Train loss: 0.0287	Test Acc: 0.5043	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 186		Train Acc: 0.5241	Train loss: 0.0275	Test Acc: 0.5048	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 187		Train Acc: 0.5150	Train loss: 0.0278	Test Acc: 0.5041	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 188		Train Acc: 0.5234	Train loss: 0.0358	Test Acc: 0.5050	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 189		Train Acc: 0.5188	Train loss: 0.0287	Test Acc: 0.5051	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 190		Train Acc: 0.5232	Train loss: 0.0276	Test Acc: 0.5054	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 191		Train Acc: 0.5233	Train loss: 0.0273	Test Acc: 0.5053	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 192		Train Acc: 0.5234	Train loss: 0.0276	Test Acc: 0.5054	Test loss: 0.0290
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 193		Train Acc: 0.5145	Train loss: 0.0280	Test Acc: 0.5061	Test loss: 0.0290
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 194		Train Acc: 0.5172	Train loss: 0.0376	Test Acc: 0.5052	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 195		Train Acc: 0.5252	Train loss: 0.0277	Test Acc: 0.5047	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 196		Train Acc: 0.5165	Train loss: 0.0278	Test Acc: 0.5038	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 197		Train Acc: 0.5210	Train loss: 0.0275	Test Acc: 0.5047	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 198		Train Acc: 0.5195	Train loss: 0.0275	Test Acc: 0.5044	Test loss: 0.0289
+FLDetector Defense: Benign idx: [0 1 2 3 4 5 6 7]
+Epoch 199		Train Acc: 0.5271	Train loss: 0.0362	Test Acc: 0.5049	Test loss: 0.0289
+Training finished on Mon Mar  2 07:41:18 2026 using 48 minutes and 21 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.3_seed42_cfgFedAvg_CIFAR100_config_exp0.txt

@@ -0,0 +1,341 @@
+seed: 42, num_experiments: 5, experiment_id: 0, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 40, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 12, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25289211.0/flpoison_25289211_80/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.3_seed42_cfgFedAvg_CIFAR100_config_exp0.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42
+
+Started on Mon Mar  2 07:05:44 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0105	Train loss: 0.0751	Test Acc: 0.0110	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0170	Train loss: 0.0743	Test Acc: 0.0099	Test loss: 0.0722
+Epoch 2  		Train Acc: 0.0246	Train loss: 0.0741	Test Acc: 0.0336	Test loss: 0.0702
+Epoch 3  		Train Acc: 0.0292	Train loss: 0.0723	Test Acc: 0.0283	Test loss: 0.0700
+Epoch 4  		Train Acc: 0.0357	Train loss: 0.0725	Test Acc: 0.0368	Test loss: 0.0839
+Epoch 5  		Train Acc: 0.0407	Train loss: 0.0868	Test Acc: 0.0402	Test loss: 0.0818
+Epoch 6  		Train Acc: 0.0519	Train loss: 0.0667	Test Acc: 0.0367	Test loss: 0.0954
+Epoch 7  		Train Acc: 0.0563	Train loss: 0.0658	Test Acc: 0.0464	Test loss: 0.0757
+Epoch 8  		Train Acc: 0.0575	Train loss: 0.0648	Test Acc: 0.0544	Test loss: 0.0737
+Epoch 9  		Train Acc: 0.0706	Train loss: 0.0660	Test Acc: 0.0717	Test loss: 0.0661
+Epoch 10 		Train Acc: 0.0796	Train loss: 0.0803	Test Acc: 0.0774	Test loss: 0.0651
+Epoch 11 		Train Acc: 0.0798	Train loss: 0.0622	Test Acc: 0.0800	Test loss: 0.0651
+Epoch 12 		Train Acc: 0.0841	Train loss: 0.0620	Test Acc: 0.1004	Test loss: 0.0619
+Epoch 13 		Train Acc: 0.0895	Train loss: 0.0614	Test Acc: 0.0831	Test loss: 0.0652
+Epoch 14 		Train Acc: 0.1003	Train loss: 0.0627	Test Acc: 0.1037	Test loss: 0.0598
+Epoch 15 		Train Acc: 0.1024	Train loss: 0.0774	Test Acc: 0.1191	Test loss: 0.0590
+Epoch 16 		Train Acc: 0.1014	Train loss: 0.0598	Test Acc: 0.1251	Test loss: 0.0590
+Epoch 17 		Train Acc: 0.1085	Train loss: 0.0600	Test Acc: 0.1375	Test loss: 0.0570
+Epoch 18 		Train Acc: 0.1070	Train loss: 0.0620	Test Acc: 0.1357	Test loss: 0.0569
+Epoch 19 		Train Acc: 0.1187	Train loss: 0.0586	Test Acc: 0.1333	Test loss: 0.0577
+Epoch 20 		Train Acc: 0.1149	Train loss: 0.0757	Test Acc: 0.1425	Test loss: 0.0564
+Epoch 21 		Train Acc: 0.1109	Train loss: 0.0587	Test Acc: 0.1543	Test loss: 0.0556
+Epoch 22 		Train Acc: 0.1269	Train loss: 0.0578	Test Acc: 0.1522	Test loss: 0.0554
+Epoch 23 		Train Acc: 0.1328	Train loss: 0.0592	Test Acc: 0.1582	Test loss: 0.0550
+Epoch 24 		Train Acc: 0.1363	Train loss: 0.0568	Test Acc: 0.1671	Test loss: 0.0543
+Epoch 25 		Train Acc: 0.1428	Train loss: 0.0562	Test Acc: 0.1783	Test loss: 0.0534
+Epoch 26 		Train Acc: 0.1362	Train loss: 0.0723	Test Acc: 0.1642	Test loss: 0.0548
+Epoch 27 		Train Acc: 0.1377	Train loss: 0.0563	Test Acc: 0.1856	Test loss: 0.0533
+Epoch 28 		Train Acc: 0.1585	Train loss: 0.0569	Test Acc: 0.1819	Test loss: 0.0533
+Epoch 29 		Train Acc: 0.1539	Train loss: 0.0549	Test Acc: 0.1805	Test loss: 0.0540
+Epoch 30 		Train Acc: 0.1579	Train loss: 0.0546	Test Acc: 0.2000	Test loss: 0.0520
+Epoch 31 		Train Acc: 0.1629	Train loss: 0.0698	Test Acc: 0.1999	Test loss: 0.0518
+Epoch 32 		Train Acc: 0.1591	Train loss: 0.0545	Test Acc: 0.2139	Test loss: 0.0502
+Epoch 33 		Train Acc: 0.1855	Train loss: 0.0548	Test Acc: 0.2066	Test loss: 0.0511
+Epoch 34 		Train Acc: 0.1652	Train loss: 0.0533	Test Acc: 0.2126	Test loss: 0.0509
+Epoch 35 		Train Acc: 0.1729	Train loss: 0.0532	Test Acc: 0.2190	Test loss: 0.0501
+Epoch 36 		Train Acc: 0.1767	Train loss: 0.0687	Test Acc: 0.2128	Test loss: 0.0505
+Epoch 37 		Train Acc: 0.1819	Train loss: 0.0550	Test Acc: 0.2224	Test loss: 0.0502
+Epoch 38 		Train Acc: 0.1914	Train loss: 0.0519	Test Acc: 0.2223	Test loss: 0.0500
+Epoch 39 		Train Acc: 0.1913	Train loss: 0.0520	Test Acc: 0.2217	Test loss: 0.0502
+Epoch 40 		Train Acc: 0.1881	Train loss: 0.0519	Test Acc: 0.2238	Test loss: 0.0508
+Epoch 41 		Train Acc: 0.2034	Train loss: 0.0668	Test Acc: 0.2408	Test loss: 0.0482
+Epoch 42 		Train Acc: 0.2054	Train loss: 0.0531	Test Acc: 0.2475	Test loss: 0.0479
+Epoch 43 		Train Acc: 0.1989	Train loss: 0.0507	Test Acc: 0.2566	Test loss: 0.0473
+Epoch 44 		Train Acc: 0.2119	Train loss: 0.0502	Test Acc: 0.2485	Test loss: 0.0476
+Epoch 45 		Train Acc: 0.2108	Train loss: 0.0501	Test Acc: 0.2456	Test loss: 0.0481
+Epoch 46 		Train Acc: 0.2110	Train loss: 0.0503	Test Acc: 0.2621	Test loss: 0.0468
+Epoch 47 		Train Acc: 0.2175	Train loss: 0.0642	Test Acc: 0.2493	Test loss: 0.0487
+Epoch 48 		Train Acc: 0.2240	Train loss: 0.0490	Test Acc: 0.2674	Test loss: 0.0462
+Epoch 49 		Train Acc: 0.2239	Train loss: 0.0490	Test Acc: 0.2533	Test loss: 0.0481
+Epoch 50 		Train Acc: 0.2205	Train loss: 0.0490	Test Acc: 0.2531	Test loss: 0.0480
+Epoch 51 		Train Acc: 0.2244	Train loss: 0.0488	Test Acc: 0.2549	Test loss: 0.0474
+Epoch 52 		Train Acc: 0.2407	Train loss: 0.0638	Test Acc: 0.2520	Test loss: 0.0482
+Epoch 53 		Train Acc: 0.2369	Train loss: 0.0477	Test Acc: 0.2766	Test loss: 0.0461
+Epoch 54 		Train Acc: 0.2397	Train loss: 0.0474	Test Acc: 0.2737	Test loss: 0.0461
+Epoch 55 		Train Acc: 0.2304	Train loss: 0.0482	Test Acc: 0.2873	Test loss: 0.0447
+Epoch 56 		Train Acc: 0.2411	Train loss: 0.0501	Test Acc: 0.2640	Test loss: 0.0479
+Epoch 57 		Train Acc: 0.2571	Train loss: 0.0611	Test Acc: 0.2759	Test loss: 0.0460
+Epoch 58 		Train Acc: 0.2481	Train loss: 0.0464	Test Acc: 0.2848	Test loss: 0.0446
+Epoch 59 		Train Acc: 0.2449	Train loss: 0.0469	Test Acc: 0.2858	Test loss: 0.0451
+Epoch 60 		Train Acc: 0.2506	Train loss: 0.0465	Test Acc: 0.2902	Test loss: 0.0450
+Epoch 61 		Train Acc: 0.2586	Train loss: 0.0478	Test Acc: 0.2987	Test loss: 0.0443
+Epoch 62 		Train Acc: 0.2639	Train loss: 0.0605	Test Acc: 0.3029	Test loss: 0.0438
+Epoch 63 		Train Acc: 0.2622	Train loss: 0.0457	Test Acc: 0.3048	Test loss: 0.0433
+Epoch 64 		Train Acc: 0.2672	Train loss: 0.0455	Test Acc: 0.3066	Test loss: 0.0432
+Epoch 65 		Train Acc: 0.2710	Train loss: 0.0454	Test Acc: 0.2985	Test loss: 0.0445
+Epoch 66 		Train Acc: 0.2840	Train loss: 0.0456	Test Acc: 0.3153	Test loss: 0.0425
+Epoch 67 		Train Acc: 0.2773	Train loss: 0.0447	Test Acc: 0.3254	Test loss: 0.0419
+Epoch 68 		Train Acc: 0.2653	Train loss: 0.0575	Test Acc: 0.2952	Test loss: 0.0450
+Epoch 69 		Train Acc: 0.2729	Train loss: 0.0448	Test Acc: 0.3257	Test loss: 0.0414
+Epoch 70 		Train Acc: 0.2813	Train loss: 0.0442	Test Acc: 0.3154	Test loss: 0.0420
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 71 		Train Acc: 0.2991	Train loss: 0.0448	Test Acc: 0.0319	Test loss: 0.4426
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 72 		Train Acc: 0.2708	Train loss: 0.0456	Test Acc: 0.0432	Test loss: 0.2247
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 73 		Train Acc: 0.2592	Train loss: 0.0593	Test Acc: 0.0100	Test loss: 1.7603
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 74 		Train Acc: 0.2486	Train loss: 0.0472	Test Acc: 0.0321	Test loss: 0.4533
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 75 		Train Acc: 0.2568	Train loss: 0.0486	Test Acc: 0.0388	Test loss: 0.4882
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 76 		Train Acc: 0.2772	Train loss: 0.0448	Test Acc: 0.0699	Test loss: 0.1869
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 77 		Train Acc: 0.2775	Train loss: 0.0447	Test Acc: 0.0344	Test loss: 0.3318
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 37]
+Epoch 78 		Train Acc: 0.2752	Train loss: 0.0584	Test Acc: 0.0408	Test loss: 0.4645
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 16 22 24 26 37 39]
+Epoch 79 		Train Acc: 0.2668	Train loss: 0.0458	Test Acc: 0.2262	Test loss: 0.0584
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 16 22 31 37]
+Epoch 80 		Train Acc: 0.2872	Train loss: 0.0464	Test Acc: 0.1189	Test loss: 0.1124
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 16 22 24 31 32 37]
+Epoch 81 		Train Acc: 0.2853	Train loss: 0.0439	Test Acc: 0.2249	Test loss: 0.0554
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 16 22 24 31 32 37 38 39]
+Epoch 82 		Train Acc: 0.2930	Train loss: 0.0441	Test Acc: 0.2824	Test loss: 0.0478
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 16 22 24 31 32 37 39]
+Epoch 83 		Train Acc: 0.2860	Train loss: 0.0585	Test Acc: 0.2761	Test loss: 0.0472
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 16 24 31 37 39]
+Epoch 84 		Train Acc: 0.2801	Train loss: 0.0444	Test Acc: 0.0974	Test loss: 0.1441
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 24 31 37]
+Epoch 85 		Train Acc: 0.2999	Train loss: 0.0447	Test Acc: 0.1319	Test loss: 0.1014
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 24 37]
+Epoch 86 		Train Acc: 0.2947	Train loss: 0.0431	Test Acc: 0.1010	Test loss: 0.1556
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 37]
+Epoch 87 		Train Acc: 0.2907	Train loss: 0.0438	Test Acc: 0.0842	Test loss: 0.1654
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 24]
+Epoch 88 		Train Acc: 0.2815	Train loss: 0.0446	Test Acc: 0.0247	Test loss: 0.4476
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 19 33]
+Epoch 89 		Train Acc: 0.2751	Train loss: 0.0566	Test Acc: 0.0722	Test loss: 0.2037
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 33]
+Epoch 90 		Train Acc: 0.2963	Train loss: 0.0453	Test Acc: 0.0709	Test loss: 0.2089
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 33]
+Epoch 91 		Train Acc: 0.2976	Train loss: 0.0432	Test Acc: 0.0537	Test loss: 0.2258
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 33]
+Epoch 92 		Train Acc: 0.2909	Train loss: 0.0434	Test Acc: 0.0662	Test loss: 0.1904
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 93 		Train Acc: 0.2900	Train loss: 0.0436	Test Acc: 0.0476	Test loss: 0.2892
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 94 		Train Acc: 0.2979	Train loss: 0.0582	Test Acc: 0.0298	Test loss: 0.8554
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 24 32]
+Epoch 95 		Train Acc: 0.2889	Train loss: 0.0440	Test Acc: 0.2321	Test loss: 0.0616
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 24 32]
+Epoch 96 		Train Acc: 0.2849	Train loss: 0.0442	Test Acc: 0.1060	Test loss: 0.2835
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22 24 27 32 39]
+Epoch 97 		Train Acc: 0.2926	Train loss: 0.0439	Test Acc: 0.2818	Test loss: 0.0474
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22 24 27 32]
+Epoch 98 		Train Acc: 0.2932	Train loss: 0.0436	Test Acc: 0.2554	Test loss: 0.0554
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22 24 39]
+Epoch 99 		Train Acc: 0.2997	Train loss: 0.0577	Test Acc: 0.1280	Test loss: 0.1078
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 24]
+Epoch 100		Train Acc: 0.3557	Train loss: 0.0383	Test Acc: 0.2322	Test loss: 0.0601
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 24]
+Epoch 101		Train Acc: 0.3625	Train loss: 0.0385	Test Acc: 0.3119	Test loss: 0.0455
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 102		Train Acc: 0.3683	Train loss: 0.0378	Test Acc: 0.3422	Test loss: 0.0425
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 103		Train Acc: 0.3693	Train loss: 0.0377	Test Acc: 0.3586	Test loss: 0.0410
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 104		Train Acc: 0.3844	Train loss: 0.0504	Test Acc: 0.3638	Test loss: 0.0403
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 105		Train Acc: 0.3859	Train loss: 0.0365	Test Acc: 0.3601	Test loss: 0.0408
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 106		Train Acc: 0.3843	Train loss: 0.0369	Test Acc: 0.3647	Test loss: 0.0405
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 107		Train Acc: 0.3808	Train loss: 0.0372	Test Acc: 0.3667	Test loss: 0.0403
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 108		Train Acc: 0.3784	Train loss: 0.0370	Test Acc: 0.3677	Test loss: 0.0401
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 109		Train Acc: 0.3908	Train loss: 0.0381	Test Acc: 0.3687	Test loss: 0.0397
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 110		Train Acc: 0.3813	Train loss: 0.0475	Test Acc: 0.3667	Test loss: 0.0404
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 111		Train Acc: 0.3933	Train loss: 0.0364	Test Acc: 0.3627	Test loss: 0.0407
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 112		Train Acc: 0.3825	Train loss: 0.0370	Test Acc: 0.3647	Test loss: 0.0403
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 113		Train Acc: 0.3898	Train loss: 0.0384	Test Acc: 0.3748	Test loss: 0.0391
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 114		Train Acc: 0.3940	Train loss: 0.0364	Test Acc: 0.3786	Test loss: 0.0387
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 115		Train Acc: 0.3925	Train loss: 0.0468	Test Acc: 0.3774	Test loss: 0.0392
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 116		Train Acc: 0.3888	Train loss: 0.0366	Test Acc: 0.3696	Test loss: 0.0400
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 117		Train Acc: 0.3858	Train loss: 0.0369	Test Acc: 0.3734	Test loss: 0.0394
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 118		Train Acc: 0.4001	Train loss: 0.0377	Test Acc: 0.3772	Test loss: 0.0388
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 119		Train Acc: 0.3904	Train loss: 0.0363	Test Acc: 0.3744	Test loss: 0.0393
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 120		Train Acc: 0.3894	Train loss: 0.0471	Test Acc: 0.3620	Test loss: 0.0409
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 121		Train Acc: 0.3933	Train loss: 0.0365	Test Acc: 0.3563	Test loss: 0.0413
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 122		Train Acc: 0.3882	Train loss: 0.0367	Test Acc: 0.3700	Test loss: 0.0395
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 123		Train Acc: 0.3945	Train loss: 0.0374	Test Acc: 0.3716	Test loss: 0.0396
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 124		Train Acc: 0.3919	Train loss: 0.0364	Test Acc: 0.3754	Test loss: 0.0391
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 125		Train Acc: 0.3907	Train loss: 0.0466	Test Acc: 0.3764	Test loss: 0.0389
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 126		Train Acc: 0.3960	Train loss: 0.0360	Test Acc: 0.3652	Test loss: 0.0404
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 127		Train Acc: 0.3846	Train loss: 0.0367	Test Acc: 0.3594	Test loss: 0.0414
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 128		Train Acc: 0.4003	Train loss: 0.0373	Test Acc: 0.3654	Test loss: 0.0405
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 129		Train Acc: 0.3917	Train loss: 0.0366	Test Acc: 0.3720	Test loss: 0.0390
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 130		Train Acc: 0.3982	Train loss: 0.0361	Test Acc: 0.3736	Test loss: 0.0392
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 131		Train Acc: 0.3837	Train loss: 0.0483	Test Acc: 0.3660	Test loss: 0.0403
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 132		Train Acc: 0.3917	Train loss: 0.0376	Test Acc: 0.3757	Test loss: 0.0392
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 24]
+Epoch 133		Train Acc: 0.3937	Train loss: 0.0361	Test Acc: 0.3758	Test loss: 0.0390
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 24]
+Epoch 134		Train Acc: 0.3991	Train loss: 0.0362	Test Acc: 0.3675	Test loss: 0.0399
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 24]
+Epoch 135		Train Acc: 0.3951	Train loss: 0.0364	Test Acc: 0.3802	Test loss: 0.0382
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 24]
+Epoch 136		Train Acc: 0.3942	Train loss: 0.0457	Test Acc: 0.3829	Test loss: 0.0381
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 137		Train Acc: 0.3957	Train loss: 0.0376	Test Acc: 0.3606	Test loss: 0.0413
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14 20 22 24]
+Epoch 138		Train Acc: 0.3990	Train loss: 0.0359	Test Acc: 0.3881	Test loss: 0.0378
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14 20 22 23 24]
+Epoch 139		Train Acc: 0.3956	Train loss: 0.0364	Test Acc: 0.3930	Test loss: 0.0369
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14 22]
+Epoch 140		Train Acc: 0.3872	Train loss: 0.0363	Test Acc: 0.3729	Test loss: 0.0390
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14 16 22 23 24]
+Epoch 141		Train Acc: 0.3971	Train loss: 0.0462	Test Acc: 0.3794	Test loss: 0.0384
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14 16 22 23 24]
+Epoch 142		Train Acc: 0.3974	Train loss: 0.0372	Test Acc: 0.3918	Test loss: 0.0370
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 143		Train Acc: 0.3998	Train loss: 0.0361	Test Acc: 0.3650	Test loss: 0.0408
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 144		Train Acc: 0.3922	Train loss: 0.0361	Test Acc: 0.3451	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 145		Train Acc: 0.3915	Train loss: 0.0363	Test Acc: 0.3734	Test loss: 0.0396
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 146		Train Acc: 0.3877	Train loss: 0.0473	Test Acc: 0.3670	Test loss: 0.0398
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 147		Train Acc: 0.4001	Train loss: 0.0370	Test Acc: 0.3488	Test loss: 0.0423
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 148		Train Acc: 0.3986	Train loss: 0.0364	Test Acc: 0.3437	Test loss: 0.0429
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 149		Train Acc: 0.3911	Train loss: 0.0365	Test Acc: 0.3674	Test loss: 0.0400
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 150		Train Acc: 0.3898	Train loss: 0.0363	Test Acc: 0.3646	Test loss: 0.0405
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 151		Train Acc: 0.3907	Train loss: 0.0378	Test Acc: 0.3511	Test loss: 0.0429
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 152		Train Acc: 0.3984	Train loss: 0.0456	Test Acc: 0.3599	Test loss: 0.0415
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22 28 38]
+Epoch 153		Train Acc: 0.3934	Train loss: 0.0362	Test Acc: 0.3729	Test loss: 0.0389
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 154		Train Acc: 0.3937	Train loss: 0.0362	Test Acc: 0.3657	Test loss: 0.0401
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22]
+Epoch 155		Train Acc: 0.3932	Train loss: 0.0363	Test Acc: 0.3849	Test loss: 0.0382
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22]
+Epoch 156		Train Acc: 0.3958	Train loss: 0.0374	Test Acc: 0.3785	Test loss: 0.0388
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22]
+Epoch 157		Train Acc: 0.3916	Train loss: 0.0465	Test Acc: 0.3487	Test loss: 0.0429
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 158		Train Acc: 0.3945	Train loss: 0.0358	Test Acc: 0.3292	Test loss: 0.0457
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22 28]
+Epoch 159		Train Acc: 0.3896	Train loss: 0.0363	Test Acc: 0.3848	Test loss: 0.0380
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 18 19 22 28 35]
+Epoch 160		Train Acc: 0.4025	Train loss: 0.0358	Test Acc: 0.3962	Test loss: 0.0367
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 18 19 22 26 28 35]
+Epoch 161		Train Acc: 0.3961	Train loss: 0.0375	Test Acc: 0.3987	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 18 26 28 35]
+Epoch 162		Train Acc: 0.3900	Train loss: 0.0476	Test Acc: 0.3998	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 163		Train Acc: 0.4054	Train loss: 0.0352	Test Acc: 0.3990	Test loss: 0.0364
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14 20 26 28 32]
+Epoch 164		Train Acc: 0.4063	Train loss: 0.0353	Test Acc: 0.3993	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 26 28 32]
+Epoch 165		Train Acc: 0.4034	Train loss: 0.0354	Test Acc: 0.4006	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 28]
+Epoch 166		Train Acc: 0.3997	Train loss: 0.0369	Test Acc: 0.4030	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 28]
+Epoch 167		Train Acc: 0.4033	Train loss: 0.0463	Test Acc: 0.4030	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 26 28 33 34 36 37]
+Epoch 168		Train Acc: 0.4053	Train loss: 0.0356	Test Acc: 0.4042	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 26 27 28 33 34 36 37]
+Epoch 169		Train Acc: 0.4056	Train loss: 0.0355	Test Acc: 0.4036	Test loss: 0.0359
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 33 36]
+Epoch 170		Train Acc: 0.4019	Train loss: 0.0371	Test Acc: 0.4035	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 171		Train Acc: 0.4062	Train loss: 0.0353	Test Acc: 0.4027	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 172		Train Acc: 0.4013	Train loss: 0.0358	Test Acc: 0.4037	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 173		Train Acc: 0.4035	Train loss: 0.0459	Test Acc: 0.4043	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 174		Train Acc: 0.3999	Train loss: 0.0356	Test Acc: 0.4048	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 175		Train Acc: 0.4011	Train loss: 0.0372	Test Acc: 0.4043	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 176		Train Acc: 0.4094	Train loss: 0.0352	Test Acc: 0.4040	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 177		Train Acc: 0.4104	Train loss: 0.0354	Test Acc: 0.4040	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 178		Train Acc: 0.4017	Train loss: 0.0467	Test Acc: 0.4027	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 179		Train Acc: 0.3979	Train loss: 0.0355	Test Acc: 0.4029	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 27]
+Epoch 180		Train Acc: 0.4044	Train loss: 0.0369	Test Acc: 0.4033	Test loss: 0.0359
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 181		Train Acc: 0.4021	Train loss: 0.0355	Test Acc: 0.4034	Test loss: 0.0359
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 182		Train Acc: 0.3978	Train loss: 0.0358	Test Acc: 0.4033	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 25]
+Epoch 183		Train Acc: 0.4080	Train loss: 0.0460	Test Acc: 0.4031	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 184		Train Acc: 0.3934	Train loss: 0.0361	Test Acc: 0.4023	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 185		Train Acc: 0.4075	Train loss: 0.0371	Test Acc: 0.4034	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14 15 16 25 28 32 34 37 39]
+Epoch 186		Train Acc: 0.4113	Train loss: 0.0353	Test Acc: 0.4042	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 34]
+Epoch 187		Train Acc: 0.4014	Train loss: 0.0357	Test Acc: 0.4033	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 188		Train Acc: 0.3969	Train loss: 0.0468	Test Acc: 0.4022	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 189		Train Acc: 0.4032	Train loss: 0.0372	Test Acc: 0.4013	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 190		Train Acc: 0.4061	Train loss: 0.0353	Test Acc: 0.4021	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14]
+Epoch 191		Train Acc: 0.4052	Train loss: 0.0355	Test Acc: 0.4018	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14]
+Epoch 192		Train Acc: 0.4125	Train loss: 0.0353	Test Acc: 0.4014	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 193		Train Acc: 0.3952	Train loss: 0.0362	Test Acc: 0.4013	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 194		Train Acc: 0.4052	Train loss: 0.0478	Test Acc: 0.4035	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 195		Train Acc: 0.4052	Train loss: 0.0356	Test Acc: 0.4054	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 196		Train Acc: 0.4021	Train loss: 0.0358	Test Acc: 0.4045	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 197		Train Acc: 0.4048	Train loss: 0.0355	Test Acc: 0.4039	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 19 20 21 22 23 24
+ 25 26 27 28 29 30 32 33 34 35 36 37 38 39]
+Epoch 198		Train Acc: 0.4003	Train loss: 0.0356	Test Acc: 0.4013	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 19 20 21 22 23 24
+ 25 26 27 28 29 30 32 33 34 35 36 37 38 39]
+Epoch 199		Train Acc: 0.3938	Train loss: 0.0482	Test Acc: 0.4014	Test loss: 0.0360
+Training finished on Mon Mar  2 07:50:48 2026 using 45 minutes and 3 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.3_seed43_cfgFedAvg_CIFAR100_config_exp1.txt

@@ -0,0 +1,339 @@
+seed: 43, num_experiments: 5, experiment_id: 1, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 40, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 12, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25289211.0/flpoison_25289211_80/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.3_seed43_cfgFedAvg_CIFAR100_config_exp1.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Mon Mar  2 07:50:48 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0116	Train loss: 0.0750	Test Acc: 0.0107	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0196	Train loss: 0.0756	Test Acc: 0.0101	Test loss: 0.0723
+Epoch 2  		Train Acc: 0.0240	Train loss: 0.0736	Test Acc: 0.0198	Test loss: 0.0716
+Epoch 3  		Train Acc: 0.0314	Train loss: 0.0712	Test Acc: 0.0436	Test loss: 0.0682
+Epoch 4  		Train Acc: 0.0373	Train loss: 0.0722	Test Acc: 0.0365	Test loss: 0.0727
+Epoch 5  		Train Acc: 0.0449	Train loss: 0.0860	Test Acc: 0.0290	Test loss: 0.0867
+Epoch 6  		Train Acc: 0.0491	Train loss: 0.0665	Test Acc: 0.0529	Test loss: 0.0718
+Epoch 7  		Train Acc: 0.0584	Train loss: 0.0652	Test Acc: 0.0637	Test loss: 0.0684
+Epoch 8  		Train Acc: 0.0648	Train loss: 0.0643	Test Acc: 0.0599	Test loss: 0.0678
+Epoch 9  		Train Acc: 0.0724	Train loss: 0.0659	Test Acc: 0.0722	Test loss: 0.0656
+Epoch 10 		Train Acc: 0.0778	Train loss: 0.0802	Test Acc: 0.0831	Test loss: 0.0651
+Epoch 11 		Train Acc: 0.0794	Train loss: 0.0623	Test Acc: 0.0848	Test loss: 0.0644
+Epoch 12 		Train Acc: 0.0848	Train loss: 0.0618	Test Acc: 0.0990	Test loss: 0.0608
+Epoch 13 		Train Acc: 0.0852	Train loss: 0.0614	Test Acc: 0.1197	Test loss: 0.0592
+Epoch 14 		Train Acc: 0.1000	Train loss: 0.0626	Test Acc: 0.1172	Test loss: 0.0594
+Epoch 15 		Train Acc: 0.1023	Train loss: 0.0776	Test Acc: 0.1225	Test loss: 0.0585
+Epoch 16 		Train Acc: 0.1019	Train loss: 0.0599	Test Acc: 0.1267	Test loss: 0.0580
+Epoch 17 		Train Acc: 0.0966	Train loss: 0.0603	Test Acc: 0.1281	Test loss: 0.0588
+Epoch 18 		Train Acc: 0.1078	Train loss: 0.0622	Test Acc: 0.1486	Test loss: 0.0560
+Epoch 19 		Train Acc: 0.1211	Train loss: 0.0586	Test Acc: 0.1502	Test loss: 0.0563
+Epoch 20 		Train Acc: 0.1160	Train loss: 0.0750	Test Acc: 0.1473	Test loss: 0.0565
+Epoch 21 		Train Acc: 0.1146	Train loss: 0.0589	Test Acc: 0.1460	Test loss: 0.0562
+Epoch 22 		Train Acc: 0.1147	Train loss: 0.0583	Test Acc: 0.1515	Test loss: 0.0556
+Epoch 23 		Train Acc: 0.1263	Train loss: 0.0595	Test Acc: 0.1664	Test loss: 0.0547
+Epoch 24 		Train Acc: 0.1314	Train loss: 0.0572	Test Acc: 0.1722	Test loss: 0.0539
+Epoch 25 		Train Acc: 0.1339	Train loss: 0.0570	Test Acc: 0.1573	Test loss: 0.0553
+Epoch 26 		Train Acc: 0.1331	Train loss: 0.0724	Test Acc: 0.1745	Test loss: 0.0539
+Epoch 27 		Train Acc: 0.1380	Train loss: 0.0562	Test Acc: 0.1818	Test loss: 0.0533
+Epoch 28 		Train Acc: 0.1513	Train loss: 0.0575	Test Acc: 0.1913	Test loss: 0.0525
+Epoch 29 		Train Acc: 0.1486	Train loss: 0.0552	Test Acc: 0.1937	Test loss: 0.0523
+Epoch 30 		Train Acc: 0.1524	Train loss: 0.0550	Test Acc: 0.1927	Test loss: 0.0523
+Epoch 31 		Train Acc: 0.1568	Train loss: 0.0700	Test Acc: 0.1790	Test loss: 0.0539
+Epoch 32 		Train Acc: 0.1585	Train loss: 0.0548	Test Acc: 0.1962	Test loss: 0.0519
+Epoch 33 		Train Acc: 0.1743	Train loss: 0.0554	Test Acc: 0.2047	Test loss: 0.0511
+Epoch 34 		Train Acc: 0.1687	Train loss: 0.0538	Test Acc: 0.2193	Test loss: 0.0506
+Epoch 35 		Train Acc: 0.1721	Train loss: 0.0533	Test Acc: 0.2126	Test loss: 0.0507
+Epoch 36 		Train Acc: 0.1707	Train loss: 0.0688	Test Acc: 0.2169	Test loss: 0.0502
+Epoch 37 		Train Acc: 0.1728	Train loss: 0.0557	Test Acc: 0.2206	Test loss: 0.0504
+Epoch 38 		Train Acc: 0.1815	Train loss: 0.0527	Test Acc: 0.2262	Test loss: 0.0496
+Epoch 39 		Train Acc: 0.1763	Train loss: 0.0523	Test Acc: 0.2250	Test loss: 0.0492
+Epoch 40 		Train Acc: 0.1784	Train loss: 0.0524	Test Acc: 0.2284	Test loss: 0.0492
+Epoch 41 		Train Acc: 0.1908	Train loss: 0.0677	Test Acc: 0.2328	Test loss: 0.0494
+Epoch 42 		Train Acc: 0.1964	Train loss: 0.0539	Test Acc: 0.2360	Test loss: 0.0498
+Epoch 43 		Train Acc: 0.2000	Train loss: 0.0511	Test Acc: 0.2554	Test loss: 0.0476
+Epoch 44 		Train Acc: 0.2022	Train loss: 0.0507	Test Acc: 0.2549	Test loss: 0.0475
+Epoch 45 		Train Acc: 0.1977	Train loss: 0.0512	Test Acc: 0.2471	Test loss: 0.0482
+Epoch 46 		Train Acc: 0.2049	Train loss: 0.0508	Test Acc: 0.2509	Test loss: 0.0479
+Epoch 47 		Train Acc: 0.2156	Train loss: 0.0647	Test Acc: 0.2418	Test loss: 0.0496
+Epoch 48 		Train Acc: 0.2197	Train loss: 0.0495	Test Acc: 0.2716	Test loss: 0.0462
+Epoch 49 		Train Acc: 0.2186	Train loss: 0.0491	Test Acc: 0.2617	Test loss: 0.0469
+Epoch 50 		Train Acc: 0.2177	Train loss: 0.0498	Test Acc: 0.2655	Test loss: 0.0470
+Epoch 51 		Train Acc: 0.2151	Train loss: 0.0495	Test Acc: 0.2546	Test loss: 0.0478
+Epoch 52 		Train Acc: 0.2357	Train loss: 0.0626	Test Acc: 0.2492	Test loss: 0.0490
+Epoch 53 		Train Acc: 0.2287	Train loss: 0.0482	Test Acc: 0.2634	Test loss: 0.0481
+Epoch 54 		Train Acc: 0.2295	Train loss: 0.0483	Test Acc: 0.2871	Test loss: 0.0450
+Epoch 55 		Train Acc: 0.2294	Train loss: 0.0484	Test Acc: 0.2858	Test loss: 0.0453
+Epoch 56 		Train Acc: 0.2280	Train loss: 0.0505	Test Acc: 0.2806	Test loss: 0.0458
+Epoch 57 		Train Acc: 0.2458	Train loss: 0.0618	Test Acc: 0.2936	Test loss: 0.0446
+Epoch 58 		Train Acc: 0.2452	Train loss: 0.0474	Test Acc: 0.2863	Test loss: 0.0460
+Epoch 59 		Train Acc: 0.2415	Train loss: 0.0473	Test Acc: 0.2867	Test loss: 0.0459
+Epoch 60 		Train Acc: 0.2445	Train loss: 0.0472	Test Acc: 0.3000	Test loss: 0.0440
+Epoch 61 		Train Acc: 0.2506	Train loss: 0.0487	Test Acc: 0.2913	Test loss: 0.0444
+Epoch 62 		Train Acc: 0.2560	Train loss: 0.0608	Test Acc: 0.2858	Test loss: 0.0449
+Epoch 63 		Train Acc: 0.2541	Train loss: 0.0467	Test Acc: 0.2923	Test loss: 0.0444
+Epoch 64 		Train Acc: 0.2532	Train loss: 0.0463	Test Acc: 0.2950	Test loss: 0.0447
+Epoch 65 		Train Acc: 0.2563	Train loss: 0.0464	Test Acc: 0.3001	Test loss: 0.0442
+Epoch 66 		Train Acc: 0.2727	Train loss: 0.0468	Test Acc: 0.3140	Test loss: 0.0431
+Epoch 67 		Train Acc: 0.2699	Train loss: 0.0449	Test Acc: 0.3203	Test loss: 0.0431
+Epoch 68 		Train Acc: 0.2644	Train loss: 0.0572	Test Acc: 0.3039	Test loss: 0.0447
+Epoch 69 		Train Acc: 0.2669	Train loss: 0.0454	Test Acc: 0.3043	Test loss: 0.0438
+Epoch 70 		Train Acc: 0.2771	Train loss: 0.0452	Test Acc: 0.3217	Test loss: 0.0417
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22]
+Epoch 71 		Train Acc: 0.2918	Train loss: 0.0452	Test Acc: 0.0592	Test loss: 0.2356
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 72 		Train Acc: 0.2569	Train loss: 0.0464	Test Acc: 0.0972	Test loss: 0.1291
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22 27]
+Epoch 73 		Train Acc: 0.2576	Train loss: 0.0597	Test Acc: 0.0227	Test loss: 0.7359
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22]
+Epoch 74 		Train Acc: 0.2493	Train loss: 0.0476	Test Acc: 0.0260	Test loss: 0.7227
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22]
+Epoch 75 		Train Acc: 0.2461	Train loss: 0.0494	Test Acc: 0.0309	Test loss: 0.3831
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22 35]
+Epoch 76 		Train Acc: 0.2660	Train loss: 0.0457	Test Acc: 0.0490	Test loss: 0.1962
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 77 		Train Acc: 0.2619	Train loss: 0.0463	Test Acc: 0.0468	Test loss: 0.2405
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 78 		Train Acc: 0.2650	Train loss: 0.0598	Test Acc: 0.0536	Test loss: 0.2410
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 79 		Train Acc: 0.2622	Train loss: 0.0463	Test Acc: 0.0758	Test loss: 0.2443
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 80 		Train Acc: 0.2707	Train loss: 0.0478	Test Acc: 0.0954	Test loss: 0.1467
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 25 36]
+Epoch 81 		Train Acc: 0.2746	Train loss: 0.0454	Test Acc: 0.0962	Test loss: 0.1303
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 25]
+Epoch 82 		Train Acc: 0.2784	Train loss: 0.0450	Test Acc: 0.0842	Test loss: 0.1604
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 25]
+Epoch 83 		Train Acc: 0.2743	Train loss: 0.0590	Test Acc: 0.0256	Test loss: 0.3592
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 84 		Train Acc: 0.2654	Train loss: 0.0462	Test Acc: 0.0463	Test loss: 0.2149
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 85 		Train Acc: 0.2774	Train loss: 0.0467	Test Acc: 0.0319	Test loss: 0.4785
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 25]
+Epoch 86 		Train Acc: 0.2806	Train loss: 0.0450	Test Acc: 0.1954	Test loss: 0.0674
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 87 		Train Acc: 0.2800	Train loss: 0.0449	Test Acc: 0.0299	Test loss: 0.3600
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 88 		Train Acc: 0.2639	Train loss: 0.0458	Test Acc: 0.0491	Test loss: 0.1981
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 25 39]
+Epoch 89 		Train Acc: 0.2708	Train loss: 0.0576	Test Acc: 0.0872	Test loss: 0.1570
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 25]
+Epoch 90 		Train Acc: 0.2924	Train loss: 0.0455	Test Acc: 0.1148	Test loss: 0.1412
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 91 		Train Acc: 0.2812	Train loss: 0.0448	Test Acc: 0.0490	Test loss: 0.3246
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 23 39]
+Epoch 92 		Train Acc: 0.2760	Train loss: 0.0448	Test Acc: 0.2253	Test loss: 0.0639
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 23 24 31 39]
+Epoch 93 		Train Acc: 0.2774	Train loss: 0.0447	Test Acc: 0.2101	Test loss: 0.0673
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 31 35 39]
+Epoch 94 		Train Acc: 0.2755	Train loss: 0.0591	Test Acc: 0.2120	Test loss: 0.0706
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14 23 25 29 31 35 39]
+Epoch 95 		Train Acc: 0.2867	Train loss: 0.0439	Test Acc: 0.3181	Test loss: 0.0429
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 29 31 32 35 39]
+Epoch 96 		Train Acc: 0.2817	Train loss: 0.0439	Test Acc: 0.2797	Test loss: 0.0483
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 25 29 31 39]
+Epoch 97 		Train Acc: 0.2948	Train loss: 0.0442	Test Acc: 0.2496	Test loss: 0.0552
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 39]
+Epoch 98 		Train Acc: 0.3044	Train loss: 0.0433	Test Acc: 0.1189	Test loss: 0.1337
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 39]
+Epoch 99 		Train Acc: 0.2991	Train loss: 0.0582	Test Acc: 0.1462	Test loss: 0.1040
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 29 38 39]
+Epoch 100		Train Acc: 0.3544	Train loss: 0.0395	Test Acc: 0.2527	Test loss: 0.0578
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 38 39]
+Epoch 101		Train Acc: 0.3643	Train loss: 0.0388	Test Acc: 0.3051	Test loss: 0.0475
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 102		Train Acc: 0.3589	Train loss: 0.0385	Test Acc: 0.3288	Test loss: 0.0442
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 18]
+Epoch 103		Train Acc: 0.3730	Train loss: 0.0380	Test Acc: 0.3464	Test loss: 0.0415
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 28]
+Epoch 104		Train Acc: 0.3716	Train loss: 0.0505	Test Acc: 0.3583	Test loss: 0.0400
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 28]
+Epoch 105		Train Acc: 0.3767	Train loss: 0.0376	Test Acc: 0.3616	Test loss: 0.0395
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 106		Train Acc: 0.3764	Train loss: 0.0377	Test Acc: 0.3595	Test loss: 0.0398
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 107		Train Acc: 0.3748	Train loss: 0.0379	Test Acc: 0.3613	Test loss: 0.0398
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 108		Train Acc: 0.3751	Train loss: 0.0379	Test Acc: 0.3643	Test loss: 0.0397
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 109		Train Acc: 0.3821	Train loss: 0.0388	Test Acc: 0.3670	Test loss: 0.0399
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 110		Train Acc: 0.3789	Train loss: 0.0480	Test Acc: 0.3598	Test loss: 0.0405
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 111		Train Acc: 0.3833	Train loss: 0.0375	Test Acc: 0.3586	Test loss: 0.0405
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 112		Train Acc: 0.3706	Train loss: 0.0378	Test Acc: 0.3681	Test loss: 0.0395
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 113		Train Acc: 0.3764	Train loss: 0.0393	Test Acc: 0.3727	Test loss: 0.0390
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 114		Train Acc: 0.3818	Train loss: 0.0375	Test Acc: 0.3699	Test loss: 0.0395
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 115		Train Acc: 0.3831	Train loss: 0.0475	Test Acc: 0.3636	Test loss: 0.0401
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 116		Train Acc: 0.3796	Train loss: 0.0374	Test Acc: 0.3674	Test loss: 0.0396
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 117		Train Acc: 0.3872	Train loss: 0.0371	Test Acc: 0.3726	Test loss: 0.0391
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 118		Train Acc: 0.3832	Train loss: 0.0389	Test Acc: 0.3684	Test loss: 0.0394
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 119		Train Acc: 0.3853	Train loss: 0.0372	Test Acc: 0.3611	Test loss: 0.0405
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 120		Train Acc: 0.3762	Train loss: 0.0494	Test Acc: 0.3616	Test loss: 0.0405
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 121		Train Acc: 0.3850	Train loss: 0.0372	Test Acc: 0.3668	Test loss: 0.0396
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 122		Train Acc: 0.3782	Train loss: 0.0372	Test Acc: 0.3737	Test loss: 0.0387
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 123		Train Acc: 0.3826	Train loss: 0.0387	Test Acc: 0.3692	Test loss: 0.0392
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 36]
+Epoch 124		Train Acc: 0.3845	Train loss: 0.0372	Test Acc: 0.3623	Test loss: 0.0399
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 36]
+Epoch 125		Train Acc: 0.3779	Train loss: 0.0494	Test Acc: 0.3687	Test loss: 0.0395
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 36]
+Epoch 126		Train Acc: 0.3892	Train loss: 0.0368	Test Acc: 0.3738	Test loss: 0.0389
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 36]
+Epoch 127		Train Acc: 0.3816	Train loss: 0.0374	Test Acc: 0.3744	Test loss: 0.0389
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 36]
+Epoch 128		Train Acc: 0.3847	Train loss: 0.0387	Test Acc: 0.3676	Test loss: 0.0394
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 129		Train Acc: 0.3914	Train loss: 0.0369	Test Acc: 0.3687	Test loss: 0.0395
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 36]
+Epoch 130		Train Acc: 0.3792	Train loss: 0.0373	Test Acc: 0.3675	Test loss: 0.0395
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 131		Train Acc: 0.3816	Train loss: 0.0478	Test Acc: 0.3573	Test loss: 0.0406
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22]
+Epoch 132		Train Acc: 0.3833	Train loss: 0.0387	Test Acc: 0.3718	Test loss: 0.0389
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22]
+Epoch 133		Train Acc: 0.3903	Train loss: 0.0368	Test Acc: 0.3711	Test loss: 0.0388
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22]
+Epoch 134		Train Acc: 0.3905	Train loss: 0.0369	Test Acc: 0.3574	Test loss: 0.0403
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22]
+Epoch 135		Train Acc: 0.3712	Train loss: 0.0378	Test Acc: 0.3656	Test loss: 0.0394
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 136		Train Acc: 0.3924	Train loss: 0.0475	Test Acc: 0.3644	Test loss: 0.0397
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22]
+Epoch 137		Train Acc: 0.3864	Train loss: 0.0387	Test Acc: 0.3691	Test loss: 0.0393
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22 28]
+Epoch 138		Train Acc: 0.3959	Train loss: 0.0366	Test Acc: 0.3778	Test loss: 0.0380
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22 28]
+Epoch 139		Train Acc: 0.3795	Train loss: 0.0370	Test Acc: 0.3766	Test loss: 0.0386
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 15 22 23 24 28]
+Epoch 140		Train Acc: 0.3877	Train loss: 0.0369	Test Acc: 0.3771	Test loss: 0.0382
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 15 22 23 24 27 28]
+Epoch 141		Train Acc: 0.3779	Train loss: 0.0482	Test Acc: 0.3855	Test loss: 0.0371
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 15 22 23 27 28 33]
+Epoch 142		Train Acc: 0.3883	Train loss: 0.0381	Test Acc: 0.3787	Test loss: 0.0379
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 15 22 23 27 28 29 33]
+Epoch 143		Train Acc: 0.3905	Train loss: 0.0365	Test Acc: 0.3805	Test loss: 0.0375
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22 23 28 29]
+Epoch 144		Train Acc: 0.3868	Train loss: 0.0371	Test Acc: 0.3800	Test loss: 0.0381
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22 28 29]
+Epoch 145		Train Acc: 0.3889	Train loss: 0.0368	Test Acc: 0.3723	Test loss: 0.0394
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 28 29 33]
+Epoch 146		Train Acc: 0.3827	Train loss: 0.0483	Test Acc: 0.3805	Test loss: 0.0379
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 28 29]
+Epoch 147		Train Acc: 0.3878	Train loss: 0.0382	Test Acc: 0.3692	Test loss: 0.0389
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 148		Train Acc: 0.3896	Train loss: 0.0369	Test Acc: 0.3435	Test loss: 0.0426
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 149		Train Acc: 0.3905	Train loss: 0.0367	Test Acc: 0.3566	Test loss: 0.0416
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 150		Train Acc: 0.3877	Train loss: 0.0372	Test Acc: 0.3714	Test loss: 0.0395
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 151		Train Acc: 0.3787	Train loss: 0.0386	Test Acc: 0.3700	Test loss: 0.0390
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 28]
+Epoch 152		Train Acc: 0.3831	Train loss: 0.0476	Test Acc: 0.3674	Test loss: 0.0394
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 28]
+Epoch 153		Train Acc: 0.3909	Train loss: 0.0368	Test Acc: 0.3731	Test loss: 0.0387
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20]
+Epoch 154		Train Acc: 0.3846	Train loss: 0.0371	Test Acc: 0.3677	Test loss: 0.0393
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20]
+Epoch 155		Train Acc: 0.3781	Train loss: 0.0372	Test Acc: 0.3616	Test loss: 0.0401
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 37]
+Epoch 156		Train Acc: 0.3895	Train loss: 0.0385	Test Acc: 0.3785	Test loss: 0.0384
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 37]
+Epoch 157		Train Acc: 0.3905	Train loss: 0.0480	Test Acc: 0.3653	Test loss: 0.0401
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 37]
+Epoch 158		Train Acc: 0.3894	Train loss: 0.0368	Test Acc: 0.3769	Test loss: 0.0385
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 37]
+Epoch 159		Train Acc: 0.3751	Train loss: 0.0375	Test Acc: 0.3706	Test loss: 0.0387
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 22 37]
+Epoch 160		Train Acc: 0.3924	Train loss: 0.0366	Test Acc: 0.3815	Test loss: 0.0375
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 16 20 22 32 37]
+Epoch 161		Train Acc: 0.3967	Train loss: 0.0377	Test Acc: 0.3884	Test loss: 0.0370
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22]
+Epoch 162		Train Acc: 0.3948	Train loss: 0.0464	Test Acc: 0.3901	Test loss: 0.0368
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22]
+Epoch 163		Train Acc: 0.4014	Train loss: 0.0363	Test Acc: 0.3904	Test loss: 0.0367
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 16 22 29 38 39]
+Epoch 164		Train Acc: 0.3929	Train loss: 0.0364	Test Acc: 0.3906	Test loss: 0.0367
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22 39]
+Epoch 165		Train Acc: 0.3927	Train loss: 0.0365	Test Acc: 0.3896	Test loss: 0.0367
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14 22 39]
+Epoch 166		Train Acc: 0.3986	Train loss: 0.0377	Test Acc: 0.3878	Test loss: 0.0367
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22 39]
+Epoch 167		Train Acc: 0.3909	Train loss: 0.0478	Test Acc: 0.3882	Test loss: 0.0367
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22 39]
+Epoch 168		Train Acc: 0.4006	Train loss: 0.0365	Test Acc: 0.3894	Test loss: 0.0367
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 39]
+Epoch 169		Train Acc: 0.3922	Train loss: 0.0365	Test Acc: 0.3899	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 170		Train Acc: 0.3933	Train loss: 0.0377	Test Acc: 0.3903	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 171		Train Acc: 0.3949	Train loss: 0.0362	Test Acc: 0.3905	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 172		Train Acc: 0.3946	Train loss: 0.0364	Test Acc: 0.3894	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 173		Train Acc: 0.3903	Train loss: 0.0468	Test Acc: 0.3893	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 174		Train Acc: 0.3963	Train loss: 0.0364	Test Acc: 0.3898	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 17 25 35]
+Epoch 175		Train Acc: 0.3990	Train loss: 0.0375	Test Acc: 0.3901	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 17]
+Epoch 176		Train Acc: 0.4026	Train loss: 0.0360	Test Acc: 0.3911	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 177		Train Acc: 0.3946	Train loss: 0.0366	Test Acc: 0.3903	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 178		Train Acc: 0.3856	Train loss: 0.0476	Test Acc: 0.3895	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 179		Train Acc: 0.4023	Train loss: 0.0359	Test Acc: 0.3895	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 180		Train Acc: 0.3928	Train loss: 0.0379	Test Acc: 0.3908	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 181		Train Acc: 0.3941	Train loss: 0.0365	Test Acc: 0.3899	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 182		Train Acc: 0.3951	Train loss: 0.0364	Test Acc: 0.3899	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 183		Train Acc: 0.3969	Train loss: 0.0467	Test Acc: 0.3910	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 184		Train Acc: 0.4019	Train loss: 0.0361	Test Acc: 0.3911	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 185		Train Acc: 0.3925	Train loss: 0.0376	Test Acc: 0.3898	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 186		Train Acc: 0.3942	Train loss: 0.0366	Test Acc: 0.3899	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 25]
+Epoch 187		Train Acc: 0.3910	Train loss: 0.0363	Test Acc: 0.3904	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 25 29]
+Epoch 188		Train Acc: 0.4004	Train loss: 0.0467	Test Acc: 0.3902	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 17 25 29 39]
+Epoch 189		Train Acc: 0.3964	Train loss: 0.0376	Test Acc: 0.3913	Test loss: 0.0365
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 17 25 29 34 37 39]
+Epoch 190		Train Acc: 0.3974	Train loss: 0.0361	Test Acc: 0.3920	Test loss: 0.0365
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 17 25 29 30 34 39]
+Epoch 191		Train Acc: 0.3965	Train loss: 0.0364	Test Acc: 0.3916	Test loss: 0.0365
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 25 29]
+Epoch 192		Train Acc: 0.4041	Train loss: 0.0362	Test Acc: 0.3902	Test loss: 0.0365
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 29]
+Epoch 193		Train Acc: 0.3935	Train loss: 0.0366	Test Acc: 0.3900	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 16 29]
+Epoch 194		Train Acc: 0.3906	Train loss: 0.0488	Test Acc: 0.3902	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 16 29]
+Epoch 195		Train Acc: 0.3930	Train loss: 0.0364	Test Acc: 0.3912	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 16 29]
+Epoch 196		Train Acc: 0.4000	Train loss: 0.0360	Test Acc: 0.3910	Test loss: 0.0365
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 16]
+Epoch 197		Train Acc: 0.3979	Train loss: 0.0364	Test Acc: 0.3907	Test loss: 0.0365
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 16]
+Epoch 198		Train Acc: 0.3977	Train loss: 0.0363	Test Acc: 0.3919	Test loss: 0.0365
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 16]
+Epoch 199		Train Acc: 0.3874	Train loss: 0.0485	Test Acc: 0.3931	Test loss: 0.0365
+Training finished on Mon Mar  2 08:35:31 2026 using 44 minutes and 42 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.3_seed44_cfgFedAvg_CIFAR100_config_exp2.txt

@@ -0,0 +1,350 @@
+seed: 44, num_experiments: 5, experiment_id: 2, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 40, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 12, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25289211.0/flpoison_25289211_80/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.3_seed44_cfgFedAvg_CIFAR100_config_exp2.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Mon Mar  2 08:35:31 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0120	Train loss: 0.0747	Test Acc: 0.0076	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0163	Train loss: 0.0750	Test Acc: 0.0100	Test loss: 0.0723
+Epoch 2  		Train Acc: 0.0246	Train loss: 0.0736	Test Acc: 0.0279	Test loss: 0.0710
+Epoch 3  		Train Acc: 0.0293	Train loss: 0.0721	Test Acc: 0.0419	Test loss: 0.0690
+Epoch 4  		Train Acc: 0.0384	Train loss: 0.0727	Test Acc: 0.0452	Test loss: 0.0681
+Epoch 5  		Train Acc: 0.0476	Train loss: 0.0863	Test Acc: 0.0473	Test loss: 0.0726
+Epoch 6  		Train Acc: 0.0532	Train loss: 0.0664	Test Acc: 0.0254	Test loss: 0.0861
+Epoch 7  		Train Acc: 0.0571	Train loss: 0.0654	Test Acc: 0.0260	Test loss: 0.1104
+Epoch 8  		Train Acc: 0.0653	Train loss: 0.0646	Test Acc: 0.0541	Test loss: 0.0723
+Epoch 9  		Train Acc: 0.0762	Train loss: 0.0655	Test Acc: 0.0549	Test loss: 0.0723
+Epoch 10 		Train Acc: 0.0791	Train loss: 0.0799	Test Acc: 0.0647	Test loss: 0.0684
+Epoch 11 		Train Acc: 0.0820	Train loss: 0.0621	Test Acc: 0.0795	Test loss: 0.0660
+Epoch 12 		Train Acc: 0.0932	Train loss: 0.0613	Test Acc: 0.0911	Test loss: 0.0642
+Epoch 13 		Train Acc: 0.0972	Train loss: 0.0610	Test Acc: 0.0955	Test loss: 0.0632
+Epoch 14 		Train Acc: 0.1035	Train loss: 0.0623	Test Acc: 0.1229	Test loss: 0.0588
+Epoch 15 		Train Acc: 0.0993	Train loss: 0.0778	Test Acc: 0.1301	Test loss: 0.0577
+Epoch 16 		Train Acc: 0.1040	Train loss: 0.0596	Test Acc: 0.1394	Test loss: 0.0569
+Epoch 17 		Train Acc: 0.1062	Train loss: 0.0594	Test Acc: 0.1329	Test loss: 0.0578
+Epoch 18 		Train Acc: 0.1121	Train loss: 0.0615	Test Acc: 0.1415	Test loss: 0.0567
+Epoch 19 		Train Acc: 0.1236	Train loss: 0.0582	Test Acc: 0.1519	Test loss: 0.0556
+Epoch 20 		Train Acc: 0.1213	Train loss: 0.0757	Test Acc: 0.1447	Test loss: 0.0561
+Epoch 21 		Train Acc: 0.1299	Train loss: 0.0579	Test Acc: 0.1466	Test loss: 0.0569
+Epoch 22 		Train Acc: 0.1301	Train loss: 0.0572	Test Acc: 0.1581	Test loss: 0.0551
+Epoch 23 		Train Acc: 0.1389	Train loss: 0.0590	Test Acc: 0.1484	Test loss: 0.0557
+Epoch 24 		Train Acc: 0.1394	Train loss: 0.0565	Test Acc: 0.1777	Test loss: 0.0532
+Epoch 25 		Train Acc: 0.1357	Train loss: 0.0563	Test Acc: 0.1777	Test loss: 0.0539
+Epoch 26 		Train Acc: 0.1324	Train loss: 0.0718	Test Acc: 0.1744	Test loss: 0.0541
+Epoch 27 		Train Acc: 0.1528	Train loss: 0.0553	Test Acc: 0.1766	Test loss: 0.0530
+Epoch 28 		Train Acc: 0.1560	Train loss: 0.0567	Test Acc: 0.1955	Test loss: 0.0520
+Epoch 29 		Train Acc: 0.1612	Train loss: 0.0543	Test Acc: 0.1994	Test loss: 0.0520
+Epoch 30 		Train Acc: 0.1579	Train loss: 0.0548	Test Acc: 0.2110	Test loss: 0.0508
+Epoch 31 		Train Acc: 0.1642	Train loss: 0.0692	Test Acc: 0.2112	Test loss: 0.0507
+Epoch 32 		Train Acc: 0.1668	Train loss: 0.0534	Test Acc: 0.1986	Test loss: 0.0516
+Epoch 33 		Train Acc: 0.1731	Train loss: 0.0558	Test Acc: 0.2150	Test loss: 0.0499
+Epoch 34 		Train Acc: 0.1796	Train loss: 0.0528	Test Acc: 0.2171	Test loss: 0.0506
+Epoch 35 		Train Acc: 0.1826	Train loss: 0.0525	Test Acc: 0.2133	Test loss: 0.0510
+Epoch 36 		Train Acc: 0.1779	Train loss: 0.0684	Test Acc: 0.2208	Test loss: 0.0505
+Epoch 37 		Train Acc: 0.1746	Train loss: 0.0553	Test Acc: 0.2255	Test loss: 0.0494
+Epoch 38 		Train Acc: 0.1994	Train loss: 0.0513	Test Acc: 0.2277	Test loss: 0.0492
+Epoch 39 		Train Acc: 0.1942	Train loss: 0.0514	Test Acc: 0.2244	Test loss: 0.0507
+Epoch 40 		Train Acc: 0.1972	Train loss: 0.0512	Test Acc: 0.2324	Test loss: 0.0490
+Epoch 41 		Train Acc: 0.1926	Train loss: 0.0672	Test Acc: 0.2476	Test loss: 0.0480
+Epoch 42 		Train Acc: 0.1946	Train loss: 0.0539	Test Acc: 0.2313	Test loss: 0.0487
+Epoch 43 		Train Acc: 0.2048	Train loss: 0.0501	Test Acc: 0.2334	Test loss: 0.0491
+Epoch 44 		Train Acc: 0.2122	Train loss: 0.0499	Test Acc: 0.2427	Test loss: 0.0484
+Epoch 45 		Train Acc: 0.2051	Train loss: 0.0505	Test Acc: 0.2513	Test loss: 0.0473
+Epoch 46 		Train Acc: 0.2104	Train loss: 0.0500	Test Acc: 0.2609	Test loss: 0.0466
+Epoch 47 		Train Acc: 0.2122	Train loss: 0.0651	Test Acc: 0.2507	Test loss: 0.0480
+Epoch 48 		Train Acc: 0.2309	Train loss: 0.0482	Test Acc: 0.2576	Test loss: 0.0472
+Epoch 49 		Train Acc: 0.2300	Train loss: 0.0485	Test Acc: 0.2630	Test loss: 0.0467
+Epoch 50 		Train Acc: 0.2320	Train loss: 0.0485	Test Acc: 0.2709	Test loss: 0.0461
+Epoch 51 		Train Acc: 0.2249	Train loss: 0.0490	Test Acc: 0.2813	Test loss: 0.0452
+Epoch 52 		Train Acc: 0.2446	Train loss: 0.0624	Test Acc: 0.2662	Test loss: 0.0464
+Epoch 53 		Train Acc: 0.2405	Train loss: 0.0473	Test Acc: 0.2760	Test loss: 0.0456
+Epoch 54 		Train Acc: 0.2421	Train loss: 0.0472	Test Acc: 0.2919	Test loss: 0.0452
+Epoch 55 		Train Acc: 0.2408	Train loss: 0.0479	Test Acc: 0.2740	Test loss: 0.0469
+Epoch 56 		Train Acc: 0.2411	Train loss: 0.0497	Test Acc: 0.2706	Test loss: 0.0465
+Epoch 57 		Train Acc: 0.2553	Train loss: 0.0606	Test Acc: 0.2897	Test loss: 0.0450
+Epoch 58 		Train Acc: 0.2552	Train loss: 0.0463	Test Acc: 0.3008	Test loss: 0.0435
+Epoch 59 		Train Acc: 0.2549	Train loss: 0.0462	Test Acc: 0.2939	Test loss: 0.0450
+Epoch 60 		Train Acc: 0.2524	Train loss: 0.0461	Test Acc: 0.3051	Test loss: 0.0436
+Epoch 61 		Train Acc: 0.2635	Train loss: 0.0476	Test Acc: 0.2880	Test loss: 0.0456
+Epoch 62 		Train Acc: 0.2616	Train loss: 0.0609	Test Acc: 0.2912	Test loss: 0.0443
+Epoch 63 		Train Acc: 0.2600	Train loss: 0.0462	Test Acc: 0.3127	Test loss: 0.0425
+Epoch 64 		Train Acc: 0.2644	Train loss: 0.0450	Test Acc: 0.3073	Test loss: 0.0435
+Epoch 65 		Train Acc: 0.2635	Train loss: 0.0452	Test Acc: 0.3165	Test loss: 0.0427
+Epoch 66 		Train Acc: 0.2869	Train loss: 0.0459	Test Acc: 0.3189	Test loss: 0.0425
+Epoch 67 		Train Acc: 0.2753	Train loss: 0.0445	Test Acc: 0.3080	Test loss: 0.0433
+Epoch 68 		Train Acc: 0.2832	Train loss: 0.0552	Test Acc: 0.3196	Test loss: 0.0419
+Epoch 69 		Train Acc: 0.2777	Train loss: 0.0445	Test Acc: 0.3366	Test loss: 0.0414
+Epoch 70 		Train Acc: 0.2763	Train loss: 0.0444	Test Acc: 0.3295	Test loss: 0.0421
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 71 		Train Acc: 0.2902	Train loss: 0.0446	Test Acc: 0.0387	Test loss: 0.2612
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 72 		Train Acc: 0.2787	Train loss: 0.0451	Test Acc: 0.0831	Test loss: 0.1358
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 73 		Train Acc: 0.2575	Train loss: 0.0592	Test Acc: 0.0129	Test loss: 1.4215
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 74 		Train Acc: 0.2560	Train loss: 0.0462	Test Acc: 0.0154	Test loss: 0.3902
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 75 		Train Acc: 0.2744	Train loss: 0.0473	Test Acc: 0.0445	Test loss: 0.2314
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 76 		Train Acc: 0.2789	Train loss: 0.0447	Test Acc: 0.0591	Test loss: 0.2178
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 77 		Train Acc: 0.2717	Train loss: 0.0452	Test Acc: 0.0150	Test loss: 0.5180
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 78 		Train Acc: 0.2762	Train loss: 0.0582	Test Acc: 0.0267	Test loss: 0.2860
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 35]
+Epoch 79 		Train Acc: 0.2679	Train loss: 0.0451	Test Acc: 0.0458	Test loss: 0.2355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 35 36]
+Epoch 80 		Train Acc: 0.2745	Train loss: 0.0464	Test Acc: 0.0650	Test loss: 0.1651
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 35]
+Epoch 81 		Train Acc: 0.2855	Train loss: 0.0436	Test Acc: 0.0371	Test loss: 0.3415
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 35 37]
+Epoch 82 		Train Acc: 0.2858	Train loss: 0.0444	Test Acc: 0.1378	Test loss: 0.1173
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 35 37]
+Epoch 83 		Train Acc: 0.2827	Train loss: 0.0592	Test Acc: 0.1636	Test loss: 0.0865
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 28 35 37]
+Epoch 84 		Train Acc: 0.2744	Train loss: 0.0455	Test Acc: 0.1389	Test loss: 0.0954
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 37]
+Epoch 85 		Train Acc: 0.2927	Train loss: 0.0454	Test Acc: 0.1186	Test loss: 0.1077
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 26 28 29 30 35 36 37]
+Epoch 86 		Train Acc: 0.2919	Train loss: 0.0438	Test Acc: 0.2455	Test loss: 0.0517
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 87 		Train Acc: 0.2882	Train loss: 0.0437	Test Acc: 0.0187	Test loss: 0.5442
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 88 		Train Acc: 0.2797	Train loss: 0.0443	Test Acc: 0.1759	Test loss: 0.0773
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 89 		Train Acc: 0.2724	Train loss: 0.0570	Test Acc: 0.0735	Test loss: 0.1974
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 90 		Train Acc: 0.2958	Train loss: 0.0453	Test Acc: 0.0324	Test loss: 0.4153
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 91 		Train Acc: 0.2896	Train loss: 0.0438	Test Acc: 0.0627	Test loss: 0.2119
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 31 35]
+Epoch 92 		Train Acc: 0.2893	Train loss: 0.0440	Test Acc: 0.1245	Test loss: 0.1124
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 35]
+Epoch 93 		Train Acc: 0.2831	Train loss: 0.0444	Test Acc: 0.0479	Test loss: 0.2830
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14 24]
+Epoch 94 		Train Acc: 0.2887	Train loss: 0.0574	Test Acc: 0.1843	Test loss: 0.0727
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14 24 34 35]
+Epoch 95 		Train Acc: 0.3042	Train loss: 0.0426	Test Acc: 0.2192	Test loss: 0.0633
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14 24 25 34 35]
+Epoch 96 		Train Acc: 0.3025	Train loss: 0.0431	Test Acc: 0.2722	Test loss: 0.0509
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14 24 25 34 35]
+Epoch 97 		Train Acc: 0.3009	Train loss: 0.0428	Test Acc: 0.2662	Test loss: 0.0512
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14 24 25 34]
+Epoch 98 		Train Acc: 0.3039	Train loss: 0.0429	Test Acc: 0.1912	Test loss: 0.0742
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14 15 16 20 24 25 27 28 34 36]
+Epoch 99 		Train Acc: 0.3127	Train loss: 0.0561	Test Acc: 0.3104	Test loss: 0.0444
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14 15 16 20 24 25 27 28 29 34 36 37]
+Epoch 100		Train Acc: 0.3640	Train loss: 0.0380	Test Acc: 0.3419	Test loss: 0.0407
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14 16 20 24 25 27 28 29 34 36 37]
+Epoch 101		Train Acc: 0.3688	Train loss: 0.0375	Test Acc: 0.3674	Test loss: 0.0390
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 16 20 24 27 34 36 37]
+Epoch 102		Train Acc: 0.3843	Train loss: 0.0368	Test Acc: 0.3767	Test loss: 0.0383
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 16 20 36]
+Epoch 103		Train Acc: 0.3823	Train loss: 0.0369	Test Acc: 0.3785	Test loss: 0.0382
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 36 37]
+Epoch 104		Train Acc: 0.3792	Train loss: 0.0505	Test Acc: 0.3738	Test loss: 0.0385
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 105		Train Acc: 0.3961	Train loss: 0.0359	Test Acc: 0.3663	Test loss: 0.0396
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 106		Train Acc: 0.3930	Train loss: 0.0364	Test Acc: 0.3637	Test loss: 0.0401
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 107		Train Acc: 0.3922	Train loss: 0.0366	Test Acc: 0.3681	Test loss: 0.0400
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 108		Train Acc: 0.3892	Train loss: 0.0361	Test Acc: 0.3748	Test loss: 0.0393
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 109		Train Acc: 0.3914	Train loss: 0.0379	Test Acc: 0.3753	Test loss: 0.0391
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 110		Train Acc: 0.4035	Train loss: 0.0464	Test Acc: 0.3743	Test loss: 0.0395
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 111		Train Acc: 0.3958	Train loss: 0.0361	Test Acc: 0.3719	Test loss: 0.0397
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 112		Train Acc: 0.3957	Train loss: 0.0359	Test Acc: 0.3764	Test loss: 0.0391
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 113		Train Acc: 0.3928	Train loss: 0.0380	Test Acc: 0.3852	Test loss: 0.0383
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 114		Train Acc: 0.3932	Train loss: 0.0362	Test Acc: 0.3860	Test loss: 0.0381
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 115		Train Acc: 0.4000	Train loss: 0.0464	Test Acc: 0.3845	Test loss: 0.0383
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 116		Train Acc: 0.3996	Train loss: 0.0359	Test Acc: 0.3847	Test loss: 0.0383
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 117		Train Acc: 0.3946	Train loss: 0.0363	Test Acc: 0.3795	Test loss: 0.0386
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 118		Train Acc: 0.3988	Train loss: 0.0374	Test Acc: 0.3784	Test loss: 0.0386
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 119		Train Acc: 0.3985	Train loss: 0.0358	Test Acc: 0.3779	Test loss: 0.0388
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 29]
+Epoch 120		Train Acc: 0.4011	Train loss: 0.0461	Test Acc: 0.3856	Test loss: 0.0380
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 29]
+Epoch 121		Train Acc: 0.3977	Train loss: 0.0360	Test Acc: 0.3850	Test loss: 0.0379
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 122		Train Acc: 0.3915	Train loss: 0.0359	Test Acc: 0.3759	Test loss: 0.0388
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 123		Train Acc: 0.3962	Train loss: 0.0375	Test Acc: 0.3704	Test loss: 0.0398
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 124		Train Acc: 0.3961	Train loss: 0.0360	Test Acc: 0.3722	Test loss: 0.0395
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 125		Train Acc: 0.3930	Train loss: 0.0470	Test Acc: 0.3768	Test loss: 0.0386
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 126		Train Acc: 0.4050	Train loss: 0.0357	Test Acc: 0.3803	Test loss: 0.0383
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 25 30]
+Epoch 127		Train Acc: 0.3966	Train loss: 0.0363	Test Acc: 0.3929	Test loss: 0.0368
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 25 26 27 30 31 35]
+Epoch 128		Train Acc: 0.4005	Train loss: 0.0369	Test Acc: 0.3960	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 30 31]
+Epoch 129		Train Acc: 0.4004	Train loss: 0.0357	Test Acc: 0.3878	Test loss: 0.0374
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 15 20 25 26 27 30 31 39]
+Epoch 130		Train Acc: 0.3982	Train loss: 0.0358	Test Acc: 0.3894	Test loss: 0.0371
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 15 20 26 27 30 31 36 39]
+Epoch 131		Train Acc: 0.3951	Train loss: 0.0459	Test Acc: 0.3989	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 26 30]
+Epoch 132		Train Acc: 0.4011	Train loss: 0.0370	Test Acc: 0.3880	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 15 26 27 30 34 39]
+Epoch 133		Train Acc: 0.4063	Train loss: 0.0353	Test Acc: 0.3877	Test loss: 0.0373
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 15 22 23 26 27 30 33 34 36 39]
+Epoch 134		Train Acc: 0.3994	Train loss: 0.0357	Test Acc: 0.3974	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 26 27 33]
+Epoch 135		Train Acc: 0.4019	Train loss: 0.0359	Test Acc: 0.3851	Test loss: 0.0377
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 16 26 27 33]
+Epoch 136		Train Acc: 0.4008	Train loss: 0.0470	Test Acc: 0.3821	Test loss: 0.0383
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 16 22 26 27 33 39]
+Epoch 137		Train Acc: 0.4035	Train loss: 0.0367	Test Acc: 0.3883	Test loss: 0.0373
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 26 27 33 39]
+Epoch 138		Train Acc: 0.4057	Train loss: 0.0354	Test Acc: 0.3882	Test loss: 0.0374
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 16 22 26 27 33 34 39]
+Epoch 139		Train Acc: 0.4129	Train loss: 0.0352	Test Acc: 0.3983	Test loss: 0.0364
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 16 22 26 27]
+Epoch 140		Train Acc: 0.4000	Train loss: 0.0357	Test Acc: 0.3979	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 16 22 25 26 27 32 34]
+Epoch 141		Train Acc: 0.3973	Train loss: 0.0462	Test Acc: 0.3980	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 16 22 27 32 34]
+Epoch 142		Train Acc: 0.4046	Train loss: 0.0370	Test Acc: 0.3876	Test loss: 0.0376
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 16 22]
+Epoch 143		Train Acc: 0.4021	Train loss: 0.0354	Test Acc: 0.3804	Test loss: 0.0385
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22]
+Epoch 144		Train Acc: 0.4078	Train loss: 0.0352	Test Acc: 0.3711	Test loss: 0.0395
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22 31 32 34]
+Epoch 145		Train Acc: 0.4021	Train loss: 0.0356	Test Acc: 0.3857	Test loss: 0.0380
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 31 32 34]
+Epoch 146		Train Acc: 0.3980	Train loss: 0.0473	Test Acc: 0.3967	Test loss: 0.0368
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 32 34]
+Epoch 147		Train Acc: 0.4077	Train loss: 0.0367	Test Acc: 0.3839	Test loss: 0.0381
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 31 32 34]
+Epoch 148		Train Acc: 0.4031	Train loss: 0.0352	Test Acc: 0.3758	Test loss: 0.0388
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 149		Train Acc: 0.4068	Train loss: 0.0351	Test Acc: 0.3528	Test loss: 0.0418
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 150		Train Acc: 0.4032	Train loss: 0.0353	Test Acc: 0.3778	Test loss: 0.0390
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 151		Train Acc: 0.3960	Train loss: 0.0377	Test Acc: 0.3938	Test loss: 0.0373
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 34]
+Epoch 152		Train Acc: 0.4035	Train loss: 0.0455	Test Acc: 0.3731	Test loss: 0.0393
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 153		Train Acc: 0.4036	Train loss: 0.0358	Test Acc: 0.3571	Test loss: 0.0415
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 154		Train Acc: 0.4073	Train loss: 0.0356	Test Acc: 0.3616	Test loss: 0.0415
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 155		Train Acc: 0.4041	Train loss: 0.0357	Test Acc: 0.3653	Test loss: 0.0405
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 156		Train Acc: 0.3984	Train loss: 0.0368	Test Acc: 0.3769	Test loss: 0.0387
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 17]
+Epoch 157		Train Acc: 0.4067	Train loss: 0.0460	Test Acc: 0.3846	Test loss: 0.0380
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 17 27]
+Epoch 158		Train Acc: 0.4114	Train loss: 0.0354	Test Acc: 0.3785	Test loss: 0.0390
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 27]
+Epoch 159		Train Acc: 0.4033	Train loss: 0.0355	Test Acc: 0.3508	Test loss: 0.0425
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 27]
+Epoch 160		Train Acc: 0.4043	Train loss: 0.0354	Test Acc: 0.3884	Test loss: 0.0377
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 161		Train Acc: 0.3960	Train loss: 0.0372	Test Acc: 0.4012	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 27 36 39]
+Epoch 162		Train Acc: 0.4097	Train loss: 0.0458	Test Acc: 0.4070	Test loss: 0.0357
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 17 22 23 24 25 27 28 29 31 33 34
+ 36 39]
+Epoch 163		Train Acc: 0.4088	Train loss: 0.0350	Test Acc: 0.4090	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 27 28 29 30 31 32 33 34 35 36 39]
+Epoch 164		Train Acc: 0.4164	Train loss: 0.0350	Test Acc: 0.4092	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 27 28 29 30 31 32 33 34 35 36 39]
+Epoch 165		Train Acc: 0.4079	Train loss: 0.0352	Test Acc: 0.4096	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 34 35 36 39]
+Epoch 166		Train Acc: 0.4209	Train loss: 0.0360	Test Acc: 0.4088	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 34 35 36 39]
+Epoch 167		Train Acc: 0.4042	Train loss: 0.0459	Test Acc: 0.4083	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 34 35 36 38 39]
+Epoch 168		Train Acc: 0.4204	Train loss: 0.0344	Test Acc: 0.4086	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 34 35 36 38 39]
+Epoch 169		Train Acc: 0.4133	Train loss: 0.0349	Test Acc: 0.4073	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 34 35 36 38 39]
+Epoch 170		Train Acc: 0.4077	Train loss: 0.0365	Test Acc: 0.4082	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 34 35 36 38 39]
+Epoch 171		Train Acc: 0.4078	Train loss: 0.0350	Test Acc: 0.4088	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 34 35 36 38 39]
+Epoch 172		Train Acc: 0.4104	Train loss: 0.0351	Test Acc: 0.4100	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 34 35 36 38 39]
+Epoch 173		Train Acc: 0.4131	Train loss: 0.0458	Test Acc: 0.4112	Test loss: 0.0354
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 30 35]
+Epoch 174		Train Acc: 0.4166	Train loss: 0.0345	Test Acc: 0.4098	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 35]
+Epoch 175		Train Acc: 0.4134	Train loss: 0.0363	Test Acc: 0.4100	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 35]
+Epoch 176		Train Acc: 0.4102	Train loss: 0.0349	Test Acc: 0.4101	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 177		Train Acc: 0.4134	Train loss: 0.0348	Test Acc: 0.4098	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 178		Train Acc: 0.4128	Train loss: 0.0449	Test Acc: 0.4085	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 179		Train Acc: 0.4152	Train loss: 0.0350	Test Acc: 0.4083	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 180		Train Acc: 0.4150	Train loss: 0.0363	Test Acc: 0.4081	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 181		Train Acc: 0.4105	Train loss: 0.0351	Test Acc: 0.4093	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 182		Train Acc: 0.4157	Train loss: 0.0348	Test Acc: 0.4107	Test loss: 0.0354
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 34]
+Epoch 183		Train Acc: 0.4102	Train loss: 0.0458	Test Acc: 0.4109	Test loss: 0.0354
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 34 39]
+Epoch 184		Train Acc: 0.4160	Train loss: 0.0349	Test Acc: 0.4103	Test loss: 0.0354
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 17 21 32 34 39]
+Epoch 185		Train Acc: 0.4135	Train loss: 0.0361	Test Acc: 0.4094	Test loss: 0.0354
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 17 21 32 34 39]
+Epoch 186		Train Acc: 0.4117	Train loss: 0.0349	Test Acc: 0.4090	Test loss: 0.0354
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 21 34 39]
+Epoch 187		Train Acc: 0.4120	Train loss: 0.0350	Test Acc: 0.4095	Test loss: 0.0354
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 21 34 39]
+Epoch 188		Train Acc: 0.3986	Train loss: 0.0452	Test Acc: 0.4103	Test loss: 0.0354
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 17 21 28 34 39]
+Epoch 189		Train Acc: 0.4139	Train loss: 0.0361	Test Acc: 0.4111	Test loss: 0.0353
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 17 21 24 25 28 34 39]
+Epoch 190		Train Acc: 0.4069	Train loss: 0.0351	Test Acc: 0.4114	Test loss: 0.0353
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 24 34 39]
+Epoch 191		Train Acc: 0.4132	Train loss: 0.0349	Test Acc: 0.4105	Test loss: 0.0354
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 24 39]
+Epoch 192		Train Acc: 0.4118	Train loss: 0.0350	Test Acc: 0.4086	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 24]
+Epoch 193		Train Acc: 0.4110	Train loss: 0.0349	Test Acc: 0.4070	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 24]
+Epoch 194		Train Acc: 0.4202	Train loss: 0.0464	Test Acc: 0.4077	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 195		Train Acc: 0.4100	Train loss: 0.0350	Test Acc: 0.4083	Test loss: 0.0354
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 196		Train Acc: 0.4127	Train loss: 0.0352	Test Acc: 0.4098	Test loss: 0.0354
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 197		Train Acc: 0.4159	Train loss: 0.0349	Test Acc: 0.4104	Test loss: 0.0353
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 198		Train Acc: 0.4181	Train loss: 0.0345	Test Acc: 0.4104	Test loss: 0.0354
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 29]
+Epoch 199		Train Acc: 0.4083	Train loss: 0.0471	Test Acc: 0.4099	Test loss: 0.0354
+Training finished on Mon Mar  2 09:20:07 2026 using 44 minutes and 35 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.3_seed45_cfgFedAvg_CIFAR100_config_exp3.txt

@@ -0,0 +1,351 @@
+seed: 45, num_experiments: 5, experiment_id: 3, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 40, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 12, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25289211.0/flpoison_25289211_80/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.3_seed45_cfgFedAvg_CIFAR100_config_exp3.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Mon Mar  2 09:20:07 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0136	Train loss: 0.0749	Test Acc: 0.0096	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0184	Train loss: 0.0748	Test Acc: 0.0108	Test loss: 0.0724
+Epoch 2  		Train Acc: 0.0275	Train loss: 0.0731	Test Acc: 0.0152	Test loss: 0.0714
+Epoch 3  		Train Acc: 0.0355	Train loss: 0.0705	Test Acc: 0.0309	Test loss: 0.0685
+Epoch 4  		Train Acc: 0.0442	Train loss: 0.0711	Test Acc: 0.0487	Test loss: 0.0666
+Epoch 5  		Train Acc: 0.0481	Train loss: 0.0849	Test Acc: 0.0324	Test loss: 0.0938
+Epoch 6  		Train Acc: 0.0580	Train loss: 0.0661	Test Acc: 0.0512	Test loss: 0.0722
+Epoch 7  		Train Acc: 0.0622	Train loss: 0.0648	Test Acc: 0.0522	Test loss: 0.0703
+Epoch 8  		Train Acc: 0.0704	Train loss: 0.0639	Test Acc: 0.0539	Test loss: 0.0743
+Epoch 9  		Train Acc: 0.0796	Train loss: 0.0649	Test Acc: 0.0699	Test loss: 0.0681
+Epoch 10 		Train Acc: 0.0786	Train loss: 0.0794	Test Acc: 0.0659	Test loss: 0.0734
+Epoch 11 		Train Acc: 0.0815	Train loss: 0.0619	Test Acc: 0.0848	Test loss: 0.0648
+Epoch 12 		Train Acc: 0.0857	Train loss: 0.0615	Test Acc: 0.0935	Test loss: 0.0635
+Epoch 13 		Train Acc: 0.0933	Train loss: 0.0610	Test Acc: 0.1175	Test loss: 0.0593
+Epoch 14 		Train Acc: 0.1090	Train loss: 0.0622	Test Acc: 0.1160	Test loss: 0.0594
+Epoch 15 		Train Acc: 0.0986	Train loss: 0.0771	Test Acc: 0.1157	Test loss: 0.0595
+Epoch 16 		Train Acc: 0.1032	Train loss: 0.0601	Test Acc: 0.1292	Test loss: 0.0587
+Epoch 17 		Train Acc: 0.1030	Train loss: 0.0597	Test Acc: 0.1193	Test loss: 0.0593
+Epoch 18 		Train Acc: 0.1129	Train loss: 0.0616	Test Acc: 0.1315	Test loss: 0.0579
+Epoch 19 		Train Acc: 0.1192	Train loss: 0.0585	Test Acc: 0.1496	Test loss: 0.0559
+Epoch 20 		Train Acc: 0.1188	Train loss: 0.0763	Test Acc: 0.1408	Test loss: 0.0576
+Epoch 21 		Train Acc: 0.1166	Train loss: 0.0588	Test Acc: 0.1493	Test loss: 0.0562
+Epoch 22 		Train Acc: 0.1190	Train loss: 0.0576	Test Acc: 0.1508	Test loss: 0.0557
+Epoch 23 		Train Acc: 0.1294	Train loss: 0.0596	Test Acc: 0.1516	Test loss: 0.0559
+Epoch 24 		Train Acc: 0.1370	Train loss: 0.0564	Test Acc: 0.1486	Test loss: 0.0562
+Epoch 25 		Train Acc: 0.1322	Train loss: 0.0571	Test Acc: 0.1711	Test loss: 0.0535
+Epoch 26 		Train Acc: 0.1321	Train loss: 0.0729	Test Acc: 0.1757	Test loss: 0.0536
+Epoch 27 		Train Acc: 0.1420	Train loss: 0.0561	Test Acc: 0.1801	Test loss: 0.0538
+Epoch 28 		Train Acc: 0.1494	Train loss: 0.0579	Test Acc: 0.1759	Test loss: 0.0541
+Epoch 29 		Train Acc: 0.1543	Train loss: 0.0550	Test Acc: 0.1828	Test loss: 0.0534
+Epoch 30 		Train Acc: 0.1567	Train loss: 0.0552	Test Acc: 0.2039	Test loss: 0.0518
+Epoch 31 		Train Acc: 0.1580	Train loss: 0.0698	Test Acc: 0.2034	Test loss: 0.0520
+Epoch 32 		Train Acc: 0.1612	Train loss: 0.0541	Test Acc: 0.1906	Test loss: 0.0534
+Epoch 33 		Train Acc: 0.1732	Train loss: 0.0556	Test Acc: 0.2016	Test loss: 0.0513
+Epoch 34 		Train Acc: 0.1694	Train loss: 0.0536	Test Acc: 0.2189	Test loss: 0.0502
+Epoch 35 		Train Acc: 0.1744	Train loss: 0.0535	Test Acc: 0.2252	Test loss: 0.0500
+Epoch 36 		Train Acc: 0.1710	Train loss: 0.0689	Test Acc: 0.2287	Test loss: 0.0490
+Epoch 37 		Train Acc: 0.1731	Train loss: 0.0559	Test Acc: 0.2260	Test loss: 0.0498
+Epoch 38 		Train Acc: 0.1961	Train loss: 0.0514	Test Acc: 0.2208	Test loss: 0.0502
+Epoch 39 		Train Acc: 0.1893	Train loss: 0.0514	Test Acc: 0.2238	Test loss: 0.0501
+Epoch 40 		Train Acc: 0.1824	Train loss: 0.0526	Test Acc: 0.2460	Test loss: 0.0488
+Epoch 41 		Train Acc: 0.1831	Train loss: 0.0682	Test Acc: 0.2382	Test loss: 0.0488
+Epoch 42 		Train Acc: 0.1999	Train loss: 0.0538	Test Acc: 0.2340	Test loss: 0.0493
+Epoch 43 		Train Acc: 0.2013	Train loss: 0.0508	Test Acc: 0.2378	Test loss: 0.0484
+Epoch 44 		Train Acc: 0.1984	Train loss: 0.0508	Test Acc: 0.2529	Test loss: 0.0474
+Epoch 45 		Train Acc: 0.2110	Train loss: 0.0503	Test Acc: 0.2573	Test loss: 0.0475
+Epoch 46 		Train Acc: 0.1993	Train loss: 0.0506	Test Acc: 0.2484	Test loss: 0.0481
+Epoch 47 		Train Acc: 0.2126	Train loss: 0.0650	Test Acc: 0.2459	Test loss: 0.0478
+Epoch 48 		Train Acc: 0.2164	Train loss: 0.0493	Test Acc: 0.2490	Test loss: 0.0483
+Epoch 49 		Train Acc: 0.2221	Train loss: 0.0492	Test Acc: 0.2677	Test loss: 0.0465
+Epoch 50 		Train Acc: 0.2177	Train loss: 0.0495	Test Acc: 0.2804	Test loss: 0.0455
+Epoch 51 		Train Acc: 0.2245	Train loss: 0.0494	Test Acc: 0.2832	Test loss: 0.0451
+Epoch 52 		Train Acc: 0.2440	Train loss: 0.0634	Test Acc: 0.2530	Test loss: 0.0479
+Epoch 53 		Train Acc: 0.2304	Train loss: 0.0481	Test Acc: 0.2828	Test loss: 0.0454
+Epoch 54 		Train Acc: 0.2321	Train loss: 0.0479	Test Acc: 0.2870	Test loss: 0.0448
+Epoch 55 		Train Acc: 0.2357	Train loss: 0.0484	Test Acc: 0.2924	Test loss: 0.0451
+Epoch 56 		Train Acc: 0.2278	Train loss: 0.0506	Test Acc: 0.2838	Test loss: 0.0450
+Epoch 57 		Train Acc: 0.2601	Train loss: 0.0601	Test Acc: 0.2874	Test loss: 0.0449
+Epoch 58 		Train Acc: 0.2497	Train loss: 0.0466	Test Acc: 0.2992	Test loss: 0.0448
+Epoch 59 		Train Acc: 0.2408	Train loss: 0.0472	Test Acc: 0.2976	Test loss: 0.0447
+Epoch 60 		Train Acc: 0.2501	Train loss: 0.0473	Test Acc: 0.2893	Test loss: 0.0448
+Epoch 61 		Train Acc: 0.2501	Train loss: 0.0486	Test Acc: 0.2896	Test loss: 0.0451
+Epoch 62 		Train Acc: 0.2484	Train loss: 0.0620	Test Acc: 0.2935	Test loss: 0.0443
+Epoch 63 		Train Acc: 0.2631	Train loss: 0.0459	Test Acc: 0.3059	Test loss: 0.0438
+Epoch 64 		Train Acc: 0.2597	Train loss: 0.0460	Test Acc: 0.3101	Test loss: 0.0434
+Epoch 65 		Train Acc: 0.2660	Train loss: 0.0460	Test Acc: 0.2998	Test loss: 0.0442
+Epoch 66 		Train Acc: 0.2768	Train loss: 0.0468	Test Acc: 0.3163	Test loss: 0.0428
+Epoch 67 		Train Acc: 0.2713	Train loss: 0.0451	Test Acc: 0.3165	Test loss: 0.0428
+Epoch 68 		Train Acc: 0.2653	Train loss: 0.0577	Test Acc: 0.3248	Test loss: 0.0424
+Epoch 69 		Train Acc: 0.2719	Train loss: 0.0451	Test Acc: 0.3118	Test loss: 0.0432
+Epoch 70 		Train Acc: 0.2751	Train loss: 0.0450	Test Acc: 0.3108	Test loss: 0.0436
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 37]
+Epoch 71 		Train Acc: 0.2821	Train loss: 0.0459	Test Acc: 0.0570	Test loss: 0.2274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 37]
+Epoch 72 		Train Acc: 0.2668	Train loss: 0.0459	Test Acc: 0.1429	Test loss: 0.0896
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 37]
+Epoch 73 		Train Acc: 0.2653	Train loss: 0.0594	Test Acc: 0.0637	Test loss: 0.2640
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 18 28 32 36 37 38]
+Epoch 74 		Train Acc: 0.2626	Train loss: 0.0462	Test Acc: 0.1404	Test loss: 0.0811
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 18 28 32 36 37]
+Epoch 75 		Train Acc: 0.2614	Train loss: 0.0481	Test Acc: 0.1535	Test loss: 0.0802
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 18 28 30 32 37]
+Epoch 76 		Train Acc: 0.2763	Train loss: 0.0448	Test Acc: 0.2453	Test loss: 0.0535
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 18 28 30 37]
+Epoch 77 		Train Acc: 0.2772	Train loss: 0.0451	Test Acc: 0.2022	Test loss: 0.0660
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 18 30 37]
+Epoch 78 		Train Acc: 0.2742	Train loss: 0.0591	Test Acc: 0.1854	Test loss: 0.0773
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 18 30 37]
+Epoch 79 		Train Acc: 0.2787	Train loss: 0.0455	Test Acc: 0.0854	Test loss: 0.1359
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13]
+Epoch 80 		Train Acc: 0.2914	Train loss: 0.0458	Test Acc: 0.0873	Test loss: 0.1434
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 30]
+Epoch 81 		Train Acc: 0.2866	Train loss: 0.0443	Test Acc: 0.0817	Test loss: 0.1484
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 30]
+Epoch 82 		Train Acc: 0.2759	Train loss: 0.0448	Test Acc: 0.1350	Test loss: 0.1019
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 30]
+Epoch 83 		Train Acc: 0.2728	Train loss: 0.0595	Test Acc: 0.0648	Test loss: 0.2165
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 30]
+Epoch 84 		Train Acc: 0.2725	Train loss: 0.0458	Test Acc: 0.0635	Test loss: 0.1749
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 85 		Train Acc: 0.2820	Train loss: 0.0466	Test Acc: 0.0330	Test loss: 0.3479
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 86 		Train Acc: 0.2743	Train loss: 0.0450	Test Acc: 0.0764	Test loss: 0.1372
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 87 		Train Acc: 0.2883	Train loss: 0.0441	Test Acc: 0.0500	Test loss: 0.2841
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 88 		Train Acc: 0.2790	Train loss: 0.0449	Test Acc: 0.2189	Test loss: 0.0692
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 89 		Train Acc: 0.2717	Train loss: 0.0568	Test Acc: 0.0467	Test loss: 0.3330
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 90 		Train Acc: 0.2853	Train loss: 0.0459	Test Acc: 0.0682	Test loss: 0.1750
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 91 		Train Acc: 0.2888	Train loss: 0.0442	Test Acc: 0.0718	Test loss: 0.1855
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 92 		Train Acc: 0.2805	Train loss: 0.0449	Test Acc: 0.0767	Test loss: 0.1501
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 29]
+Epoch 93 		Train Acc: 0.2862	Train loss: 0.0443	Test Acc: 0.1497	Test loss: 0.0797
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 29 37]
+Epoch 94 		Train Acc: 0.2819	Train loss: 0.0593	Test Acc: 0.2283	Test loss: 0.0589
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 29]
+Epoch 95 		Train Acc: 0.3005	Train loss: 0.0433	Test Acc: 0.0561	Test loss: 0.1885
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 29 30 37]
+Epoch 96 		Train Acc: 0.2911	Train loss: 0.0443	Test Acc: 0.2351	Test loss: 0.0603
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 29 30 37]
+Epoch 97 		Train Acc: 0.2824	Train loss: 0.0444	Test Acc: 0.2619	Test loss: 0.0536
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 29 30 32 37]
+Epoch 98 		Train Acc: 0.2865	Train loss: 0.0443	Test Acc: 0.1848	Test loss: 0.0782
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 29 30 31 32 33 34 35 37]
+Epoch 99 		Train Acc: 0.2993	Train loss: 0.0580	Test Acc: 0.2990	Test loss: 0.0468
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 26 29 30 31 32 33 34 35 37 39]
+Epoch 100		Train Acc: 0.3586	Train loss: 0.0387	Test Acc: 0.3386	Test loss: 0.0419
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 21 26 27 29 30 31 32 33 34 35 37 38
+ 39]
+Epoch 101		Train Acc: 0.3627	Train loss: 0.0385	Test Acc: 0.3626	Test loss: 0.0395
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 26 29 32 33 35 37 39]
+Epoch 102		Train Acc: 0.3676	Train loss: 0.0381	Test Acc: 0.3712	Test loss: 0.0388
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 33]
+Epoch 103		Train Acc: 0.3679	Train loss: 0.0380	Test Acc: 0.3757	Test loss: 0.0390
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 104		Train Acc: 0.3837	Train loss: 0.0496	Test Acc: 0.3685	Test loss: 0.0398
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 39]
+Epoch 105		Train Acc: 0.3823	Train loss: 0.0369	Test Acc: 0.3644	Test loss: 0.0404
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 39]
+Epoch 106		Train Acc: 0.3857	Train loss: 0.0373	Test Acc: 0.3645	Test loss: 0.0404
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 107		Train Acc: 0.3820	Train loss: 0.0371	Test Acc: 0.3675	Test loss: 0.0402
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 108		Train Acc: 0.3723	Train loss: 0.0377	Test Acc: 0.3702	Test loss: 0.0400
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 109		Train Acc: 0.3898	Train loss: 0.0384	Test Acc: 0.3691	Test loss: 0.0400
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 110		Train Acc: 0.3893	Train loss: 0.0477	Test Acc: 0.3657	Test loss: 0.0407
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 111		Train Acc: 0.3831	Train loss: 0.0371	Test Acc: 0.3658	Test loss: 0.0406
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 112		Train Acc: 0.3850	Train loss: 0.0373	Test Acc: 0.3708	Test loss: 0.0398
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 113		Train Acc: 0.3842	Train loss: 0.0383	Test Acc: 0.3763	Test loss: 0.0393
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 114		Train Acc: 0.3867	Train loss: 0.0369	Test Acc: 0.3743	Test loss: 0.0396
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 115		Train Acc: 0.3795	Train loss: 0.0486	Test Acc: 0.3673	Test loss: 0.0404
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 116		Train Acc: 0.3817	Train loss: 0.0371	Test Acc: 0.3676	Test loss: 0.0400
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 117		Train Acc: 0.3974	Train loss: 0.0360	Test Acc: 0.3747	Test loss: 0.0391
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 118		Train Acc: 0.3849	Train loss: 0.0384	Test Acc: 0.3731	Test loss: 0.0394
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 119		Train Acc: 0.3827	Train loss: 0.0370	Test Acc: 0.3678	Test loss: 0.0403
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 120		Train Acc: 0.3893	Train loss: 0.0475	Test Acc: 0.3684	Test loss: 0.0406
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 121		Train Acc: 0.3831	Train loss: 0.0371	Test Acc: 0.3733	Test loss: 0.0397
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 122		Train Acc: 0.3896	Train loss: 0.0366	Test Acc: 0.3734	Test loss: 0.0394
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 123		Train Acc: 0.3973	Train loss: 0.0380	Test Acc: 0.3694	Test loss: 0.0401
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 124		Train Acc: 0.3865	Train loss: 0.0367	Test Acc: 0.3663	Test loss: 0.0407
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 125		Train Acc: 0.3871	Train loss: 0.0476	Test Acc: 0.3664	Test loss: 0.0407
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 126		Train Acc: 0.3847	Train loss: 0.0369	Test Acc: 0.3676	Test loss: 0.0401
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 127		Train Acc: 0.3871	Train loss: 0.0369	Test Acc: 0.3754	Test loss: 0.0392
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 128		Train Acc: 0.3913	Train loss: 0.0380	Test Acc: 0.3723	Test loss: 0.0398
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 129		Train Acc: 0.3955	Train loss: 0.0365	Test Acc: 0.3686	Test loss: 0.0405
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 130		Train Acc: 0.3836	Train loss: 0.0367	Test Acc: 0.3751	Test loss: 0.0395
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39]
+Epoch 131		Train Acc: 0.3912	Train loss: 0.0478	Test Acc: 0.3965	Test loss: 0.0368
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39]
+Epoch 132		Train Acc: 0.3887	Train loss: 0.0382	Test Acc: 0.3955	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39]
+Epoch 133		Train Acc: 0.3987	Train loss: 0.0358	Test Acc: 0.3966	Test loss: 0.0367
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39]
+Epoch 134		Train Acc: 0.4002	Train loss: 0.0363	Test Acc: 0.3899	Test loss: 0.0369
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39]
+Epoch 135		Train Acc: 0.3846	Train loss: 0.0365	Test Acc: 0.3961	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39]
+Epoch 136		Train Acc: 0.3879	Train loss: 0.0462	Test Acc: 0.3999	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 15 16 27 30]
+Epoch 137		Train Acc: 0.3911	Train loss: 0.0377	Test Acc: 0.3935	Test loss: 0.0375
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 138		Train Acc: 0.4003	Train loss: 0.0362	Test Acc: 0.3388	Test loss: 0.0451
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 38]
+Epoch 139		Train Acc: 0.3944	Train loss: 0.0363	Test Acc: 0.3482	Test loss: 0.0434
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 140		Train Acc: 0.4007	Train loss: 0.0361	Test Acc: 0.3683	Test loss: 0.0406
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 34]
+Epoch 141		Train Acc: 0.3850	Train loss: 0.0470	Test Acc: 0.3738	Test loss: 0.0397
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 25 29 34 38]
+Epoch 142		Train Acc: 0.3951	Train loss: 0.0376	Test Acc: 0.3833	Test loss: 0.0390
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 25 29 34]
+Epoch 143		Train Acc: 0.3920	Train loss: 0.0360	Test Acc: 0.3910	Test loss: 0.0381
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 34]
+Epoch 144		Train Acc: 0.3922	Train loss: 0.0363	Test Acc: 0.3745	Test loss: 0.0395
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39]
+Epoch 145		Train Acc: 0.3921	Train loss: 0.0365	Test Acc: 0.4007	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 25 34 36]
+Epoch 146		Train Acc: 0.3916	Train loss: 0.0475	Test Acc: 0.3794	Test loss: 0.0385
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39]
+Epoch 147		Train Acc: 0.4023	Train loss: 0.0374	Test Acc: 0.3970	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39]
+Epoch 148		Train Acc: 0.4000	Train loss: 0.0359	Test Acc: 0.4018	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39]
+Epoch 149		Train Acc: 0.3895	Train loss: 0.0363	Test Acc: 0.3959	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 25 34 35]
+Epoch 150		Train Acc: 0.3995	Train loss: 0.0357	Test Acc: 0.3584	Test loss: 0.0416
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 34 35]
+Epoch 151		Train Acc: 0.3922	Train loss: 0.0377	Test Acc: 0.3754	Test loss: 0.0397
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14 23 26 34 35 36]
+Epoch 152		Train Acc: 0.4068	Train loss: 0.0459	Test Acc: 0.3907	Test loss: 0.0376
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14 16 23 26 28 31 32 34 35]
+Epoch 153		Train Acc: 0.3994	Train loss: 0.0358	Test Acc: 0.3968	Test loss: 0.0370
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 14 16 18 20 23 26 28 31 32 34 35
+ 36]
+Epoch 154		Train Acc: 0.3903	Train loss: 0.0363	Test Acc: 0.4016	Test loss: 0.0368
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 14 16 18 20 22 31 34 35]
+Epoch 155		Train Acc: 0.3939	Train loss: 0.0360	Test Acc: 0.3959	Test loss: 0.0370
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 14 20 31]
+Epoch 156		Train Acc: 0.4041	Train loss: 0.0372	Test Acc: 0.3800	Test loss: 0.0393
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 157		Train Acc: 0.4047	Train loss: 0.0454	Test Acc: 0.3412	Test loss: 0.0450
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14 15 16 18 20 22 27 28 29 31 34 36]
+Epoch 158		Train Acc: 0.4030	Train loss: 0.0358	Test Acc: 0.4033	Test loss: 0.0365
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 18 20 28 29 31 32 36]
+Epoch 159		Train Acc: 0.3969	Train loss: 0.0362	Test Acc: 0.4034	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 15 16 17 18 20 28 29 31 32 34 36]
+Epoch 160		Train Acc: 0.4047	Train loss: 0.0357	Test Acc: 0.4046	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 15 18 20 25 28 29 31 36]
+Epoch 161		Train Acc: 0.4004	Train loss: 0.0373	Test Acc: 0.4054	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 15 28 36]
+Epoch 162		Train Acc: 0.4017	Train loss: 0.0465	Test Acc: 0.4068	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 163		Train Acc: 0.4047	Train loss: 0.0356	Test Acc: 0.4052	Test loss: 0.0364
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 164		Train Acc: 0.4048	Train loss: 0.0353	Test Acc: 0.4053	Test loss: 0.0364
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 25]
+Epoch 165		Train Acc: 0.4073	Train loss: 0.0354	Test Acc: 0.4055	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 166		Train Acc: 0.4073	Train loss: 0.0371	Test Acc: 0.4062	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 167		Train Acc: 0.4100	Train loss: 0.0455	Test Acc: 0.4078	Test loss: 0.0359
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 168		Train Acc: 0.4058	Train loss: 0.0356	Test Acc: 0.4081	Test loss: 0.0359
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 169		Train Acc: 0.3975	Train loss: 0.0355	Test Acc: 0.4079	Test loss: 0.0358
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 170		Train Acc: 0.4079	Train loss: 0.0368	Test Acc: 0.4087	Test loss: 0.0358
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 171		Train Acc: 0.4109	Train loss: 0.0354	Test Acc: 0.4098	Test loss: 0.0358
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 172		Train Acc: 0.4104	Train loss: 0.0352	Test Acc: 0.4093	Test loss: 0.0359
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 173		Train Acc: 0.4049	Train loss: 0.0459	Test Acc: 0.4083	Test loss: 0.0359
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 174		Train Acc: 0.4050	Train loss: 0.0356	Test Acc: 0.4091	Test loss: 0.0358
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 175		Train Acc: 0.4156	Train loss: 0.0367	Test Acc: 0.4081	Test loss: 0.0358
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 176		Train Acc: 0.4084	Train loss: 0.0358	Test Acc: 0.4085	Test loss: 0.0359
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14]
+Epoch 177		Train Acc: 0.4114	Train loss: 0.0355	Test Acc: 0.4090	Test loss: 0.0358
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 178		Train Acc: 0.4031	Train loss: 0.0460	Test Acc: 0.4103	Test loss: 0.0358
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14]
+Epoch 179		Train Acc: 0.4111	Train loss: 0.0353	Test Acc: 0.4103	Test loss: 0.0358
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 180		Train Acc: 0.4065	Train loss: 0.0371	Test Acc: 0.4098	Test loss: 0.0358
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 181		Train Acc: 0.4114	Train loss: 0.0353	Test Acc: 0.4087	Test loss: 0.0359
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 182		Train Acc: 0.4188	Train loss: 0.0348	Test Acc: 0.4081	Test loss: 0.0359
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 183		Train Acc: 0.4043	Train loss: 0.0462	Test Acc: 0.4081	Test loss: 0.0359
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 184		Train Acc: 0.3970	Train loss: 0.0357	Test Acc: 0.4084	Test loss: 0.0359
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 185		Train Acc: 0.4051	Train loss: 0.0370	Test Acc: 0.4093	Test loss: 0.0359
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 186		Train Acc: 0.4113	Train loss: 0.0355	Test Acc: 0.4095	Test loss: 0.0358
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 187		Train Acc: 0.4148	Train loss: 0.0350	Test Acc: 0.4102	Test loss: 0.0358
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 188		Train Acc: 0.4046	Train loss: 0.0469	Test Acc: 0.4094	Test loss: 0.0358
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 189		Train Acc: 0.4117	Train loss: 0.0369	Test Acc: 0.4097	Test loss: 0.0358
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 190		Train Acc: 0.4100	Train loss: 0.0353	Test Acc: 0.4100	Test loss: 0.0358
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 191		Train Acc: 0.4039	Train loss: 0.0358	Test Acc: 0.4107	Test loss: 0.0358
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 192		Train Acc: 0.4051	Train loss: 0.0355	Test Acc: 0.4097	Test loss: 0.0358
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 193		Train Acc: 0.4033	Train loss: 0.0356	Test Acc: 0.4091	Test loss: 0.0358
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 194		Train Acc: 0.4088	Train loss: 0.0476	Test Acc: 0.4098	Test loss: 0.0359
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 195		Train Acc: 0.4065	Train loss: 0.0355	Test Acc: 0.4088	Test loss: 0.0359
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 196		Train Acc: 0.4062	Train loss: 0.0355	Test Acc: 0.4083	Test loss: 0.0359
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 197		Train Acc: 0.3969	Train loss: 0.0356	Test Acc: 0.4088	Test loss: 0.0359
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 29]
+Epoch 198		Train Acc: 0.4135	Train loss: 0.0354	Test Acc: 0.4091	Test loss: 0.0359
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 199		Train Acc: 0.4081	Train loss: 0.0473	Test Acc: 0.4084	Test loss: 0.0359
+Training finished on Mon Mar  2 10:04:38 2026 using 44 minutes and 30 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.3_seed46_cfgFedAvg_CIFAR100_config_exp4.txt

@@ -0,0 +1,372 @@
+seed: 46, num_experiments: 5, experiment_id: 4, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 40, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 12, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25289211.0/flpoison_25289211_80/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_40_0.05_FedAvg_adv0.3_seed46_cfgFedAvg_CIFAR100_config_exp4.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Mon Mar  2 10:04:38 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0092	Train loss: 0.0750	Test Acc: 0.0100	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0197	Train loss: 0.0749	Test Acc: 0.0100	Test loss: 0.0722
+Epoch 2  		Train Acc: 0.0220	Train loss: 0.0740	Test Acc: 0.0220	Test loss: 0.0715
+Epoch 3  		Train Acc: 0.0344	Train loss: 0.0713	Test Acc: 0.0321	Test loss: 0.0705
+Epoch 4  		Train Acc: 0.0463	Train loss: 0.0714	Test Acc: 0.0366	Test loss: 0.0720
+Epoch 5  		Train Acc: 0.0461	Train loss: 0.0854	Test Acc: 0.0419	Test loss: 0.0883
+Epoch 6  		Train Acc: 0.0524	Train loss: 0.0666	Test Acc: 0.0315	Test loss: 0.0987
+Epoch 7  		Train Acc: 0.0608	Train loss: 0.0650	Test Acc: 0.0410	Test loss: 0.0780
+Epoch 8  		Train Acc: 0.0618	Train loss: 0.0643	Test Acc: 0.0670	Test loss: 0.0668
+Epoch 9  		Train Acc: 0.0745	Train loss: 0.0654	Test Acc: 0.0705	Test loss: 0.0650
+Epoch 10 		Train Acc: 0.0755	Train loss: 0.0802	Test Acc: 0.0711	Test loss: 0.0674
+Epoch 11 		Train Acc: 0.0793	Train loss: 0.0623	Test Acc: 0.0887	Test loss: 0.0641
+Epoch 12 		Train Acc: 0.0805	Train loss: 0.0618	Test Acc: 0.0946	Test loss: 0.0620
+Epoch 13 		Train Acc: 0.0859	Train loss: 0.0615	Test Acc: 0.1027	Test loss: 0.0602
+Epoch 14 		Train Acc: 0.0982	Train loss: 0.0627	Test Acc: 0.1247	Test loss: 0.0586
+Epoch 15 		Train Acc: 0.0955	Train loss: 0.0773	Test Acc: 0.1227	Test loss: 0.0587
+Epoch 16 		Train Acc: 0.1019	Train loss: 0.0601	Test Acc: 0.1241	Test loss: 0.0581
+Epoch 17 		Train Acc: 0.0985	Train loss: 0.0599	Test Acc: 0.1197	Test loss: 0.0586
+Epoch 18 		Train Acc: 0.0992	Train loss: 0.0622	Test Acc: 0.1305	Test loss: 0.0582
+Epoch 19 		Train Acc: 0.1071	Train loss: 0.0592	Test Acc: 0.1393	Test loss: 0.0569
+Epoch 20 		Train Acc: 0.1120	Train loss: 0.0762	Test Acc: 0.1443	Test loss: 0.0557
+Epoch 21 		Train Acc: 0.1160	Train loss: 0.0588	Test Acc: 0.1584	Test loss: 0.0552
+Epoch 22 		Train Acc: 0.1141	Train loss: 0.0579	Test Acc: 0.1643	Test loss: 0.0548
+Epoch 23 		Train Acc: 0.1343	Train loss: 0.0593	Test Acc: 0.1721	Test loss: 0.0542
+Epoch 24 		Train Acc: 0.1351	Train loss: 0.0569	Test Acc: 0.1823	Test loss: 0.0534
+Epoch 25 		Train Acc: 0.1364	Train loss: 0.0566	Test Acc: 0.1730	Test loss: 0.0540
+Epoch 26 		Train Acc: 0.1280	Train loss: 0.0726	Test Acc: 0.1735	Test loss: 0.0538
+Epoch 27 		Train Acc: 0.1366	Train loss: 0.0564	Test Acc: 0.1788	Test loss: 0.0534
+Epoch 28 		Train Acc: 0.1509	Train loss: 0.0574	Test Acc: 0.1850	Test loss: 0.0525
+Epoch 29 		Train Acc: 0.1521	Train loss: 0.0552	Test Acc: 0.1950	Test loss: 0.0524
+Epoch 30 		Train Acc: 0.1534	Train loss: 0.0552	Test Acc: 0.1892	Test loss: 0.0527
+Epoch 31 		Train Acc: 0.1557	Train loss: 0.0702	Test Acc: 0.1996	Test loss: 0.0514
+Epoch 32 		Train Acc: 0.1555	Train loss: 0.0548	Test Acc: 0.1973	Test loss: 0.0518
+Epoch 33 		Train Acc: 0.1730	Train loss: 0.0560	Test Acc: 0.1967	Test loss: 0.0521
+Epoch 34 		Train Acc: 0.1641	Train loss: 0.0540	Test Acc: 0.2127	Test loss: 0.0505
+Epoch 35 		Train Acc: 0.1677	Train loss: 0.0534	Test Acc: 0.2146	Test loss: 0.0504
+Epoch 36 		Train Acc: 0.1816	Train loss: 0.0683	Test Acc: 0.2160	Test loss: 0.0505
+Epoch 37 		Train Acc: 0.1734	Train loss: 0.0557	Test Acc: 0.2254	Test loss: 0.0497
+Epoch 38 		Train Acc: 0.1867	Train loss: 0.0522	Test Acc: 0.2213	Test loss: 0.0496
+Epoch 39 		Train Acc: 0.1862	Train loss: 0.0520	Test Acc: 0.2314	Test loss: 0.0488
+Epoch 40 		Train Acc: 0.1854	Train loss: 0.0519	Test Acc: 0.2295	Test loss: 0.0494
+Epoch 41 		Train Acc: 0.1903	Train loss: 0.0681	Test Acc: 0.2296	Test loss: 0.0495
+Epoch 42 		Train Acc: 0.1965	Train loss: 0.0537	Test Acc: 0.2308	Test loss: 0.0494
+Epoch 43 		Train Acc: 0.2060	Train loss: 0.0506	Test Acc: 0.2520	Test loss: 0.0477
+Epoch 44 		Train Acc: 0.2003	Train loss: 0.0507	Test Acc: 0.2461	Test loss: 0.0485
+Epoch 45 		Train Acc: 0.2039	Train loss: 0.0510	Test Acc: 0.2409	Test loss: 0.0491
+Epoch 46 		Train Acc: 0.2063	Train loss: 0.0506	Test Acc: 0.2608	Test loss: 0.0471
+Epoch 47 		Train Acc: 0.2119	Train loss: 0.0650	Test Acc: 0.2483	Test loss: 0.0475
+Epoch 48 		Train Acc: 0.2139	Train loss: 0.0492	Test Acc: 0.2590	Test loss: 0.0471
+Epoch 49 		Train Acc: 0.2132	Train loss: 0.0498	Test Acc: 0.2760	Test loss: 0.0461
+Epoch 50 		Train Acc: 0.2228	Train loss: 0.0495	Test Acc: 0.2589	Test loss: 0.0474
+Epoch 51 		Train Acc: 0.2280	Train loss: 0.0490	Test Acc: 0.2597	Test loss: 0.0471
+Epoch 52 		Train Acc: 0.2315	Train loss: 0.0637	Test Acc: 0.2680	Test loss: 0.0466
+Epoch 53 		Train Acc: 0.2390	Train loss: 0.0477	Test Acc: 0.2678	Test loss: 0.0467
+Epoch 54 		Train Acc: 0.2334	Train loss: 0.0482	Test Acc: 0.2847	Test loss: 0.0447
+Epoch 55 		Train Acc: 0.2325	Train loss: 0.0480	Test Acc: 0.2866	Test loss: 0.0447
+Epoch 56 		Train Acc: 0.2303	Train loss: 0.0507	Test Acc: 0.2847	Test loss: 0.0448
+Epoch 57 		Train Acc: 0.2426	Train loss: 0.0616	Test Acc: 0.2910	Test loss: 0.0444
+Epoch 58 		Train Acc: 0.2416	Train loss: 0.0472	Test Acc: 0.2899	Test loss: 0.0448
+Epoch 59 		Train Acc: 0.2464	Train loss: 0.0471	Test Acc: 0.2952	Test loss: 0.0449
+Epoch 60 		Train Acc: 0.2437	Train loss: 0.0470	Test Acc: 0.2916	Test loss: 0.0451
+Epoch 61 		Train Acc: 0.2572	Train loss: 0.0481	Test Acc: 0.2937	Test loss: 0.0445
+Epoch 62 		Train Acc: 0.2552	Train loss: 0.0615	Test Acc: 0.2945	Test loss: 0.0440
+Epoch 63 		Train Acc: 0.2494	Train loss: 0.0468	Test Acc: 0.2945	Test loss: 0.0450
+Epoch 64 		Train Acc: 0.2497	Train loss: 0.0462	Test Acc: 0.2968	Test loss: 0.0447
+Epoch 65 		Train Acc: 0.2575	Train loss: 0.0457	Test Acc: 0.3008	Test loss: 0.0437
+Epoch 66 		Train Acc: 0.2751	Train loss: 0.0462	Test Acc: 0.3064	Test loss: 0.0427
+Epoch 67 		Train Acc: 0.2686	Train loss: 0.0454	Test Acc: 0.3139	Test loss: 0.0425
+Epoch 68 		Train Acc: 0.2617	Train loss: 0.0573	Test Acc: 0.3148	Test loss: 0.0432
+Epoch 69 		Train Acc: 0.2797	Train loss: 0.0449	Test Acc: 0.3207	Test loss: 0.0422
+Epoch 70 		Train Acc: 0.2678	Train loss: 0.0452	Test Acc: 0.3199	Test loss: 0.0424
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 71 		Train Acc: 0.2857	Train loss: 0.0452	Test Acc: 0.0296	Test loss: 0.3899
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 72 		Train Acc: 0.2594	Train loss: 0.0463	Test Acc: 0.0668	Test loss: 0.2188
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 73 		Train Acc: 0.2570	Train loss: 0.0599	Test Acc: 0.0286	Test loss: 1.1543
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 74 		Train Acc: 0.2420	Train loss: 0.0475	Test Acc: 0.0401	Test loss: 0.4011
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 75 		Train Acc: 0.2518	Train loss: 0.0493	Test Acc: 0.0516	Test loss: 0.2374
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 76 		Train Acc: 0.2592	Train loss: 0.0458	Test Acc: 0.0310	Test loss: 0.3314
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 77 		Train Acc: 0.2626	Train loss: 0.0460	Test Acc: 0.0273	Test loss: 0.5070
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 78 		Train Acc: 0.2645	Train loss: 0.0593	Test Acc: 0.0289	Test loss: 0.4793
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 79 		Train Acc: 0.2614	Train loss: 0.0463	Test Acc: 0.0625	Test loss: 0.1770
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 80 		Train Acc: 0.2668	Train loss: 0.0472	Test Acc: 0.0416	Test loss: 0.3363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 81 		Train Acc: 0.2720	Train loss: 0.0453	Test Acc: 0.1199	Test loss: 0.0977
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 82 		Train Acc: 0.2605	Train loss: 0.0458	Test Acc: 0.0267	Test loss: 0.6359
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 28]
+Epoch 83 		Train Acc: 0.2549	Train loss: 0.0614	Test Acc: 0.2157	Test loss: 0.0615
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 28]
+Epoch 84 		Train Acc: 0.2571	Train loss: 0.0466	Test Acc: 0.0847	Test loss: 0.2534
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 85 		Train Acc: 0.2803	Train loss: 0.0467	Test Acc: 0.0389	Test loss: 0.4383
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 86 		Train Acc: 0.2773	Train loss: 0.0451	Test Acc: 0.0880	Test loss: 0.1605
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 87 		Train Acc: 0.2716	Train loss: 0.0452	Test Acc: 0.0652	Test loss: 0.1926
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 88 		Train Acc: 0.2637	Train loss: 0.0455	Test Acc: 0.0715	Test loss: 0.1952
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 89 		Train Acc: 0.2701	Train loss: 0.0569	Test Acc: 0.0494	Test loss: 0.3089
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 27]
+Epoch 90 		Train Acc: 0.2908	Train loss: 0.0460	Test Acc: 0.1002	Test loss: 0.1290
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 27 33]
+Epoch 91 		Train Acc: 0.2818	Train loss: 0.0446	Test Acc: 0.0929	Test loss: 0.1659
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 39]
+Epoch 92 		Train Acc: 0.2852	Train loss: 0.0444	Test Acc: 0.1580	Test loss: 0.0824
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 93 		Train Acc: 0.2793	Train loss: 0.0445	Test Acc: 0.0950	Test loss: 0.1545
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20]
+Epoch 94 		Train Acc: 0.2790	Train loss: 0.0586	Test Acc: 0.1175	Test loss: 0.1119
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 95 		Train Acc: 0.2769	Train loss: 0.0447	Test Acc: 0.0652	Test loss: 0.3059
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 96 		Train Acc: 0.2831	Train loss: 0.0445	Test Acc: 0.0908	Test loss: 0.2621
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 97 		Train Acc: 0.2821	Train loss: 0.0449	Test Acc: 0.1133	Test loss: 0.2318
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 21 32 39]
+Epoch 98 		Train Acc: 0.2779	Train loss: 0.0447	Test Acc: 0.2353	Test loss: 0.0540
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14 18 20 21 22 29 30 32 36 38 39]
+Epoch 99 		Train Acc: 0.2769	Train loss: 0.0594	Test Acc: 0.3304	Test loss: 0.0408
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14 17 18 20 21 22 29 30 31 32 35 36
+ 38 39]
+Epoch 100		Train Acc: 0.3497	Train loss: 0.0394	Test Acc: 0.3425	Test loss: 0.0400
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14 21 29 30 32 36 38 39]
+Epoch 101		Train Acc: 0.3556	Train loss: 0.0386	Test Acc: 0.3421	Test loss: 0.0400
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14 17 21 28 29 30 31 32 36 38 39]
+Epoch 102		Train Acc: 0.3614	Train loss: 0.0385	Test Acc: 0.3392	Test loss: 0.0405
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 17 21 28 30 31 32 36 39]
+Epoch 103		Train Acc: 0.3588	Train loss: 0.0383	Test Acc: 0.3487	Test loss: 0.0403
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 21 32 36 39]
+Epoch 104		Train Acc: 0.3665	Train loss: 0.0510	Test Acc: 0.3577	Test loss: 0.0400
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 21]
+Epoch 105		Train Acc: 0.3763	Train loss: 0.0375	Test Acc: 0.3600	Test loss: 0.0406
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 21 39]
+Epoch 106		Train Acc: 0.3715	Train loss: 0.0376	Test Acc: 0.3587	Test loss: 0.0407
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 107		Train Acc: 0.3680	Train loss: 0.0380	Test Acc: 0.3501	Test loss: 0.0417
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 108		Train Acc: 0.3691	Train loss: 0.0378	Test Acc: 0.3444	Test loss: 0.0425
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 109		Train Acc: 0.3813	Train loss: 0.0389	Test Acc: 0.3477	Test loss: 0.0425
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 110		Train Acc: 0.3765	Train loss: 0.0482	Test Acc: 0.3533	Test loss: 0.0421
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 111		Train Acc: 0.3805	Train loss: 0.0374	Test Acc: 0.3561	Test loss: 0.0415
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 112		Train Acc: 0.3729	Train loss: 0.0378	Test Acc: 0.3575	Test loss: 0.0406
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 113		Train Acc: 0.3683	Train loss: 0.0392	Test Acc: 0.3607	Test loss: 0.0401
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 114		Train Acc: 0.3795	Train loss: 0.0374	Test Acc: 0.3587	Test loss: 0.0407
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 115		Train Acc: 0.3874	Train loss: 0.0475	Test Acc: 0.3582	Test loss: 0.0410
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 116		Train Acc: 0.3755	Train loss: 0.0373	Test Acc: 0.3519	Test loss: 0.0416
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 21 22]
+Epoch 117		Train Acc: 0.3783	Train loss: 0.0375	Test Acc: 0.3552	Test loss: 0.0409
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22]
+Epoch 118		Train Acc: 0.3766	Train loss: 0.0392	Test Acc: 0.3639	Test loss: 0.0402
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22]
+Epoch 119		Train Acc: 0.3802	Train loss: 0.0371	Test Acc: 0.3601	Test loss: 0.0407
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 120		Train Acc: 0.3742	Train loss: 0.0488	Test Acc: 0.3590	Test loss: 0.0410
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 121		Train Acc: 0.3742	Train loss: 0.0372	Test Acc: 0.3630	Test loss: 0.0405
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 30]
+Epoch 122		Train Acc: 0.3731	Train loss: 0.0374	Test Acc: 0.3739	Test loss: 0.0389
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 23 30 32]
+Epoch 123		Train Acc: 0.3863	Train loss: 0.0384	Test Acc: 0.3778	Test loss: 0.0380
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 18 20 23 30 32 38]
+Epoch 124		Train Acc: 0.3731	Train loss: 0.0377	Test Acc: 0.3770	Test loss: 0.0381
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 18 20 21 23 30 32 38]
+Epoch 125		Train Acc: 0.3784	Train loss: 0.0483	Test Acc: 0.3745	Test loss: 0.0382
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 20 30 32]
+Epoch 126		Train Acc: 0.3735	Train loss: 0.0372	Test Acc: 0.3750	Test loss: 0.0386
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 20 23 30 32]
+Epoch 127		Train Acc: 0.3805	Train loss: 0.0372	Test Acc: 0.3780	Test loss: 0.0384
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 18 19 20 21 23 30 32 37]
+Epoch 128		Train Acc: 0.3880	Train loss: 0.0381	Test Acc: 0.3791	Test loss: 0.0379
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 19 21 23 30 32]
+Epoch 129		Train Acc: 0.3880	Train loss: 0.0371	Test Acc: 0.3739	Test loss: 0.0384
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 19 21 23 24 32 37]
+Epoch 130		Train Acc: 0.3827	Train loss: 0.0370	Test Acc: 0.3741	Test loss: 0.0385
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 21 23 24 32 37]
+Epoch 131		Train Acc: 0.3793	Train loss: 0.0484	Test Acc: 0.3747	Test loss: 0.0387
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 21 23 24 32 37]
+Epoch 132		Train Acc: 0.3903	Train loss: 0.0383	Test Acc: 0.3799	Test loss: 0.0382
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 32]
+Epoch 133		Train Acc: 0.3819	Train loss: 0.0372	Test Acc: 0.3690	Test loss: 0.0400
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 134		Train Acc: 0.3786	Train loss: 0.0372	Test Acc: 0.3578	Test loss: 0.0415
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 135		Train Acc: 0.3777	Train loss: 0.0371	Test Acc: 0.3538	Test loss: 0.0415
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 136		Train Acc: 0.3747	Train loss: 0.0487	Test Acc: 0.3564	Test loss: 0.0412
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 137		Train Acc: 0.3815	Train loss: 0.0386	Test Acc: 0.3434	Test loss: 0.0427
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 28 37]
+Epoch 138		Train Acc: 0.3854	Train loss: 0.0371	Test Acc: 0.3623	Test loss: 0.0401
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 28]
+Epoch 139		Train Acc: 0.3827	Train loss: 0.0369	Test Acc: 0.3715	Test loss: 0.0391
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 28]
+Epoch 140		Train Acc: 0.3825	Train loss: 0.0371	Test Acc: 0.3681	Test loss: 0.0393
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 24 28 33]
+Epoch 141		Train Acc: 0.3832	Train loss: 0.0479	Test Acc: 0.3750	Test loss: 0.0387
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 28]
+Epoch 142		Train Acc: 0.3851	Train loss: 0.0385	Test Acc: 0.3635	Test loss: 0.0398
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 28]
+Epoch 143		Train Acc: 0.3816	Train loss: 0.0371	Test Acc: 0.3544	Test loss: 0.0408
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 144		Train Acc: 0.3827	Train loss: 0.0373	Test Acc: 0.3486	Test loss: 0.0416
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 145		Train Acc: 0.3803	Train loss: 0.0373	Test Acc: 0.3659	Test loss: 0.0400
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 15 24]
+Epoch 146		Train Acc: 0.3810	Train loss: 0.0477	Test Acc: 0.3809	Test loss: 0.0379
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 24]
+Epoch 147		Train Acc: 0.3877	Train loss: 0.0384	Test Acc: 0.3578	Test loss: 0.0411
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 24]
+Epoch 148		Train Acc: 0.3852	Train loss: 0.0369	Test Acc: 0.3619	Test loss: 0.0407
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 15 18 21 23 24 26 27 29 31 32 33
+ 39]
+Epoch 149		Train Acc: 0.3838	Train loss: 0.0371	Test Acc: 0.3834	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 18 23 24 27 39]
+Epoch 150		Train Acc: 0.3825	Train loss: 0.0371	Test Acc: 0.3806	Test loss: 0.0373
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 23]
+Epoch 151		Train Acc: 0.3733	Train loss: 0.0390	Test Acc: 0.3259	Test loss: 0.0440
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 23]
+Epoch 152		Train Acc: 0.3832	Train loss: 0.0476	Test Acc: 0.3455	Test loss: 0.0420
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 23 24 26 27 33 34]
+Epoch 153		Train Acc: 0.3940	Train loss: 0.0367	Test Acc: 0.3834	Test loss: 0.0373
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 154		Train Acc: 0.3873	Train loss: 0.0365	Test Acc: 0.3638	Test loss: 0.0398
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 23 33 34]
+Epoch 155		Train Acc: 0.3768	Train loss: 0.0376	Test Acc: 0.3564	Test loss: 0.0404
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 23 30 33 34]
+Epoch 156		Train Acc: 0.3781	Train loss: 0.0388	Test Acc: 0.3745	Test loss: 0.0388
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 16 34]
+Epoch 157		Train Acc: 0.3837	Train loss: 0.0474	Test Acc: 0.3342	Test loss: 0.0432
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 34 36 37 38 39]
+Epoch 158		Train Acc: 0.3848	Train loss: 0.0368	Test Acc: 0.3779	Test loss: 0.0376
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 19 20 24 34 37 39]
+Epoch 159		Train Acc: 0.3780	Train loss: 0.0369	Test Acc: 0.3789	Test loss: 0.0377
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 24 34 37]
+Epoch 160		Train Acc: 0.3916	Train loss: 0.0362	Test Acc: 0.3801	Test loss: 0.0375
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 24]
+Epoch 161		Train Acc: 0.3876	Train loss: 0.0382	Test Acc: 0.3836	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 24]
+Epoch 162		Train Acc: 0.3908	Train loss: 0.0471	Test Acc: 0.3862	Test loss: 0.0371
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20]
+Epoch 163		Train Acc: 0.3902	Train loss: 0.0363	Test Acc: 0.3881	Test loss: 0.0369
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 17 20 36 39]
+Epoch 164		Train Acc: 0.3920	Train loss: 0.0360	Test Acc: 0.3896	Test loss: 0.0368
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 17 20 21 39]
+Epoch 165		Train Acc: 0.3979	Train loss: 0.0362	Test Acc: 0.3912	Test loss: 0.0368
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21]
+Epoch 166		Train Acc: 0.3876	Train loss: 0.0379	Test Acc: 0.3899	Test loss: 0.0368
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21]
+Epoch 167		Train Acc: 0.3948	Train loss: 0.0470	Test Acc: 0.3896	Test loss: 0.0369
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 17 20 21 23 27 28 32 36 39]
+Epoch 168		Train Acc: 0.4023	Train loss: 0.0361	Test Acc: 0.3902	Test loss: 0.0368
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 36 37 38 39]
+Epoch 169		Train Acc: 0.3865	Train loss: 0.0362	Test Acc: 0.3912	Test loss: 0.0367
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 36 37 38 39]
+Epoch 170		Train Acc: 0.3955	Train loss: 0.0379	Test Acc: 0.3909	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 15 16 17 18 19 20 21 22 23 24
+ 25 26 27 28 29 30 31 32 33 36 37 38 39]
+Epoch 171		Train Acc: 0.4018	Train loss: 0.0360	Test Acc: 0.3906	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 36 37 38 39]
+Epoch 172		Train Acc: 0.3886	Train loss: 0.0362	Test Acc: 0.3909	Test loss: 0.0367
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 36 37 38 39]
+Epoch 173		Train Acc: 0.3992	Train loss: 0.0469	Test Acc: 0.3903	Test loss: 0.0367
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 23 28 30]
+Epoch 174		Train Acc: 0.3924	Train loss: 0.0363	Test Acc: 0.3904	Test loss: 0.0370
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 15 16 17 18 19 20 21 22 23 24
+ 25 26 27 28 29 30 31 32 33 36 37 38 39]
+Epoch 175		Train Acc: 0.3918	Train loss: 0.0378	Test Acc: 0.3908	Test loss: 0.0368
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 15 16 17 18 19 20 21 22 23 24
+ 25 27 28 29 30 31 32 36 37 38 39]
+Epoch 176		Train Acc: 0.4032	Train loss: 0.0357	Test Acc: 0.3915	Test loss: 0.0367
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 15 17 18 19 20 21 23 28 29 30
+ 32 36 39]
+Epoch 177		Train Acc: 0.4000	Train loss: 0.0362	Test Acc: 0.3926	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 15 16 17 18 19 20 21 22 23 24
+ 25 27 28 29 30 31 32 36 37 39]
+Epoch 178		Train Acc: 0.3912	Train loss: 0.0473	Test Acc: 0.3932	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 36 37 38 39]
+Epoch 179		Train Acc: 0.3963	Train loss: 0.0362	Test Acc: 0.3928	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 34 36 37 38 39]
+Epoch 180		Train Acc: 0.3920	Train loss: 0.0378	Test Acc: 0.3934	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 36 37 38 39]
+Epoch 181		Train Acc: 0.4024	Train loss: 0.0359	Test Acc: 0.3922	Test loss: 0.0365
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 36 37 38 39]
+Epoch 182		Train Acc: 0.4035	Train loss: 0.0356	Test Acc: 0.3923	Test loss: 0.0365
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 34 36 37 38 39]
+Epoch 183		Train Acc: 0.3962	Train loss: 0.0465	Test Acc: 0.3920	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 34 36 37 38 39]
+Epoch 184		Train Acc: 0.3904	Train loss: 0.0362	Test Acc: 0.3919	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 34 36 37 38 39]
+Epoch 185		Train Acc: 0.3946	Train loss: 0.0376	Test Acc: 0.3928	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 36 37 38 39]
+Epoch 186		Train Acc: 0.4000	Train loss: 0.0360	Test Acc: 0.3939	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 36 37 38 39]
+Epoch 187		Train Acc: 0.3910	Train loss: 0.0361	Test Acc: 0.3932	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 34 36 37 38 39]
+Epoch 188		Train Acc: 0.4011	Train loss: 0.0466	Test Acc: 0.3936	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 34 36 37 38 39]
+Epoch 189		Train Acc: 0.4014	Train loss: 0.0375	Test Acc: 0.3922	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 34 36 37 38 39]
+Epoch 190		Train Acc: 0.3973	Train loss: 0.0360	Test Acc: 0.3935	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 34 36 37 38 39]
+Epoch 191		Train Acc: 0.3982	Train loss: 0.0357	Test Acc: 0.3933	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 34 36 37 38 39]
+Epoch 192		Train Acc: 0.3937	Train loss: 0.0360	Test Acc: 0.3939	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 34 36 37 38 39]
+Epoch 193		Train Acc: 0.3922	Train loss: 0.0363	Test Acc: 0.3945	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 34 36 37 38 39]
+Epoch 194		Train Acc: 0.3883	Train loss: 0.0483	Test Acc: 0.3949	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 34 36 37 38 39]
+Epoch 195		Train Acc: 0.3924	Train loss: 0.0361	Test Acc: 0.3942	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 34 36 37 38 39]
+Epoch 196		Train Acc: 0.4018	Train loss: 0.0361	Test Acc: 0.3938	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 34 36 37 38 39]
+Epoch 197		Train Acc: 0.3948	Train loss: 0.0358	Test Acc: 0.3939	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 36 37 38 39]
+Epoch 198		Train Acc: 0.3960	Train loss: 0.0359	Test Acc: 0.3928	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
+ 24 25 26 27 28 29 30 31 32 33 36 37 38 39]
+Epoch 199		Train Acc: 0.3986	Train loss: 0.0472	Test Acc: 0.3938	Test loss: 0.0366
+Training finished on Mon Mar  2 10:49:27 2026 using 44 minutes and 48 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_60_0.05_FedAvg_adv0.1_seed42_cfgFedAvg_CIFAR100_config_exp0.txt

@@ -0,0 +1,375 @@
+seed: 42, num_experiments: 5, experiment_id: 0, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 60, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 6, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25727181.0/flpoison_25727181_110/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_60_0.05_FedAvg_adv0.1_seed42_cfgFedAvg_CIFAR100_config_exp0.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42
+
+Started on Thu Mar  5 03:26:05 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0111	Train loss: 0.0751	Test Acc: 0.0134	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0152	Train loss: 0.0744	Test Acc: 0.0101	Test loss: 0.0724
+Epoch 2  		Train Acc: 0.0223	Train loss: 0.0727	Test Acc: 0.0143	Test loss: 0.0724
+Epoch 3  		Train Acc: 0.0412	Train loss: 0.1722	Test Acc: 0.0190	Test loss: 0.0712
+Epoch 4  		Train Acc: 0.0395	Train loss: 0.0692	Test Acc: 0.0523	Test loss: 0.0676
+Epoch 5  		Train Acc: 0.0471	Train loss: 0.0670	Test Acc: 0.0685	Test loss: 0.0653
+Epoch 6  		Train Acc: 0.0622	Train loss: 0.0754	Test Acc: 0.0775	Test loss: 0.0632
+Epoch 7  		Train Acc: 0.0549	Train loss: 0.1540	Test Acc: 0.0765	Test loss: 0.0633
+Epoch 8  		Train Acc: 0.0651	Train loss: 0.0641	Test Acc: 0.0912	Test loss: 0.0617
+Epoch 9  		Train Acc: 0.0783	Train loss: 0.0730	Test Acc: 0.1041	Test loss: 0.0611
+Epoch 10 		Train Acc: 0.0814	Train loss: 0.0619	Test Acc: 0.1099	Test loss: 0.0600
+Epoch 11 		Train Acc: 0.0673	Train loss: 0.1436	Test Acc: 0.1051	Test loss: 0.0610
+Epoch 12 		Train Acc: 0.0799	Train loss: 0.0729	Test Acc: 0.1193	Test loss: 0.0590
+Epoch 13 		Train Acc: 0.0990	Train loss: 0.0602	Test Acc: 0.1397	Test loss: 0.0576
+Epoch 14 		Train Acc: 0.0958	Train loss: 0.1486	Test Acc: 0.1458	Test loss: 0.0567
+Epoch 15 		Train Acc: 0.0926	Train loss: 0.0621	Test Acc: 0.1494	Test loss: 0.0564
+Epoch 16 		Train Acc: 0.1089	Train loss: 0.0687	Test Acc: 0.1524	Test loss: 0.0557
+Epoch 17 		Train Acc: 0.1132	Train loss: 0.0584	Test Acc: 0.1650	Test loss: 0.0554
+Epoch 18 		Train Acc: 0.1133	Train loss: 0.1442	Test Acc: 0.1679	Test loss: 0.0547
+Epoch 19 		Train Acc: 0.1301	Train loss: 0.0669	Test Acc: 0.1659	Test loss: 0.0545
+Epoch 20 		Train Acc: 0.1266	Train loss: 0.0569	Test Acc: 0.1840	Test loss: 0.0535
+Epoch 21 		Train Acc: 0.1365	Train loss: 0.0566	Test Acc: 0.1923	Test loss: 0.0530
+Epoch 22 		Train Acc: 0.1333	Train loss: 0.1466	Test Acc: 0.1834	Test loss: 0.0529
+Epoch 23 		Train Acc: 0.1391	Train loss: 0.0559	Test Acc: 0.1916	Test loss: 0.0524
+Epoch 24 		Train Acc: 0.1486	Train loss: 0.0553	Test Acc: 0.2088	Test loss: 0.0513
+Epoch 25 		Train Acc: 0.1528	Train loss: 0.0656	Test Acc: 0.2128	Test loss: 0.0509
+Epoch 26 		Train Acc: 0.1309	Train loss: 0.1349	Test Acc: 0.2069	Test loss: 0.0507
+Epoch 27 		Train Acc: 0.1569	Train loss: 0.0547	Test Acc: 0.2124	Test loss: 0.0504
+Epoch 28 		Train Acc: 0.1658	Train loss: 0.0536	Test Acc: 0.2232	Test loss: 0.0498
+Epoch 29 		Train Acc: 0.1852	Train loss: 0.1386	Test Acc: 0.2273	Test loss: 0.0495
+Epoch 30 		Train Acc: 0.1548	Train loss: 0.0553	Test Acc: 0.2301	Test loss: 0.0493
+Epoch 31 		Train Acc: 0.1693	Train loss: 0.0532	Test Acc: 0.2362	Test loss: 0.0485
+Epoch 32 		Train Acc: 0.2017	Train loss: 0.0589	Test Acc: 0.2460	Test loss: 0.0479
+Epoch 33 		Train Acc: 0.1876	Train loss: 0.1264	Test Acc: 0.2452	Test loss: 0.0485
+Epoch 34 		Train Acc: 0.1844	Train loss: 0.0519	Test Acc: 0.2523	Test loss: 0.0473
+Epoch 35 		Train Acc: 0.2118	Train loss: 0.0587	Test Acc: 0.2622	Test loss: 0.0467
+Epoch 36 		Train Acc: 0.2160	Train loss: 0.0494	Test Acc: 0.2708	Test loss: 0.0459
+Epoch 37 		Train Acc: 0.1951	Train loss: 0.1232	Test Acc: 0.2682	Test loss: 0.0460
+Epoch 38 		Train Acc: 0.2089	Train loss: 0.0599	Test Acc: 0.2703	Test loss: 0.0460
+Epoch 39 		Train Acc: 0.2241	Train loss: 0.0490	Test Acc: 0.2834	Test loss: 0.0447
+Epoch 40 		Train Acc: 0.2311	Train loss: 0.0482	Test Acc: 0.2850	Test loss: 0.0448
+Epoch 41 		Train Acc: 0.1921	Train loss: 0.1201	Test Acc: 0.2882	Test loss: 0.0446
+Epoch 42 		Train Acc: 0.2421	Train loss: 0.0551	Test Acc: 0.2912	Test loss: 0.0442
+Epoch 43 		Train Acc: 0.2394	Train loss: 0.0470	Test Acc: 0.3031	Test loss: 0.0434
+Epoch 44 		Train Acc: 0.2381	Train loss: 0.1209	Test Acc: 0.3011	Test loss: 0.0435
+Epoch 45 		Train Acc: 0.2333	Train loss: 0.0568	Test Acc: 0.3017	Test loss: 0.0432
+Epoch 46 		Train Acc: 0.2527	Train loss: 0.0465	Test Acc: 0.3122	Test loss: 0.0425
+Epoch 47 		Train Acc: 0.2494	Train loss: 0.0463	Test Acc: 0.3250	Test loss: 0.0419
+Epoch 48 		Train Acc: 0.2656	Train loss: 0.1272	Test Acc: 0.3234	Test loss: 0.0422
+Epoch 49 		Train Acc: 0.2628	Train loss: 0.0454	Test Acc: 0.3213	Test loss: 0.0415
+Epoch 50 		Train Acc: 0.2638	Train loss: 0.0451	Test Acc: 0.3327	Test loss: 0.0414
+Epoch 51 		Train Acc: 0.2641	Train loss: 0.0541	Test Acc: 0.3480	Test loss: 0.0405
+Epoch 52 		Train Acc: 0.2634	Train loss: 0.1142	Test Acc: 0.3415	Test loss: 0.0404
+Epoch 53 		Train Acc: 0.2770	Train loss: 0.0445	Test Acc: 0.3503	Test loss: 0.0397
+Epoch 54 		Train Acc: 0.2794	Train loss: 0.0439	Test Acc: 0.3543	Test loss: 0.0396
+Epoch 55 		Train Acc: 0.3010	Train loss: 0.0490	Test Acc: 0.3636	Test loss: 0.0389
+Epoch 56 		Train Acc: 0.2614	Train loss: 0.1054	Test Acc: 0.3494	Test loss: 0.0400
+Epoch 57 		Train Acc: 0.2891	Train loss: 0.0437	Test Acc: 0.3604	Test loss: 0.0389
+Epoch 58 		Train Acc: 0.3223	Train loss: 0.0477	Test Acc: 0.3690	Test loss: 0.0384
+Epoch 59 		Train Acc: 0.3121	Train loss: 0.1120	Test Acc: 0.3707	Test loss: 0.0384
+Epoch 60 		Train Acc: 0.2854	Train loss: 0.0447	Test Acc: 0.3688	Test loss: 0.0385
+Epoch 61 		Train Acc: 0.3183	Train loss: 0.0487	Test Acc: 0.3724	Test loss: 0.0381
+Epoch 62 		Train Acc: 0.3359	Train loss: 0.0401	Test Acc: 0.3763	Test loss: 0.0377
+Epoch 63 		Train Acc: 0.3148	Train loss: 0.1061	Test Acc: 0.3707	Test loss: 0.0378
+Epoch 64 		Train Acc: 0.3003	Train loss: 0.0504	Test Acc: 0.3839	Test loss: 0.0374
+Epoch 65 		Train Acc: 0.3368	Train loss: 0.0398	Test Acc: 0.3937	Test loss: 0.0366
+Epoch 66 		Train Acc: 0.3370	Train loss: 0.0396	Test Acc: 0.3982	Test loss: 0.0361
+Epoch 67 		Train Acc: 0.3074	Train loss: 0.1061	Test Acc: 0.3880	Test loss: 0.0367
+Epoch 68 		Train Acc: 0.3590	Train loss: 0.0445	Test Acc: 0.3955	Test loss: 0.0361
+Epoch 69 		Train Acc: 0.3540	Train loss: 0.0385	Test Acc: 0.4139	Test loss: 0.0353
+Epoch 70 		Train Acc: 0.3495	Train loss: 0.0387	Test Acc: 0.4119	Test loss: 0.0354
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 71 		Train Acc: 0.3387	Train loss: 0.1051	Test Acc: 0.4053	Test loss: 0.0352
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 72 		Train Acc: 0.3669	Train loss: 0.0377	Test Acc: 0.4241	Test loss: 0.0341
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 73 		Train Acc: 0.3662	Train loss: 0.0375	Test Acc: 0.4170	Test loss: 0.0346
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 74 		Train Acc: 0.3653	Train loss: 0.1140	Test Acc: 0.4211	Test loss: 0.0342
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 75 		Train Acc: 0.3419	Train loss: 0.0405	Test Acc: 0.4298	Test loss: 0.0338
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 76 		Train Acc: 0.3719	Train loss: 0.0374	Test Acc: 0.4300	Test loss: 0.0338
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 77 		Train Acc: 0.3716	Train loss: 0.0447	Test Acc: 0.4380	Test loss: 0.0333
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 78 		Train Acc: 0.3759	Train loss: 0.0983	Test Acc: 0.4208	Test loss: 0.0343
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 79 		Train Acc: 0.3731	Train loss: 0.0370	Test Acc: 0.4371	Test loss: 0.0333
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 80 		Train Acc: 0.3840	Train loss: 0.0365	Test Acc: 0.4463	Test loss: 0.0327
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 81 		Train Acc: 0.4175	Train loss: 0.0395	Test Acc: 0.4449	Test loss: 0.0326
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 82 		Train Acc: 0.3673	Train loss: 0.1018	Test Acc: 0.4538	Test loss: 0.0325
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 83 		Train Acc: 0.3889	Train loss: 0.0361	Test Acc: 0.4509	Test loss: 0.0326
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 84 		Train Acc: 0.4197	Train loss: 0.0391	Test Acc: 0.4578	Test loss: 0.0320
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 85 		Train Acc: 0.4215	Train loss: 0.0337	Test Acc: 0.4640	Test loss: 0.0316
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 86 		Train Acc: 0.3713	Train loss: 0.0893	Test Acc: 0.4671	Test loss: 0.0313
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 87 		Train Acc: 0.4275	Train loss: 0.0398	Test Acc: 0.4783	Test loss: 0.0309
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 88 		Train Acc: 0.4313	Train loss: 0.0328	Test Acc: 0.4754	Test loss: 0.0309
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 89 		Train Acc: 0.4261	Train loss: 0.0944	Test Acc: 0.4668	Test loss: 0.0314
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 90 		Train Acc: 0.3733	Train loss: 0.0446	Test Acc: 0.4725	Test loss: 0.0309
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 91 		Train Acc: 0.4348	Train loss: 0.0328	Test Acc: 0.4752	Test loss: 0.0309
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 92 		Train Acc: 0.4292	Train loss: 0.0328	Test Acc: 0.4764	Test loss: 0.0306
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 93 		Train Acc: 0.4084	Train loss: 0.0928	Test Acc: 0.4758	Test loss: 0.0305
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 94 		Train Acc: 0.4473	Train loss: 0.0367	Test Acc: 0.4857	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 95 		Train Acc: 0.4511	Train loss: 0.0315	Test Acc: 0.4918	Test loss: 0.0297
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 96 		Train Acc: 0.4451	Train loss: 0.0319	Test Acc: 0.4938	Test loss: 0.0296
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 97 		Train Acc: 0.4323	Train loss: 0.1010	Test Acc: 0.4947	Test loss: 0.0296
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 98 		Train Acc: 0.4596	Train loss: 0.0313	Test Acc: 0.5061	Test loss: 0.0287
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 99 		Train Acc: 0.4586	Train loss: 0.0310	Test Acc: 0.5049	Test loss: 0.0290
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 100		Train Acc: 0.5349	Train loss: 0.0304	Test Acc: 0.5116	Test loss: 0.0283
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 101		Train Acc: 0.5369	Train loss: 0.0794	Test Acc: 0.5170	Test loss: 0.0277
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 102		Train Acc: 0.5510	Train loss: 0.0254	Test Acc: 0.5207	Test loss: 0.0275
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 103		Train Acc: 0.5486	Train loss: 0.0300	Test Acc: 0.5215	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 104		Train Acc: 0.5543	Train loss: 0.0796	Test Acc: 0.5239	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 105		Train Acc: 0.5670	Train loss: 0.0247	Test Acc: 0.5251	Test loss: 0.0273
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 106		Train Acc: 0.5601	Train loss: 0.0248	Test Acc: 0.5264	Test loss: 0.0272
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 107		Train Acc: 0.5691	Train loss: 0.0288	Test Acc: 0.5320	Test loss: 0.0271
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 108		Train Acc: 0.5654	Train loss: 0.0718	Test Acc: 0.5327	Test loss: 0.0271
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 109		Train Acc: 0.5697	Train loss: 0.0243	Test Acc: 0.5306	Test loss: 0.0272
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 110		Train Acc: 0.5792	Train loss: 0.0278	Test Acc: 0.5319	Test loss: 0.0271
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 111		Train Acc: 0.5801	Train loss: 0.0240	Test Acc: 0.5320	Test loss: 0.0271
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 112		Train Acc: 0.5542	Train loss: 0.0728	Test Acc: 0.5350	Test loss: 0.0270
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 113		Train Acc: 0.5729	Train loss: 0.0281	Test Acc: 0.5343	Test loss: 0.0270
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 114		Train Acc: 0.5762	Train loss: 0.0241	Test Acc: 0.5341	Test loss: 0.0269
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 115		Train Acc: 0.5847	Train loss: 0.0238	Test Acc: 0.5360	Test loss: 0.0268
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 116		Train Acc: 0.5611	Train loss: 0.0776	Test Acc: 0.5360	Test loss: 0.0268
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 117		Train Acc: 0.5910	Train loss: 0.0233	Test Acc: 0.5358	Test loss: 0.0268
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 118		Train Acc: 0.5736	Train loss: 0.0240	Test Acc: 0.5366	Test loss: 0.0268
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 119		Train Acc: 0.5473	Train loss: 0.0825	Test Acc: 0.5367	Test loss: 0.0267
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 120		Train Acc: 0.5921	Train loss: 0.0270	Test Acc: 0.5361	Test loss: 0.0267
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 121		Train Acc: 0.5757	Train loss: 0.0239	Test Acc: 0.5368	Test loss: 0.0267
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 122		Train Acc: 0.5808	Train loss: 0.0238	Test Acc: 0.5371	Test loss: 0.0266
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 123		Train Acc: 0.5897	Train loss: 0.0761	Test Acc: 0.5387	Test loss: 0.0265
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 124		Train Acc: 0.5908	Train loss: 0.0231	Test Acc: 0.5396	Test loss: 0.0265
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 125		Train Acc: 0.5850	Train loss: 0.0236	Test Acc: 0.5423	Test loss: 0.0265
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 126		Train Acc: 0.5850	Train loss: 0.0275	Test Acc: 0.5437	Test loss: 0.0263
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 127		Train Acc: 0.5871	Train loss: 0.0644	Test Acc: 0.5442	Test loss: 0.0264
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 128		Train Acc: 0.5868	Train loss: 0.0232	Test Acc: 0.5425	Test loss: 0.0264
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 129		Train Acc: 0.5841	Train loss: 0.0273	Test Acc: 0.5424	Test loss: 0.0263
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 130		Train Acc: 0.5998	Train loss: 0.0228	Test Acc: 0.5453	Test loss: 0.0263
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 131		Train Acc: 0.5843	Train loss: 0.0686	Test Acc: 0.5448	Test loss: 0.0264
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 132		Train Acc: 0.5848	Train loss: 0.0233	Test Acc: 0.5465	Test loss: 0.0263
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 133		Train Acc: 0.6043	Train loss: 0.0265	Test Acc: 0.5487	Test loss: 0.0262
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 134		Train Acc: 0.5875	Train loss: 0.0713	Test Acc: 0.5488	Test loss: 0.0262
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 135		Train Acc: 0.5898	Train loss: 0.0232	Test Acc: 0.5483	Test loss: 0.0262
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 136		Train Acc: 0.6026	Train loss: 0.0262	Test Acc: 0.5469	Test loss: 0.0261
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 137		Train Acc: 0.5986	Train loss: 0.0228	Test Acc: 0.5492	Test loss: 0.0261
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 138		Train Acc: 0.5923	Train loss: 0.0687	Test Acc: 0.5462	Test loss: 0.0261
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 139		Train Acc: 0.5967	Train loss: 0.0267	Test Acc: 0.5469	Test loss: 0.0261
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 140		Train Acc: 0.6038	Train loss: 0.0224	Test Acc: 0.5502	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 141		Train Acc: 0.5916	Train loss: 0.0229	Test Acc: 0.5516	Test loss: 0.0259
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 142		Train Acc: 0.5781	Train loss: 0.0777	Test Acc: 0.5530	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 143		Train Acc: 0.6054	Train loss: 0.0222	Test Acc: 0.5515	Test loss: 0.0261
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 144		Train Acc: 0.5973	Train loss: 0.0227	Test Acc: 0.5523	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 145		Train Acc: 0.5979	Train loss: 0.0227	Test Acc: 0.5539	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 146		Train Acc: 0.6092	Train loss: 0.0727	Test Acc: 0.5503	Test loss: 0.0259
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 147		Train Acc: 0.6091	Train loss: 0.0219	Test Acc: 0.5509	Test loss: 0.0259
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 148		Train Acc: 0.5958	Train loss: 0.0228	Test Acc: 0.5527	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 149		Train Acc: 0.5814	Train loss: 0.0767	Test Acc: 0.5551	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 150		Train Acc: 0.6006	Train loss: 0.0223	Test Acc: 0.5540	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 151		Train Acc: 0.6036	Train loss: 0.0222	Test Acc: 0.5534	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 152		Train Acc: 0.6072	Train loss: 0.0256	Test Acc: 0.5557	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 153		Train Acc: 0.6129	Train loss: 0.0675	Test Acc: 0.5549	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 154		Train Acc: 0.5984	Train loss: 0.0224	Test Acc: 0.5552	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 155		Train Acc: 0.6042	Train loss: 0.0259	Test Acc: 0.5553	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 156		Train Acc: 0.6214	Train loss: 0.0216	Test Acc: 0.5537	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 157		Train Acc: 0.6091	Train loss: 0.0651	Test Acc: 0.5553	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 158		Train Acc: 0.6029	Train loss: 0.0222	Test Acc: 0.5561	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 159		Train Acc: 0.6215	Train loss: 0.0250	Test Acc: 0.5574	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 160		Train Acc: 0.6085	Train loss: 0.0222	Test Acc: 0.5587	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 161		Train Acc: 0.5932	Train loss: 0.0697	Test Acc: 0.5595	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 162		Train Acc: 0.6026	Train loss: 0.0257	Test Acc: 0.5618	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 163		Train Acc: 0.6079	Train loss: 0.0222	Test Acc: 0.5610	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 164		Train Acc: 0.5832	Train loss: 0.0714	Test Acc: 0.5618	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 165		Train Acc: 0.5953	Train loss: 0.0263	Test Acc: 0.5606	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 166		Train Acc: 0.6051	Train loss: 0.0223	Test Acc: 0.5609	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 167		Train Acc: 0.6085	Train loss: 0.0221	Test Acc: 0.5612	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 168		Train Acc: 0.5785	Train loss: 0.0737	Test Acc: 0.5612	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 169		Train Acc: 0.6048	Train loss: 0.0222	Test Acc: 0.5610	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 170		Train Acc: 0.6076	Train loss: 0.0220	Test Acc: 0.5616	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 171		Train Acc: 0.6027	Train loss: 0.0223	Test Acc: 0.5618	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 172		Train Acc: 0.5849	Train loss: 0.0760	Test Acc: 0.5625	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 173		Train Acc: 0.6059	Train loss: 0.0221	Test Acc: 0.5625	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 174		Train Acc: 0.6072	Train loss: 0.0221	Test Acc: 0.5636	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 175		Train Acc: 0.6049	Train loss: 0.0259	Test Acc: 0.5631	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 176		Train Acc: 0.5908	Train loss: 0.0728	Test Acc: 0.5633	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 177		Train Acc: 0.6048	Train loss: 0.0221	Test Acc: 0.5636	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 178		Train Acc: 0.6059	Train loss: 0.0260	Test Acc: 0.5629	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 179		Train Acc: 0.5910	Train loss: 0.0691	Test Acc: 0.5633	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 180		Train Acc: 0.6075	Train loss: 0.0219	Test Acc: 0.5629	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 181		Train Acc: 0.6049	Train loss: 0.0262	Test Acc: 0.5625	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 182		Train Acc: 0.6082	Train loss: 0.0220	Test Acc: 0.5616	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 183		Train Acc: 0.5910	Train loss: 0.0683	Test Acc: 0.5622	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 184		Train Acc: 0.6114	Train loss: 0.0219	Test Acc: 0.5629	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 185		Train Acc: 0.6083	Train loss: 0.0255	Test Acc: 0.5637	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 186		Train Acc: 0.6080	Train loss: 0.0222	Test Acc: 0.5636	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 187		Train Acc: 0.5895	Train loss: 0.0679	Test Acc: 0.5637	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 188		Train Acc: 0.5976	Train loss: 0.0260	Test Acc: 0.5639	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 189		Train Acc: 0.6100	Train loss: 0.0219	Test Acc: 0.5637	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 190		Train Acc: 0.6093	Train loss: 0.0220	Test Acc: 0.5634	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 191		Train Acc: 0.5995	Train loss: 0.0720	Test Acc: 0.5635	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 192		Train Acc: 0.6092	Train loss: 0.0221	Test Acc: 0.5640	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 193		Train Acc: 0.6079	Train loss: 0.0220	Test Acc: 0.5641	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 194		Train Acc: 0.5815	Train loss: 0.0761	Test Acc: 0.5650	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 195		Train Acc: 0.6070	Train loss: 0.0220	Test Acc: 0.5640	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 196		Train Acc: 0.6070	Train loss: 0.0220	Test Acc: 0.5633	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 197		Train Acc: 0.6072	Train loss: 0.0221	Test Acc: 0.5631	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 198		Train Acc: 0.5936	Train loss: 0.0760	Test Acc: 0.5637	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 199		Train Acc: 0.6021	Train loss: 0.0224	Test Acc: 0.5634	Test loss: 0.0249
+Training finished on Thu Mar  5 04:28:03 2026 using 61 minutes and 58 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_60_0.05_FedAvg_adv0.1_seed43_cfgFedAvg_CIFAR100_config_exp1.txt

@@ -0,0 +1,367 @@
+seed: 43, num_experiments: 5, experiment_id: 1, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 60, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 6, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25727181.0/flpoison_25727181_110/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_60_0.05_FedAvg_adv0.1_seed43_cfgFedAvg_CIFAR100_config_exp1.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Thu Mar  5 04:28:03 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0097	Train loss: 0.0750	Test Acc: 0.0105	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0189	Train loss: 0.0742	Test Acc: 0.0102	Test loss: 0.0725
+Epoch 2  		Train Acc: 0.0260	Train loss: 0.0723	Test Acc: 0.0137	Test loss: 0.0726
+Epoch 3  		Train Acc: 0.0380	Train loss: 0.1786	Test Acc: 0.0218	Test loss: 0.0718
+Epoch 4  		Train Acc: 0.0386	Train loss: 0.0698	Test Acc: 0.0499	Test loss: 0.0679
+Epoch 5  		Train Acc: 0.0487	Train loss: 0.0673	Test Acc: 0.0552	Test loss: 0.0653
+Epoch 6  		Train Acc: 0.0630	Train loss: 0.0757	Test Acc: 0.0764	Test loss: 0.0639
+Epoch 7  		Train Acc: 0.0584	Train loss: 0.1520	Test Acc: 0.0713	Test loss: 0.0670
+Epoch 8  		Train Acc: 0.0650	Train loss: 0.0644	Test Acc: 0.0915	Test loss: 0.0638
+Epoch 9  		Train Acc: 0.0841	Train loss: 0.0728	Test Acc: 0.0989	Test loss: 0.0610
+Epoch 10 		Train Acc: 0.0898	Train loss: 0.0615	Test Acc: 0.1117	Test loss: 0.0604
+Epoch 11 		Train Acc: 0.0743	Train loss: 0.1479	Test Acc: 0.1093	Test loss: 0.0608
+Epoch 12 		Train Acc: 0.0841	Train loss: 0.0727	Test Acc: 0.1271	Test loss: 0.0578
+Epoch 13 		Train Acc: 0.1029	Train loss: 0.0598	Test Acc: 0.1441	Test loss: 0.0570
+Epoch 14 		Train Acc: 0.1000	Train loss: 0.1422	Test Acc: 0.1471	Test loss: 0.0567
+Epoch 15 		Train Acc: 0.0895	Train loss: 0.0623	Test Acc: 0.1542	Test loss: 0.0559
+Epoch 16 		Train Acc: 0.1161	Train loss: 0.0679	Test Acc: 0.1632	Test loss: 0.0550
+Epoch 17 		Train Acc: 0.1200	Train loss: 0.0578	Test Acc: 0.1669	Test loss: 0.0544
+Epoch 18 		Train Acc: 0.1154	Train loss: 0.1442	Test Acc: 0.1712	Test loss: 0.0539
+Epoch 19 		Train Acc: 0.1313	Train loss: 0.0662	Test Acc: 0.1766	Test loss: 0.0537
+Epoch 20 		Train Acc: 0.1396	Train loss: 0.0560	Test Acc: 0.1815	Test loss: 0.0532
+Epoch 21 		Train Acc: 0.1370	Train loss: 0.0563	Test Acc: 0.1943	Test loss: 0.0522
+Epoch 22 		Train Acc: 0.1366	Train loss: 0.1462	Test Acc: 0.1993	Test loss: 0.0519
+Epoch 23 		Train Acc: 0.1450	Train loss: 0.0557	Test Acc: 0.1998	Test loss: 0.0515
+Epoch 24 		Train Acc: 0.1563	Train loss: 0.0545	Test Acc: 0.2075	Test loss: 0.0509
+Epoch 25 		Train Acc: 0.1570	Train loss: 0.0645	Test Acc: 0.2135	Test loss: 0.0508
+Epoch 26 		Train Acc: 0.1383	Train loss: 0.1321	Test Acc: 0.2150	Test loss: 0.0501
+Epoch 27 		Train Acc: 0.1670	Train loss: 0.0538	Test Acc: 0.2278	Test loss: 0.0493
+Epoch 28 		Train Acc: 0.1736	Train loss: 0.0532	Test Acc: 0.2331	Test loss: 0.0490
+Epoch 29 		Train Acc: 0.1954	Train loss: 0.1411	Test Acc: 0.2334	Test loss: 0.0486
+Epoch 30 		Train Acc: 0.1611	Train loss: 0.0551	Test Acc: 0.2294	Test loss: 0.0491
+Epoch 31 		Train Acc: 0.1872	Train loss: 0.0522	Test Acc: 0.2406	Test loss: 0.0483
+Epoch 32 		Train Acc: 0.2057	Train loss: 0.0585	Test Acc: 0.2532	Test loss: 0.0477
+Epoch 33 		Train Acc: 0.1932	Train loss: 0.1355	Test Acc: 0.2512	Test loss: 0.0473
+Epoch 34 		Train Acc: 0.1845	Train loss: 0.0517	Test Acc: 0.2638	Test loss: 0.0464
+Epoch 35 		Train Acc: 0.2172	Train loss: 0.0582	Test Acc: 0.2721	Test loss: 0.0459
+Epoch 36 		Train Acc: 0.2195	Train loss: 0.0489	Test Acc: 0.2659	Test loss: 0.0462
+Epoch 37 		Train Acc: 0.1956	Train loss: 0.1225	Test Acc: 0.2689	Test loss: 0.0461
+Epoch 38 		Train Acc: 0.2042	Train loss: 0.0595	Test Acc: 0.2818	Test loss: 0.0446
+Epoch 39 		Train Acc: 0.2263	Train loss: 0.0482	Test Acc: 0.2872	Test loss: 0.0441
+Epoch 40 		Train Acc: 0.2354	Train loss: 0.0479	Test Acc: 0.2908	Test loss: 0.0440
+Epoch 41 		Train Acc: 0.1926	Train loss: 0.1245	Test Acc: 0.2895	Test loss: 0.0442
+Epoch 42 		Train Acc: 0.2443	Train loss: 0.0544	Test Acc: 0.2849	Test loss: 0.0447
+Epoch 43 		Train Acc: 0.2475	Train loss: 0.0467	Test Acc: 0.2999	Test loss: 0.0433
+Epoch 44 		Train Acc: 0.2387	Train loss: 0.1196	Test Acc: 0.3165	Test loss: 0.0424
+Epoch 45 		Train Acc: 0.2387	Train loss: 0.0561	Test Acc: 0.3109	Test loss: 0.0424
+Epoch 46 		Train Acc: 0.2565	Train loss: 0.0461	Test Acc: 0.3195	Test loss: 0.0418
+Epoch 47 		Train Acc: 0.2622	Train loss: 0.0457	Test Acc: 0.3236	Test loss: 0.0414
+Epoch 48 		Train Acc: 0.2628	Train loss: 0.1264	Test Acc: 0.3113	Test loss: 0.0424
+Epoch 49 		Train Acc: 0.2592	Train loss: 0.0457	Test Acc: 0.3313	Test loss: 0.0411
+Epoch 50 		Train Acc: 0.2678	Train loss: 0.0446	Test Acc: 0.3429	Test loss: 0.0401
+Epoch 51 		Train Acc: 0.2773	Train loss: 0.0527	Test Acc: 0.3467	Test loss: 0.0396
+Epoch 52 		Train Acc: 0.2797	Train loss: 0.1032	Test Acc: 0.3390	Test loss: 0.0398
+Epoch 53 		Train Acc: 0.2796	Train loss: 0.0442	Test Acc: 0.3454	Test loss: 0.0395
+Epoch 54 		Train Acc: 0.2869	Train loss: 0.0434	Test Acc: 0.3441	Test loss: 0.0397
+Epoch 55 		Train Acc: 0.3168	Train loss: 0.0483	Test Acc: 0.3622	Test loss: 0.0387
+Epoch 56 		Train Acc: 0.2606	Train loss: 0.1099	Test Acc: 0.3576	Test loss: 0.0388
+Epoch 57 		Train Acc: 0.2854	Train loss: 0.0437	Test Acc: 0.3675	Test loss: 0.0379
+Epoch 58 		Train Acc: 0.3296	Train loss: 0.0468	Test Acc: 0.3767	Test loss: 0.0377
+Epoch 59 		Train Acc: 0.3239	Train loss: 0.1155	Test Acc: 0.3763	Test loss: 0.0375
+Epoch 60 		Train Acc: 0.2838	Train loss: 0.0443	Test Acc: 0.3682	Test loss: 0.0377
+Epoch 61 		Train Acc: 0.3299	Train loss: 0.0475	Test Acc: 0.3814	Test loss: 0.0371
+Epoch 62 		Train Acc: 0.3372	Train loss: 0.0397	Test Acc: 0.3921	Test loss: 0.0364
+Epoch 63 		Train Acc: 0.3177	Train loss: 0.1107	Test Acc: 0.3964	Test loss: 0.0362
+Epoch 64 		Train Acc: 0.3186	Train loss: 0.0489	Test Acc: 0.3930	Test loss: 0.0362
+Epoch 65 		Train Acc: 0.3452	Train loss: 0.0391	Test Acc: 0.3882	Test loss: 0.0361
+Epoch 66 		Train Acc: 0.3457	Train loss: 0.0388	Test Acc: 0.4069	Test loss: 0.0350
+Epoch 67 		Train Acc: 0.3187	Train loss: 0.1048	Test Acc: 0.4051	Test loss: 0.0353
+Epoch 68 		Train Acc: 0.3665	Train loss: 0.0438	Test Acc: 0.4095	Test loss: 0.0353
+Epoch 69 		Train Acc: 0.3660	Train loss: 0.0377	Test Acc: 0.4153	Test loss: 0.0346
+Epoch 70 		Train Acc: 0.3523	Train loss: 0.0382	Test Acc: 0.4280	Test loss: 0.0338
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 71 		Train Acc: 0.3449	Train loss: 0.1019	Test Acc: 0.4195	Test loss: 0.0342
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 72 		Train Acc: 0.3755	Train loss: 0.0370	Test Acc: 0.4228	Test loss: 0.0338
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 73 		Train Acc: 0.3770	Train loss: 0.0371	Test Acc: 0.4339	Test loss: 0.0334
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 74 		Train Acc: 0.3876	Train loss: 0.1159	Test Acc: 0.4377	Test loss: 0.0331
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 75 		Train Acc: 0.3660	Train loss: 0.0389	Test Acc: 0.4282	Test loss: 0.0340
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 76 		Train Acc: 0.3865	Train loss: 0.0364	Test Acc: 0.4487	Test loss: 0.0326
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 77 		Train Acc: 0.3817	Train loss: 0.0434	Test Acc: 0.4492	Test loss: 0.0325
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 78 		Train Acc: 0.3851	Train loss: 0.0997	Test Acc: 0.4484	Test loss: 0.0324
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 79 		Train Acc: 0.3865	Train loss: 0.0360	Test Acc: 0.4595	Test loss: 0.0318
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 80 		Train Acc: 0.3962	Train loss: 0.0351	Test Acc: 0.4567	Test loss: 0.0319
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 81 		Train Acc: 0.4204	Train loss: 0.0388	Test Acc: 0.4608	Test loss: 0.0317
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 82 		Train Acc: 0.3811	Train loss: 0.0948	Test Acc: 0.4621	Test loss: 0.0316
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 83 		Train Acc: 0.4074	Train loss: 0.0350	Test Acc: 0.4763	Test loss: 0.0307
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 84 		Train Acc: 0.4381	Train loss: 0.0375	Test Acc: 0.4708	Test loss: 0.0311
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 85 		Train Acc: 0.4394	Train loss: 0.0325	Test Acc: 0.4732	Test loss: 0.0306
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 86 		Train Acc: 0.3654	Train loss: 0.0974	Test Acc: 0.4774	Test loss: 0.0304
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 87 		Train Acc: 0.4379	Train loss: 0.0389	Test Acc: 0.4697	Test loss: 0.0314
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 88 		Train Acc: 0.4464	Train loss: 0.0318	Test Acc: 0.4869	Test loss: 0.0300
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 89 		Train Acc: 0.4227	Train loss: 0.0995	Test Acc: 0.4841	Test loss: 0.0304
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 90 		Train Acc: 0.3960	Train loss: 0.0432	Test Acc: 0.4778	Test loss: 0.0307
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 91 		Train Acc: 0.4426	Train loss: 0.0324	Test Acc: 0.4913	Test loss: 0.0294
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 92 		Train Acc: 0.4561	Train loss: 0.0314	Test Acc: 0.4889	Test loss: 0.0295
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 93 		Train Acc: 0.4311	Train loss: 0.0910	Test Acc: 0.4891	Test loss: 0.0302
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 94 		Train Acc: 0.4679	Train loss: 0.0353	Test Acc: 0.4991	Test loss: 0.0293
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 95 		Train Acc: 0.4714	Train loss: 0.0302	Test Acc: 0.5005	Test loss: 0.0290
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 96 		Train Acc: 0.4625	Train loss: 0.0311	Test Acc: 0.4352	Test loss: 0.0353
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 97 		Train Acc: 0.4556	Train loss: 0.0915	Test Acc: 0.3312	Test loss: 0.0510
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 98 		Train Acc: 0.4757	Train loss: 0.0301	Test Acc: 0.3024	Test loss: 0.0532
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 99 		Train Acc: 0.4741	Train loss: 0.0302	Test Acc: 0.4813	Test loss: 0.0310
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 100		Train Acc: 0.5548	Train loss: 0.0292	Test Acc: 0.5049	Test loss: 0.0290
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 101		Train Acc: 0.5543	Train loss: 0.0694	Test Acc: 0.5180	Test loss: 0.0280
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 102		Train Acc: 0.5628	Train loss: 0.0248	Test Acc: 0.5270	Test loss: 0.0273
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 103		Train Acc: 0.5650	Train loss: 0.0286	Test Acc: 0.5309	Test loss: 0.0270
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 104		Train Acc: 0.5546	Train loss: 0.0763	Test Acc: 0.5330	Test loss: 0.0269
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 105		Train Acc: 0.5785	Train loss: 0.0238	Test Acc: 0.5351	Test loss: 0.0265
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 106		Train Acc: 0.5756	Train loss: 0.0243	Test Acc: 0.5378	Test loss: 0.0263
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 107		Train Acc: 0.5936	Train loss: 0.0274	Test Acc: 0.5377	Test loss: 0.0263
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 108		Train Acc: 0.5707	Train loss: 0.0748	Test Acc: 0.5391	Test loss: 0.0263
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 109		Train Acc: 0.5799	Train loss: 0.0237	Test Acc: 0.5389	Test loss: 0.0263
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 110		Train Acc: 0.5891	Train loss: 0.0273	Test Acc: 0.5410	Test loss: 0.0263
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 111		Train Acc: 0.5850	Train loss: 0.0235	Test Acc: 0.5400	Test loss: 0.0262
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 112		Train Acc: 0.5742	Train loss: 0.0729	Test Acc: 0.5399	Test loss: 0.0262
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 113		Train Acc: 0.5924	Train loss: 0.0266	Test Acc: 0.5398	Test loss: 0.0262
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 114		Train Acc: 0.5953	Train loss: 0.0230	Test Acc: 0.5417	Test loss: 0.0261
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 115		Train Acc: 0.5816	Train loss: 0.0235	Test Acc: 0.5439	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 116		Train Acc: 0.5814	Train loss: 0.0694	Test Acc: 0.5461	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 117		Train Acc: 0.6018	Train loss: 0.0224	Test Acc: 0.5468	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 118		Train Acc: 0.5905	Train loss: 0.0232	Test Acc: 0.5457	Test loss: 0.0259
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 119		Train Acc: 0.5785	Train loss: 0.0668	Test Acc: 0.5473	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 120		Train Acc: 0.6018	Train loss: 0.0263	Test Acc: 0.5492	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 121		Train Acc: 0.6003	Train loss: 0.0226	Test Acc: 0.5480	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 122		Train Acc: 0.5924	Train loss: 0.0230	Test Acc: 0.5480	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 123		Train Acc: 0.5915	Train loss: 0.0716	Test Acc: 0.5484	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 124		Train Acc: 0.6015	Train loss: 0.0227	Test Acc: 0.5485	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 125		Train Acc: 0.5996	Train loss: 0.0225	Test Acc: 0.5491	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 126		Train Acc: 0.5979	Train loss: 0.0263	Test Acc: 0.5483	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 127		Train Acc: 0.5917	Train loss: 0.0765	Test Acc: 0.5490	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 128		Train Acc: 0.5956	Train loss: 0.0226	Test Acc: 0.5498	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 129		Train Acc: 0.5992	Train loss: 0.0264	Test Acc: 0.5499	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 130		Train Acc: 0.6062	Train loss: 0.0221	Test Acc: 0.5503	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 131		Train Acc: 0.5936	Train loss: 0.0699	Test Acc: 0.5498	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 132		Train Acc: 0.6040	Train loss: 0.0224	Test Acc: 0.5514	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 133		Train Acc: 0.6137	Train loss: 0.0258	Test Acc: 0.5522	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 134		Train Acc: 0.5982	Train loss: 0.0683	Test Acc: 0.5530	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 135		Train Acc: 0.6049	Train loss: 0.0222	Test Acc: 0.5529	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 136		Train Acc: 0.6163	Train loss: 0.0250	Test Acc: 0.5520	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 137		Train Acc: 0.6120	Train loss: 0.0220	Test Acc: 0.5535	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 138		Train Acc: 0.5937	Train loss: 0.0652	Test Acc: 0.5551	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 139		Train Acc: 0.6063	Train loss: 0.0259	Test Acc: 0.5545	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 140		Train Acc: 0.6289	Train loss: 0.0211	Test Acc: 0.5552	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 141		Train Acc: 0.6058	Train loss: 0.0222	Test Acc: 0.5568	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 142		Train Acc: 0.5864	Train loss: 0.0800	Test Acc: 0.5554	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 143		Train Acc: 0.6301	Train loss: 0.0209	Test Acc: 0.5552	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 144		Train Acc: 0.6085	Train loss: 0.0221	Test Acc: 0.5558	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 145		Train Acc: 0.6080	Train loss: 0.0220	Test Acc: 0.5568	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 146		Train Acc: 0.6147	Train loss: 0.0710	Test Acc: 0.5593	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 147		Train Acc: 0.6197	Train loss: 0.0213	Test Acc: 0.5593	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 148		Train Acc: 0.6091	Train loss: 0.0220	Test Acc: 0.5612	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 149		Train Acc: 0.6072	Train loss: 0.0723	Test Acc: 0.5620	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 150		Train Acc: 0.6245	Train loss: 0.0211	Test Acc: 0.5601	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 151		Train Acc: 0.6161	Train loss: 0.0215	Test Acc: 0.5589	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 152		Train Acc: 0.6150	Train loss: 0.0254	Test Acc: 0.5587	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 153		Train Acc: 0.6105	Train loss: 0.0700	Test Acc: 0.5626	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 154		Train Acc: 0.6255	Train loss: 0.0211	Test Acc: 0.5617	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 155		Train Acc: 0.6073	Train loss: 0.0255	Test Acc: 0.5626	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 156		Train Acc: 0.6334	Train loss: 0.0209	Test Acc: 0.5629	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 157		Train Acc: 0.6101	Train loss: 0.0702	Test Acc: 0.5646	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 158		Train Acc: 0.6178	Train loss: 0.0214	Test Acc: 0.5639	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 159		Train Acc: 0.6355	Train loss: 0.0245	Test Acc: 0.5633	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 160		Train Acc: 0.6204	Train loss: 0.0214	Test Acc: 0.5658	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 161		Train Acc: 0.5965	Train loss: 0.0690	Test Acc: 0.5684	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 162		Train Acc: 0.6154	Train loss: 0.0254	Test Acc: 0.5692	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 163		Train Acc: 0.6172	Train loss: 0.0214	Test Acc: 0.5698	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 164		Train Acc: 0.6023	Train loss: 0.0653	Test Acc: 0.5696	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 165		Train Acc: 0.6270	Train loss: 0.0247	Test Acc: 0.5694	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 166		Train Acc: 0.6114	Train loss: 0.0218	Test Acc: 0.5687	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 167		Train Acc: 0.6184	Train loss: 0.0214	Test Acc: 0.5687	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 168		Train Acc: 0.6072	Train loss: 0.0676	Test Acc: 0.5692	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 169		Train Acc: 0.6171	Train loss: 0.0214	Test Acc: 0.5693	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 170		Train Acc: 0.6150	Train loss: 0.0215	Test Acc: 0.5688	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 171		Train Acc: 0.6200	Train loss: 0.0213	Test Acc: 0.5694	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 172		Train Acc: 0.5956	Train loss: 0.0745	Test Acc: 0.5696	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 173		Train Acc: 0.6167	Train loss: 0.0214	Test Acc: 0.5693	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 174		Train Acc: 0.6218	Train loss: 0.0214	Test Acc: 0.5688	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 175		Train Acc: 0.6199	Train loss: 0.0247	Test Acc: 0.5686	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 176		Train Acc: 0.6025	Train loss: 0.0678	Test Acc: 0.5683	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 177		Train Acc: 0.6260	Train loss: 0.0214	Test Acc: 0.5683	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 178		Train Acc: 0.6184	Train loss: 0.0248	Test Acc: 0.5685	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 179		Train Acc: 0.6094	Train loss: 0.0633	Test Acc: 0.5682	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 180		Train Acc: 0.6154	Train loss: 0.0215	Test Acc: 0.5684	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 181		Train Acc: 0.6171	Train loss: 0.0250	Test Acc: 0.5683	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 182		Train Acc: 0.6273	Train loss: 0.0210	Test Acc: 0.5688	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 183		Train Acc: 0.6031	Train loss: 0.0613	Test Acc: 0.5688	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 184		Train Acc: 0.6185	Train loss: 0.0214	Test Acc: 0.5688	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 185		Train Acc: 0.6194	Train loss: 0.0247	Test Acc: 0.5689	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 186		Train Acc: 0.6200	Train loss: 0.0214	Test Acc: 0.5695	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 187		Train Acc: 0.6109	Train loss: 0.0692	Test Acc: 0.5696	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 188		Train Acc: 0.6183	Train loss: 0.0252	Test Acc: 0.5692	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 189		Train Acc: 0.6225	Train loss: 0.0213	Test Acc: 0.5691	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 190		Train Acc: 0.6206	Train loss: 0.0213	Test Acc: 0.5698	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 191		Train Acc: 0.6097	Train loss: 0.0728	Test Acc: 0.5705	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 192		Train Acc: 0.6169	Train loss: 0.0215	Test Acc: 0.5705	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 193		Train Acc: 0.6191	Train loss: 0.0213	Test Acc: 0.5706	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 194		Train Acc: 0.6033	Train loss: 0.0712	Test Acc: 0.5699	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 195		Train Acc: 0.6240	Train loss: 0.0212	Test Acc: 0.5700	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 196		Train Acc: 0.6173	Train loss: 0.0216	Test Acc: 0.5698	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 197		Train Acc: 0.6267	Train loss: 0.0211	Test Acc: 0.5704	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 198		Train Acc: 0.6072	Train loss: 0.0723	Test Acc: 0.5699	Test loss: 0.0243
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 199		Train Acc: 0.6225	Train loss: 0.0211	Test Acc: 0.5703	Test loss: 0.0243
+Training finished on Thu Mar  5 05:30:28 2026 using 62 minutes and 25 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_60_0.05_FedAvg_adv0.1_seed44_cfgFedAvg_CIFAR100_config_exp2.txt

@@ -0,0 +1,372 @@
+seed: 44, num_experiments: 5, experiment_id: 2, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 60, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 6, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25727181.0/flpoison_25727181_110/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_60_0.05_FedAvg_adv0.1_seed44_cfgFedAvg_CIFAR100_config_exp2.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Thu Mar  5 05:30:29 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0109	Train loss: 0.0751	Test Acc: 0.0110	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0154	Train loss: 0.0744	Test Acc: 0.0112	Test loss: 0.0724
+Epoch 2  		Train Acc: 0.0266	Train loss: 0.0723	Test Acc: 0.0145	Test loss: 0.0722
+Epoch 3  		Train Acc: 0.0355	Train loss: 0.1811	Test Acc: 0.0268	Test loss: 0.0707
+Epoch 4  		Train Acc: 0.0398	Train loss: 0.0695	Test Acc: 0.0439	Test loss: 0.0676
+Epoch 5  		Train Acc: 0.0497	Train loss: 0.0670	Test Acc: 0.0834	Test loss: 0.0643
+Epoch 6  		Train Acc: 0.0604	Train loss: 0.0757	Test Acc: 0.0706	Test loss: 0.0634
+Epoch 7  		Train Acc: 0.0580	Train loss: 0.1528	Test Acc: 0.0840	Test loss: 0.0640
+Epoch 8  		Train Acc: 0.0631	Train loss: 0.0644	Test Acc: 0.0802	Test loss: 0.0653
+Epoch 9  		Train Acc: 0.0771	Train loss: 0.0728	Test Acc: 0.1046	Test loss: 0.0605
+Epoch 10 		Train Acc: 0.0790	Train loss: 0.0619	Test Acc: 0.1076	Test loss: 0.0604
+Epoch 11 		Train Acc: 0.0673	Train loss: 0.1439	Test Acc: 0.1123	Test loss: 0.0600
+Epoch 12 		Train Acc: 0.0848	Train loss: 0.0727	Test Acc: 0.1270	Test loss: 0.0582
+Epoch 13 		Train Acc: 0.1020	Train loss: 0.0602	Test Acc: 0.1399	Test loss: 0.0575
+Epoch 14 		Train Acc: 0.0961	Train loss: 0.1448	Test Acc: 0.1361	Test loss: 0.0575
+Epoch 15 		Train Acc: 0.0861	Train loss: 0.0630	Test Acc: 0.1453	Test loss: 0.0565
+Epoch 16 		Train Acc: 0.1130	Train loss: 0.0683	Test Acc: 0.1541	Test loss: 0.0560
+Epoch 17 		Train Acc: 0.1124	Train loss: 0.0587	Test Acc: 0.1676	Test loss: 0.0551
+Epoch 18 		Train Acc: 0.1151	Train loss: 0.1397	Test Acc: 0.1649	Test loss: 0.0553
+Epoch 19 		Train Acc: 0.1227	Train loss: 0.0666	Test Acc: 0.1801	Test loss: 0.0543
+Epoch 20 		Train Acc: 0.1314	Train loss: 0.0570	Test Acc: 0.1821	Test loss: 0.0537
+Epoch 21 		Train Acc: 0.1360	Train loss: 0.0567	Test Acc: 0.1856	Test loss: 0.0534
+Epoch 22 		Train Acc: 0.1326	Train loss: 0.1463	Test Acc: 0.1923	Test loss: 0.0527
+Epoch 23 		Train Acc: 0.1532	Train loss: 0.0558	Test Acc: 0.1979	Test loss: 0.0519
+Epoch 24 		Train Acc: 0.1493	Train loss: 0.0552	Test Acc: 0.2124	Test loss: 0.0512
+Epoch 25 		Train Acc: 0.1543	Train loss: 0.0651	Test Acc: 0.2098	Test loss: 0.0510
+Epoch 26 		Train Acc: 0.1424	Train loss: 0.1318	Test Acc: 0.2101	Test loss: 0.0507
+Epoch 27 		Train Acc: 0.1644	Train loss: 0.0544	Test Acc: 0.2208	Test loss: 0.0499
+Epoch 28 		Train Acc: 0.1680	Train loss: 0.0537	Test Acc: 0.2310	Test loss: 0.0497
+Epoch 29 		Train Acc: 0.1773	Train loss: 0.1386	Test Acc: 0.2286	Test loss: 0.0497
+Epoch 30 		Train Acc: 0.1605	Train loss: 0.0555	Test Acc: 0.2375	Test loss: 0.0485
+Epoch 31 		Train Acc: 0.1778	Train loss: 0.0528	Test Acc: 0.2328	Test loss: 0.0488
+Epoch 32 		Train Acc: 0.2052	Train loss: 0.0591	Test Acc: 0.2526	Test loss: 0.0477
+Epoch 33 		Train Acc: 0.1872	Train loss: 0.1300	Test Acc: 0.2483	Test loss: 0.0476
+Epoch 34 		Train Acc: 0.1863	Train loss: 0.0520	Test Acc: 0.2502	Test loss: 0.0473
+Epoch 35 		Train Acc: 0.2023	Train loss: 0.0594	Test Acc: 0.2651	Test loss: 0.0466
+Epoch 36 		Train Acc: 0.2120	Train loss: 0.0497	Test Acc: 0.2679	Test loss: 0.0463
+Epoch 37 		Train Acc: 0.1860	Train loss: 0.1237	Test Acc: 0.2722	Test loss: 0.0461
+Epoch 38 		Train Acc: 0.2015	Train loss: 0.0601	Test Acc: 0.2675	Test loss: 0.0459
+Epoch 39 		Train Acc: 0.2280	Train loss: 0.0485	Test Acc: 0.2777	Test loss: 0.0451
+Epoch 40 		Train Acc: 0.2255	Train loss: 0.0486	Test Acc: 0.2813	Test loss: 0.0450
+Epoch 41 		Train Acc: 0.1946	Train loss: 0.1144	Test Acc: 0.2862	Test loss: 0.0448
+Epoch 42 		Train Acc: 0.2396	Train loss: 0.0556	Test Acc: 0.2897	Test loss: 0.0443
+Epoch 43 		Train Acc: 0.2384	Train loss: 0.0473	Test Acc: 0.3015	Test loss: 0.0435
+Epoch 44 		Train Acc: 0.2339	Train loss: 0.1252	Test Acc: 0.3041	Test loss: 0.0433
+Epoch 45 		Train Acc: 0.2318	Train loss: 0.0568	Test Acc: 0.3086	Test loss: 0.0430
+Epoch 46 		Train Acc: 0.2503	Train loss: 0.0466	Test Acc: 0.3116	Test loss: 0.0428
+Epoch 47 		Train Acc: 0.2471	Train loss: 0.0464	Test Acc: 0.3126	Test loss: 0.0424
+Epoch 48 		Train Acc: 0.2490	Train loss: 0.1312	Test Acc: 0.3204	Test loss: 0.0420
+Epoch 49 		Train Acc: 0.2531	Train loss: 0.0461	Test Acc: 0.3147	Test loss: 0.0424
+Epoch 50 		Train Acc: 0.2604	Train loss: 0.0454	Test Acc: 0.3171	Test loss: 0.0419
+Epoch 51 		Train Acc: 0.2632	Train loss: 0.0537	Test Acc: 0.3406	Test loss: 0.0405
+Epoch 52 		Train Acc: 0.2577	Train loss: 0.1136	Test Acc: 0.3328	Test loss: 0.0412
+Epoch 53 		Train Acc: 0.2674	Train loss: 0.0452	Test Acc: 0.3329	Test loss: 0.0407
+Epoch 54 		Train Acc: 0.2778	Train loss: 0.0445	Test Acc: 0.3446	Test loss: 0.0401
+Epoch 55 		Train Acc: 0.3046	Train loss: 0.0487	Test Acc: 0.3418	Test loss: 0.0400
+Epoch 56 		Train Acc: 0.2575	Train loss: 0.1078	Test Acc: 0.3395	Test loss: 0.0404
+Epoch 57 		Train Acc: 0.2819	Train loss: 0.0439	Test Acc: 0.3638	Test loss: 0.0387
+Epoch 58 		Train Acc: 0.3204	Train loss: 0.0482	Test Acc: 0.3665	Test loss: 0.0384
+Epoch 59 		Train Acc: 0.3149	Train loss: 0.1153	Test Acc: 0.3624	Test loss: 0.0387
+Epoch 60 		Train Acc: 0.2706	Train loss: 0.0456	Test Acc: 0.3666	Test loss: 0.0382
+Epoch 61 		Train Acc: 0.3163	Train loss: 0.0490	Test Acc: 0.3776	Test loss: 0.0378
+Epoch 62 		Train Acc: 0.3204	Train loss: 0.0407	Test Acc: 0.3871	Test loss: 0.0370
+Epoch 63 		Train Acc: 0.3117	Train loss: 0.1079	Test Acc: 0.3775	Test loss: 0.0375
+Epoch 64 		Train Acc: 0.3094	Train loss: 0.0496	Test Acc: 0.3819	Test loss: 0.0376
+Epoch 65 		Train Acc: 0.3402	Train loss: 0.0397	Test Acc: 0.3876	Test loss: 0.0368
+Epoch 66 		Train Acc: 0.3361	Train loss: 0.0395	Test Acc: 0.3995	Test loss: 0.0359
+Epoch 67 		Train Acc: 0.3069	Train loss: 0.1084	Test Acc: 0.3964	Test loss: 0.0362
+Epoch 68 		Train Acc: 0.3555	Train loss: 0.0450	Test Acc: 0.3969	Test loss: 0.0361
+Epoch 69 		Train Acc: 0.3614	Train loss: 0.0384	Test Acc: 0.4029	Test loss: 0.0354
+Epoch 70 		Train Acc: 0.3545	Train loss: 0.0383	Test Acc: 0.4133	Test loss: 0.0350
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 71 		Train Acc: 0.3371	Train loss: 0.1023	Test Acc: 0.4157	Test loss: 0.0345
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 72 		Train Acc: 0.3677	Train loss: 0.0377	Test Acc: 0.4251	Test loss: 0.0342
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 73 		Train Acc: 0.3653	Train loss: 0.0375	Test Acc: 0.4336	Test loss: 0.0335
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 74 		Train Acc: 0.3732	Train loss: 0.1180	Test Acc: 0.4132	Test loss: 0.0350
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 75 		Train Acc: 0.3504	Train loss: 0.0401	Test Acc: 0.4350	Test loss: 0.0336
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 76 		Train Acc: 0.3724	Train loss: 0.0372	Test Acc: 0.4267	Test loss: 0.0339
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 77 		Train Acc: 0.3720	Train loss: 0.0445	Test Acc: 0.4370	Test loss: 0.0336
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 78 		Train Acc: 0.3661	Train loss: 0.1032	Test Acc: 0.4363	Test loss: 0.0337
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 79 		Train Acc: 0.3732	Train loss: 0.0370	Test Acc: 0.4435	Test loss: 0.0328
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 80 		Train Acc: 0.3845	Train loss: 0.0359	Test Acc: 0.4479	Test loss: 0.0324
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 81 		Train Acc: 0.4322	Train loss: 0.0382	Test Acc: 0.4464	Test loss: 0.0327
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 82 		Train Acc: 0.3867	Train loss: 0.0905	Test Acc: 0.4522	Test loss: 0.0325
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 83 		Train Acc: 0.3913	Train loss: 0.0360	Test Acc: 0.4570	Test loss: 0.0319
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 84 		Train Acc: 0.4328	Train loss: 0.0387	Test Acc: 0.4627	Test loss: 0.0313
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 85 		Train Acc: 0.4234	Train loss: 0.0333	Test Acc: 0.4573	Test loss: 0.0317
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 86 		Train Acc: 0.3559	Train loss: 0.0917	Test Acc: 0.4668	Test loss: 0.0310
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 87 		Train Acc: 0.4261	Train loss: 0.0396	Test Acc: 0.4677	Test loss: 0.0310
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 88 		Train Acc: 0.4327	Train loss: 0.0325	Test Acc: 0.4784	Test loss: 0.0305
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 89 		Train Acc: 0.4128	Train loss: 0.1053	Test Acc: 0.4745	Test loss: 0.0308
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 90 		Train Acc: 0.3788	Train loss: 0.0443	Test Acc: 0.4692	Test loss: 0.0311
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 91 		Train Acc: 0.4319	Train loss: 0.0331	Test Acc: 0.4703	Test loss: 0.0308
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 92 		Train Acc: 0.4380	Train loss: 0.0322	Test Acc: 0.4772	Test loss: 0.0306
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 93 		Train Acc: 0.4105	Train loss: 0.0907	Test Acc: 0.4858	Test loss: 0.0300
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 94 		Train Acc: 0.4601	Train loss: 0.0357	Test Acc: 0.4889	Test loss: 0.0300
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 95 		Train Acc: 0.4582	Train loss: 0.0309	Test Acc: 0.4907	Test loss: 0.0295
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 96 		Train Acc: 0.4422	Train loss: 0.0319	Test Acc: 0.4976	Test loss: 0.0289
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 97 		Train Acc: 0.4492	Train loss: 0.0920	Test Acc: 0.4991	Test loss: 0.0291
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 98 		Train Acc: 0.4671	Train loss: 0.0309	Test Acc: 0.5011	Test loss: 0.0291
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 99 		Train Acc: 0.4669	Train loss: 0.0306	Test Acc: 0.5053	Test loss: 0.0287
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 100		Train Acc: 0.5448	Train loss: 0.0302	Test Acc: 0.5143	Test loss: 0.0281
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 101		Train Acc: 0.5458	Train loss: 0.0757	Test Acc: 0.5209	Test loss: 0.0276
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 102		Train Acc: 0.5553	Train loss: 0.0254	Test Acc: 0.5263	Test loss: 0.0274
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 103		Train Acc: 0.5470	Train loss: 0.0301	Test Acc: 0.5256	Test loss: 0.0273
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 104		Train Acc: 0.5566	Train loss: 0.0782	Test Acc: 0.5265	Test loss: 0.0273
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 105		Train Acc: 0.5691	Train loss: 0.0245	Test Acc: 0.5297	Test loss: 0.0271
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 106		Train Acc: 0.5638	Train loss: 0.0247	Test Acc: 0.5319	Test loss: 0.0269
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 107		Train Acc: 0.5789	Train loss: 0.0281	Test Acc: 0.5317	Test loss: 0.0269
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 108		Train Acc: 0.5571	Train loss: 0.0723	Test Acc: 0.5314	Test loss: 0.0269
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 109		Train Acc: 0.5771	Train loss: 0.0241	Test Acc: 0.5322	Test loss: 0.0269
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 110		Train Acc: 0.5765	Train loss: 0.0281	Test Acc: 0.5321	Test loss: 0.0269
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 111		Train Acc: 0.5826	Train loss: 0.0237	Test Acc: 0.5324	Test loss: 0.0269
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 112		Train Acc: 0.5720	Train loss: 0.0723	Test Acc: 0.5327	Test loss: 0.0268
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 113		Train Acc: 0.5778	Train loss: 0.0279	Test Acc: 0.5334	Test loss: 0.0268
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 114		Train Acc: 0.5880	Train loss: 0.0235	Test Acc: 0.5354	Test loss: 0.0267
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 115		Train Acc: 0.5757	Train loss: 0.0241	Test Acc: 0.5376	Test loss: 0.0266
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 116		Train Acc: 0.5557	Train loss: 0.0824	Test Acc: 0.5373	Test loss: 0.0266
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 117		Train Acc: 0.5928	Train loss: 0.0231	Test Acc: 0.5379	Test loss: 0.0266
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 118		Train Acc: 0.5850	Train loss: 0.0235	Test Acc: 0.5383	Test loss: 0.0265
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 119		Train Acc: 0.5708	Train loss: 0.0658	Test Acc: 0.5389	Test loss: 0.0265
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 120		Train Acc: 0.5945	Train loss: 0.0269	Test Acc: 0.5384	Test loss: 0.0265
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 121		Train Acc: 0.5851	Train loss: 0.0234	Test Acc: 0.5393	Test loss: 0.0265
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 122		Train Acc: 0.5832	Train loss: 0.0235	Test Acc: 0.5424	Test loss: 0.0263
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 123		Train Acc: 0.5853	Train loss: 0.0780	Test Acc: 0.5420	Test loss: 0.0263
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 124		Train Acc: 0.5969	Train loss: 0.0228	Test Acc: 0.5393	Test loss: 0.0263
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 125		Train Acc: 0.5917	Train loss: 0.0232	Test Acc: 0.5416	Test loss: 0.0263
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 126		Train Acc: 0.5913	Train loss: 0.0271	Test Acc: 0.5428	Test loss: 0.0262
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 127		Train Acc: 0.5854	Train loss: 0.0760	Test Acc: 0.5427	Test loss: 0.0262
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 128		Train Acc: 0.5936	Train loss: 0.0229	Test Acc: 0.5434	Test loss: 0.0262
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 129		Train Acc: 0.5855	Train loss: 0.0271	Test Acc: 0.5457	Test loss: 0.0261
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 130		Train Acc: 0.5999	Train loss: 0.0226	Test Acc: 0.5466	Test loss: 0.0261
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 131		Train Acc: 0.5852	Train loss: 0.0707	Test Acc: 0.5458	Test loss: 0.0262
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 132		Train Acc: 0.5952	Train loss: 0.0228	Test Acc: 0.5478	Test loss: 0.0261
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 133		Train Acc: 0.6108	Train loss: 0.0262	Test Acc: 0.5471	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 134		Train Acc: 0.5800	Train loss: 0.0722	Test Acc: 0.5471	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 135		Train Acc: 0.5959	Train loss: 0.0226	Test Acc: 0.5464	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 136		Train Acc: 0.6094	Train loss: 0.0261	Test Acc: 0.5487	Test loss: 0.0259
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 137		Train Acc: 0.6035	Train loss: 0.0223	Test Acc: 0.5486	Test loss: 0.0259
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 138		Train Acc: 0.5768	Train loss: 0.0737	Test Acc: 0.5480	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 139		Train Acc: 0.6011	Train loss: 0.0263	Test Acc: 0.5503	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 140		Train Acc: 0.6084	Train loss: 0.0221	Test Acc: 0.5511	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 141		Train Acc: 0.5956	Train loss: 0.0227	Test Acc: 0.5519	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 142		Train Acc: 0.5939	Train loss: 0.0674	Test Acc: 0.5515	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 143		Train Acc: 0.6096	Train loss: 0.0219	Test Acc: 0.5492	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 144		Train Acc: 0.6092	Train loss: 0.0221	Test Acc: 0.5512	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 145		Train Acc: 0.6007	Train loss: 0.0225	Test Acc: 0.5523	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 146		Train Acc: 0.6006	Train loss: 0.0740	Test Acc: 0.5507	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 147		Train Acc: 0.6066	Train loss: 0.0220	Test Acc: 0.5510	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 148		Train Acc: 0.6074	Train loss: 0.0222	Test Acc: 0.5531	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 149		Train Acc: 0.5950	Train loss: 0.0727	Test Acc: 0.5539	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 150		Train Acc: 0.6192	Train loss: 0.0216	Test Acc: 0.5533	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 151		Train Acc: 0.6085	Train loss: 0.0220	Test Acc: 0.5539	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 152		Train Acc: 0.6135	Train loss: 0.0254	Test Acc: 0.5566	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 153		Train Acc: 0.6152	Train loss: 0.0642	Test Acc: 0.5555	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 154		Train Acc: 0.6079	Train loss: 0.0220	Test Acc: 0.5537	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 155		Train Acc: 0.6095	Train loss: 0.0257	Test Acc: 0.5519	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 156		Train Acc: 0.6295	Train loss: 0.0212	Test Acc: 0.5518	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 157		Train Acc: 0.5971	Train loss: 0.0650	Test Acc: 0.5523	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 158		Train Acc: 0.6130	Train loss: 0.0217	Test Acc: 0.5525	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 159		Train Acc: 0.6255	Train loss: 0.0251	Test Acc: 0.5536	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 160		Train Acc: 0.6030	Train loss: 0.0224	Test Acc: 0.5574	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 161		Train Acc: 0.6027	Train loss: 0.0646	Test Acc: 0.5589	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 162		Train Acc: 0.6087	Train loss: 0.0258	Test Acc: 0.5594	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 163		Train Acc: 0.6144	Train loss: 0.0217	Test Acc: 0.5609	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 164		Train Acc: 0.5934	Train loss: 0.0734	Test Acc: 0.5608	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 165		Train Acc: 0.6069	Train loss: 0.0255	Test Acc: 0.5611	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 166		Train Acc: 0.6119	Train loss: 0.0220	Test Acc: 0.5617	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 167		Train Acc: 0.6087	Train loss: 0.0219	Test Acc: 0.5621	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 168		Train Acc: 0.5932	Train loss: 0.0771	Test Acc: 0.5604	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 169		Train Acc: 0.6077	Train loss: 0.0220	Test Acc: 0.5612	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 170		Train Acc: 0.6130	Train loss: 0.0217	Test Acc: 0.5617	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 171		Train Acc: 0.6104	Train loss: 0.0220	Test Acc: 0.5608	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 172		Train Acc: 0.6011	Train loss: 0.0695	Test Acc: 0.5625	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 173		Train Acc: 0.6094	Train loss: 0.0219	Test Acc: 0.5620	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 174		Train Acc: 0.6079	Train loss: 0.0220	Test Acc: 0.5617	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 175		Train Acc: 0.6113	Train loss: 0.0255	Test Acc: 0.5619	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 176		Train Acc: 0.5980	Train loss: 0.0683	Test Acc: 0.5624	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 177		Train Acc: 0.6066	Train loss: 0.0219	Test Acc: 0.5620	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 178		Train Acc: 0.6125	Train loss: 0.0256	Test Acc: 0.5622	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 179		Train Acc: 0.5959	Train loss: 0.0705	Test Acc: 0.5618	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 180		Train Acc: 0.6089	Train loss: 0.0221	Test Acc: 0.5623	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 181		Train Acc: 0.6076	Train loss: 0.0256	Test Acc: 0.5628	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 182		Train Acc: 0.6147	Train loss: 0.0217	Test Acc: 0.5620	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 183		Train Acc: 0.6010	Train loss: 0.0603	Test Acc: 0.5621	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 184		Train Acc: 0.6106	Train loss: 0.0219	Test Acc: 0.5616	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 185		Train Acc: 0.6139	Train loss: 0.0252	Test Acc: 0.5612	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 186		Train Acc: 0.6166	Train loss: 0.0218	Test Acc: 0.5610	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 187		Train Acc: 0.6033	Train loss: 0.0617	Test Acc: 0.5612	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 188		Train Acc: 0.6078	Train loss: 0.0258	Test Acc: 0.5613	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 189		Train Acc: 0.6097	Train loss: 0.0216	Test Acc: 0.5620	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 190		Train Acc: 0.6178	Train loss: 0.0218	Test Acc: 0.5614	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 191		Train Acc: 0.5998	Train loss: 0.0662	Test Acc: 0.5624	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 192		Train Acc: 0.6094	Train loss: 0.0220	Test Acc: 0.5626	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 193		Train Acc: 0.6154	Train loss: 0.0218	Test Acc: 0.5619	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 194		Train Acc: 0.6066	Train loss: 0.0703	Test Acc: 0.5622	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 195		Train Acc: 0.6184	Train loss: 0.0217	Test Acc: 0.5622	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 196		Train Acc: 0.6170	Train loss: 0.0215	Test Acc: 0.5620	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 197		Train Acc: 0.6054	Train loss: 0.0219	Test Acc: 0.5622	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 198		Train Acc: 0.5889	Train loss: 0.0743	Test Acc: 0.5621	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 199		Train Acc: 0.6173	Train loss: 0.0215	Test Acc: 0.5612	Test loss: 0.0247
+Training finished on Thu Mar  5 06:33:36 2026 using 63 minutes and 6 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_60_0.05_FedAvg_adv0.1_seed45_cfgFedAvg_CIFAR100_config_exp3.txt

@@ -0,0 +1,355 @@
+seed: 45, num_experiments: 5, experiment_id: 3, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 60, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 6, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25727181.0/flpoison_25727181_110/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_60_0.05_FedAvg_adv0.1_seed45_cfgFedAvg_CIFAR100_config_exp3.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Thu Mar  5 06:33:36 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0102	Train loss: 0.0751	Test Acc: 0.0108	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0169	Train loss: 0.0746	Test Acc: 0.0100	Test loss: 0.0724
+Epoch 2  		Train Acc: 0.0250	Train loss: 0.0725	Test Acc: 0.0135	Test loss: 0.0719
+Epoch 3  		Train Acc: 0.0350	Train loss: 0.1788	Test Acc: 0.0252	Test loss: 0.0706
+Epoch 4  		Train Acc: 0.0369	Train loss: 0.0698	Test Acc: 0.0568	Test loss: 0.0668
+Epoch 5  		Train Acc: 0.0499	Train loss: 0.0673	Test Acc: 0.0642	Test loss: 0.0638
+Epoch 6  		Train Acc: 0.0648	Train loss: 0.0757	Test Acc: 0.0838	Test loss: 0.0623
+Epoch 7  		Train Acc: 0.0613	Train loss: 0.1484	Test Acc: 0.0664	Test loss: 0.0663
+Epoch 8  		Train Acc: 0.0673	Train loss: 0.0643	Test Acc: 0.0742	Test loss: 0.0651
+Epoch 9  		Train Acc: 0.0835	Train loss: 0.0729	Test Acc: 0.1040	Test loss: 0.0606
+Epoch 10 		Train Acc: 0.0870	Train loss: 0.0617	Test Acc: 0.1125	Test loss: 0.0599
+Epoch 11 		Train Acc: 0.0785	Train loss: 0.1432	Test Acc: 0.1167	Test loss: 0.0594
+Epoch 12 		Train Acc: 0.0900	Train loss: 0.0727	Test Acc: 0.1316	Test loss: 0.0574
+Epoch 13 		Train Acc: 0.1074	Train loss: 0.0596	Test Acc: 0.1563	Test loss: 0.0563
+Epoch 14 		Train Acc: 0.1098	Train loss: 0.1450	Test Acc: 0.1624	Test loss: 0.0557
+Epoch 15 		Train Acc: 0.1030	Train loss: 0.0623	Test Acc: 0.1640	Test loss: 0.0553
+Epoch 16 		Train Acc: 0.1227	Train loss: 0.0671	Test Acc: 0.1661	Test loss: 0.0546
+Epoch 17 		Train Acc: 0.1230	Train loss: 0.0576	Test Acc: 0.1753	Test loss: 0.0538
+Epoch 18 		Train Acc: 0.1188	Train loss: 0.1417	Test Acc: 0.1909	Test loss: 0.0534
+Epoch 19 		Train Acc: 0.1361	Train loss: 0.0659	Test Acc: 0.1968	Test loss: 0.0524
+Epoch 20 		Train Acc: 0.1358	Train loss: 0.0561	Test Acc: 0.2069	Test loss: 0.0517
+Epoch 21 		Train Acc: 0.1445	Train loss: 0.0558	Test Acc: 0.2132	Test loss: 0.0511
+Epoch 22 		Train Acc: 0.1451	Train loss: 0.1407	Test Acc: 0.2087	Test loss: 0.0510
+Epoch 23 		Train Acc: 0.1572	Train loss: 0.0551	Test Acc: 0.2210	Test loss: 0.0501
+Epoch 24 		Train Acc: 0.1600	Train loss: 0.0543	Test Acc: 0.2215	Test loss: 0.0499
+Epoch 25 		Train Acc: 0.1616	Train loss: 0.0639	Test Acc: 0.2272	Test loss: 0.0498
+Epoch 26 		Train Acc: 0.1449	Train loss: 0.1313	Test Acc: 0.2288	Test loss: 0.0495
+Epoch 27 		Train Acc: 0.1689	Train loss: 0.0536	Test Acc: 0.2334	Test loss: 0.0489
+Epoch 28 		Train Acc: 0.1770	Train loss: 0.0528	Test Acc: 0.2345	Test loss: 0.0488
+Epoch 29 		Train Acc: 0.1932	Train loss: 0.1394	Test Acc: 0.2440	Test loss: 0.0483
+Epoch 30 		Train Acc: 0.1660	Train loss: 0.0548	Test Acc: 0.2433	Test loss: 0.0482
+Epoch 31 		Train Acc: 0.1849	Train loss: 0.0523	Test Acc: 0.2551	Test loss: 0.0474
+Epoch 32 		Train Acc: 0.2096	Train loss: 0.0583	Test Acc: 0.2574	Test loss: 0.0469
+Epoch 33 		Train Acc: 0.2036	Train loss: 0.1259	Test Acc: 0.2616	Test loss: 0.0464
+Epoch 34 		Train Acc: 0.1974	Train loss: 0.0514	Test Acc: 0.2706	Test loss: 0.0457
+Epoch 35 		Train Acc: 0.2257	Train loss: 0.0577	Test Acc: 0.2836	Test loss: 0.0449
+Epoch 36 		Train Acc: 0.2248	Train loss: 0.0485	Test Acc: 0.2916	Test loss: 0.0445
+Epoch 37 		Train Acc: 0.2074	Train loss: 0.1158	Test Acc: 0.2853	Test loss: 0.0447
+Epoch 38 		Train Acc: 0.2158	Train loss: 0.0590	Test Acc: 0.2930	Test loss: 0.0441
+Epoch 39 		Train Acc: 0.2370	Train loss: 0.0476	Test Acc: 0.2958	Test loss: 0.0440
+Epoch 40 		Train Acc: 0.2377	Train loss: 0.0476	Test Acc: 0.2978	Test loss: 0.0437
+Epoch 41 		Train Acc: 0.2036	Train loss: 0.1156	Test Acc: 0.2968	Test loss: 0.0436
+Epoch 42 		Train Acc: 0.2473	Train loss: 0.0545	Test Acc: 0.3045	Test loss: 0.0431
+Epoch 43 		Train Acc: 0.2535	Train loss: 0.0463	Test Acc: 0.3053	Test loss: 0.0435
+Epoch 44 		Train Acc: 0.2457	Train loss: 0.1270	Test Acc: 0.3127	Test loss: 0.0424
+Epoch 45 		Train Acc: 0.2528	Train loss: 0.0554	Test Acc: 0.3242	Test loss: 0.0418
+Epoch 46 		Train Acc: 0.2659	Train loss: 0.0454	Test Acc: 0.3246	Test loss: 0.0415
+Epoch 47 		Train Acc: 0.2642	Train loss: 0.0456	Test Acc: 0.3287	Test loss: 0.0413
+Epoch 48 		Train Acc: 0.2686	Train loss: 0.1265	Test Acc: 0.3310	Test loss: 0.0410
+Epoch 49 		Train Acc: 0.2701	Train loss: 0.0446	Test Acc: 0.3428	Test loss: 0.0400
+Epoch 50 		Train Acc: 0.2777	Train loss: 0.0445	Test Acc: 0.3479	Test loss: 0.0398
+Epoch 51 		Train Acc: 0.2803	Train loss: 0.0524	Test Acc: 0.3490	Test loss: 0.0395
+Epoch 52 		Train Acc: 0.2774	Train loss: 0.1064	Test Acc: 0.3569	Test loss: 0.0389
+Epoch 53 		Train Acc: 0.2869	Train loss: 0.0436	Test Acc: 0.3518	Test loss: 0.0389
+Epoch 54 		Train Acc: 0.2934	Train loss: 0.0431	Test Acc: 0.3612	Test loss: 0.0386
+Epoch 55 		Train Acc: 0.3227	Train loss: 0.0473	Test Acc: 0.3666	Test loss: 0.0383
+Epoch 56 		Train Acc: 0.2750	Train loss: 0.1050	Test Acc: 0.3697	Test loss: 0.0380
+Epoch 57 		Train Acc: 0.3100	Train loss: 0.0423	Test Acc: 0.3742	Test loss: 0.0376
+Epoch 58 		Train Acc: 0.3461	Train loss: 0.0456	Test Acc: 0.3890	Test loss: 0.0368
+Epoch 59 		Train Acc: 0.3354	Train loss: 0.1088	Test Acc: 0.3901	Test loss: 0.0365
+Epoch 60 		Train Acc: 0.3017	Train loss: 0.0433	Test Acc: 0.3856	Test loss: 0.0365
+Epoch 61 		Train Acc: 0.3413	Train loss: 0.0469	Test Acc: 0.3895	Test loss: 0.0367
+Epoch 62 		Train Acc: 0.3438	Train loss: 0.0391	Test Acc: 0.3972	Test loss: 0.0358
+Epoch 63 		Train Acc: 0.3332	Train loss: 0.1015	Test Acc: 0.4101	Test loss: 0.0353
+Epoch 64 		Train Acc: 0.3255	Train loss: 0.0485	Test Acc: 0.4073	Test loss: 0.0353
+Epoch 65 		Train Acc: 0.3574	Train loss: 0.0385	Test Acc: 0.4084	Test loss: 0.0351
+Epoch 66 		Train Acc: 0.3512	Train loss: 0.0383	Test Acc: 0.4142	Test loss: 0.0348
+Epoch 67 		Train Acc: 0.3223	Train loss: 0.0978	Test Acc: 0.4197	Test loss: 0.0346
+Epoch 68 		Train Acc: 0.3755	Train loss: 0.0427	Test Acc: 0.4158	Test loss: 0.0348
+Epoch 69 		Train Acc: 0.3731	Train loss: 0.0373	Test Acc: 0.4273	Test loss: 0.0338
+Epoch 70 		Train Acc: 0.3706	Train loss: 0.0373	Test Acc: 0.4299	Test loss: 0.0335
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 71 		Train Acc: 0.3524	Train loss: 0.1005	Test Acc: 0.4361	Test loss: 0.0333
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 72 		Train Acc: 0.3811	Train loss: 0.0366	Test Acc: 0.4441	Test loss: 0.0328
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 73 		Train Acc: 0.3855	Train loss: 0.0361	Test Acc: 0.4510	Test loss: 0.0325
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 74 		Train Acc: 0.3970	Train loss: 0.1113	Test Acc: 0.4423	Test loss: 0.0330
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 75 		Train Acc: 0.3663	Train loss: 0.0388	Test Acc: 0.4482	Test loss: 0.0323
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 76 		Train Acc: 0.3857	Train loss: 0.0362	Test Acc: 0.4494	Test loss: 0.0326
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 77 		Train Acc: 0.3846	Train loss: 0.0435	Test Acc: 0.4614	Test loss: 0.0320
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 78 		Train Acc: 0.3921	Train loss: 0.1047	Test Acc: 0.4562	Test loss: 0.0320
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 79 		Train Acc: 0.3925	Train loss: 0.0356	Test Acc: 0.4553	Test loss: 0.0321
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 80 		Train Acc: 0.4015	Train loss: 0.0348	Test Acc: 0.4556	Test loss: 0.0319
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 81 		Train Acc: 0.4354	Train loss: 0.0377	Test Acc: 0.4146	Test loss: 0.0363
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 82 		Train Acc: 0.3977	Train loss: 0.0891	Test Acc: 0.3342	Test loss: 0.0469
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 83 		Train Acc: 0.4043	Train loss: 0.0347	Test Acc: 0.3120	Test loss: 0.0512
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 84 		Train Acc: 0.4483	Train loss: 0.0370	Test Acc: 0.3297	Test loss: 0.0482
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 85 		Train Acc: 0.4486	Train loss: 0.0318	Test Acc: 0.3585	Test loss: 0.0430
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 86 		Train Acc: 0.3741	Train loss: 0.0881	Test Acc: 0.3279	Test loss: 0.0476
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 87 		Train Acc: 0.4423	Train loss: 0.0382	Test Acc: 0.3564	Test loss: 0.0431
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 88 		Train Acc: 0.4504	Train loss: 0.0318	Test Acc: 0.3962	Test loss: 0.0392
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 89 		Train Acc: 0.4416	Train loss: 0.0927	Test Acc: 0.4215	Test loss: 0.0369
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 90 		Train Acc: 0.3980	Train loss: 0.0428	Test Acc: 0.4808	Test loss: 0.0303
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 91 		Train Acc: 0.4447	Train loss: 0.0320	Test Acc: 0.4799	Test loss: 0.0304
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 92 		Train Acc: 0.4520	Train loss: 0.0315	Test Acc: 0.4894	Test loss: 0.0297
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 93 		Train Acc: 0.4273	Train loss: 0.0942	Test Acc: 0.4969	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 94 		Train Acc: 0.4689	Train loss: 0.0356	Test Acc: 0.5010	Test loss: 0.0290
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 95 		Train Acc: 0.4675	Train loss: 0.0305	Test Acc: 0.4916	Test loss: 0.0296
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 96 		Train Acc: 0.4676	Train loss: 0.0306	Test Acc: 0.4778	Test loss: 0.0316
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 97 		Train Acc: 0.4747	Train loss: 0.0855	Test Acc: 0.4043	Test loss: 0.0409
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 98 		Train Acc: 0.4830	Train loss: 0.0295	Test Acc: 0.4157	Test loss: 0.0388
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 99 		Train Acc: 0.4724	Train loss: 0.0300	Test Acc: 0.4565	Test loss: 0.0338
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 100		Train Acc: 0.5443	Train loss: 0.0297	Test Acc: 0.4951	Test loss: 0.0301
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 101		Train Acc: 0.5445	Train loss: 0.0739	Test Acc: 0.5147	Test loss: 0.0285
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 102		Train Acc: 0.5608	Train loss: 0.0247	Test Acc: 0.5244	Test loss: 0.0275
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 103		Train Acc: 0.5662	Train loss: 0.0288	Test Acc: 0.5339	Test loss: 0.0271
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 104		Train Acc: 0.5551	Train loss: 0.0735	Test Acc: 0.5358	Test loss: 0.0269
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 105		Train Acc: 0.5758	Train loss: 0.0241	Test Acc: 0.5364	Test loss: 0.0268
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 106		Train Acc: 0.5704	Train loss: 0.0244	Test Acc: 0.5376	Test loss: 0.0266
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 107		Train Acc: 0.5794	Train loss: 0.0281	Test Acc: 0.5381	Test loss: 0.0264
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 108		Train Acc: 0.5697	Train loss: 0.0739	Test Acc: 0.5409	Test loss: 0.0264
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 109		Train Acc: 0.5820	Train loss: 0.0239	Test Acc: 0.5415	Test loss: 0.0263
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 110		Train Acc: 0.5787	Train loss: 0.0278	Test Acc: 0.5432	Test loss: 0.0263
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 111		Train Acc: 0.5816	Train loss: 0.0237	Test Acc: 0.5430	Test loss: 0.0262
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 112		Train Acc: 0.5630	Train loss: 0.0729	Test Acc: 0.5438	Test loss: 0.0262
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 113		Train Acc: 0.5844	Train loss: 0.0276	Test Acc: 0.5438	Test loss: 0.0261
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 114		Train Acc: 0.5899	Train loss: 0.0231	Test Acc: 0.5453	Test loss: 0.0261
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 115		Train Acc: 0.5812	Train loss: 0.0236	Test Acc: 0.5484	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 116		Train Acc: 0.5770	Train loss: 0.0697	Test Acc: 0.5472	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 117		Train Acc: 0.5978	Train loss: 0.0228	Test Acc: 0.5479	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 118		Train Acc: 0.5844	Train loss: 0.0233	Test Acc: 0.5477	Test loss: 0.0259
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 119		Train Acc: 0.5729	Train loss: 0.0692	Test Acc: 0.5473	Test loss: 0.0259
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 120		Train Acc: 0.5921	Train loss: 0.0270	Test Acc: 0.5473	Test loss: 0.0259
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 121		Train Acc: 0.5960	Train loss: 0.0230	Test Acc: 0.5479	Test loss: 0.0259
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 122		Train Acc: 0.5896	Train loss: 0.0231	Test Acc: 0.5496	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 123		Train Acc: 0.5768	Train loss: 0.0752	Test Acc: 0.5522	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 124		Train Acc: 0.6019	Train loss: 0.0227	Test Acc: 0.5521	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 125		Train Acc: 0.5968	Train loss: 0.0228	Test Acc: 0.5531	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 126		Train Acc: 0.5992	Train loss: 0.0267	Test Acc: 0.5540	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 127		Train Acc: 0.5898	Train loss: 0.0638	Test Acc: 0.5541	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 128		Train Acc: 0.6038	Train loss: 0.0225	Test Acc: 0.5546	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 129		Train Acc: 0.5893	Train loss: 0.0269	Test Acc: 0.5568	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 130		Train Acc: 0.5969	Train loss: 0.0226	Test Acc: 0.5573	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 131		Train Acc: 0.5818	Train loss: 0.0718	Test Acc: 0.5541	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 132		Train Acc: 0.6036	Train loss: 0.0225	Test Acc: 0.5565	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 133		Train Acc: 0.6118	Train loss: 0.0257	Test Acc: 0.5575	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 134		Train Acc: 0.5971	Train loss: 0.0702	Test Acc: 0.5555	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 135		Train Acc: 0.5958	Train loss: 0.0226	Test Acc: 0.5578	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 136		Train Acc: 0.6138	Train loss: 0.0259	Test Acc: 0.5575	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 137		Train Acc: 0.6085	Train loss: 0.0221	Test Acc: 0.5589	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 138		Train Acc: 0.5846	Train loss: 0.0664	Test Acc: 0.5596	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 139		Train Acc: 0.6108	Train loss: 0.0257	Test Acc: 0.5597	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 140		Train Acc: 0.6109	Train loss: 0.0219	Test Acc: 0.5585	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 141		Train Acc: 0.6072	Train loss: 0.0221	Test Acc: 0.5595	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 142		Train Acc: 0.5881	Train loss: 0.0717	Test Acc: 0.5585	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 143		Train Acc: 0.6186	Train loss: 0.0216	Test Acc: 0.5592	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 144		Train Acc: 0.6062	Train loss: 0.0220	Test Acc: 0.5597	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 145		Train Acc: 0.6052	Train loss: 0.0223	Test Acc: 0.5623	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 146		Train Acc: 0.6060	Train loss: 0.0779	Test Acc: 0.5601	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 147		Train Acc: 0.6139	Train loss: 0.0217	Test Acc: 0.5618	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 148		Train Acc: 0.6094	Train loss: 0.0220	Test Acc: 0.5641	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 149		Train Acc: 0.6061	Train loss: 0.0722	Test Acc: 0.5640	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 150		Train Acc: 0.6254	Train loss: 0.0212	Test Acc: 0.5606	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 151		Train Acc: 0.6104	Train loss: 0.0219	Test Acc: 0.5608	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 152		Train Acc: 0.6103	Train loss: 0.0256	Test Acc: 0.5644	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 153		Train Acc: 0.6168	Train loss: 0.0629	Test Acc: 0.5649	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 154		Train Acc: 0.6197	Train loss: 0.0216	Test Acc: 0.5639	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 155		Train Acc: 0.6107	Train loss: 0.0255	Test Acc: 0.5635	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 156		Train Acc: 0.6223	Train loss: 0.0214	Test Acc: 0.5654	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 157		Train Acc: 0.6134	Train loss: 0.0680	Test Acc: 0.5637	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 158		Train Acc: 0.6125	Train loss: 0.0217	Test Acc: 0.5655	Test loss: 0.0250
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 159		Train Acc: 0.6240	Train loss: 0.0246	Test Acc: 0.5624	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 160		Train Acc: 0.6079	Train loss: 0.0220	Test Acc: 0.5659	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 161		Train Acc: 0.5884	Train loss: 0.0689	Test Acc: 0.5678	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 162		Train Acc: 0.6083	Train loss: 0.0257	Test Acc: 0.5679	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 163		Train Acc: 0.6206	Train loss: 0.0213	Test Acc: 0.5679	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 164		Train Acc: 0.6016	Train loss: 0.0684	Test Acc: 0.5683	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 165		Train Acc: 0.6090	Train loss: 0.0259	Test Acc: 0.5688	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 166		Train Acc: 0.6096	Train loss: 0.0218	Test Acc: 0.5680	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 167		Train Acc: 0.6125	Train loss: 0.0217	Test Acc: 0.5678	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 168		Train Acc: 0.6007	Train loss: 0.0682	Test Acc: 0.5683	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 169		Train Acc: 0.6141	Train loss: 0.0215	Test Acc: 0.5695	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 170		Train Acc: 0.6115	Train loss: 0.0219	Test Acc: 0.5687	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 171		Train Acc: 0.6117	Train loss: 0.0217	Test Acc: 0.5693	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 172		Train Acc: 0.6046	Train loss: 0.0700	Test Acc: 0.5682	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 173		Train Acc: 0.6103	Train loss: 0.0218	Test Acc: 0.5692	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 174		Train Acc: 0.6129	Train loss: 0.0216	Test Acc: 0.5684	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 175		Train Acc: 0.6180	Train loss: 0.0251	Test Acc: 0.5685	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 176		Train Acc: 0.5961	Train loss: 0.0686	Test Acc: 0.5682	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 177		Train Acc: 0.6117	Train loss: 0.0219	Test Acc: 0.5689	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 178		Train Acc: 0.6124	Train loss: 0.0252	Test Acc: 0.5693	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 179		Train Acc: 0.5988	Train loss: 0.0706	Test Acc: 0.5694	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 180		Train Acc: 0.6165	Train loss: 0.0217	Test Acc: 0.5693	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 181		Train Acc: 0.6150	Train loss: 0.0253	Test Acc: 0.5696	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 182		Train Acc: 0.6144	Train loss: 0.0216	Test Acc: 0.5691	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 183		Train Acc: 0.6001	Train loss: 0.0675	Test Acc: 0.5691	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 184		Train Acc: 0.6118	Train loss: 0.0218	Test Acc: 0.5690	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 185		Train Acc: 0.6131	Train loss: 0.0253	Test Acc: 0.5682	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 186		Train Acc: 0.6158	Train loss: 0.0214	Test Acc: 0.5690	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 187		Train Acc: 0.6072	Train loss: 0.0597	Test Acc: 0.5692	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 188		Train Acc: 0.6079	Train loss: 0.0255	Test Acc: 0.5697	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 189		Train Acc: 0.6173	Train loss: 0.0216	Test Acc: 0.5697	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 190		Train Acc: 0.6184	Train loss: 0.0214	Test Acc: 0.5696	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 191		Train Acc: 0.6001	Train loss: 0.0778	Test Acc: 0.5702	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 192		Train Acc: 0.6171	Train loss: 0.0215	Test Acc: 0.5707	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 193		Train Acc: 0.6146	Train loss: 0.0215	Test Acc: 0.5702	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 194		Train Acc: 0.5889	Train loss: 0.0697	Test Acc: 0.5713	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 195		Train Acc: 0.6199	Train loss: 0.0212	Test Acc: 0.5696	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 196		Train Acc: 0.6188	Train loss: 0.0216	Test Acc: 0.5694	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 197		Train Acc: 0.6096	Train loss: 0.0219	Test Acc: 0.5695	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 198		Train Acc: 0.5996	Train loss: 0.0739	Test Acc: 0.5697	Test loss: 0.0244
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 199		Train Acc: 0.6196	Train loss: 0.0214	Test Acc: 0.5695	Test loss: 0.0244
+Training finished on Thu Mar  5 07:34:34 2026 using 60 minutes and 58 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_60_0.05_FedAvg_adv0.1_seed46_cfgFedAvg_CIFAR100_config_exp4.txt

@@ -0,0 +1,373 @@
+seed: 46, num_experiments: 5, experiment_id: 4, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 60, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 6, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25727181.0/flpoison_25727181_110/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_60_0.05_FedAvg_adv0.1_seed46_cfgFedAvg_CIFAR100_config_exp4.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Thu Mar  5 07:34:35 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0113	Train loss: 0.0749	Test Acc: 0.0100	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0180	Train loss: 0.0742	Test Acc: 0.0103	Test loss: 0.0725
+Epoch 2  		Train Acc: 0.0243	Train loss: 0.0725	Test Acc: 0.0133	Test loss: 0.0723
+Epoch 3  		Train Acc: 0.0299	Train loss: 0.1791	Test Acc: 0.0169	Test loss: 0.0718
+Epoch 4  		Train Acc: 0.0387	Train loss: 0.0700	Test Acc: 0.0545	Test loss: 0.0677
+Epoch 5  		Train Acc: 0.0515	Train loss: 0.0674	Test Acc: 0.0682	Test loss: 0.0653
+Epoch 6  		Train Acc: 0.0628	Train loss: 0.0758	Test Acc: 0.0679	Test loss: 0.0637
+Epoch 7  		Train Acc: 0.0594	Train loss: 0.1521	Test Acc: 0.0838	Test loss: 0.0643
+Epoch 8  		Train Acc: 0.0622	Train loss: 0.0645	Test Acc: 0.0770	Test loss: 0.0646
+Epoch 9  		Train Acc: 0.0812	Train loss: 0.0729	Test Acc: 0.0966	Test loss: 0.0606
+Epoch 10 		Train Acc: 0.0875	Train loss: 0.0614	Test Acc: 0.1185	Test loss: 0.0593
+Epoch 11 		Train Acc: 0.0749	Train loss: 0.1458	Test Acc: 0.1115	Test loss: 0.0601
+Epoch 12 		Train Acc: 0.0846	Train loss: 0.0723	Test Acc: 0.1314	Test loss: 0.0583
+Epoch 13 		Train Acc: 0.1029	Train loss: 0.0599	Test Acc: 0.1441	Test loss: 0.0569
+Epoch 14 		Train Acc: 0.1033	Train loss: 0.1432	Test Acc: 0.1490	Test loss: 0.0566
+Epoch 15 		Train Acc: 0.0924	Train loss: 0.0620	Test Acc: 0.1478	Test loss: 0.0561
+Epoch 16 		Train Acc: 0.1169	Train loss: 0.0678	Test Acc: 0.1660	Test loss: 0.0550
+Epoch 17 		Train Acc: 0.1230	Train loss: 0.0578	Test Acc: 0.1680	Test loss: 0.0545
+Epoch 18 		Train Acc: 0.1159	Train loss: 0.1450	Test Acc: 0.1753	Test loss: 0.0541
+Epoch 19 		Train Acc: 0.1302	Train loss: 0.0666	Test Acc: 0.1847	Test loss: 0.0532
+Epoch 20 		Train Acc: 0.1423	Train loss: 0.0562	Test Acc: 0.1904	Test loss: 0.0529
+Epoch 21 		Train Acc: 0.1401	Train loss: 0.0563	Test Acc: 0.1977	Test loss: 0.0523
+Epoch 22 		Train Acc: 0.1328	Train loss: 0.1444	Test Acc: 0.1992	Test loss: 0.0519
+Epoch 23 		Train Acc: 0.1478	Train loss: 0.0555	Test Acc: 0.2028	Test loss: 0.0515
+Epoch 24 		Train Acc: 0.1605	Train loss: 0.0545	Test Acc: 0.2122	Test loss: 0.0507
+Epoch 25 		Train Acc: 0.1609	Train loss: 0.0644	Test Acc: 0.2219	Test loss: 0.0504
+Epoch 26 		Train Acc: 0.1374	Train loss: 0.1300	Test Acc: 0.2210	Test loss: 0.0501
+Epoch 27 		Train Acc: 0.1667	Train loss: 0.0540	Test Acc: 0.2286	Test loss: 0.0495
+Epoch 28 		Train Acc: 0.1740	Train loss: 0.0533	Test Acc: 0.2326	Test loss: 0.0489
+Epoch 29 		Train Acc: 0.1930	Train loss: 0.1422	Test Acc: 0.2397	Test loss: 0.0486
+Epoch 30 		Train Acc: 0.1652	Train loss: 0.0550	Test Acc: 0.2487	Test loss: 0.0479
+Epoch 31 		Train Acc: 0.1809	Train loss: 0.0525	Test Acc: 0.2489	Test loss: 0.0479
+Epoch 32 		Train Acc: 0.2089	Train loss: 0.0584	Test Acc: 0.2495	Test loss: 0.0477
+Epoch 33 		Train Acc: 0.1926	Train loss: 0.1244	Test Acc: 0.2450	Test loss: 0.0482
+Epoch 34 		Train Acc: 0.1864	Train loss: 0.0516	Test Acc: 0.2590	Test loss: 0.0470
+Epoch 35 		Train Acc: 0.2127	Train loss: 0.0583	Test Acc: 0.2695	Test loss: 0.0458
+Epoch 36 		Train Acc: 0.2148	Train loss: 0.0492	Test Acc: 0.2689	Test loss: 0.0459
+Epoch 37 		Train Acc: 0.1894	Train loss: 0.1229	Test Acc: 0.2761	Test loss: 0.0452
+Epoch 38 		Train Acc: 0.2121	Train loss: 0.0589	Test Acc: 0.2839	Test loss: 0.0448
+Epoch 39 		Train Acc: 0.2309	Train loss: 0.0481	Test Acc: 0.2818	Test loss: 0.0450
+Epoch 40 		Train Acc: 0.2300	Train loss: 0.0482	Test Acc: 0.2839	Test loss: 0.0448
+Epoch 41 		Train Acc: 0.1994	Train loss: 0.1189	Test Acc: 0.2880	Test loss: 0.0444
+Epoch 42 		Train Acc: 0.2416	Train loss: 0.0550	Test Acc: 0.2989	Test loss: 0.0439
+Epoch 43 		Train Acc: 0.2388	Train loss: 0.0471	Test Acc: 0.3086	Test loss: 0.0433
+Epoch 44 		Train Acc: 0.2468	Train loss: 0.1235	Test Acc: 0.3024	Test loss: 0.0432
+Epoch 45 		Train Acc: 0.2399	Train loss: 0.0561	Test Acc: 0.3081	Test loss: 0.0426
+Epoch 46 		Train Acc: 0.2541	Train loss: 0.0466	Test Acc: 0.3185	Test loss: 0.0423
+Epoch 47 		Train Acc: 0.2535	Train loss: 0.0463	Test Acc: 0.3255	Test loss: 0.0420
+Epoch 48 		Train Acc: 0.2662	Train loss: 0.1223	Test Acc: 0.3180	Test loss: 0.0419
+Epoch 49 		Train Acc: 0.2688	Train loss: 0.0453	Test Acc: 0.3327	Test loss: 0.0410
+Epoch 50 		Train Acc: 0.2736	Train loss: 0.0445	Test Acc: 0.3284	Test loss: 0.0415
+Epoch 51 		Train Acc: 0.2659	Train loss: 0.0535	Test Acc: 0.3401	Test loss: 0.0407
+Epoch 52 		Train Acc: 0.2513	Train loss: 0.1178	Test Acc: 0.3491	Test loss: 0.0400
+Epoch 53 		Train Acc: 0.2761	Train loss: 0.0444	Test Acc: 0.3421	Test loss: 0.0403
+Epoch 54 		Train Acc: 0.2828	Train loss: 0.0436	Test Acc: 0.3552	Test loss: 0.0394
+Epoch 55 		Train Acc: 0.3144	Train loss: 0.0481	Test Acc: 0.3619	Test loss: 0.0391
+Epoch 56 		Train Acc: 0.2552	Train loss: 0.1154	Test Acc: 0.3485	Test loss: 0.0396
+Epoch 57 		Train Acc: 0.2936	Train loss: 0.0431	Test Acc: 0.3675	Test loss: 0.0383
+Epoch 58 		Train Acc: 0.3296	Train loss: 0.0478	Test Acc: 0.3759	Test loss: 0.0378
+Epoch 59 		Train Acc: 0.3195	Train loss: 0.1145	Test Acc: 0.3717	Test loss: 0.0384
+Epoch 60 		Train Acc: 0.2833	Train loss: 0.0445	Test Acc: 0.3732	Test loss: 0.0380
+Epoch 61 		Train Acc: 0.3330	Train loss: 0.0479	Test Acc: 0.3848	Test loss: 0.0369
+Epoch 62 		Train Acc: 0.3378	Train loss: 0.0396	Test Acc: 0.3945	Test loss: 0.0367
+Epoch 63 		Train Acc: 0.3134	Train loss: 0.1014	Test Acc: 0.3903	Test loss: 0.0369
+Epoch 64 		Train Acc: 0.3173	Train loss: 0.0493	Test Acc: 0.4024	Test loss: 0.0361
+Epoch 65 		Train Acc: 0.3397	Train loss: 0.0393	Test Acc: 0.4072	Test loss: 0.0357
+Epoch 66 		Train Acc: 0.3460	Train loss: 0.0390	Test Acc: 0.4137	Test loss: 0.0351
+Epoch 67 		Train Acc: 0.3137	Train loss: 0.1084	Test Acc: 0.3994	Test loss: 0.0359
+Epoch 68 		Train Acc: 0.3641	Train loss: 0.0440	Test Acc: 0.4134	Test loss: 0.0351
+Epoch 69 		Train Acc: 0.3671	Train loss: 0.0375	Test Acc: 0.4194	Test loss: 0.0346
+Epoch 70 		Train Acc: 0.3623	Train loss: 0.0380	Test Acc: 0.4279	Test loss: 0.0340
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 71 		Train Acc: 0.3451	Train loss: 0.1004	Test Acc: 0.4177	Test loss: 0.0344
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 72 		Train Acc: 0.3823	Train loss: 0.0369	Test Acc: 0.4228	Test loss: 0.0343
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 73 		Train Acc: 0.3695	Train loss: 0.0373	Test Acc: 0.4336	Test loss: 0.0337
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 74 		Train Acc: 0.3835	Train loss: 0.1074	Test Acc: 0.4422	Test loss: 0.0331
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 75 		Train Acc: 0.3556	Train loss: 0.0391	Test Acc: 0.4428	Test loss: 0.0330
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 76 		Train Acc: 0.3752	Train loss: 0.0367	Test Acc: 0.4436	Test loss: 0.0328
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 77 		Train Acc: 0.3846	Train loss: 0.0434	Test Acc: 0.4521	Test loss: 0.0323
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 78 		Train Acc: 0.3902	Train loss: 0.0961	Test Acc: 0.4434	Test loss: 0.0328
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 79 		Train Acc: 0.3863	Train loss: 0.0360	Test Acc: 0.4454	Test loss: 0.0325
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 80 		Train Acc: 0.3932	Train loss: 0.0357	Test Acc: 0.4398	Test loss: 0.0333
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 81 		Train Acc: 0.4266	Train loss: 0.0389	Test Acc: 0.4468	Test loss: 0.0326
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 82 		Train Acc: 0.3820	Train loss: 0.0932	Test Acc: 0.4632	Test loss: 0.0315
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 83 		Train Acc: 0.4007	Train loss: 0.0351	Test Acc: 0.4701	Test loss: 0.0314
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 84 		Train Acc: 0.4427	Train loss: 0.0378	Test Acc: 0.4617	Test loss: 0.0315
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 85 		Train Acc: 0.4273	Train loss: 0.0331	Test Acc: 0.4660	Test loss: 0.0310
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 86 		Train Acc: 0.3762	Train loss: 0.0865	Test Acc: 0.4811	Test loss: 0.0305
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 87 		Train Acc: 0.4430	Train loss: 0.0384	Test Acc: 0.4591	Test loss: 0.0317
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 88 		Train Acc: 0.4451	Train loss: 0.0320	Test Acc: 0.4655	Test loss: 0.0313
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 89 		Train Acc: 0.4185	Train loss: 0.1054	Test Acc: 0.4709	Test loss: 0.0306
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 90 		Train Acc: 0.3852	Train loss: 0.0437	Test Acc: 0.4769	Test loss: 0.0305
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 91 		Train Acc: 0.4386	Train loss: 0.0325	Test Acc: 0.4751	Test loss: 0.0306
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 92 		Train Acc: 0.4458	Train loss: 0.0319	Test Acc: 0.4857	Test loss: 0.0298
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 93 		Train Acc: 0.4221	Train loss: 0.0986	Test Acc: 0.4954	Test loss: 0.0295
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 94 		Train Acc: 0.4612	Train loss: 0.0357	Test Acc: 0.4843	Test loss: 0.0303
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 95 		Train Acc: 0.4624	Train loss: 0.0308	Test Acc: 0.4943	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 96 		Train Acc: 0.4549	Train loss: 0.0314	Test Acc: 0.4915	Test loss: 0.0293
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 97 		Train Acc: 0.4542	Train loss: 0.0897	Test Acc: 0.5012	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 98 		Train Acc: 0.4735	Train loss: 0.0304	Test Acc: 0.5044	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 99 		Train Acc: 0.4807	Train loss: 0.0299	Test Acc: 0.4914	Test loss: 0.0295
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 100		Train Acc: 0.5451	Train loss: 0.0301	Test Acc: 0.5077	Test loss: 0.0283
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 101		Train Acc: 0.5536	Train loss: 0.0647	Test Acc: 0.5209	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 102		Train Acc: 0.5583	Train loss: 0.0249	Test Acc: 0.5277	Test loss: 0.0271
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 103		Train Acc: 0.5544	Train loss: 0.0291	Test Acc: 0.5331	Test loss: 0.0270
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 104		Train Acc: 0.5566	Train loss: 0.0761	Test Acc: 0.5326	Test loss: 0.0270
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 105		Train Acc: 0.5756	Train loss: 0.0238	Test Acc: 0.5328	Test loss: 0.0268
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37
+ 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 106		Train Acc: 0.5654	Train loss: 0.0244	Test Acc: 0.5338	Test loss: 0.0267
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 107		Train Acc: 0.5863	Train loss: 0.0275	Test Acc: 0.5352	Test loss: 0.0266
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 108		Train Acc: 0.5668	Train loss: 0.0740	Test Acc: 0.5359	Test loss: 0.0266
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 109		Train Acc: 0.5731	Train loss: 0.0239	Test Acc: 0.5360	Test loss: 0.0266
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 110		Train Acc: 0.5832	Train loss: 0.0275	Test Acc: 0.5365	Test loss: 0.0266
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 111		Train Acc: 0.5933	Train loss: 0.0232	Test Acc: 0.5366	Test loss: 0.0266
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 112		Train Acc: 0.5739	Train loss: 0.0722	Test Acc: 0.5366	Test loss: 0.0265
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 113		Train Acc: 0.5868	Train loss: 0.0277	Test Acc: 0.5367	Test loss: 0.0266
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 114		Train Acc: 0.5939	Train loss: 0.0231	Test Acc: 0.5371	Test loss: 0.0265
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 115		Train Acc: 0.5844	Train loss: 0.0235	Test Acc: 0.5377	Test loss: 0.0264
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 116		Train Acc: 0.5725	Train loss: 0.0782	Test Acc: 0.5376	Test loss: 0.0265
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 117		Train Acc: 0.5882	Train loss: 0.0230	Test Acc: 0.5383	Test loss: 0.0265
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 118		Train Acc: 0.5911	Train loss: 0.0230	Test Acc: 0.5390	Test loss: 0.0264
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 119		Train Acc: 0.5652	Train loss: 0.0725	Test Acc: 0.5397	Test loss: 0.0263
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 120		Train Acc: 0.6080	Train loss: 0.0261	Test Acc: 0.5399	Test loss: 0.0263
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 121		Train Acc: 0.5958	Train loss: 0.0227	Test Acc: 0.5431	Test loss: 0.0262
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 122		Train Acc: 0.5836	Train loss: 0.0234	Test Acc: 0.5445	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 123		Train Acc: 0.5887	Train loss: 0.0758	Test Acc: 0.5471	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 124		Train Acc: 0.6033	Train loss: 0.0222	Test Acc: 0.5445	Test loss: 0.0261
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 125		Train Acc: 0.5945	Train loss: 0.0232	Test Acc: 0.5438	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 126		Train Acc: 0.5926	Train loss: 0.0267	Test Acc: 0.5466	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 127		Train Acc: 0.5949	Train loss: 0.0681	Test Acc: 0.5476	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 128		Train Acc: 0.6020	Train loss: 0.0225	Test Acc: 0.5468	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 129		Train Acc: 0.5908	Train loss: 0.0266	Test Acc: 0.5479	Test loss: 0.0260
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 130		Train Acc: 0.6093	Train loss: 0.0222	Test Acc: 0.5496	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 131		Train Acc: 0.5807	Train loss: 0.0702	Test Acc: 0.5478	Test loss: 0.0259
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 132		Train Acc: 0.5988	Train loss: 0.0226	Test Acc: 0.5481	Test loss: 0.0259
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 133		Train Acc: 0.6087	Train loss: 0.0258	Test Acc: 0.5484	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 134		Train Acc: 0.5937	Train loss: 0.0693	Test Acc: 0.5492	Test loss: 0.0258
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 135		Train Acc: 0.6042	Train loss: 0.0223	Test Acc: 0.5487	Test loss: 0.0259
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 136		Train Acc: 0.6076	Train loss: 0.0259	Test Acc: 0.5482	Test loss: 0.0259
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 137		Train Acc: 0.6104	Train loss: 0.0220	Test Acc: 0.5479	Test loss: 0.0257
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 138		Train Acc: 0.5888	Train loss: 0.0679	Test Acc: 0.5508	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 139		Train Acc: 0.6087	Train loss: 0.0257	Test Acc: 0.5510	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 140		Train Acc: 0.6128	Train loss: 0.0218	Test Acc: 0.5527	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 141		Train Acc: 0.6001	Train loss: 0.0223	Test Acc: 0.5532	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 142		Train Acc: 0.6067	Train loss: 0.0669	Test Acc: 0.5555	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 143		Train Acc: 0.6182	Train loss: 0.0215	Test Acc: 0.5531	Test loss: 0.0256
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 144		Train Acc: 0.6135	Train loss: 0.0217	Test Acc: 0.5551	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 145		Train Acc: 0.6007	Train loss: 0.0223	Test Acc: 0.5560	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 146		Train Acc: 0.6043	Train loss: 0.0778	Test Acc: 0.5568	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 147		Train Acc: 0.6171	Train loss: 0.0217	Test Acc: 0.5565	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 148		Train Acc: 0.6070	Train loss: 0.0220	Test Acc: 0.5584	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 149		Train Acc: 0.6020	Train loss: 0.0725	Test Acc: 0.5587	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 150		Train Acc: 0.6193	Train loss: 0.0215	Test Acc: 0.5556	Test loss: 0.0255
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 151		Train Acc: 0.6098	Train loss: 0.0216	Test Acc: 0.5577	Test loss: 0.0254
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 152		Train Acc: 0.6180	Train loss: 0.0249	Test Acc: 0.5611	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 153		Train Acc: 0.6138	Train loss: 0.0668	Test Acc: 0.5581	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 154		Train Acc: 0.6188	Train loss: 0.0214	Test Acc: 0.5587	Test loss: 0.0253
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 155		Train Acc: 0.6137	Train loss: 0.0254	Test Acc: 0.5612	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 156		Train Acc: 0.6294	Train loss: 0.0209	Test Acc: 0.5635	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 157		Train Acc: 0.6130	Train loss: 0.0629	Test Acc: 0.5623	Test loss: 0.0251
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 158		Train Acc: 0.6181	Train loss: 0.0215	Test Acc: 0.5641	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 159		Train Acc: 0.6288	Train loss: 0.0246	Test Acc: 0.5615	Test loss: 0.0252
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 160		Train Acc: 0.6126	Train loss: 0.0215	Test Acc: 0.5643	Test loss: 0.0249
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 161		Train Acc: 0.5916	Train loss: 0.0631	Test Acc: 0.5663	Test loss: 0.0248
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 162		Train Acc: 0.6184	Train loss: 0.0251	Test Acc: 0.5668	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 163		Train Acc: 0.6161	Train loss: 0.0216	Test Acc: 0.5671	Test loss: 0.0247
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 164		Train Acc: 0.5996	Train loss: 0.0715	Test Acc: 0.5669	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 165		Train Acc: 0.6109	Train loss: 0.0254	Test Acc: 0.5672	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 166		Train Acc: 0.6177	Train loss: 0.0215	Test Acc: 0.5675	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 167		Train Acc: 0.6124	Train loss: 0.0217	Test Acc: 0.5675	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 168		Train Acc: 0.5997	Train loss: 0.0686	Test Acc: 0.5676	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 169		Train Acc: 0.6169	Train loss: 0.0214	Test Acc: 0.5681	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 170		Train Acc: 0.6215	Train loss: 0.0214	Test Acc: 0.5679	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 171		Train Acc: 0.6102	Train loss: 0.0219	Test Acc: 0.5670	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 172		Train Acc: 0.5964	Train loss: 0.0727	Test Acc: 0.5673	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 173		Train Acc: 0.6193	Train loss: 0.0214	Test Acc: 0.5678	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 174		Train Acc: 0.6122	Train loss: 0.0218	Test Acc: 0.5676	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 175		Train Acc: 0.6103	Train loss: 0.0254	Test Acc: 0.5676	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 176		Train Acc: 0.5916	Train loss: 0.0655	Test Acc: 0.5679	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 177		Train Acc: 0.6180	Train loss: 0.0214	Test Acc: 0.5678	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 178		Train Acc: 0.6209	Train loss: 0.0248	Test Acc: 0.5682	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 179		Train Acc: 0.6063	Train loss: 0.0648	Test Acc: 0.5680	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 180		Train Acc: 0.6232	Train loss: 0.0212	Test Acc: 0.5677	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 181		Train Acc: 0.6197	Train loss: 0.0252	Test Acc: 0.5670	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 182		Train Acc: 0.6158	Train loss: 0.0214	Test Acc: 0.5671	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 183		Train Acc: 0.6006	Train loss: 0.0662	Test Acc: 0.5672	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 184		Train Acc: 0.6159	Train loss: 0.0216	Test Acc: 0.5676	Test loss: 0.0246
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 185		Train Acc: 0.6238	Train loss: 0.0247	Test Acc: 0.5680	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 186		Train Acc: 0.6109	Train loss: 0.0217	Test Acc: 0.5681	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 187		Train Acc: 0.5934	Train loss: 0.0681	Test Acc: 0.5686	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 188		Train Acc: 0.6161	Train loss: 0.0248	Test Acc: 0.5686	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 189		Train Acc: 0.6126	Train loss: 0.0214	Test Acc: 0.5688	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 190		Train Acc: 0.6122	Train loss: 0.0218	Test Acc: 0.5684	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 191		Train Acc: 0.6048	Train loss: 0.0707	Test Acc: 0.5683	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 192		Train Acc: 0.6171	Train loss: 0.0215	Test Acc: 0.5689	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 193		Train Acc: 0.6246	Train loss: 0.0213	Test Acc: 0.5691	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 194		Train Acc: 0.6041	Train loss: 0.0736	Test Acc: 0.5688	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 195		Train Acc: 0.6163	Train loss: 0.0215	Test Acc: 0.5692	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 196		Train Acc: 0.6167	Train loss: 0.0214	Test Acc: 0.5689	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 197		Train Acc: 0.6148	Train loss: 0.0214	Test Acc: 0.5696	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 198		Train Acc: 0.6074	Train loss: 0.0704	Test Acc: 0.5691	Test loss: 0.0245
+FLDetector Defense: Benign idx: [0 1 2 3 4 5]
+Epoch 199		Train Acc: 0.6176	Train loss: 0.0214	Test Acc: 0.5687	Test loss: 0.0245
+Training finished on Thu Mar  5 08:38:34 2026 using 63 minutes and 59 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_60_0.05_FedAvg_adv0.2_seed42_cfgFedAvg_CIFAR100_config_exp0.txt

@@ -0,0 +1,385 @@
+seed: 42, num_experiments: 5, experiment_id: 0, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 60, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 12, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25743459.0/flpoison_25743459_140/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_60_0.05_FedAvg_adv0.2_seed42_cfgFedAvg_CIFAR100_config_exp0.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42
+
+Started on Sun Mar  8 21:15:09 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0111	Train loss: 0.0751	Test Acc: 0.0140	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0171	Train loss: 0.0746	Test Acc: 0.0101	Test loss: 0.0724
+Epoch 2  		Train Acc: 0.0220	Train loss: 0.0730	Test Acc: 0.0151	Test loss: 0.0720
+Epoch 3  		Train Acc: 0.0415	Train loss: 0.1727	Test Acc: 0.0372	Test loss: 0.0702
+Epoch 4  		Train Acc: 0.0378	Train loss: 0.0692	Test Acc: 0.0548	Test loss: 0.0660
+Epoch 5  		Train Acc: 0.0471	Train loss: 0.0671	Test Acc: 0.0691	Test loss: 0.0650
+Epoch 6  		Train Acc: 0.0620	Train loss: 0.0755	Test Acc: 0.0730	Test loss: 0.0630
+Epoch 7  		Train Acc: 0.0516	Train loss: 0.1552	Test Acc: 0.0829	Test loss: 0.0637
+Epoch 8  		Train Acc: 0.0637	Train loss: 0.0643	Test Acc: 0.0787	Test loss: 0.0630
+Epoch 9  		Train Acc: 0.0737	Train loss: 0.0732	Test Acc: 0.1002	Test loss: 0.0618
+Epoch 10 		Train Acc: 0.0798	Train loss: 0.0619	Test Acc: 0.1027	Test loss: 0.0610
+Epoch 11 		Train Acc: 0.0672	Train loss: 0.1448	Test Acc: 0.0943	Test loss: 0.0624
+Epoch 12 		Train Acc: 0.0775	Train loss: 0.0731	Test Acc: 0.1115	Test loss: 0.0597
+Epoch 13 		Train Acc: 0.0987	Train loss: 0.0604	Test Acc: 0.1350	Test loss: 0.0578
+Epoch 14 		Train Acc: 0.0950	Train loss: 0.1489	Test Acc: 0.1412	Test loss: 0.0569
+Epoch 15 		Train Acc: 0.0903	Train loss: 0.0622	Test Acc: 0.1374	Test loss: 0.0572
+Epoch 16 		Train Acc: 0.1091	Train loss: 0.0689	Test Acc: 0.1413	Test loss: 0.0564
+Epoch 17 		Train Acc: 0.1109	Train loss: 0.0586	Test Acc: 0.1564	Test loss: 0.0557
+Epoch 18 		Train Acc: 0.1113	Train loss: 0.1448	Test Acc: 0.1617	Test loss: 0.0549
+Epoch 19 		Train Acc: 0.1262	Train loss: 0.0671	Test Acc: 0.1615	Test loss: 0.0546
+Epoch 20 		Train Acc: 0.1258	Train loss: 0.0572	Test Acc: 0.1781	Test loss: 0.0535
+Epoch 21 		Train Acc: 0.1408	Train loss: 0.0569	Test Acc: 0.1856	Test loss: 0.0531
+Epoch 22 		Train Acc: 0.1294	Train loss: 0.1472	Test Acc: 0.1679	Test loss: 0.0537
+Epoch 23 		Train Acc: 0.1359	Train loss: 0.0562	Test Acc: 0.1793	Test loss: 0.0532
+Epoch 24 		Train Acc: 0.1465	Train loss: 0.0556	Test Acc: 0.2085	Test loss: 0.0514
+Epoch 25 		Train Acc: 0.1508	Train loss: 0.0658	Test Acc: 0.2091	Test loss: 0.0511
+Epoch 26 		Train Acc: 0.1243	Train loss: 0.1350	Test Acc: 0.1992	Test loss: 0.0519
+Epoch 27 		Train Acc: 0.1536	Train loss: 0.0551	Test Acc: 0.2121	Test loss: 0.0506
+Epoch 28 		Train Acc: 0.1613	Train loss: 0.0539	Test Acc: 0.2194	Test loss: 0.0501
+Epoch 29 		Train Acc: 0.1843	Train loss: 0.1402	Test Acc: 0.2269	Test loss: 0.0494
+Epoch 30 		Train Acc: 0.1533	Train loss: 0.0557	Test Acc: 0.2390	Test loss: 0.0489
+Epoch 31 		Train Acc: 0.1721	Train loss: 0.0535	Test Acc: 0.2351	Test loss: 0.0485
+Epoch 32 		Train Acc: 0.2032	Train loss: 0.0591	Test Acc: 0.2445	Test loss: 0.0479
+Epoch 33 		Train Acc: 0.1823	Train loss: 0.1270	Test Acc: 0.2477	Test loss: 0.0478
+Epoch 34 		Train Acc: 0.1805	Train loss: 0.0524	Test Acc: 0.2520	Test loss: 0.0472
+Epoch 35 		Train Acc: 0.2021	Train loss: 0.0595	Test Acc: 0.2501	Test loss: 0.0477
+Epoch 36 		Train Acc: 0.2098	Train loss: 0.0500	Test Acc: 0.2586	Test loss: 0.0467
+Epoch 37 		Train Acc: 0.1882	Train loss: 0.1248	Test Acc: 0.2661	Test loss: 0.0463
+Epoch 38 		Train Acc: 0.1997	Train loss: 0.0606	Test Acc: 0.2646	Test loss: 0.0467
+Epoch 39 		Train Acc: 0.2152	Train loss: 0.0495	Test Acc: 0.2736	Test loss: 0.0456
+Epoch 40 		Train Acc: 0.2236	Train loss: 0.0488	Test Acc: 0.2822	Test loss: 0.0449
+Epoch 41 		Train Acc: 0.1847	Train loss: 0.1205	Test Acc: 0.2791	Test loss: 0.0455
+Epoch 42 		Train Acc: 0.2326	Train loss: 0.0558	Test Acc: 0.2839	Test loss: 0.0449
+Epoch 43 		Train Acc: 0.2323	Train loss: 0.0476	Test Acc: 0.2770	Test loss: 0.0449
+Epoch 44 		Train Acc: 0.2329	Train loss: 0.1207	Test Acc: 0.2935	Test loss: 0.0446
+Epoch 45 		Train Acc: 0.2249	Train loss: 0.0574	Test Acc: 0.2835	Test loss: 0.0449
+Epoch 46 		Train Acc: 0.2477	Train loss: 0.0469	Test Acc: 0.3068	Test loss: 0.0428
+Epoch 47 		Train Acc: 0.2426	Train loss: 0.0469	Test Acc: 0.3051	Test loss: 0.0431
+Epoch 48 		Train Acc: 0.2509	Train loss: 0.1299	Test Acc: 0.3131	Test loss: 0.0428
+Epoch 49 		Train Acc: 0.2505	Train loss: 0.0462	Test Acc: 0.3199	Test loss: 0.0419
+Epoch 50 		Train Acc: 0.2625	Train loss: 0.0458	Test Acc: 0.3303	Test loss: 0.0412
+Epoch 51 		Train Acc: 0.2538	Train loss: 0.0548	Test Acc: 0.3284	Test loss: 0.0413
+Epoch 52 		Train Acc: 0.2615	Train loss: 0.1144	Test Acc: 0.3170	Test loss: 0.0419
+Epoch 53 		Train Acc: 0.2702	Train loss: 0.0452	Test Acc: 0.3209	Test loss: 0.0419
+Epoch 54 		Train Acc: 0.2710	Train loss: 0.0445	Test Acc: 0.3345	Test loss: 0.0409
+Epoch 55 		Train Acc: 0.2994	Train loss: 0.0498	Test Acc: 0.3514	Test loss: 0.0395
+Epoch 56 		Train Acc: 0.2497	Train loss: 0.1075	Test Acc: 0.3386	Test loss: 0.0408
+Epoch 57 		Train Acc: 0.2798	Train loss: 0.0443	Test Acc: 0.3519	Test loss: 0.0397
+Epoch 58 		Train Acc: 0.3101	Train loss: 0.0485	Test Acc: 0.3536	Test loss: 0.0390
+Epoch 59 		Train Acc: 0.3012	Train loss: 0.1118	Test Acc: 0.3594	Test loss: 0.0391
+Epoch 60 		Train Acc: 0.2761	Train loss: 0.0453	Test Acc: 0.3541	Test loss: 0.0396
+Epoch 61 		Train Acc: 0.3118	Train loss: 0.0493	Test Acc: 0.3566	Test loss: 0.0391
+Epoch 62 		Train Acc: 0.3242	Train loss: 0.0409	Test Acc: 0.3699	Test loss: 0.0384
+Epoch 63 		Train Acc: 0.2963	Train loss: 0.1092	Test Acc: 0.3690	Test loss: 0.0379
+Epoch 64 		Train Acc: 0.2883	Train loss: 0.0513	Test Acc: 0.3656	Test loss: 0.0385
+Epoch 65 		Train Acc: 0.3241	Train loss: 0.0409	Test Acc: 0.3727	Test loss: 0.0377
+Epoch 66 		Train Acc: 0.3258	Train loss: 0.0405	Test Acc: 0.3884	Test loss: 0.0370
+Epoch 67 		Train Acc: 0.2984	Train loss: 0.1074	Test Acc: 0.3801	Test loss: 0.0374
+Epoch 68 		Train Acc: 0.3444	Train loss: 0.0459	Test Acc: 0.3847	Test loss: 0.0370
+Epoch 69 		Train Acc: 0.3346	Train loss: 0.0395	Test Acc: 0.3884	Test loss: 0.0367
+Epoch 70 		Train Acc: 0.3364	Train loss: 0.0399	Test Acc: 0.3969	Test loss: 0.0364
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 71 		Train Acc: 0.3256	Train loss: 0.1067	Test Acc: 0.3920	Test loss: 0.0368
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 72 		Train Acc: 0.3520	Train loss: 0.0389	Test Acc: 0.4054	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 73 		Train Acc: 0.3508	Train loss: 0.0386	Test Acc: 0.4042	Test loss: 0.0357
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 74 		Train Acc: 0.3498	Train loss: 0.1171	Test Acc: 0.3988	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 75 		Train Acc: 0.3276	Train loss: 0.0417	Test Acc: 0.3945	Test loss: 0.0369
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 76 		Train Acc: 0.3508	Train loss: 0.0387	Test Acc: 0.4154	Test loss: 0.0352
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 77 		Train Acc: 0.3555	Train loss: 0.0462	Test Acc: 0.4208	Test loss: 0.0344
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 78 		Train Acc: 0.3597	Train loss: 0.0997	Test Acc: 0.4114	Test loss: 0.0353
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 79 		Train Acc: 0.3604	Train loss: 0.0383	Test Acc: 0.0952	Test loss: 0.1557
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 80 		Train Acc: 0.3567	Train loss: 0.0390	Test Acc: 0.0909	Test loss: 0.1167
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 81 		Train Acc: 0.3780	Train loss: 0.0429	Test Acc: 0.0582	Test loss: 0.1861
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 82 		Train Acc: 0.3374	Train loss: 0.1073	Test Acc: 0.0599	Test loss: 0.2034
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 83 		Train Acc: 0.3432	Train loss: 0.0396	Test Acc: 0.4045	Test loss: 0.0369
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 84 		Train Acc: 0.3730	Train loss: 0.0432	Test Acc: 0.4054	Test loss: 0.0375
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 85 		Train Acc: 0.3790	Train loss: 0.0366	Test Acc: 0.4285	Test loss: 0.0353
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 86 		Train Acc: 0.3404	Train loss: 0.0941	Test Acc: 0.4284	Test loss: 0.0341
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 87 		Train Acc: 0.3928	Train loss: 0.0424	Test Acc: 0.4352	Test loss: 0.0334
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 88 		Train Acc: 0.3987	Train loss: 0.0349	Test Acc: 0.4444	Test loss: 0.0331
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 89 		Train Acc: 0.3964	Train loss: 0.0984	Test Acc: 0.4449	Test loss: 0.0331
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 90 		Train Acc: 0.3583	Train loss: 0.0465	Test Acc: 0.4389	Test loss: 0.0338
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 91 		Train Acc: 0.4094	Train loss: 0.0346	Test Acc: 0.4574	Test loss: 0.0321
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 92 		Train Acc: 0.4092	Train loss: 0.0345	Test Acc: 0.4400	Test loss: 0.0333
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 93 		Train Acc: 0.3850	Train loss: 0.0946	Test Acc: 0.4501	Test loss: 0.0330
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 94 		Train Acc: 0.4196	Train loss: 0.0387	Test Acc: 0.4434	Test loss: 0.0335
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 95 		Train Acc: 0.4210	Train loss: 0.0334	Test Acc: 0.4686	Test loss: 0.0312
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 96 		Train Acc: 0.4173	Train loss: 0.0336	Test Acc: 0.2174	Test loss: 0.0753
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 97 		Train Acc: 0.3949	Train loss: 0.1079	Test Acc: 0.0728	Test loss: 0.1838
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 98 		Train Acc: 0.4077	Train loss: 0.0351	Test Acc: 0.4131	Test loss: 0.0356
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 99 		Train Acc: 0.4111	Train loss: 0.0344	Test Acc: 0.4557	Test loss: 0.0322
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 100		Train Acc: 0.4952	Train loss: 0.0336	Test Acc: 0.4664	Test loss: 0.0314
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 101		Train Acc: 0.4928	Train loss: 0.0861	Test Acc: 0.4695	Test loss: 0.0314
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 102		Train Acc: 0.5082	Train loss: 0.0282	Test Acc: 0.4698	Test loss: 0.0317
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 103		Train Acc: 0.5040	Train loss: 0.0332	Test Acc: 0.4686	Test loss: 0.0318
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 104		Train Acc: 0.5095	Train loss: 0.0837	Test Acc: 0.4737	Test loss: 0.0318
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 105		Train Acc: 0.5244	Train loss: 0.0275	Test Acc: 0.4764	Test loss: 0.0320
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 106		Train Acc: 0.5157	Train loss: 0.0277	Test Acc: 0.4804	Test loss: 0.0317
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 107		Train Acc: 0.5188	Train loss: 0.0322	Test Acc: 0.4777	Test loss: 0.0314
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 108		Train Acc: 0.5214	Train loss: 0.0765	Test Acc: 0.4808	Test loss: 0.0312
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 109		Train Acc: 0.5253	Train loss: 0.0272	Test Acc: 0.4805	Test loss: 0.0312
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 110		Train Acc: 0.5299	Train loss: 0.0313	Test Acc: 0.4823	Test loss: 0.0311
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 111		Train Acc: 0.5358	Train loss: 0.0270	Test Acc: 0.4826	Test loss: 0.0311
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 112		Train Acc: 0.5102	Train loss: 0.0789	Test Acc: 0.4833	Test loss: 0.0312
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 113		Train Acc: 0.5323	Train loss: 0.0319	Test Acc: 0.4824	Test loss: 0.0313
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 114		Train Acc: 0.5313	Train loss: 0.0272	Test Acc: 0.4822	Test loss: 0.0314
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 115		Train Acc: 0.5355	Train loss: 0.0269	Test Acc: 0.4859	Test loss: 0.0309
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 116		Train Acc: 0.5171	Train loss: 0.0841	Test Acc: 0.4876	Test loss: 0.0308
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 117		Train Acc: 0.5425	Train loss: 0.0266	Test Acc: 0.4871	Test loss: 0.0308
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 118		Train Acc: 0.5225	Train loss: 0.0273	Test Acc: 0.4886	Test loss: 0.0305
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 119		Train Acc: 0.5044	Train loss: 0.0881	Test Acc: 0.4937	Test loss: 0.0300
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 120		Train Acc: 0.5383	Train loss: 0.0310	Test Acc: 0.4862	Test loss: 0.0308
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 121		Train Acc: 0.5277	Train loss: 0.0272	Test Acc: 0.4883	Test loss: 0.0307
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 122		Train Acc: 0.5260	Train loss: 0.0273	Test Acc: 0.4941	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 123		Train Acc: 0.5365	Train loss: 0.0822	Test Acc: 0.4929	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 124		Train Acc: 0.5357	Train loss: 0.0266	Test Acc: 0.4854	Test loss: 0.0307
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 125		Train Acc: 0.5287	Train loss: 0.0272	Test Acc: 0.4868	Test loss: 0.0307
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 126		Train Acc: 0.5274	Train loss: 0.0316	Test Acc: 0.4929	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 127		Train Acc: 0.5309	Train loss: 0.0730	Test Acc: 0.4929	Test loss: 0.0304
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 128		Train Acc: 0.5318	Train loss: 0.0268	Test Acc: 0.4915	Test loss: 0.0306
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 129		Train Acc: 0.5339	Train loss: 0.0314	Test Acc: 0.4940	Test loss: 0.0302
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 130		Train Acc: 0.5381	Train loss: 0.0265	Test Acc: 0.4912	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 131		Train Acc: 0.5260	Train loss: 0.0771	Test Acc: 0.4905	Test loss: 0.0305
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 132		Train Acc: 0.5316	Train loss: 0.0270	Test Acc: 0.4907	Test loss: 0.0306
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 133		Train Acc: 0.5484	Train loss: 0.0309	Test Acc: 0.4907	Test loss: 0.0307
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 134		Train Acc: 0.5187	Train loss: 0.0799	Test Acc: 0.4953	Test loss: 0.0303
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 135		Train Acc: 0.5293	Train loss: 0.0271	Test Acc: 0.4942	Test loss: 0.0303
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 136		Train Acc: 0.5430	Train loss: 0.0308	Test Acc: 0.4980	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 137		Train Acc: 0.5418	Train loss: 0.0266	Test Acc: 0.4980	Test loss: 0.0302
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 138		Train Acc: 0.5321	Train loss: 0.0774	Test Acc: 0.4932	Test loss: 0.0303
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 139		Train Acc: 0.5380	Train loss: 0.0314	Test Acc: 0.4911	Test loss: 0.0307
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 140		Train Acc: 0.5437	Train loss: 0.0264	Test Acc: 0.4881	Test loss: 0.0308
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 141		Train Acc: 0.5286	Train loss: 0.0269	Test Acc: 0.4955	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 142		Train Acc: 0.5280	Train loss: 0.0841	Test Acc: 0.4979	Test loss: 0.0305
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 143		Train Acc: 0.5407	Train loss: 0.0263	Test Acc: 0.4885	Test loss: 0.0315
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 144		Train Acc: 0.5346	Train loss: 0.0268	Test Acc: 0.4946	Test loss: 0.0309
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 145		Train Acc: 0.5354	Train loss: 0.0267	Test Acc: 0.4972	Test loss: 0.0299
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 146		Train Acc: 0.5372	Train loss: 0.0826	Test Acc: 0.4882	Test loss: 0.0312
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 147		Train Acc: 0.5460	Train loss: 0.0262	Test Acc: 0.4949	Test loss: 0.0306
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 148		Train Acc: 0.5340	Train loss: 0.0270	Test Acc: 0.4991	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 149		Train Acc: 0.5227	Train loss: 0.0851	Test Acc: 0.4958	Test loss: 0.0304
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 150		Train Acc: 0.5355	Train loss: 0.0267	Test Acc: 0.4858	Test loss: 0.0323
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 151		Train Acc: 0.5359	Train loss: 0.0266	Test Acc: 0.4954	Test loss: 0.0307
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 152		Train Acc: 0.5434	Train loss: 0.0306	Test Acc: 0.4981	Test loss: 0.0299
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 153		Train Acc: 0.5426	Train loss: 0.0779	Test Acc: 0.4920	Test loss: 0.0312
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 154		Train Acc: 0.5249	Train loss: 0.0270	Test Acc: 0.4857	Test loss: 0.0321
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 155		Train Acc: 0.5349	Train loss: 0.0311	Test Acc: 0.4945	Test loss: 0.0305
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 156		Train Acc: 0.5507	Train loss: 0.0261	Test Acc: 0.4952	Test loss: 0.0303
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 157		Train Acc: 0.5418	Train loss: 0.0744	Test Acc: 0.4929	Test loss: 0.0310
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 158		Train Acc: 0.5355	Train loss: 0.0268	Test Acc: 0.4923	Test loss: 0.0309
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 159		Train Acc: 0.5503	Train loss: 0.0302	Test Acc: 0.4943	Test loss: 0.0304
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 160		Train Acc: 0.5408	Train loss: 0.0265	Test Acc: 0.5027	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 161		Train Acc: 0.5241	Train loss: 0.0790	Test Acc: 0.5093	Test loss: 0.0287
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 162		Train Acc: 0.5377	Train loss: 0.0305	Test Acc: 0.5114	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 163		Train Acc: 0.5398	Train loss: 0.0265	Test Acc: 0.5116	Test loss: 0.0284
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 164		Train Acc: 0.5199	Train loss: 0.0776	Test Acc: 0.5127	Test loss: 0.0283
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 165		Train Acc: 0.5365	Train loss: 0.0309	Test Acc: 0.5122	Test loss: 0.0283
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 166		Train Acc: 0.5402	Train loss: 0.0265	Test Acc: 0.5118	Test loss: 0.0283
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 167		Train Acc: 0.5435	Train loss: 0.0263	Test Acc: 0.5116	Test loss: 0.0283
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 168		Train Acc: 0.5185	Train loss: 0.0827	Test Acc: 0.5123	Test loss: 0.0283
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 169		Train Acc: 0.5430	Train loss: 0.0264	Test Acc: 0.5129	Test loss: 0.0283
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 170		Train Acc: 0.5415	Train loss: 0.0263	Test Acc: 0.5127	Test loss: 0.0283
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 171		Train Acc: 0.5368	Train loss: 0.0266	Test Acc: 0.5119	Test loss: 0.0282
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 172		Train Acc: 0.5251	Train loss: 0.0830	Test Acc: 0.5116	Test loss: 0.0282
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 173		Train Acc: 0.5408	Train loss: 0.0264	Test Acc: 0.5121	Test loss: 0.0282
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 174		Train Acc: 0.5430	Train loss: 0.0264	Test Acc: 0.5122	Test loss: 0.0282
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 175		Train Acc: 0.5394	Train loss: 0.0308	Test Acc: 0.5119	Test loss: 0.0282
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 176		Train Acc: 0.5269	Train loss: 0.0786	Test Acc: 0.5126	Test loss: 0.0282
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 177		Train Acc: 0.5342	Train loss: 0.0264	Test Acc: 0.5119	Test loss: 0.0282
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 178		Train Acc: 0.5387	Train loss: 0.0308	Test Acc: 0.5114	Test loss: 0.0282
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 179		Train Acc: 0.5284	Train loss: 0.0773	Test Acc: 0.5120	Test loss: 0.0282
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 180		Train Acc: 0.5425	Train loss: 0.0261	Test Acc: 0.5121	Test loss: 0.0282
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 181		Train Acc: 0.5380	Train loss: 0.0311	Test Acc: 0.5115	Test loss: 0.0282
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 182		Train Acc: 0.5372	Train loss: 0.0264	Test Acc: 0.5113	Test loss: 0.0282
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 183		Train Acc: 0.5319	Train loss: 0.0763	Test Acc: 0.5116	Test loss: 0.0282
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 184		Train Acc: 0.5458	Train loss: 0.0261	Test Acc: 0.5120	Test loss: 0.0282
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 185		Train Acc: 0.5412	Train loss: 0.0305	Test Acc: 0.5120	Test loss: 0.0282
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 186		Train Acc: 0.5384	Train loss: 0.0265	Test Acc: 0.5119	Test loss: 0.0283
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 187		Train Acc: 0.5234	Train loss: 0.0774	Test Acc: 0.5114	Test loss: 0.0282
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 188		Train Acc: 0.5348	Train loss: 0.0309	Test Acc: 0.5120	Test loss: 0.0282
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 189		Train Acc: 0.5419	Train loss: 0.0263	Test Acc: 0.5130	Test loss: 0.0282
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 190		Train Acc: 0.5421	Train loss: 0.0265	Test Acc: 0.5128	Test loss: 0.0282
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 191		Train Acc: 0.5267	Train loss: 0.0803	Test Acc: 0.5129	Test loss: 0.0282
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 192		Train Acc: 0.5421	Train loss: 0.0263	Test Acc: 0.5126	Test loss: 0.0283
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 193		Train Acc: 0.5406	Train loss: 0.0263	Test Acc: 0.5128	Test loss: 0.0282
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 194		Train Acc: 0.5238	Train loss: 0.0877	Test Acc: 0.5133	Test loss: 0.0282
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 195		Train Acc: 0.5389	Train loss: 0.0263	Test Acc: 0.5126	Test loss: 0.0283
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 196		Train Acc: 0.5398	Train loss: 0.0264	Test Acc: 0.5122	Test loss: 0.0282
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 197		Train Acc: 0.5408	Train loss: 0.0263	Test Acc: 0.5123	Test loss: 0.0282
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 198		Train Acc: 0.5389	Train loss: 0.0853	Test Acc: 0.5126	Test loss: 0.0282
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 199		Train Acc: 0.5382	Train loss: 0.0266	Test Acc: 0.5126	Test loss: 0.0282
+Training finished on Sun Mar  8 22:17:30 2026 using 62 minutes and 21 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_60_0.05_FedAvg_adv0.2_seed43_cfgFedAvg_CIFAR100_config_exp1.txt

@@ -0,0 +1,385 @@
+seed: 43, num_experiments: 5, experiment_id: 1, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 60, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 12, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25743459.0/flpoison_25743459_140/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_60_0.05_FedAvg_adv0.2_seed43_cfgFedAvg_CIFAR100_config_exp1.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Sun Mar  8 22:17:30 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0094	Train loss: 0.0750	Test Acc: 0.0099	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0181	Train loss: 0.0745	Test Acc: 0.0113	Test loss: 0.0724
+Epoch 2  		Train Acc: 0.0265	Train loss: 0.0726	Test Acc: 0.0151	Test loss: 0.0722
+Epoch 3  		Train Acc: 0.0367	Train loss: 0.1772	Test Acc: 0.0319	Test loss: 0.0701
+Epoch 4  		Train Acc: 0.0386	Train loss: 0.0698	Test Acc: 0.0541	Test loss: 0.0671
+Epoch 5  		Train Acc: 0.0465	Train loss: 0.0674	Test Acc: 0.0480	Test loss: 0.0670
+Epoch 6  		Train Acc: 0.0632	Train loss: 0.0758	Test Acc: 0.0596	Test loss: 0.0654
+Epoch 7  		Train Acc: 0.0555	Train loss: 0.1517	Test Acc: 0.0722	Test loss: 0.0683
+Epoch 8  		Train Acc: 0.0641	Train loss: 0.0644	Test Acc: 0.0932	Test loss: 0.0626
+Epoch 9  		Train Acc: 0.0798	Train loss: 0.0730	Test Acc: 0.1042	Test loss: 0.0608
+Epoch 10 		Train Acc: 0.0863	Train loss: 0.0616	Test Acc: 0.1116	Test loss: 0.0606
+Epoch 11 		Train Acc: 0.0691	Train loss: 0.1481	Test Acc: 0.1084	Test loss: 0.0620
+Epoch 12 		Train Acc: 0.0824	Train loss: 0.0729	Test Acc: 0.1323	Test loss: 0.0581
+Epoch 13 		Train Acc: 0.1011	Train loss: 0.0599	Test Acc: 0.1322	Test loss: 0.0577
+Epoch 14 		Train Acc: 0.0967	Train loss: 0.1438	Test Acc: 0.1476	Test loss: 0.0570
+Epoch 15 		Train Acc: 0.0895	Train loss: 0.0624	Test Acc: 0.1538	Test loss: 0.0561
+Epoch 16 		Train Acc: 0.1165	Train loss: 0.0682	Test Acc: 0.1584	Test loss: 0.0555
+Epoch 17 		Train Acc: 0.1161	Train loss: 0.0581	Test Acc: 0.1585	Test loss: 0.0555
+Epoch 18 		Train Acc: 0.1133	Train loss: 0.1447	Test Acc: 0.1615	Test loss: 0.0546
+Epoch 19 		Train Acc: 0.1288	Train loss: 0.0665	Test Acc: 0.1725	Test loss: 0.0540
+Epoch 20 		Train Acc: 0.1357	Train loss: 0.0563	Test Acc: 0.1842	Test loss: 0.0532
+Epoch 21 		Train Acc: 0.1339	Train loss: 0.0566	Test Acc: 0.1879	Test loss: 0.0525
+Epoch 22 		Train Acc: 0.1314	Train loss: 0.1474	Test Acc: 0.1921	Test loss: 0.0522
+Epoch 23 		Train Acc: 0.1422	Train loss: 0.0561	Test Acc: 0.1919	Test loss: 0.0524
+Epoch 24 		Train Acc: 0.1521	Train loss: 0.0549	Test Acc: 0.1978	Test loss: 0.0520
+Epoch 25 		Train Acc: 0.1502	Train loss: 0.0650	Test Acc: 0.2036	Test loss: 0.0514
+Epoch 26 		Train Acc: 0.1352	Train loss: 0.1337	Test Acc: 0.2095	Test loss: 0.0509
+Epoch 27 		Train Acc: 0.1635	Train loss: 0.0542	Test Acc: 0.2183	Test loss: 0.0502
+Epoch 28 		Train Acc: 0.1662	Train loss: 0.0535	Test Acc: 0.2267	Test loss: 0.0498
+Epoch 29 		Train Acc: 0.1881	Train loss: 0.1422	Test Acc: 0.2297	Test loss: 0.0490
+Epoch 30 		Train Acc: 0.1592	Train loss: 0.0555	Test Acc: 0.2322	Test loss: 0.0489
+Epoch 31 		Train Acc: 0.1829	Train loss: 0.0526	Test Acc: 0.2375	Test loss: 0.0483
+Epoch 32 		Train Acc: 0.2023	Train loss: 0.0589	Test Acc: 0.2483	Test loss: 0.0480
+Epoch 33 		Train Acc: 0.1900	Train loss: 0.1374	Test Acc: 0.2470	Test loss: 0.0478
+Epoch 34 		Train Acc: 0.1752	Train loss: 0.0524	Test Acc: 0.2509	Test loss: 0.0474
+Epoch 35 		Train Acc: 0.2060	Train loss: 0.0588	Test Acc: 0.2518	Test loss: 0.0473
+Epoch 36 		Train Acc: 0.2094	Train loss: 0.0495	Test Acc: 0.2542	Test loss: 0.0472
+Epoch 37 		Train Acc: 0.1885	Train loss: 0.1237	Test Acc: 0.2655	Test loss: 0.0465
+Epoch 38 		Train Acc: 0.1992	Train loss: 0.0601	Test Acc: 0.2715	Test loss: 0.0456
+Epoch 39 		Train Acc: 0.2205	Train loss: 0.0488	Test Acc: 0.2694	Test loss: 0.0456
+Epoch 40 		Train Acc: 0.2286	Train loss: 0.0485	Test Acc: 0.2776	Test loss: 0.0452
+Epoch 41 		Train Acc: 0.1846	Train loss: 0.1249	Test Acc: 0.2858	Test loss: 0.0449
+Epoch 42 		Train Acc: 0.2370	Train loss: 0.0552	Test Acc: 0.2779	Test loss: 0.0451
+Epoch 43 		Train Acc: 0.2408	Train loss: 0.0475	Test Acc: 0.2862	Test loss: 0.0443
+Epoch 44 		Train Acc: 0.2337	Train loss: 0.1214	Test Acc: 0.3039	Test loss: 0.0432
+Epoch 45 		Train Acc: 0.2327	Train loss: 0.0567	Test Acc: 0.3061	Test loss: 0.0432
+Epoch 46 		Train Acc: 0.2509	Train loss: 0.0468	Test Acc: 0.3147	Test loss: 0.0425
+Epoch 47 		Train Acc: 0.2562	Train loss: 0.0463	Test Acc: 0.3153	Test loss: 0.0424
+Epoch 48 		Train Acc: 0.2545	Train loss: 0.1289	Test Acc: 0.3035	Test loss: 0.0431
+Epoch 49 		Train Acc: 0.2484	Train loss: 0.0467	Test Acc: 0.3133	Test loss: 0.0420
+Epoch 50 		Train Acc: 0.2559	Train loss: 0.0457	Test Acc: 0.3230	Test loss: 0.0416
+Epoch 51 		Train Acc: 0.2622	Train loss: 0.0538	Test Acc: 0.3266	Test loss: 0.0412
+Epoch 52 		Train Acc: 0.2699	Train loss: 0.1064	Test Acc: 0.3238	Test loss: 0.0413
+Epoch 53 		Train Acc: 0.2662	Train loss: 0.0452	Test Acc: 0.3333	Test loss: 0.0406
+Epoch 54 		Train Acc: 0.2801	Train loss: 0.0441	Test Acc: 0.3383	Test loss: 0.0402
+Epoch 55 		Train Acc: 0.3027	Train loss: 0.0495	Test Acc: 0.3465	Test loss: 0.0396
+Epoch 56 		Train Acc: 0.2482	Train loss: 0.1119	Test Acc: 0.3422	Test loss: 0.0402
+Epoch 57 		Train Acc: 0.2751	Train loss: 0.0445	Test Acc: 0.3526	Test loss: 0.0391
+Epoch 58 		Train Acc: 0.3205	Train loss: 0.0479	Test Acc: 0.3535	Test loss: 0.0392
+Epoch 59 		Train Acc: 0.3072	Train loss: 0.1164	Test Acc: 0.3687	Test loss: 0.0384
+Epoch 60 		Train Acc: 0.2713	Train loss: 0.0453	Test Acc: 0.3575	Test loss: 0.0391
+Epoch 61 		Train Acc: 0.3207	Train loss: 0.0489	Test Acc: 0.3668	Test loss: 0.0384
+Epoch 62 		Train Acc: 0.3297	Train loss: 0.0406	Test Acc: 0.3748	Test loss: 0.0376
+Epoch 63 		Train Acc: 0.3023	Train loss: 0.1117	Test Acc: 0.3802	Test loss: 0.0373
+Epoch 64 		Train Acc: 0.3014	Train loss: 0.0505	Test Acc: 0.3757	Test loss: 0.0379
+Epoch 65 		Train Acc: 0.3244	Train loss: 0.0403	Test Acc: 0.3789	Test loss: 0.0375
+Epoch 66 		Train Acc: 0.3314	Train loss: 0.0399	Test Acc: 0.3881	Test loss: 0.0365
+Epoch 67 		Train Acc: 0.3047	Train loss: 0.1064	Test Acc: 0.3844	Test loss: 0.0371
+Epoch 68 		Train Acc: 0.3459	Train loss: 0.0455	Test Acc: 0.3893	Test loss: 0.0368
+Epoch 69 		Train Acc: 0.3448	Train loss: 0.0391	Test Acc: 0.4047	Test loss: 0.0358
+Epoch 70 		Train Acc: 0.3389	Train loss: 0.0394	Test Acc: 0.4001	Test loss: 0.0356
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 71 		Train Acc: 0.3247	Train loss: 0.1064	Test Acc: 0.3955	Test loss: 0.0364
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 72 		Train Acc: 0.3559	Train loss: 0.0385	Test Acc: 0.3979	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 73 		Train Acc: 0.3535	Train loss: 0.0384	Test Acc: 0.4061	Test loss: 0.0359
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 74 		Train Acc: 0.3692	Train loss: 0.1187	Test Acc: 0.4116	Test loss: 0.0353
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 75 		Train Acc: 0.3424	Train loss: 0.0405	Test Acc: 0.4039	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 76 		Train Acc: 0.3663	Train loss: 0.0378	Test Acc: 0.4216	Test loss: 0.0342
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 77 		Train Acc: 0.3684	Train loss: 0.0450	Test Acc: 0.4172	Test loss: 0.0347
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 78 		Train Acc: 0.3637	Train loss: 0.1012	Test Acc: 0.4168	Test loss: 0.0352
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 79 		Train Acc: 0.3685	Train loss: 0.0376	Test Acc: 0.0888	Test loss: 0.1504
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 80 		Train Acc: 0.3687	Train loss: 0.0377	Test Acc: 0.4065	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 81 		Train Acc: 0.3818	Train loss: 0.0421	Test Acc: 0.1722	Test loss: 0.0851
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 82 		Train Acc: 0.3403	Train loss: 0.1015	Test Acc: 0.0459	Test loss: 0.3323
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 83 		Train Acc: 0.3589	Train loss: 0.0391	Test Acc: 0.1146	Test loss: 0.0862
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 84 		Train Acc: 0.3865	Train loss: 0.0424	Test Acc: 0.3966	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 85 		Train Acc: 0.3948	Train loss: 0.0356	Test Acc: 0.2179	Test loss: 0.0876
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 86 		Train Acc: 0.3248	Train loss: 0.1015	Test Acc: 0.1162	Test loss: 0.1514
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 87 		Train Acc: 0.3830	Train loss: 0.0432	Test Acc: 0.4230	Test loss: 0.0349
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 88 		Train Acc: 0.3968	Train loss: 0.0356	Test Acc: 0.4383	Test loss: 0.0355
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 89 		Train Acc: 0.3880	Train loss: 0.1031	Test Acc: 0.4449	Test loss: 0.0329
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 90 		Train Acc: 0.3577	Train loss: 0.0457	Test Acc: 0.4468	Test loss: 0.0324
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 91 		Train Acc: 0.4018	Train loss: 0.0350	Test Acc: 0.4519	Test loss: 0.0321
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 92 		Train Acc: 0.4158	Train loss: 0.0339	Test Acc: 0.4594	Test loss: 0.0316
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 93 		Train Acc: 0.3996	Train loss: 0.0974	Test Acc: 0.4503	Test loss: 0.0328
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 94 		Train Acc: 0.4325	Train loss: 0.0383	Test Acc: 0.4571	Test loss: 0.0320
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 95 		Train Acc: 0.4353	Train loss: 0.0326	Test Acc: 0.4673	Test loss: 0.0315
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 96 		Train Acc: 0.4277	Train loss: 0.0332	Test Acc: 0.4725	Test loss: 0.0312
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 97 		Train Acc: 0.4257	Train loss: 0.0966	Test Acc: 0.4655	Test loss: 0.0315
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 98 		Train Acc: 0.4454	Train loss: 0.0323	Test Acc: 0.4786	Test loss: 0.0307
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 99 		Train Acc: 0.4416	Train loss: 0.0322	Test Acc: 0.4765	Test loss: 0.0308
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 100		Train Acc: 0.5163	Train loss: 0.0320	Test Acc: 0.4845	Test loss: 0.0305
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 101		Train Acc: 0.5184	Train loss: 0.0739	Test Acc: 0.4904	Test loss: 0.0307
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 102		Train Acc: 0.5247	Train loss: 0.0272	Test Acc: 0.4943	Test loss: 0.0306
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 103		Train Acc: 0.5270	Train loss: 0.0317	Test Acc: 0.4990	Test loss: 0.0303
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 104		Train Acc: 0.5205	Train loss: 0.0823	Test Acc: 0.4987	Test loss: 0.0303
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 105		Train Acc: 0.5361	Train loss: 0.0265	Test Acc: 0.4977	Test loss: 0.0305
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 106		Train Acc: 0.5320	Train loss: 0.0271	Test Acc: 0.4965	Test loss: 0.0303
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 107		Train Acc: 0.5460	Train loss: 0.0307	Test Acc: 0.4965	Test loss: 0.0302
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 108		Train Acc: 0.5249	Train loss: 0.0802	Test Acc: 0.4951	Test loss: 0.0302
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 109		Train Acc: 0.5362	Train loss: 0.0267	Test Acc: 0.4948	Test loss: 0.0304
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 110		Train Acc: 0.5427	Train loss: 0.0308	Test Acc: 0.4963	Test loss: 0.0302
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 111		Train Acc: 0.5356	Train loss: 0.0266	Test Acc: 0.4983	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 112		Train Acc: 0.5284	Train loss: 0.0780	Test Acc: 0.4983	Test loss: 0.0302
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 113		Train Acc: 0.5439	Train loss: 0.0304	Test Acc: 0.5003	Test loss: 0.0300
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 114		Train Acc: 0.5482	Train loss: 0.0262	Test Acc: 0.5007	Test loss: 0.0298
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 115		Train Acc: 0.5346	Train loss: 0.0266	Test Acc: 0.5034	Test loss: 0.0297
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 116		Train Acc: 0.5273	Train loss: 0.0768	Test Acc: 0.5030	Test loss: 0.0300
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 117		Train Acc: 0.5517	Train loss: 0.0257	Test Acc: 0.5042	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 118		Train Acc: 0.5417	Train loss: 0.0265	Test Acc: 0.5050	Test loss: 0.0298
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 119		Train Acc: 0.5287	Train loss: 0.0747	Test Acc: 0.5064	Test loss: 0.0295
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 120		Train Acc: 0.5487	Train loss: 0.0302	Test Acc: 0.5041	Test loss: 0.0298
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 121		Train Acc: 0.5458	Train loss: 0.0260	Test Acc: 0.5062	Test loss: 0.0296
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 122		Train Acc: 0.5427	Train loss: 0.0263	Test Acc: 0.5083	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 123		Train Acc: 0.5405	Train loss: 0.0783	Test Acc: 0.5074	Test loss: 0.0293
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 124		Train Acc: 0.5449	Train loss: 0.0262	Test Acc: 0.5051	Test loss: 0.0300
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 125		Train Acc: 0.5474	Train loss: 0.0261	Test Acc: 0.5049	Test loss: 0.0298
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 126		Train Acc: 0.5450	Train loss: 0.0305	Test Acc: 0.5076	Test loss: 0.0294
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 127		Train Acc: 0.5342	Train loss: 0.0849	Test Acc: 0.5044	Test loss: 0.0299
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 128		Train Acc: 0.5322	Train loss: 0.0263	Test Acc: 0.5026	Test loss: 0.0300
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 129		Train Acc: 0.5441	Train loss: 0.0306	Test Acc: 0.5075	Test loss: 0.0295
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 130		Train Acc: 0.5561	Train loss: 0.0257	Test Acc: 0.5091	Test loss: 0.0293
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 131		Train Acc: 0.5344	Train loss: 0.0763	Test Acc: 0.5051	Test loss: 0.0299
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 132		Train Acc: 0.5459	Train loss: 0.0261	Test Acc: 0.5087	Test loss: 0.0297
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 133		Train Acc: 0.5533	Train loss: 0.0303	Test Acc: 0.5098	Test loss: 0.0295
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 134		Train Acc: 0.5374	Train loss: 0.0775	Test Acc: 0.5101	Test loss: 0.0293
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 135		Train Acc: 0.5440	Train loss: 0.0261	Test Acc: 0.5070	Test loss: 0.0300
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 136		Train Acc: 0.5580	Train loss: 0.0293	Test Acc: 0.5082	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 137		Train Acc: 0.5520	Train loss: 0.0257	Test Acc: 0.5082	Test loss: 0.0297
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 138		Train Acc: 0.5333	Train loss: 0.0729	Test Acc: 0.5122	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 139		Train Acc: 0.5472	Train loss: 0.0304	Test Acc: 0.5117	Test loss: 0.0294
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 140		Train Acc: 0.5674	Train loss: 0.0250	Test Acc: 0.5097	Test loss: 0.0298
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 141		Train Acc: 0.5412	Train loss: 0.0262	Test Acc: 0.5125	Test loss: 0.0294
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 142		Train Acc: 0.5197	Train loss: 0.0891	Test Acc: 0.5114	Test loss: 0.0296
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 143		Train Acc: 0.5625	Train loss: 0.0249	Test Acc: 0.5058	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 144		Train Acc: 0.5463	Train loss: 0.0262	Test Acc: 0.5097	Test loss: 0.0299
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 145		Train Acc: 0.5486	Train loss: 0.0260	Test Acc: 0.5146	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 146		Train Acc: 0.5468	Train loss: 0.0795	Test Acc: 0.5060	Test loss: 0.0303
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 147		Train Acc: 0.5540	Train loss: 0.0255	Test Acc: 0.5049	Test loss: 0.0303
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 148		Train Acc: 0.5476	Train loss: 0.0261	Test Acc: 0.5110	Test loss: 0.0296
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 149		Train Acc: 0.5405	Train loss: 0.0813	Test Acc: 0.5133	Test loss: 0.0294
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 150		Train Acc: 0.5501	Train loss: 0.0255	Test Acc: 0.5000	Test loss: 0.0309
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 151		Train Acc: 0.5487	Train loss: 0.0257	Test Acc: 0.5051	Test loss: 0.0299
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 152		Train Acc: 0.5470	Train loss: 0.0304	Test Acc: 0.5112	Test loss: 0.0291
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 153		Train Acc: 0.5404	Train loss: 0.0792	Test Acc: 0.5073	Test loss: 0.0298
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 154		Train Acc: 0.5580	Train loss: 0.0255	Test Acc: 0.5071	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 155		Train Acc: 0.5384	Train loss: 0.0308	Test Acc: 0.5137	Test loss: 0.0293
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 156		Train Acc: 0.5588	Train loss: 0.0254	Test Acc: 0.5092	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 157		Train Acc: 0.5418	Train loss: 0.0780	Test Acc: 0.5058	Test loss: 0.0305
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 158		Train Acc: 0.5479	Train loss: 0.0260	Test Acc: 0.5109	Test loss: 0.0297
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 159		Train Acc: 0.5572	Train loss: 0.0297	Test Acc: 0.5113	Test loss: 0.0297
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 160		Train Acc: 0.5513	Train loss: 0.0257	Test Acc: 0.5204	Test loss: 0.0286
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 161		Train Acc: 0.5322	Train loss: 0.0788	Test Acc: 0.5240	Test loss: 0.0280
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 162		Train Acc: 0.5426	Train loss: 0.0305	Test Acc: 0.5264	Test loss: 0.0278
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 163		Train Acc: 0.5492	Train loss: 0.0256	Test Acc: 0.5274	Test loss: 0.0276
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 164		Train Acc: 0.5415	Train loss: 0.0729	Test Acc: 0.5275	Test loss: 0.0275
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 165		Train Acc: 0.5590	Train loss: 0.0296	Test Acc: 0.5273	Test loss: 0.0275
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 166		Train Acc: 0.5473	Train loss: 0.0260	Test Acc: 0.5279	Test loss: 0.0275
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 167		Train Acc: 0.5516	Train loss: 0.0258	Test Acc: 0.5290	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 168		Train Acc: 0.5432	Train loss: 0.0776	Test Acc: 0.5300	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 169		Train Acc: 0.5501	Train loss: 0.0256	Test Acc: 0.5298	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 170		Train Acc: 0.5521	Train loss: 0.0256	Test Acc: 0.5307	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 171		Train Acc: 0.5538	Train loss: 0.0256	Test Acc: 0.5303	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 172		Train Acc: 0.5278	Train loss: 0.0877	Test Acc: 0.5299	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 173		Train Acc: 0.5544	Train loss: 0.0256	Test Acc: 0.5294	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 174		Train Acc: 0.5527	Train loss: 0.0257	Test Acc: 0.5303	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 175		Train Acc: 0.5529	Train loss: 0.0297	Test Acc: 0.5302	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 176		Train Acc: 0.5329	Train loss: 0.0775	Test Acc: 0.5283	Test loss: 0.0275
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 177		Train Acc: 0.5544	Train loss: 0.0257	Test Acc: 0.5280	Test loss: 0.0275
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 178		Train Acc: 0.5537	Train loss: 0.0298	Test Acc: 0.5290	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 179		Train Acc: 0.5410	Train loss: 0.0716	Test Acc: 0.5286	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 180		Train Acc: 0.5486	Train loss: 0.0258	Test Acc: 0.5293	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 181		Train Acc: 0.5540	Train loss: 0.0300	Test Acc: 0.5292	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 182		Train Acc: 0.5576	Train loss: 0.0253	Test Acc: 0.5288	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 183		Train Acc: 0.5419	Train loss: 0.0691	Test Acc: 0.5297	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 184		Train Acc: 0.5540	Train loss: 0.0257	Test Acc: 0.5306	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 185		Train Acc: 0.5482	Train loss: 0.0299	Test Acc: 0.5299	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 186		Train Acc: 0.5510	Train loss: 0.0257	Test Acc: 0.5298	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 187		Train Acc: 0.5443	Train loss: 0.0778	Test Acc: 0.5289	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 188		Train Acc: 0.5512	Train loss: 0.0301	Test Acc: 0.5294	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 189		Train Acc: 0.5568	Train loss: 0.0256	Test Acc: 0.5297	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 190		Train Acc: 0.5538	Train loss: 0.0256	Test Acc: 0.5298	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 191		Train Acc: 0.5432	Train loss: 0.0830	Test Acc: 0.5299	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 192		Train Acc: 0.5512	Train loss: 0.0257	Test Acc: 0.5292	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 193		Train Acc: 0.5535	Train loss: 0.0258	Test Acc: 0.5289	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 194		Train Acc: 0.5342	Train loss: 0.0838	Test Acc: 0.5288	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 195		Train Acc: 0.5557	Train loss: 0.0255	Test Acc: 0.5287	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 196		Train Acc: 0.5512	Train loss: 0.0260	Test Acc: 0.5286	Test loss: 0.0275
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 197		Train Acc: 0.5561	Train loss: 0.0255	Test Acc: 0.5294	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 198		Train Acc: 0.5337	Train loss: 0.0832	Test Acc: 0.5300	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 199		Train Acc: 0.5552	Train loss: 0.0255	Test Acc: 0.5308	Test loss: 0.0274
+Training finished on Sun Mar  8 23:19:48 2026 using 62 minutes and 17 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_60_0.05_FedAvg_adv0.2_seed44_cfgFedAvg_CIFAR100_config_exp2.txt

@@ -0,0 +1,389 @@
+seed: 44, num_experiments: 5, experiment_id: 2, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 60, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 12, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25743459.0/flpoison_25743459_140/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_60_0.05_FedAvg_adv0.2_seed44_cfgFedAvg_CIFAR100_config_exp2.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Sun Mar  8 23:19:48 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0107	Train loss: 0.0751	Test Acc: 0.0154	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0146	Train loss: 0.0747	Test Acc: 0.0122	Test loss: 0.0724
+Epoch 2  		Train Acc: 0.0285	Train loss: 0.0726	Test Acc: 0.0196	Test loss: 0.0714
+Epoch 3  		Train Acc: 0.0355	Train loss: 0.1812	Test Acc: 0.0389	Test loss: 0.0690
+Epoch 4  		Train Acc: 0.0375	Train loss: 0.0696	Test Acc: 0.0394	Test loss: 0.0676
+Epoch 5  		Train Acc: 0.0492	Train loss: 0.0670	Test Acc: 0.0645	Test loss: 0.0653
+Epoch 6  		Train Acc: 0.0592	Train loss: 0.0758	Test Acc: 0.0563	Test loss: 0.0668
+Epoch 7  		Train Acc: 0.0586	Train loss: 0.1524	Test Acc: 0.0747	Test loss: 0.0648
+Epoch 8  		Train Acc: 0.0620	Train loss: 0.0644	Test Acc: 0.0888	Test loss: 0.0645
+Epoch 9  		Train Acc: 0.0746	Train loss: 0.0730	Test Acc: 0.0900	Test loss: 0.0621
+Epoch 10 		Train Acc: 0.0787	Train loss: 0.0621	Test Acc: 0.1084	Test loss: 0.0605
+Epoch 11 		Train Acc: 0.0678	Train loss: 0.1434	Test Acc: 0.1107	Test loss: 0.0604
+Epoch 12 		Train Acc: 0.0820	Train loss: 0.0730	Test Acc: 0.1208	Test loss: 0.0582
+Epoch 13 		Train Acc: 0.0982	Train loss: 0.0603	Test Acc: 0.1295	Test loss: 0.0581
+Epoch 14 		Train Acc: 0.0917	Train loss: 0.1450	Test Acc: 0.1326	Test loss: 0.0578
+Epoch 15 		Train Acc: 0.0854	Train loss: 0.0631	Test Acc: 0.1352	Test loss: 0.0576
+Epoch 16 		Train Acc: 0.1094	Train loss: 0.0686	Test Acc: 0.1490	Test loss: 0.0562
+Epoch 17 		Train Acc: 0.1103	Train loss: 0.0590	Test Acc: 0.1597	Test loss: 0.0555
+Epoch 18 		Train Acc: 0.1129	Train loss: 0.1411	Test Acc: 0.1651	Test loss: 0.0550
+Epoch 19 		Train Acc: 0.1194	Train loss: 0.0673	Test Acc: 0.1696	Test loss: 0.0546
+Epoch 20 		Train Acc: 0.1256	Train loss: 0.0574	Test Acc: 0.1780	Test loss: 0.0539
+Epoch 21 		Train Acc: 0.1323	Train loss: 0.0571	Test Acc: 0.1728	Test loss: 0.0537
+Epoch 22 		Train Acc: 0.1271	Train loss: 0.1475	Test Acc: 0.1773	Test loss: 0.0535
+Epoch 23 		Train Acc: 0.1439	Train loss: 0.0564	Test Acc: 0.1927	Test loss: 0.0525
+Epoch 24 		Train Acc: 0.1429	Train loss: 0.0557	Test Acc: 0.2011	Test loss: 0.0520
+Epoch 25 		Train Acc: 0.1462	Train loss: 0.0660	Test Acc: 0.1994	Test loss: 0.0518
+Epoch 26 		Train Acc: 0.1311	Train loss: 0.1331	Test Acc: 0.2015	Test loss: 0.0514
+Epoch 27 		Train Acc: 0.1554	Train loss: 0.0550	Test Acc: 0.2102	Test loss: 0.0507
+Epoch 28 		Train Acc: 0.1630	Train loss: 0.0544	Test Acc: 0.2150	Test loss: 0.0505
+Epoch 29 		Train Acc: 0.1650	Train loss: 0.1407	Test Acc: 0.2204	Test loss: 0.0500
+Epoch 30 		Train Acc: 0.1527	Train loss: 0.0561	Test Acc: 0.2248	Test loss: 0.0499
+Epoch 31 		Train Acc: 0.1724	Train loss: 0.0536	Test Acc: 0.2257	Test loss: 0.0497
+Epoch 32 		Train Acc: 0.1963	Train loss: 0.0600	Test Acc: 0.2389	Test loss: 0.0486
+Epoch 33 		Train Acc: 0.1757	Train loss: 0.1311	Test Acc: 0.2419	Test loss: 0.0483
+Epoch 34 		Train Acc: 0.1757	Train loss: 0.0527	Test Acc: 0.2407	Test loss: 0.0480
+Epoch 35 		Train Acc: 0.1957	Train loss: 0.0602	Test Acc: 0.2533	Test loss: 0.0473
+Epoch 36 		Train Acc: 0.2043	Train loss: 0.0506	Test Acc: 0.2615	Test loss: 0.0470
+Epoch 37 		Train Acc: 0.1768	Train loss: 0.1269	Test Acc: 0.2547	Test loss: 0.0475
+Epoch 38 		Train Acc: 0.1893	Train loss: 0.0612	Test Acc: 0.2558	Test loss: 0.0470
+Epoch 39 		Train Acc: 0.2174	Train loss: 0.0494	Test Acc: 0.2724	Test loss: 0.0459
+Epoch 40 		Train Acc: 0.2145	Train loss: 0.0496	Test Acc: 0.2761	Test loss: 0.0458
+Epoch 41 		Train Acc: 0.1904	Train loss: 0.1161	Test Acc: 0.2741	Test loss: 0.0457
+Epoch 42 		Train Acc: 0.2223	Train loss: 0.0567	Test Acc: 0.2750	Test loss: 0.0454
+Epoch 43 		Train Acc: 0.2283	Train loss: 0.0482	Test Acc: 0.2863	Test loss: 0.0446
+Epoch 44 		Train Acc: 0.2215	Train loss: 0.1265	Test Acc: 0.2903	Test loss: 0.0445
+Epoch 45 		Train Acc: 0.2200	Train loss: 0.0581	Test Acc: 0.2865	Test loss: 0.0446
+Epoch 46 		Train Acc: 0.2372	Train loss: 0.0477	Test Acc: 0.2937	Test loss: 0.0439
+Epoch 47 		Train Acc: 0.2390	Train loss: 0.0474	Test Acc: 0.2908	Test loss: 0.0438
+Epoch 48 		Train Acc: 0.2321	Train loss: 0.1347	Test Acc: 0.3072	Test loss: 0.0434
+Epoch 49 		Train Acc: 0.2387	Train loss: 0.0475	Test Acc: 0.3030	Test loss: 0.0435
+Epoch 50 		Train Acc: 0.2480	Train loss: 0.0466	Test Acc: 0.3054	Test loss: 0.0432
+Epoch 51 		Train Acc: 0.2505	Train loss: 0.0552	Test Acc: 0.3128	Test loss: 0.0428
+Epoch 52 		Train Acc: 0.2374	Train loss: 0.1170	Test Acc: 0.3132	Test loss: 0.0432
+Epoch 53 		Train Acc: 0.2546	Train loss: 0.0462	Test Acc: 0.3157	Test loss: 0.0421
+Epoch 54 		Train Acc: 0.2676	Train loss: 0.0455	Test Acc: 0.3286	Test loss: 0.0412
+Epoch 55 		Train Acc: 0.2894	Train loss: 0.0502	Test Acc: 0.3278	Test loss: 0.0414
+Epoch 56 		Train Acc: 0.2367	Train loss: 0.1100	Test Acc: 0.3260	Test loss: 0.0415
+Epoch 57 		Train Acc: 0.2723	Train loss: 0.0452	Test Acc: 0.3370	Test loss: 0.0403
+Epoch 58 		Train Acc: 0.3040	Train loss: 0.0498	Test Acc: 0.3435	Test loss: 0.0403
+Epoch 59 		Train Acc: 0.2985	Train loss: 0.1176	Test Acc: 0.3479	Test loss: 0.0401
+Epoch 60 		Train Acc: 0.2556	Train loss: 0.0470	Test Acc: 0.3503	Test loss: 0.0400
+Epoch 61 		Train Acc: 0.3008	Train loss: 0.0505	Test Acc: 0.3399	Test loss: 0.0402
+Epoch 62 		Train Acc: 0.3077	Train loss: 0.0421	Test Acc: 0.3680	Test loss: 0.0386
+Epoch 63 		Train Acc: 0.2998	Train loss: 0.1092	Test Acc: 0.3521	Test loss: 0.0395
+Epoch 64 		Train Acc: 0.2933	Train loss: 0.0514	Test Acc: 0.3535	Test loss: 0.0396
+Epoch 65 		Train Acc: 0.3177	Train loss: 0.0413	Test Acc: 0.3633	Test loss: 0.0389
+Epoch 66 		Train Acc: 0.3163	Train loss: 0.0411	Test Acc: 0.3753	Test loss: 0.0376
+Epoch 67 		Train Acc: 0.2861	Train loss: 0.1118	Test Acc: 0.3756	Test loss: 0.0378
+Epoch 68 		Train Acc: 0.3293	Train loss: 0.0470	Test Acc: 0.3630	Test loss: 0.0389
+Epoch 69 		Train Acc: 0.3353	Train loss: 0.0401	Test Acc: 0.3800	Test loss: 0.0373
+Epoch 70 		Train Acc: 0.3275	Train loss: 0.0400	Test Acc: 0.3925	Test loss: 0.0365
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 71 		Train Acc: 0.3152	Train loss: 0.1078	Test Acc: 0.3784	Test loss: 0.0383
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 72 		Train Acc: 0.3417	Train loss: 0.0394	Test Acc: 0.3810	Test loss: 0.0375
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 73 		Train Acc: 0.3416	Train loss: 0.0393	Test Acc: 0.3986	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 74 		Train Acc: 0.3503	Train loss: 0.1217	Test Acc: 0.3923	Test loss: 0.0369
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 75 		Train Acc: 0.3258	Train loss: 0.0418	Test Acc: 0.4073	Test loss: 0.0357
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 76 		Train Acc: 0.3466	Train loss: 0.0390	Test Acc: 0.4006	Test loss: 0.0364
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 77 		Train Acc: 0.3518	Train loss: 0.0465	Test Acc: 0.3965	Test loss: 0.0368
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 78 		Train Acc: 0.3413	Train loss: 0.1101	Test Acc: 0.3967	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 79 		Train Acc: 0.3515	Train loss: 0.0388	Test Acc: 0.4184	Test loss: 0.0348
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 80 		Train Acc: 0.3606	Train loss: 0.0378	Test Acc: 0.4153	Test loss: 0.0350
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 81 		Train Acc: 0.4051	Train loss: 0.0405	Test Acc: 0.4254	Test loss: 0.0350
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 82 		Train Acc: 0.3589	Train loss: 0.0946	Test Acc: 0.4085	Test loss: 0.0359
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 83 		Train Acc: 0.3609	Train loss: 0.0382	Test Acc: 0.0732	Test loss: 0.1880
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 84 		Train Acc: 0.3899	Train loss: 0.0425	Test Acc: 0.4055	Test loss: 0.0357
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 85 		Train Acc: 0.3775	Train loss: 0.0366	Test Acc: 0.2633	Test loss: 0.0557
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 86 		Train Acc: 0.3062	Train loss: 0.1004	Test Acc: 0.0173	Test loss: 0.5159
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 87 		Train Acc: 0.3713	Train loss: 0.0449	Test Acc: 0.1600	Test loss: 0.0898
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 88 		Train Acc: 0.3792	Train loss: 0.0371	Test Acc: 0.3973	Test loss: 0.0368
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 15 20 21 22 23 24 25 26 27 28 29 30
+ 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54
+ 55 56 57 58 59]
+Epoch 89 		Train Acc: 0.3576	Train loss: 0.1122	Test Acc: 0.4113	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 15 20 21 22 23 24 25 26 27 28 29 30
+ 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54
+ 55 56 57 58 59]
+Epoch 90 		Train Acc: 0.3320	Train loss: 0.0479	Test Acc: 0.4253	Test loss: 0.0345
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 15 20 21 22 23 24 25 26 27 28 29 30
+ 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54
+ 55 56 57 58 59]
+Epoch 91 		Train Acc: 0.3898	Train loss: 0.0361	Test Acc: 0.4252	Test loss: 0.0341
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 15 20 21 22 23 24 25 26 27 28 29 30
+ 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54
+ 55 56 57 58 59]
+Epoch 92 		Train Acc: 0.4027	Train loss: 0.0349	Test Acc: 0.4378	Test loss: 0.0335
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 15 20 21 22 23 24 25 26 27 28 29 30
+ 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54
+ 55 56 57 58 59]
+Epoch 93 		Train Acc: 0.3749	Train loss: 0.0955	Test Acc: 0.4485	Test loss: 0.0326
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 94 		Train Acc: 0.4169	Train loss: 0.0390	Test Acc: 0.4544	Test loss: 0.0331
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 95 		Train Acc: 0.4202	Train loss: 0.0337	Test Acc: 0.4540	Test loss: 0.0326
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 96 		Train Acc: 0.4081	Train loss: 0.0343	Test Acc: 0.4642	Test loss: 0.0314
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 97 		Train Acc: 0.4154	Train loss: 0.0988	Test Acc: 0.0879	Test loss: 0.1819
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 98 		Train Acc: 0.4148	Train loss: 0.0347	Test Acc: 0.0895	Test loss: 0.1718
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 99 		Train Acc: 0.4122	Train loss: 0.0347	Test Acc: 0.4051	Test loss: 0.0367
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 100		Train Acc: 0.4821	Train loss: 0.0348	Test Acc: 0.4462	Test loss: 0.0331
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 101		Train Acc: 0.4937	Train loss: 0.0808	Test Acc: 0.4712	Test loss: 0.0311
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 102		Train Acc: 0.4963	Train loss: 0.0289	Test Acc: 0.4725	Test loss: 0.0313
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 103		Train Acc: 0.4998	Train loss: 0.0340	Test Acc: 0.4669	Test loss: 0.0324
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 104		Train Acc: 0.5018	Train loss: 0.0852	Test Acc: 0.4560	Test loss: 0.0336
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 105		Train Acc: 0.5150	Train loss: 0.0281	Test Acc: 0.4501	Test loss: 0.0345
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 106		Train Acc: 0.5114	Train loss: 0.0283	Test Acc: 0.4572	Test loss: 0.0336
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 107		Train Acc: 0.5200	Train loss: 0.0326	Test Acc: 0.4675	Test loss: 0.0324
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 108		Train Acc: 0.4992	Train loss: 0.0818	Test Acc: 0.4755	Test loss: 0.0316
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 109		Train Acc: 0.5166	Train loss: 0.0280	Test Acc: 0.4804	Test loss: 0.0312
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 110		Train Acc: 0.5187	Train loss: 0.0326	Test Acc: 0.4858	Test loss: 0.0308
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 111		Train Acc: 0.5266	Train loss: 0.0274	Test Acc: 0.4861	Test loss: 0.0307
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 112		Train Acc: 0.5150	Train loss: 0.0794	Test Acc: 0.4841	Test loss: 0.0308
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 113		Train Acc: 0.5168	Train loss: 0.0325	Test Acc: 0.4832	Test loss: 0.0308
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 114		Train Acc: 0.5286	Train loss: 0.0274	Test Acc: 0.4827	Test loss: 0.0308
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 115		Train Acc: 0.5187	Train loss: 0.0280	Test Acc: 0.4871	Test loss: 0.0305
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 116		Train Acc: 0.4947	Train loss: 0.0905	Test Acc: 0.4865	Test loss: 0.0307
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 117		Train Acc: 0.5333	Train loss: 0.0271	Test Acc: 0.4848	Test loss: 0.0307
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 118		Train Acc: 0.5223	Train loss: 0.0276	Test Acc: 0.4874	Test loss: 0.0304
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 119		Train Acc: 0.5076	Train loss: 0.0744	Test Acc: 0.4904	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 120		Train Acc: 0.5283	Train loss: 0.0317	Test Acc: 0.4861	Test loss: 0.0305
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 121		Train Acc: 0.5245	Train loss: 0.0276	Test Acc: 0.4859	Test loss: 0.0305
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 122		Train Acc: 0.5198	Train loss: 0.0275	Test Acc: 0.4898	Test loss: 0.0302
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 123		Train Acc: 0.5200	Train loss: 0.0857	Test Acc: 0.4885	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 124		Train Acc: 0.5303	Train loss: 0.0272	Test Acc: 0.4878	Test loss: 0.0304
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 125		Train Acc: 0.5286	Train loss: 0.0275	Test Acc: 0.4927	Test loss: 0.0302
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 126		Train Acc: 0.5242	Train loss: 0.0322	Test Acc: 0.4916	Test loss: 0.0303
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 127		Train Acc: 0.5169	Train loss: 0.0858	Test Acc: 0.4883	Test loss: 0.0309
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 128		Train Acc: 0.5270	Train loss: 0.0272	Test Acc: 0.4878	Test loss: 0.0309
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 129		Train Acc: 0.5227	Train loss: 0.0323	Test Acc: 0.4939	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 130		Train Acc: 0.5336	Train loss: 0.0269	Test Acc: 0.4928	Test loss: 0.0299
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 131		Train Acc: 0.5144	Train loss: 0.0794	Test Acc: 0.4878	Test loss: 0.0309
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 132		Train Acc: 0.5216	Train loss: 0.0273	Test Acc: 0.4902	Test loss: 0.0306
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 133		Train Acc: 0.5400	Train loss: 0.0314	Test Acc: 0.4910	Test loss: 0.0303
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 134		Train Acc: 0.5181	Train loss: 0.0768	Test Acc: 0.4936	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 135		Train Acc: 0.5245	Train loss: 0.0273	Test Acc: 0.4912	Test loss: 0.0307
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 136		Train Acc: 0.5389	Train loss: 0.0314	Test Acc: 0.4938	Test loss: 0.0309
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 137		Train Acc: 0.5314	Train loss: 0.0269	Test Acc: 0.4967	Test loss: 0.0302
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 138		Train Acc: 0.5076	Train loss: 0.0836	Test Acc: 0.4988	Test loss: 0.0300
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 139		Train Acc: 0.5311	Train loss: 0.0316	Test Acc: 0.4966	Test loss: 0.0302
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 140		Train Acc: 0.5368	Train loss: 0.0267	Test Acc: 0.4927	Test loss: 0.0306
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 141		Train Acc: 0.5281	Train loss: 0.0274	Test Acc: 0.4915	Test loss: 0.0304
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 142		Train Acc: 0.5216	Train loss: 0.0781	Test Acc: 0.4945	Test loss: 0.0306
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 143		Train Acc: 0.5346	Train loss: 0.0266	Test Acc: 0.4914	Test loss: 0.0306
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 144		Train Acc: 0.5339	Train loss: 0.0269	Test Acc: 0.4937	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 145		Train Acc: 0.5305	Train loss: 0.0272	Test Acc: 0.4955	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 146		Train Acc: 0.5290	Train loss: 0.0826	Test Acc: 0.4857	Test loss: 0.0318
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 147		Train Acc: 0.5320	Train loss: 0.0270	Test Acc: 0.4914	Test loss: 0.0311
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 148		Train Acc: 0.5334	Train loss: 0.0270	Test Acc: 0.4969	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 149		Train Acc: 0.5279	Train loss: 0.0817	Test Acc: 0.4997	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 150		Train Acc: 0.5352	Train loss: 0.0268	Test Acc: 0.4936	Test loss: 0.0308
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 151		Train Acc: 0.5305	Train loss: 0.0270	Test Acc: 0.4983	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 152		Train Acc: 0.5337	Train loss: 0.0313	Test Acc: 0.4957	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 153		Train Acc: 0.5329	Train loss: 0.0799	Test Acc: 0.4884	Test loss: 0.0315
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 154		Train Acc: 0.5262	Train loss: 0.0273	Test Acc: 0.4907	Test loss: 0.0314
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 155		Train Acc: 0.5305	Train loss: 0.0316	Test Acc: 0.4974	Test loss: 0.0300
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 156		Train Acc: 0.5457	Train loss: 0.0263	Test Acc: 0.4984	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 157		Train Acc: 0.5273	Train loss: 0.0756	Test Acc: 0.4864	Test loss: 0.0320
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 158		Train Acc: 0.5318	Train loss: 0.0270	Test Acc: 0.4878	Test loss: 0.0311
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 159		Train Acc: 0.5415	Train loss: 0.0311	Test Acc: 0.4944	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 160		Train Acc: 0.5305	Train loss: 0.0273	Test Acc: 0.5023	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 161		Train Acc: 0.5322	Train loss: 0.0751	Test Acc: 0.5059	Test loss: 0.0289
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 162		Train Acc: 0.5352	Train loss: 0.0319	Test Acc: 0.5080	Test loss: 0.0287
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 163		Train Acc: 0.5419	Train loss: 0.0266	Test Acc: 0.5102	Test loss: 0.0286
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 164		Train Acc: 0.5145	Train loss: 0.0852	Test Acc: 0.5099	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 165		Train Acc: 0.5327	Train loss: 0.0313	Test Acc: 0.5106	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 166		Train Acc: 0.5355	Train loss: 0.0268	Test Acc: 0.5108	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 167		Train Acc: 0.5354	Train loss: 0.0268	Test Acc: 0.5104	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 168		Train Acc: 0.5204	Train loss: 0.0874	Test Acc: 0.5101	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 169		Train Acc: 0.5271	Train loss: 0.0270	Test Acc: 0.5105	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 170		Train Acc: 0.5368	Train loss: 0.0266	Test Acc: 0.5103	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 171		Train Acc: 0.5357	Train loss: 0.0268	Test Acc: 0.5103	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 172		Train Acc: 0.5223	Train loss: 0.0802	Test Acc: 0.5104	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 173		Train Acc: 0.5368	Train loss: 0.0269	Test Acc: 0.5112	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 174		Train Acc: 0.5340	Train loss: 0.0268	Test Acc: 0.5104	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 175		Train Acc: 0.5354	Train loss: 0.0312	Test Acc: 0.5101	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 176		Train Acc: 0.5222	Train loss: 0.0780	Test Acc: 0.5122	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 177		Train Acc: 0.5354	Train loss: 0.0267	Test Acc: 0.5128	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 178		Train Acc: 0.5359	Train loss: 0.0316	Test Acc: 0.5114	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 179		Train Acc: 0.5258	Train loss: 0.0801	Test Acc: 0.5104	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 180		Train Acc: 0.5349	Train loss: 0.0270	Test Acc: 0.5106	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 181		Train Acc: 0.5331	Train loss: 0.0312	Test Acc: 0.5111	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 182		Train Acc: 0.5399	Train loss: 0.0266	Test Acc: 0.5114	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 183		Train Acc: 0.5310	Train loss: 0.0740	Test Acc: 0.5127	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 184		Train Acc: 0.5361	Train loss: 0.0268	Test Acc: 0.5127	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 185		Train Acc: 0.5365	Train loss: 0.0309	Test Acc: 0.5122	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 186		Train Acc: 0.5368	Train loss: 0.0268	Test Acc: 0.5128	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 187		Train Acc: 0.5229	Train loss: 0.0752	Test Acc: 0.5123	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 188		Train Acc: 0.5342	Train loss: 0.0316	Test Acc: 0.5126	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 189		Train Acc: 0.5309	Train loss: 0.0266	Test Acc: 0.5124	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 190		Train Acc: 0.5392	Train loss: 0.0267	Test Acc: 0.5122	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 191		Train Acc: 0.5234	Train loss: 0.0770	Test Acc: 0.5126	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 192		Train Acc: 0.5350	Train loss: 0.0269	Test Acc: 0.5129	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 193		Train Acc: 0.5389	Train loss: 0.0267	Test Acc: 0.5114	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 194		Train Acc: 0.5295	Train loss: 0.0783	Test Acc: 0.5109	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 195		Train Acc: 0.5376	Train loss: 0.0266	Test Acc: 0.5113	Test loss: 0.0285
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 196		Train Acc: 0.5386	Train loss: 0.0266	Test Acc: 0.5116	Test loss: 0.0284
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 197		Train Acc: 0.5307	Train loss: 0.0270	Test Acc: 0.5118	Test loss: 0.0284
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 198		Train Acc: 0.5120	Train loss: 0.0831	Test Acc: 0.5116	Test loss: 0.0284
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 199		Train Acc: 0.5371	Train loss: 0.0265	Test Acc: 0.5118	Test loss: 0.0285
+Training finished on Mon Mar  9 00:22:07 2026 using 62 minutes and 19 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_60_0.05_FedAvg_adv0.2_seed45_cfgFedAvg_CIFAR100_config_exp3.txt

@@ -0,0 +1,367 @@
+seed: 45, num_experiments: 5, experiment_id: 3, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 60, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 12, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25743459.0/flpoison_25743459_140/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_60_0.05_FedAvg_adv0.2_seed45_cfgFedAvg_CIFAR100_config_exp3.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Mon Mar  9 00:22:08 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0100	Train loss: 0.0751	Test Acc: 0.0105	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0165	Train loss: 0.0747	Test Acc: 0.0100	Test loss: 0.0724
+Epoch 2  		Train Acc: 0.0252	Train loss: 0.0726	Test Acc: 0.0189	Test loss: 0.0714
+Epoch 3  		Train Acc: 0.0355	Train loss: 0.1765	Test Acc: 0.0389	Test loss: 0.0696
+Epoch 4  		Train Acc: 0.0367	Train loss: 0.0701	Test Acc: 0.0553	Test loss: 0.0660
+Epoch 5  		Train Acc: 0.0493	Train loss: 0.0674	Test Acc: 0.0668	Test loss: 0.0643
+Epoch 6  		Train Acc: 0.0633	Train loss: 0.0759	Test Acc: 0.0782	Test loss: 0.0650
+Epoch 7  		Train Acc: 0.0628	Train loss: 0.1489	Test Acc: 0.0712	Test loss: 0.0665
+Epoch 8  		Train Acc: 0.0652	Train loss: 0.0643	Test Acc: 0.0731	Test loss: 0.0645
+Epoch 9  		Train Acc: 0.0794	Train loss: 0.0731	Test Acc: 0.0781	Test loss: 0.0646
+Epoch 10 		Train Acc: 0.0837	Train loss: 0.0619	Test Acc: 0.1044	Test loss: 0.0608
+Epoch 11 		Train Acc: 0.0738	Train loss: 0.1436	Test Acc: 0.1037	Test loss: 0.0612
+Epoch 12 		Train Acc: 0.0818	Train loss: 0.0731	Test Acc: 0.1143	Test loss: 0.0590
+Epoch 13 		Train Acc: 0.1021	Train loss: 0.0599	Test Acc: 0.1394	Test loss: 0.0571
+Epoch 14 		Train Acc: 0.1022	Train loss: 0.1474	Test Acc: 0.1479	Test loss: 0.0568
+Epoch 15 		Train Acc: 0.0991	Train loss: 0.0625	Test Acc: 0.1443	Test loss: 0.0572
+Epoch 16 		Train Acc: 0.1168	Train loss: 0.0677	Test Acc: 0.1541	Test loss: 0.0559
+Epoch 17 		Train Acc: 0.1168	Train loss: 0.0581	Test Acc: 0.1753	Test loss: 0.0540
+Epoch 18 		Train Acc: 0.1156	Train loss: 0.1420	Test Acc: 0.1759	Test loss: 0.0539
+Epoch 19 		Train Acc: 0.1325	Train loss: 0.0666	Test Acc: 0.1805	Test loss: 0.0535
+Epoch 20 		Train Acc: 0.1319	Train loss: 0.0568	Test Acc: 0.1896	Test loss: 0.0527
+Epoch 21 		Train Acc: 0.1410	Train loss: 0.0565	Test Acc: 0.1978	Test loss: 0.0522
+Epoch 22 		Train Acc: 0.1402	Train loss: 0.1410	Test Acc: 0.1902	Test loss: 0.0525
+Epoch 23 		Train Acc: 0.1499	Train loss: 0.0557	Test Acc: 0.2021	Test loss: 0.0516
+Epoch 24 		Train Acc: 0.1519	Train loss: 0.0550	Test Acc: 0.2041	Test loss: 0.0511
+Epoch 25 		Train Acc: 0.1551	Train loss: 0.0646	Test Acc: 0.2216	Test loss: 0.0502
+Epoch 26 		Train Acc: 0.1357	Train loss: 0.1315	Test Acc: 0.2195	Test loss: 0.0504
+Epoch 27 		Train Acc: 0.1643	Train loss: 0.0544	Test Acc: 0.2176	Test loss: 0.0502
+Epoch 28 		Train Acc: 0.1669	Train loss: 0.0536	Test Acc: 0.2262	Test loss: 0.0496
+Epoch 29 		Train Acc: 0.1809	Train loss: 0.1410	Test Acc: 0.2289	Test loss: 0.0494
+Epoch 30 		Train Acc: 0.1555	Train loss: 0.0556	Test Acc: 0.2182	Test loss: 0.0501
+Epoch 31 		Train Acc: 0.1770	Train loss: 0.0530	Test Acc: 0.2354	Test loss: 0.0487
+Epoch 32 		Train Acc: 0.2027	Train loss: 0.0592	Test Acc: 0.2481	Test loss: 0.0481
+Epoch 33 		Train Acc: 0.1905	Train loss: 0.1277	Test Acc: 0.2522	Test loss: 0.0474
+Epoch 34 		Train Acc: 0.1878	Train loss: 0.0523	Test Acc: 0.2577	Test loss: 0.0470
+Epoch 35 		Train Acc: 0.2165	Train loss: 0.0586	Test Acc: 0.2632	Test loss: 0.0468
+Epoch 36 		Train Acc: 0.2098	Train loss: 0.0495	Test Acc: 0.2723	Test loss: 0.0459
+Epoch 37 		Train Acc: 0.1959	Train loss: 0.1187	Test Acc: 0.2609	Test loss: 0.0467
+Epoch 38 		Train Acc: 0.2051	Train loss: 0.0601	Test Acc: 0.2670	Test loss: 0.0465
+Epoch 39 		Train Acc: 0.2219	Train loss: 0.0487	Test Acc: 0.2692	Test loss: 0.0461
+Epoch 40 		Train Acc: 0.2229	Train loss: 0.0487	Test Acc: 0.2770	Test loss: 0.0459
+Epoch 41 		Train Acc: 0.1938	Train loss: 0.1183	Test Acc: 0.2856	Test loss: 0.0449
+Epoch 42 		Train Acc: 0.2334	Train loss: 0.0557	Test Acc: 0.2933	Test loss: 0.0443
+Epoch 43 		Train Acc: 0.2403	Train loss: 0.0475	Test Acc: 0.2904	Test loss: 0.0449
+Epoch 44 		Train Acc: 0.2284	Train loss: 0.1310	Test Acc: 0.2859	Test loss: 0.0448
+Epoch 45 		Train Acc: 0.2359	Train loss: 0.0567	Test Acc: 0.3006	Test loss: 0.0439
+Epoch 46 		Train Acc: 0.2534	Train loss: 0.0465	Test Acc: 0.3112	Test loss: 0.0428
+Epoch 47 		Train Acc: 0.2480	Train loss: 0.0469	Test Acc: 0.3081	Test loss: 0.0433
+Epoch 48 		Train Acc: 0.2570	Train loss: 0.1296	Test Acc: 0.3080	Test loss: 0.0433
+Epoch 49 		Train Acc: 0.2553	Train loss: 0.0460	Test Acc: 0.3245	Test loss: 0.0419
+Epoch 50 		Train Acc: 0.2609	Train loss: 0.0458	Test Acc: 0.3249	Test loss: 0.0418
+Epoch 51 		Train Acc: 0.2657	Train loss: 0.0540	Test Acc: 0.3240	Test loss: 0.0418
+Epoch 52 		Train Acc: 0.2561	Train loss: 0.1079	Test Acc: 0.3290	Test loss: 0.0418
+Epoch 53 		Train Acc: 0.2667	Train loss: 0.0451	Test Acc: 0.3330	Test loss: 0.0413
+Epoch 54 		Train Acc: 0.2762	Train loss: 0.0446	Test Acc: 0.3316	Test loss: 0.0413
+Epoch 55 		Train Acc: 0.3010	Train loss: 0.0493	Test Acc: 0.3459	Test loss: 0.0403
+Epoch 56 		Train Acc: 0.2528	Train loss: 0.1095	Test Acc: 0.3369	Test loss: 0.0414
+Epoch 57 		Train Acc: 0.2879	Train loss: 0.0440	Test Acc: 0.3442	Test loss: 0.0406
+Epoch 58 		Train Acc: 0.3200	Train loss: 0.0478	Test Acc: 0.3546	Test loss: 0.0397
+Epoch 59 		Train Acc: 0.3098	Train loss: 0.1119	Test Acc: 0.3631	Test loss: 0.0388
+Epoch 60 		Train Acc: 0.2789	Train loss: 0.0452	Test Acc: 0.3654	Test loss: 0.0387
+Epoch 61 		Train Acc: 0.3202	Train loss: 0.0490	Test Acc: 0.3582	Test loss: 0.0396
+Epoch 62 		Train Acc: 0.3196	Train loss: 0.0409	Test Acc: 0.3718	Test loss: 0.0384
+Epoch 63 		Train Acc: 0.3083	Train loss: 0.1059	Test Acc: 0.3832	Test loss: 0.0375
+Epoch 64 		Train Acc: 0.2990	Train loss: 0.0510	Test Acc: 0.3681	Test loss: 0.0386
+Epoch 65 		Train Acc: 0.3313	Train loss: 0.0404	Test Acc: 0.3809	Test loss: 0.0376
+Epoch 66 		Train Acc: 0.3257	Train loss: 0.0404	Test Acc: 0.3853	Test loss: 0.0372
+Epoch 67 		Train Acc: 0.3039	Train loss: 0.1028	Test Acc: 0.3873	Test loss: 0.0372
+Epoch 68 		Train Acc: 0.3520	Train loss: 0.0451	Test Acc: 0.3882	Test loss: 0.0368
+Epoch 69 		Train Acc: 0.3465	Train loss: 0.0392	Test Acc: 0.3929	Test loss: 0.0363
+Epoch 70 		Train Acc: 0.3451	Train loss: 0.0393	Test Acc: 0.3989	Test loss: 0.0359
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 71 		Train Acc: 0.3281	Train loss: 0.1056	Test Acc: 0.0667	Test loss: 0.1983
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 72 		Train Acc: 0.3358	Train loss: 0.0400	Test Acc: 0.0320	Test loss: 0.2350
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 73 		Train Acc: 0.3396	Train loss: 0.0401	Test Acc: 0.0328	Test loss: 0.2614
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 74 		Train Acc: 0.3434	Train loss: 0.1170	Test Acc: 0.0806	Test loss: 0.1694
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 75 		Train Acc: 0.3158	Train loss: 0.0427	Test Acc: 0.0342	Test loss: 0.2918
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 76 		Train Acc: 0.3331	Train loss: 0.0406	Test Acc: 0.3798	Test loss: 0.0384
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 77 		Train Acc: 0.3361	Train loss: 0.0479	Test Acc: 0.3917	Test loss: 0.0394
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 78 		Train Acc: 0.3447	Train loss: 0.1108	Test Acc: 0.3956	Test loss: 0.0374
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 79 		Train Acc: 0.3478	Train loss: 0.0391	Test Acc: 0.3979	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 80 		Train Acc: 0.3649	Train loss: 0.0377	Test Acc: 0.4063	Test loss: 0.0351
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 81 		Train Acc: 0.3971	Train loss: 0.0412	Test Acc: 0.2099	Test loss: 0.0893
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 82 		Train Acc: 0.3541	Train loss: 0.0956	Test Acc: 0.0696	Test loss: 0.2186
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 83 		Train Acc: 0.3532	Train loss: 0.0387	Test Acc: 0.0986	Test loss: 0.1365
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 84 		Train Acc: 0.3911	Train loss: 0.0422	Test Acc: 0.0671	Test loss: 0.2237
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 85 		Train Acc: 0.3881	Train loss: 0.0364	Test Acc: 0.1591	Test loss: 0.0924
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 86 		Train Acc: 0.3159	Train loss: 0.0970	Test Acc: 0.0733	Test loss: 0.1792
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 87 		Train Acc: 0.3745	Train loss: 0.0437	Test Acc: 0.1843	Test loss: 0.0782
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 88 		Train Acc: 0.3813	Train loss: 0.0368	Test Acc: 0.1356	Test loss: 0.1291
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 89 		Train Acc: 0.3746	Train loss: 0.1010	Test Acc: 0.3065	Test loss: 0.0568
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 90 		Train Acc: 0.3441	Train loss: 0.0482	Test Acc: 0.1163	Test loss: 0.1431
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 91 		Train Acc: 0.3727	Train loss: 0.0377	Test Acc: 0.1801	Test loss: 0.0987
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 92 		Train Acc: 0.3803	Train loss: 0.0367	Test Acc: 0.2148	Test loss: 0.0793
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 93 		Train Acc: 0.3625	Train loss: 0.1046	Test Acc: 0.2874	Test loss: 0.0500
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 94 		Train Acc: 0.3872	Train loss: 0.0426	Test Acc: 0.2346	Test loss: 0.0722
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 95 		Train Acc: 0.3889	Train loss: 0.0362	Test Acc: 0.2339	Test loss: 0.0793
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 96 		Train Acc: 0.3863	Train loss: 0.0363	Test Acc: 0.2188	Test loss: 0.0791
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 97 		Train Acc: 0.3874	Train loss: 0.0972	Test Acc: 0.2300	Test loss: 0.0739
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 98 		Train Acc: 0.3931	Train loss: 0.0361	Test Acc: 0.3128	Test loss: 0.0531
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 99 		Train Acc: 0.3856	Train loss: 0.0362	Test Acc: 0.2979	Test loss: 0.0553
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 100		Train Acc: 0.4688	Train loss: 0.0359	Test Acc: 0.4033	Test loss: 0.0388
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 101		Train Acc: 0.4651	Train loss: 0.0836	Test Acc: 0.4363	Test loss: 0.0350
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 102		Train Acc: 0.4811	Train loss: 0.0299	Test Acc: 0.4526	Test loss: 0.0335
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 103		Train Acc: 0.4836	Train loss: 0.0347	Test Acc: 0.4611	Test loss: 0.0327
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 104		Train Acc: 0.4774	Train loss: 0.0827	Test Acc: 0.4639	Test loss: 0.0324
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 105		Train Acc: 0.4936	Train loss: 0.0294	Test Acc: 0.4629	Test loss: 0.0327
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 106		Train Acc: 0.4891	Train loss: 0.0296	Test Acc: 0.4656	Test loss: 0.0325
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 107		Train Acc: 0.4926	Train loss: 0.0343	Test Acc: 0.4662	Test loss: 0.0324
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 108		Train Acc: 0.4857	Train loss: 0.0839	Test Acc: 0.4651	Test loss: 0.0323
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 109		Train Acc: 0.4958	Train loss: 0.0294	Test Acc: 0.4665	Test loss: 0.0323
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 110		Train Acc: 0.5014	Train loss: 0.0341	Test Acc: 0.4687	Test loss: 0.0322
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 111		Train Acc: 0.5040	Train loss: 0.0291	Test Acc: 0.4709	Test loss: 0.0322
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 112		Train Acc: 0.4852	Train loss: 0.0830	Test Acc: 0.4686	Test loss: 0.0323
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 113		Train Acc: 0.4999	Train loss: 0.0339	Test Acc: 0.4673	Test loss: 0.0324
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 114		Train Acc: 0.5015	Train loss: 0.0288	Test Acc: 0.4681	Test loss: 0.0323
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 115		Train Acc: 0.4983	Train loss: 0.0291	Test Acc: 0.4699	Test loss: 0.0319
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 116		Train Acc: 0.4921	Train loss: 0.0823	Test Acc: 0.4708	Test loss: 0.0321
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 117		Train Acc: 0.5098	Train loss: 0.0286	Test Acc: 0.4718	Test loss: 0.0321
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 118		Train Acc: 0.4997	Train loss: 0.0289	Test Acc: 0.4713	Test loss: 0.0322
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 119		Train Acc: 0.4822	Train loss: 0.0809	Test Acc: 0.4742	Test loss: 0.0317
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 120		Train Acc: 0.5037	Train loss: 0.0338	Test Acc: 0.4718	Test loss: 0.0324
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 121		Train Acc: 0.5096	Train loss: 0.0287	Test Acc: 0.4730	Test loss: 0.0321
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 122		Train Acc: 0.4984	Train loss: 0.0289	Test Acc: 0.4785	Test loss: 0.0315
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 123		Train Acc: 0.4883	Train loss: 0.0891	Test Acc: 0.4803	Test loss: 0.0315
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 124		Train Acc: 0.5126	Train loss: 0.0285	Test Acc: 0.4736	Test loss: 0.0322
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 125		Train Acc: 0.5071	Train loss: 0.0286	Test Acc: 0.4693	Test loss: 0.0324
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 126		Train Acc: 0.5090	Train loss: 0.0335	Test Acc: 0.4729	Test loss: 0.0314
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 127		Train Acc: 0.4975	Train loss: 0.0753	Test Acc: 0.4757	Test loss: 0.0316
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 128		Train Acc: 0.5092	Train loss: 0.0285	Test Acc: 0.4736	Test loss: 0.0321
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 129		Train Acc: 0.4974	Train loss: 0.0339	Test Acc: 0.4763	Test loss: 0.0316
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 130		Train Acc: 0.5088	Train loss: 0.0285	Test Acc: 0.4751	Test loss: 0.0318
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 131		Train Acc: 0.4874	Train loss: 0.0871	Test Acc: 0.4694	Test loss: 0.0325
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 132		Train Acc: 0.5015	Train loss: 0.0287	Test Acc: 0.4758	Test loss: 0.0316
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 133		Train Acc: 0.5182	Train loss: 0.0327	Test Acc: 0.4712	Test loss: 0.0320
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 134		Train Acc: 0.5016	Train loss: 0.0843	Test Acc: 0.4673	Test loss: 0.0325
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 29 30 31 32
+ 33 34 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 56 58 59]
+Epoch 135		Train Acc: 0.5005	Train loss: 0.0290	Test Acc: 0.4946	Test loss: 0.0297
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 136		Train Acc: 0.5117	Train loss: 0.0328	Test Acc: 0.4944	Test loss: 0.0299
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 29 30 31 32
+ 33 34 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 56 58 59]
+Epoch 137		Train Acc: 0.5157	Train loss: 0.0280	Test Acc: 0.4909	Test loss: 0.0300
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56
+ 57 58 59]
+Epoch 138		Train Acc: 0.4894	Train loss: 0.0820	Test Acc: 0.4917	Test loss: 0.0298
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56
+ 57 58 59]
+Epoch 139		Train Acc: 0.5162	Train loss: 0.0328	Test Acc: 0.4990	Test loss: 0.0295
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56
+ 57 58 59]
+Epoch 140		Train Acc: 0.5151	Train loss: 0.0278	Test Acc: 0.4981	Test loss: 0.0295
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56
+ 57 58 59]
+Epoch 141		Train Acc: 0.5195	Train loss: 0.0278	Test Acc: 0.4927	Test loss: 0.0296
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14 20 21 22 23 24 25 26 27 28 29 30
+ 31 32 33 34 35 36 37 38 39 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 142		Train Acc: 0.4984	Train loss: 0.0839	Test Acc: 0.4988	Test loss: 0.0293
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14 20 21 22 23 24 25 26 27 28 29 30
+ 31 32 33 34 35 36 37 38 39 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 143		Train Acc: 0.5195	Train loss: 0.0275	Test Acc: 0.4976	Test loss: 0.0293
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 14 20 21 22 23 24 25 26 27 28 29 30
+ 31 32 33 34 35 36 37 38 39 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 144		Train Acc: 0.5154	Train loss: 0.0277	Test Acc: 0.4989	Test loss: 0.0294
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 23 43 50]
+Epoch 145		Train Acc: 0.5157	Train loss: 0.0280	Test Acc: 0.4805	Test loss: 0.0312
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 146		Train Acc: 0.5125	Train loss: 0.0928	Test Acc: 0.4702	Test loss: 0.0336
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 147		Train Acc: 0.5159	Train loss: 0.0276	Test Acc: 0.4720	Test loss: 0.0337
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 148		Train Acc: 0.5148	Train loss: 0.0278	Test Acc: 0.4667	Test loss: 0.0338
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 149		Train Acc: 0.5072	Train loss: 0.0839	Test Acc: 0.4685	Test loss: 0.0332
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 27]
+Epoch 150		Train Acc: 0.5203	Train loss: 0.0275	Test Acc: 0.4700	Test loss: 0.0329
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 151		Train Acc: 0.5090	Train loss: 0.0282	Test Acc: 0.4757	Test loss: 0.0322
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 152		Train Acc: 0.5150	Train loss: 0.0327	Test Acc: 0.4798	Test loss: 0.0316
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 153		Train Acc: 0.5096	Train loss: 0.0740	Test Acc: 0.4688	Test loss: 0.0326
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 154		Train Acc: 0.5127	Train loss: 0.0280	Test Acc: 0.4730	Test loss: 0.0321
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 155		Train Acc: 0.5101	Train loss: 0.0329	Test Acc: 0.4811	Test loss: 0.0316
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 156		Train Acc: 0.5194	Train loss: 0.0278	Test Acc: 0.4786	Test loss: 0.0317
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 157		Train Acc: 0.5073	Train loss: 0.0806	Test Acc: 0.4650	Test loss: 0.0331
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 158		Train Acc: 0.5110	Train loss: 0.0282	Test Acc: 0.4783	Test loss: 0.0319
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 159		Train Acc: 0.5233	Train loss: 0.0320	Test Acc: 0.4774	Test loss: 0.0318
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 160		Train Acc: 0.5200	Train loss: 0.0279	Test Acc: 0.4883	Test loss: 0.0304
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 46 48 58]
+Epoch 161		Train Acc: 0.4958	Train loss: 0.0817	Test Acc: 0.4947	Test loss: 0.0297
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22 32 34 46 48 58]
+Epoch 162		Train Acc: 0.5195	Train loss: 0.0326	Test Acc: 0.4981	Test loss: 0.0293
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 163		Train Acc: 0.5263	Train loss: 0.0273	Test Acc: 0.4995	Test loss: 0.0293
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 22 32 34 46 58]
+Epoch 164		Train Acc: 0.5059	Train loss: 0.0800	Test Acc: 0.4995	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 34 46]
+Epoch 165		Train Acc: 0.5139	Train loss: 0.0332	Test Acc: 0.4991	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 166		Train Acc: 0.5112	Train loss: 0.0278	Test Acc: 0.4989	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 167		Train Acc: 0.5216	Train loss: 0.0277	Test Acc: 0.4986	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 168		Train Acc: 0.5132	Train loss: 0.0823	Test Acc: 0.4985	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 169		Train Acc: 0.5217	Train loss: 0.0275	Test Acc: 0.4996	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 170		Train Acc: 0.5220	Train loss: 0.0278	Test Acc: 0.4992	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 171		Train Acc: 0.5178	Train loss: 0.0278	Test Acc: 0.4998	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 172		Train Acc: 0.5006	Train loss: 0.0833	Test Acc: 0.5005	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 173		Train Acc: 0.5216	Train loss: 0.0277	Test Acc: 0.5013	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 174		Train Acc: 0.5166	Train loss: 0.0277	Test Acc: 0.5015	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 175		Train Acc: 0.5245	Train loss: 0.0322	Test Acc: 0.5012	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 176		Train Acc: 0.5003	Train loss: 0.0828	Test Acc: 0.5019	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 177		Train Acc: 0.5183	Train loss: 0.0278	Test Acc: 0.5000	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 178		Train Acc: 0.5227	Train loss: 0.0322	Test Acc: 0.5007	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 179		Train Acc: 0.4967	Train loss: 0.0833	Test Acc: 0.5013	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 180		Train Acc: 0.5228	Train loss: 0.0276	Test Acc: 0.5013	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 181		Train Acc: 0.5176	Train loss: 0.0325	Test Acc: 0.5017	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 182		Train Acc: 0.5230	Train loss: 0.0276	Test Acc: 0.5022	Test loss: 0.0291
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 183		Train Acc: 0.5053	Train loss: 0.0821	Test Acc: 0.5028	Test loss: 0.0291
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 184		Train Acc: 0.5233	Train loss: 0.0279	Test Acc: 0.5026	Test loss: 0.0291
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 185		Train Acc: 0.5197	Train loss: 0.0323	Test Acc: 0.5021	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 186		Train Acc: 0.5232	Train loss: 0.0274	Test Acc: 0.5002	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 187		Train Acc: 0.5068	Train loss: 0.0731	Test Acc: 0.5008	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 188		Train Acc: 0.5154	Train loss: 0.0325	Test Acc: 0.5001	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 189		Train Acc: 0.5127	Train loss: 0.0278	Test Acc: 0.5010	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 190		Train Acc: 0.5255	Train loss: 0.0274	Test Acc: 0.5017	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 191		Train Acc: 0.5032	Train loss: 0.0905	Test Acc: 0.5019	Test loss: 0.0291
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 192		Train Acc: 0.5181	Train loss: 0.0276	Test Acc: 0.5023	Test loss: 0.0291
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 193		Train Acc: 0.5210	Train loss: 0.0276	Test Acc: 0.5020	Test loss: 0.0291
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 194		Train Acc: 0.5004	Train loss: 0.0830	Test Acc: 0.5015	Test loss: 0.0291
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 195		Train Acc: 0.5188	Train loss: 0.0275	Test Acc: 0.5013	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 196		Train Acc: 0.5240	Train loss: 0.0276	Test Acc: 0.5015	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 197		Train Acc: 0.5157	Train loss: 0.0280	Test Acc: 0.5018	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 198		Train Acc: 0.5036	Train loss: 0.0891	Test Acc: 0.5014	Test loss: 0.0291
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 199		Train Acc: 0.5255	Train loss: 0.0275	Test Acc: 0.5021	Test loss: 0.0292
+Training finished on Mon Mar  9 01:24:35 2026 using 62 minutes and 27 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_60_0.05_FedAvg_adv0.2_seed46_cfgFedAvg_CIFAR100_config_exp4.txt

@@ -0,0 +1,400 @@
+seed: 46, num_experiments: 5, experiment_id: 4, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 60, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 12, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25743459.0/flpoison_25743459_140/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_60_0.05_FedAvg_adv0.2_seed46_cfgFedAvg_CIFAR100_config_exp4.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Mon Mar  9 01:24:36 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0114	Train loss: 0.0749	Test Acc: 0.0100	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0180	Train loss: 0.0742	Test Acc: 0.0099	Test loss: 0.0724
+Epoch 2  		Train Acc: 0.0253	Train loss: 0.0727	Test Acc: 0.0161	Test loss: 0.0719
+Epoch 3  		Train Acc: 0.0312	Train loss: 0.1781	Test Acc: 0.0327	Test loss: 0.0696
+Epoch 4  		Train Acc: 0.0367	Train loss: 0.0701	Test Acc: 0.0646	Test loss: 0.0660
+Epoch 5  		Train Acc: 0.0477	Train loss: 0.0674	Test Acc: 0.0568	Test loss: 0.0655
+Epoch 6  		Train Acc: 0.0608	Train loss: 0.0759	Test Acc: 0.0600	Test loss: 0.0656
+Epoch 7  		Train Acc: 0.0561	Train loss: 0.1529	Test Acc: 0.0765	Test loss: 0.0647
+Epoch 8  		Train Acc: 0.0613	Train loss: 0.0646	Test Acc: 0.0729	Test loss: 0.0675
+Epoch 9  		Train Acc: 0.0817	Train loss: 0.0730	Test Acc: 0.0851	Test loss: 0.0617
+Epoch 10 		Train Acc: 0.0875	Train loss: 0.0615	Test Acc: 0.1092	Test loss: 0.0600
+Epoch 11 		Train Acc: 0.0693	Train loss: 0.1466	Test Acc: 0.1104	Test loss: 0.0600
+Epoch 12 		Train Acc: 0.0850	Train loss: 0.0724	Test Acc: 0.1290	Test loss: 0.0587
+Epoch 13 		Train Acc: 0.1001	Train loss: 0.0600	Test Acc: 0.1330	Test loss: 0.0576
+Epoch 14 		Train Acc: 0.1016	Train loss: 0.1441	Test Acc: 0.1423	Test loss: 0.0567
+Epoch 15 		Train Acc: 0.0899	Train loss: 0.0621	Test Acc: 0.1498	Test loss: 0.0561
+Epoch 16 		Train Acc: 0.1137	Train loss: 0.0680	Test Acc: 0.1649	Test loss: 0.0554
+Epoch 17 		Train Acc: 0.1200	Train loss: 0.0581	Test Acc: 0.1594	Test loss: 0.0552
+Epoch 18 		Train Acc: 0.1117	Train loss: 0.1458	Test Acc: 0.1706	Test loss: 0.0543
+Epoch 19 		Train Acc: 0.1298	Train loss: 0.0669	Test Acc: 0.1715	Test loss: 0.0539
+Epoch 20 		Train Acc: 0.1385	Train loss: 0.0566	Test Acc: 0.1859	Test loss: 0.0530
+Epoch 21 		Train Acc: 0.1363	Train loss: 0.0566	Test Acc: 0.1894	Test loss: 0.0527
+Epoch 22 		Train Acc: 0.1312	Train loss: 0.1462	Test Acc: 0.1875	Test loss: 0.0527
+Epoch 23 		Train Acc: 0.1462	Train loss: 0.0559	Test Acc: 0.1976	Test loss: 0.0518
+Epoch 24 		Train Acc: 0.1544	Train loss: 0.0548	Test Acc: 0.2079	Test loss: 0.0509
+Epoch 25 		Train Acc: 0.1550	Train loss: 0.0650	Test Acc: 0.2150	Test loss: 0.0506
+Epoch 26 		Train Acc: 0.1335	Train loss: 0.1311	Test Acc: 0.2062	Test loss: 0.0513
+Epoch 27 		Train Acc: 0.1622	Train loss: 0.0545	Test Acc: 0.2126	Test loss: 0.0507
+Epoch 28 		Train Acc: 0.1727	Train loss: 0.0536	Test Acc: 0.2260	Test loss: 0.0497
+Epoch 29 		Train Acc: 0.1898	Train loss: 0.1438	Test Acc: 0.2316	Test loss: 0.0491
+Epoch 30 		Train Acc: 0.1609	Train loss: 0.0556	Test Acc: 0.2407	Test loss: 0.0484
+Epoch 31 		Train Acc: 0.1780	Train loss: 0.0530	Test Acc: 0.2434	Test loss: 0.0482
+Epoch 32 		Train Acc: 0.2049	Train loss: 0.0588	Test Acc: 0.2424	Test loss: 0.0480
+Epoch 33 		Train Acc: 0.1916	Train loss: 0.1257	Test Acc: 0.2439	Test loss: 0.0484
+Epoch 34 		Train Acc: 0.1829	Train loss: 0.0521	Test Acc: 0.2471	Test loss: 0.0479
+Epoch 35 		Train Acc: 0.2062	Train loss: 0.0589	Test Acc: 0.2582	Test loss: 0.0465
+Epoch 36 		Train Acc: 0.2128	Train loss: 0.0497	Test Acc: 0.2571	Test loss: 0.0467
+Epoch 37 		Train Acc: 0.1842	Train loss: 0.1249	Test Acc: 0.2617	Test loss: 0.0467
+Epoch 38 		Train Acc: 0.2046	Train loss: 0.0597	Test Acc: 0.2745	Test loss: 0.0455
+Epoch 39 		Train Acc: 0.2257	Train loss: 0.0487	Test Acc: 0.2686	Test loss: 0.0458
+Epoch 40 		Train Acc: 0.2218	Train loss: 0.0490	Test Acc: 0.2755	Test loss: 0.0454
+Epoch 41 		Train Acc: 0.1888	Train loss: 0.1199	Test Acc: 0.2739	Test loss: 0.0459
+Epoch 42 		Train Acc: 0.2335	Train loss: 0.0558	Test Acc: 0.2806	Test loss: 0.0453
+Epoch 43 		Train Acc: 0.2344	Train loss: 0.0478	Test Acc: 0.2902	Test loss: 0.0443
+Epoch 44 		Train Acc: 0.2356	Train loss: 0.1262	Test Acc: 0.2913	Test loss: 0.0439
+Epoch 45 		Train Acc: 0.2359	Train loss: 0.0567	Test Acc: 0.2994	Test loss: 0.0436
+Epoch 46 		Train Acc: 0.2458	Train loss: 0.0473	Test Acc: 0.3057	Test loss: 0.0430
+Epoch 47 		Train Acc: 0.2435	Train loss: 0.0469	Test Acc: 0.3103	Test loss: 0.0428
+Epoch 48 		Train Acc: 0.2531	Train loss: 0.1276	Test Acc: 0.3098	Test loss: 0.0426
+Epoch 49 		Train Acc: 0.2589	Train loss: 0.0463	Test Acc: 0.3164	Test loss: 0.0424
+Epoch 50 		Train Acc: 0.2617	Train loss: 0.0454	Test Acc: 0.3097	Test loss: 0.0429
+Epoch 51 		Train Acc: 0.2555	Train loss: 0.0547	Test Acc: 0.3235	Test loss: 0.0419
+Epoch 52 		Train Acc: 0.2402	Train loss: 0.1198	Test Acc: 0.3268	Test loss: 0.0415
+Epoch 53 		Train Acc: 0.2652	Train loss: 0.0453	Test Acc: 0.3270	Test loss: 0.0413
+Epoch 54 		Train Acc: 0.2706	Train loss: 0.0446	Test Acc: 0.3421	Test loss: 0.0405
+Epoch 55 		Train Acc: 0.3014	Train loss: 0.0494	Test Acc: 0.3423	Test loss: 0.0403
+Epoch 56 		Train Acc: 0.2406	Train loss: 0.1166	Test Acc: 0.3306	Test loss: 0.0410
+Epoch 57 		Train Acc: 0.2805	Train loss: 0.0441	Test Acc: 0.3424	Test loss: 0.0401
+Epoch 58 		Train Acc: 0.3149	Train loss: 0.0491	Test Acc: 0.3506	Test loss: 0.0396
+Epoch 59 		Train Acc: 0.3020	Train loss: 0.1187	Test Acc: 0.3577	Test loss: 0.0396
+Epoch 60 		Train Acc: 0.2693	Train loss: 0.0458	Test Acc: 0.3570	Test loss: 0.0397
+Epoch 61 		Train Acc: 0.3163	Train loss: 0.0497	Test Acc: 0.3639	Test loss: 0.0386
+Epoch 62 		Train Acc: 0.3139	Train loss: 0.0410	Test Acc: 0.3671	Test loss: 0.0381
+Epoch 63 		Train Acc: 0.2968	Train loss: 0.1053	Test Acc: 0.3725	Test loss: 0.0383
+Epoch 64 		Train Acc: 0.3014	Train loss: 0.0510	Test Acc: 0.3778	Test loss: 0.0377
+Epoch 65 		Train Acc: 0.3200	Train loss: 0.0408	Test Acc: 0.3715	Test loss: 0.0380
+Epoch 66 		Train Acc: 0.3281	Train loss: 0.0404	Test Acc: 0.3889	Test loss: 0.0368
+Epoch 67 		Train Acc: 0.2935	Train loss: 0.1102	Test Acc: 0.3778	Test loss: 0.0377
+Epoch 68 		Train Acc: 0.3416	Train loss: 0.0458	Test Acc: 0.3874	Test loss: 0.0373
+Epoch 69 		Train Acc: 0.3439	Train loss: 0.0389	Test Acc: 0.3973	Test loss: 0.0362
+Epoch 70 		Train Acc: 0.3389	Train loss: 0.0397	Test Acc: 0.4004	Test loss: 0.0357
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 71 		Train Acc: 0.3158	Train loss: 0.1061	Test Acc: 0.3910	Test loss: 0.0370
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 72 		Train Acc: 0.3523	Train loss: 0.0388	Test Acc: 0.3970	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 73 		Train Acc: 0.3490	Train loss: 0.0388	Test Acc: 0.4000	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 74 		Train Acc: 0.3609	Train loss: 0.1101	Test Acc: 0.4066	Test loss: 0.0356
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 75 		Train Acc: 0.3360	Train loss: 0.0408	Test Acc: 0.4087	Test loss: 0.0354
+FLDetector: No gap detected, No attack detected , return K_max
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 76 		Train Acc: 0.3563	Train loss: 0.0385	Test Acc: 0.4104	Test loss: 0.0351
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 77 		Train Acc: 0.3589	Train loss: 0.0454	Test Acc: 0.4171	Test loss: 0.0347
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 78 		Train Acc: 0.3643	Train loss: 0.0989	Test Acc: 0.4147	Test loss: 0.0350
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 79 		Train Acc: 0.3635	Train loss: 0.0378	Test Acc: 0.4142	Test loss: 0.0349
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 80 		Train Acc: 0.3725	Train loss: 0.0373	Test Acc: 0.4232	Test loss: 0.0344
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 81 		Train Acc: 0.4040	Train loss: 0.0409	Test Acc: 0.4298	Test loss: 0.0341
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 82 		Train Acc: 0.3643	Train loss: 0.0979	Test Acc: 0.4382	Test loss: 0.0333
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 83 		Train Acc: 0.3760	Train loss: 0.0368	Test Acc: 0.4386	Test loss: 0.0334
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 84 		Train Acc: 0.4190	Train loss: 0.0396	Test Acc: 0.4342	Test loss: 0.0337
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 85 		Train Acc: 0.3994	Train loss: 0.0349	Test Acc: 0.4410	Test loss: 0.0329
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 86 		Train Acc: 0.3560	Train loss: 0.0886	Test Acc: 0.4391	Test loss: 0.0333
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 87 		Train Acc: 0.4186	Train loss: 0.0407	Test Acc: 0.0979	Test loss: 0.1492
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 88 		Train Acc: 0.4058	Train loss: 0.0350	Test Acc: 0.4146	Test loss: 0.0351
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 89 		Train Acc: 0.3818	Train loss: 0.1107	Test Acc: 0.4263	Test loss: 0.0338
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 90 		Train Acc: 0.3549	Train loss: 0.0466	Test Acc: 0.4185	Test loss: 0.0345
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 91 		Train Acc: 0.4077	Train loss: 0.0351	Test Acc: 0.4386	Test loss: 0.0331
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 13 20 21 22 23 24 25 26 27 28 29 30
+ 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54
+ 55 56 57 58 59]
+Epoch 92 		Train Acc: 0.4168	Train loss: 0.0341	Test Acc: 0.4539	Test loss: 0.0318
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 93 		Train Acc: 0.3943	Train loss: 0.1031	Test Acc: 0.4538	Test loss: 0.0322
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 94 		Train Acc: 0.4255	Train loss: 0.0385	Test Acc: 0.4528	Test loss: 0.0335
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 95 		Train Acc: 0.4273	Train loss: 0.0330	Test Acc: 0.4561	Test loss: 0.0326
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 96 		Train Acc: 0.4238	Train loss: 0.0333	Test Acc: 0.4632	Test loss: 0.0317
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 97 		Train Acc: 0.4307	Train loss: 0.0932	Test Acc: 0.4653	Test loss: 0.0316
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 98 		Train Acc: 0.4378	Train loss: 0.0325	Test Acc: 0.4684	Test loss: 0.0312
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 99 		Train Acc: 0.4516	Train loss: 0.0318	Test Acc: 0.4707	Test loss: 0.0319
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 100		Train Acc: 0.5189	Train loss: 0.0325	Test Acc: 0.4841	Test loss: 0.0302
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 20 21 22 23 24 25 26 27 28 29 30 31
+ 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55
+ 56 57 58 59]
+Epoch 101		Train Acc: 0.5236	Train loss: 0.0707	Test Acc: 0.4971	Test loss: 0.0292
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 102		Train Acc: 0.5255	Train loss: 0.0271	Test Acc: 0.4963	Test loss: 0.0295
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 103		Train Acc: 0.5253	Train loss: 0.0316	Test Acc: 0.4925	Test loss: 0.0298
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 104		Train Acc: 0.5219	Train loss: 0.0812	Test Acc: 0.4899	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 105		Train Acc: 0.5395	Train loss: 0.0262	Test Acc: 0.4876	Test loss: 0.0304
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 106		Train Acc: 0.5367	Train loss: 0.0267	Test Acc: 0.4883	Test loss: 0.0303
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 107		Train Acc: 0.5524	Train loss: 0.0303	Test Acc: 0.4898	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 108		Train Acc: 0.5307	Train loss: 0.0791	Test Acc: 0.4912	Test loss: 0.0300
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 109		Train Acc: 0.5384	Train loss: 0.0264	Test Acc: 0.4917	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 110		Train Acc: 0.5456	Train loss: 0.0305	Test Acc: 0.4916	Test loss: 0.0300
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 111		Train Acc: 0.5547	Train loss: 0.0258	Test Acc: 0.4937	Test loss: 0.0300
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 112		Train Acc: 0.5355	Train loss: 0.0762	Test Acc: 0.4938	Test loss: 0.0300
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 113		Train Acc: 0.5454	Train loss: 0.0307	Test Acc: 0.4926	Test loss: 0.0300
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 114		Train Acc: 0.5453	Train loss: 0.0260	Test Acc: 0.4920	Test loss: 0.0299
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 115		Train Acc: 0.5460	Train loss: 0.0261	Test Acc: 0.4966	Test loss: 0.0297
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 116		Train Acc: 0.5287	Train loss: 0.0813	Test Acc: 0.4945	Test loss: 0.0300
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 117		Train Acc: 0.5473	Train loss: 0.0258	Test Acc: 0.4929	Test loss: 0.0302
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 118		Train Acc: 0.5486	Train loss: 0.0259	Test Acc: 0.4959	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 119		Train Acc: 0.5294	Train loss: 0.0763	Test Acc: 0.4976	Test loss: 0.0298
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 120		Train Acc: 0.5622	Train loss: 0.0296	Test Acc: 0.4954	Test loss: 0.0303
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 121		Train Acc: 0.5531	Train loss: 0.0256	Test Acc: 0.4954	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 122		Train Acc: 0.5396	Train loss: 0.0265	Test Acc: 0.5011	Test loss: 0.0296
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 123		Train Acc: 0.5417	Train loss: 0.0829	Test Acc: 0.4987	Test loss: 0.0296
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 124		Train Acc: 0.5598	Train loss: 0.0254	Test Acc: 0.4953	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 125		Train Acc: 0.5464	Train loss: 0.0263	Test Acc: 0.4976	Test loss: 0.0300
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 126		Train Acc: 0.5480	Train loss: 0.0305	Test Acc: 0.4996	Test loss: 0.0297
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 127		Train Acc: 0.5444	Train loss: 0.0746	Test Acc: 0.4968	Test loss: 0.0302
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 128		Train Acc: 0.5537	Train loss: 0.0258	Test Acc: 0.4945	Test loss: 0.0304
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 129		Train Acc: 0.5372	Train loss: 0.0304	Test Acc: 0.4984	Test loss: 0.0299
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 130		Train Acc: 0.5605	Train loss: 0.0255	Test Acc: 0.5026	Test loss: 0.0294
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 131		Train Acc: 0.5269	Train loss: 0.0796	Test Acc: 0.4967	Test loss: 0.0302
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 132		Train Acc: 0.5525	Train loss: 0.0257	Test Acc: 0.5016	Test loss: 0.0298
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 133		Train Acc: 0.5568	Train loss: 0.0295	Test Acc: 0.5019	Test loss: 0.0298
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 134		Train Acc: 0.5480	Train loss: 0.0757	Test Acc: 0.5006	Test loss: 0.0298
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 135		Train Acc: 0.5508	Train loss: 0.0258	Test Acc: 0.4957	Test loss: 0.0307
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 136		Train Acc: 0.5565	Train loss: 0.0299	Test Acc: 0.4948	Test loss: 0.0305
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 137		Train Acc: 0.5587	Train loss: 0.0254	Test Acc: 0.4991	Test loss: 0.0297
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 138		Train Acc: 0.5312	Train loss: 0.0746	Test Acc: 0.5039	Test loss: 0.0293
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 139		Train Acc: 0.5588	Train loss: 0.0300	Test Acc: 0.5003	Test loss: 0.0301
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 140		Train Acc: 0.5587	Train loss: 0.0254	Test Acc: 0.4999	Test loss: 0.0307
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 141		Train Acc: 0.5507	Train loss: 0.0259	Test Acc: 0.5039	Test loss: 0.0297
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 142		Train Acc: 0.5509	Train loss: 0.0723	Test Acc: 0.5058	Test loss: 0.0291
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 143		Train Acc: 0.5613	Train loss: 0.0253	Test Acc: 0.5038	Test loss: 0.0296
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 144		Train Acc: 0.5589	Train loss: 0.0253	Test Acc: 0.5038	Test loss: 0.0296
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 145		Train Acc: 0.5450	Train loss: 0.0258	Test Acc: 0.5079	Test loss: 0.0293
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 146		Train Acc: 0.5417	Train loss: 0.0875	Test Acc: 0.4933	Test loss: 0.0312
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 147		Train Acc: 0.5574	Train loss: 0.0255	Test Acc: 0.4958	Test loss: 0.0308
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 148		Train Acc: 0.5493	Train loss: 0.0258	Test Acc: 0.5044	Test loss: 0.0296
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 149		Train Acc: 0.5411	Train loss: 0.0799	Test Acc: 0.5068	Test loss: 0.0297
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 150		Train Acc: 0.5562	Train loss: 0.0256	Test Acc: 0.4959	Test loss: 0.0311
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 151		Train Acc: 0.5506	Train loss: 0.0257	Test Acc: 0.5048	Test loss: 0.0298
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 152		Train Acc: 0.5564	Train loss: 0.0294	Test Acc: 0.5110	Test loss: 0.0290
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 153		Train Acc: 0.5476	Train loss: 0.0754	Test Acc: 0.5062	Test loss: 0.0302
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 154		Train Acc: 0.5581	Train loss: 0.0254	Test Acc: 0.5039	Test loss: 0.0303
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 155		Train Acc: 0.5490	Train loss: 0.0301	Test Acc: 0.5116	Test loss: 0.0290
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 156		Train Acc: 0.5651	Train loss: 0.0252	Test Acc: 0.5052	Test loss: 0.0294
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 157		Train Acc: 0.5443	Train loss: 0.0738	Test Acc: 0.4933	Test loss: 0.0316
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 158		Train Acc: 0.5535	Train loss: 0.0257	Test Acc: 0.5005	Test loss: 0.0300
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 159		Train Acc: 0.5689	Train loss: 0.0295	Test Acc: 0.5023	Test loss: 0.0299
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 160		Train Acc: 0.5530	Train loss: 0.0254	Test Acc: 0.5151	Test loss: 0.0286
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 161		Train Acc: 0.5340	Train loss: 0.0738	Test Acc: 0.5209	Test loss: 0.0281
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 162		Train Acc: 0.5576	Train loss: 0.0296	Test Acc: 0.5220	Test loss: 0.0277
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 163		Train Acc: 0.5507	Train loss: 0.0256	Test Acc: 0.5243	Test loss: 0.0276
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 164		Train Acc: 0.5455	Train loss: 0.0802	Test Acc: 0.5244	Test loss: 0.0275
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 165		Train Acc: 0.5534	Train loss: 0.0301	Test Acc: 0.5248	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 166		Train Acc: 0.5608	Train loss: 0.0254	Test Acc: 0.5246	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 167		Train Acc: 0.5544	Train loss: 0.0256	Test Acc: 0.5251	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 168		Train Acc: 0.5378	Train loss: 0.0782	Test Acc: 0.5250	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 169		Train Acc: 0.5596	Train loss: 0.0252	Test Acc: 0.5241	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 170		Train Acc: 0.5635	Train loss: 0.0252	Test Acc: 0.5244	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 171		Train Acc: 0.5507	Train loss: 0.0258	Test Acc: 0.5245	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 172		Train Acc: 0.5443	Train loss: 0.0805	Test Acc: 0.5244	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 173		Train Acc: 0.5609	Train loss: 0.0253	Test Acc: 0.5248	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 174		Train Acc: 0.5514	Train loss: 0.0258	Test Acc: 0.5247	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 175		Train Acc: 0.5489	Train loss: 0.0302	Test Acc: 0.5252	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 176		Train Acc: 0.5352	Train loss: 0.0733	Test Acc: 0.5244	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 177		Train Acc: 0.5543	Train loss: 0.0254	Test Acc: 0.5247	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 178		Train Acc: 0.5544	Train loss: 0.0295	Test Acc: 0.5243	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 179		Train Acc: 0.5467	Train loss: 0.0747	Test Acc: 0.5233	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 180		Train Acc: 0.5585	Train loss: 0.0253	Test Acc: 0.5239	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 181		Train Acc: 0.5512	Train loss: 0.0298	Test Acc: 0.5249	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 182		Train Acc: 0.5560	Train loss: 0.0252	Test Acc: 0.5244	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 183		Train Acc: 0.5486	Train loss: 0.0720	Test Acc: 0.5246	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 184		Train Acc: 0.5560	Train loss: 0.0255	Test Acc: 0.5251	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 185		Train Acc: 0.5644	Train loss: 0.0293	Test Acc: 0.5252	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 186		Train Acc: 0.5541	Train loss: 0.0257	Test Acc: 0.5248	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 187		Train Acc: 0.5326	Train loss: 0.0788	Test Acc: 0.5253	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 188		Train Acc: 0.5549	Train loss: 0.0295	Test Acc: 0.5248	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 189		Train Acc: 0.5536	Train loss: 0.0254	Test Acc: 0.5247	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 190		Train Acc: 0.5546	Train loss: 0.0258	Test Acc: 0.5243	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 191		Train Acc: 0.5461	Train loss: 0.0794	Test Acc: 0.5241	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 192		Train Acc: 0.5549	Train loss: 0.0255	Test Acc: 0.5242	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 193		Train Acc: 0.5577	Train loss: 0.0254	Test Acc: 0.5246	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 194		Train Acc: 0.5424	Train loss: 0.0853	Test Acc: 0.5243	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 195		Train Acc: 0.5541	Train loss: 0.0254	Test Acc: 0.5245	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 196		Train Acc: 0.5566	Train loss: 0.0254	Test Acc: 0.5243	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 197		Train Acc: 0.5555	Train loss: 0.0255	Test Acc: 0.5242	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 198		Train Acc: 0.5479	Train loss: 0.0793	Test Acc: 0.5240	Test loss: 0.0274
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11]
+Epoch 199		Train Acc: 0.5607	Train loss: 0.0253	Test Acc: 0.5235	Test loss: 0.0274
+Training finished on Mon Mar  9 02:27:04 2026 using 62 minutes and 28 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_60_0.05_FedAvg_adv0.3_seed42_cfgFedAvg_CIFAR100_config_exp0.txt

@@ -0,0 +1,378 @@
+seed: 42, num_experiments: 5, experiment_id: 0, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 60, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 18, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25752719.0/flpoison_25752719_170/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_60_0.05_FedAvg_adv0.3_seed42_cfgFedAvg_CIFAR100_config_exp0.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42
+
+Started on Tue Mar 10 16:33:49 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0107	Train loss: 0.0751	Test Acc: 0.0104	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0156	Train loss: 0.0755	Test Acc: 0.0113	Test loss: 0.0723
+Epoch 2  		Train Acc: 0.0216	Train loss: 0.0741	Test Acc: 0.0185	Test loss: 0.0711
+Epoch 3  		Train Acc: 0.0331	Train loss: 0.1736	Test Acc: 0.0373	Test loss: 0.0700
+Epoch 4  		Train Acc: 0.0357	Train loss: 0.0700	Test Acc: 0.0330	Test loss: 0.0768
+Epoch 5  		Train Acc: 0.0421	Train loss: 0.0676	Test Acc: 0.0320	Test loss: 0.0817
+Epoch 6  		Train Acc: 0.0543	Train loss: 0.0762	Test Acc: 0.0481	Test loss: 0.0765
+Epoch 7  		Train Acc: 0.0494	Train loss: 0.1560	Test Acc: 0.0627	Test loss: 0.0710
+Epoch 8  		Train Acc: 0.0597	Train loss: 0.0648	Test Acc: 0.0743	Test loss: 0.0668
+Epoch 9  		Train Acc: 0.0689	Train loss: 0.0741	Test Acc: 0.0834	Test loss: 0.0640
+Epoch 10 		Train Acc: 0.0734	Train loss: 0.0626	Test Acc: 0.0882	Test loss: 0.0637
+Epoch 11 		Train Acc: 0.0600	Train loss: 0.1476	Test Acc: 0.0862	Test loss: 0.0638
+Epoch 12 		Train Acc: 0.0745	Train loss: 0.0738	Test Acc: 0.1023	Test loss: 0.0613
+Epoch 13 		Train Acc: 0.0878	Train loss: 0.0611	Test Acc: 0.1154	Test loss: 0.0594
+Epoch 14 		Train Acc: 0.0881	Train loss: 0.1499	Test Acc: 0.1204	Test loss: 0.0590
+Epoch 15 		Train Acc: 0.0840	Train loss: 0.0630	Test Acc: 0.1224	Test loss: 0.0589
+Epoch 16 		Train Acc: 0.0981	Train loss: 0.0701	Test Acc: 0.1222	Test loss: 0.0589
+Epoch 17 		Train Acc: 0.1019	Train loss: 0.0596	Test Acc: 0.1391	Test loss: 0.0567
+Epoch 18 		Train Acc: 0.1010	Train loss: 0.1459	Test Acc: 0.1450	Test loss: 0.0565
+Epoch 19 		Train Acc: 0.1147	Train loss: 0.0685	Test Acc: 0.1433	Test loss: 0.0573
+Epoch 20 		Train Acc: 0.1133	Train loss: 0.0584	Test Acc: 0.1562	Test loss: 0.0556
+Epoch 21 		Train Acc: 0.1246	Train loss: 0.0581	Test Acc: 0.1619	Test loss: 0.0552
+Epoch 22 		Train Acc: 0.1127	Train loss: 0.1506	Test Acc: 0.1577	Test loss: 0.0551
+Epoch 23 		Train Acc: 0.1269	Train loss: 0.0575	Test Acc: 0.1559	Test loss: 0.0554
+Epoch 24 		Train Acc: 0.1320	Train loss: 0.0572	Test Acc: 0.1720	Test loss: 0.0545
+Epoch 25 		Train Acc: 0.1338	Train loss: 0.0675	Test Acc: 0.1884	Test loss: 0.0527
+Epoch 26 		Train Acc: 0.1046	Train loss: 0.1385	Test Acc: 0.1778	Test loss: 0.0536
+Epoch 27 		Train Acc: 0.1373	Train loss: 0.0565	Test Acc: 0.1843	Test loss: 0.0532
+Epoch 28 		Train Acc: 0.1443	Train loss: 0.0556	Test Acc: 0.1916	Test loss: 0.0527
+Epoch 29 		Train Acc: 0.1589	Train loss: 0.1469	Test Acc: 0.1978	Test loss: 0.0520
+Epoch 30 		Train Acc: 0.1357	Train loss: 0.0576	Test Acc: 0.2053	Test loss: 0.0515
+Epoch 31 		Train Acc: 0.1516	Train loss: 0.0554	Test Acc: 0.1939	Test loss: 0.0520
+Epoch 32 		Train Acc: 0.1757	Train loss: 0.0620	Test Acc: 0.2104	Test loss: 0.0507
+Epoch 33 		Train Acc: 0.1619	Train loss: 0.1339	Test Acc: 0.2171	Test loss: 0.0504
+Epoch 34 		Train Acc: 0.1585	Train loss: 0.0547	Test Acc: 0.2118	Test loss: 0.0513
+Epoch 35 		Train Acc: 0.1787	Train loss: 0.0621	Test Acc: 0.2233	Test loss: 0.0500
+Epoch 36 		Train Acc: 0.1799	Train loss: 0.0525	Test Acc: 0.2352	Test loss: 0.0491
+Epoch 37 		Train Acc: 0.1627	Train loss: 0.1296	Test Acc: 0.2302	Test loss: 0.0501
+Epoch 38 		Train Acc: 0.1734	Train loss: 0.0633	Test Acc: 0.2222	Test loss: 0.0501
+Epoch 39 		Train Acc: 0.1883	Train loss: 0.0521	Test Acc: 0.2280	Test loss: 0.0493
+Epoch 40 		Train Acc: 0.1968	Train loss: 0.0514	Test Acc: 0.2318	Test loss: 0.0496
+Epoch 41 		Train Acc: 0.1613	Train loss: 0.1269	Test Acc: 0.2508	Test loss: 0.0481
+Epoch 42 		Train Acc: 0.2027	Train loss: 0.0590	Test Acc: 0.2486	Test loss: 0.0481
+Epoch 43 		Train Acc: 0.2031	Train loss: 0.0504	Test Acc: 0.2416	Test loss: 0.0488
+Epoch 44 		Train Acc: 0.2004	Train loss: 0.1293	Test Acc: 0.2616	Test loss: 0.0470
+Epoch 45 		Train Acc: 0.1948	Train loss: 0.0610	Test Acc: 0.2473	Test loss: 0.0485
+Epoch 46 		Train Acc: 0.2139	Train loss: 0.0500	Test Acc: 0.2475	Test loss: 0.0484
+Epoch 47 		Train Acc: 0.2117	Train loss: 0.0498	Test Acc: 0.2646	Test loss: 0.0468
+Epoch 48 		Train Acc: 0.2186	Train loss: 0.1365	Test Acc: 0.2532	Test loss: 0.0481
+Epoch 49 		Train Acc: 0.2122	Train loss: 0.0497	Test Acc: 0.2597	Test loss: 0.0470
+Epoch 50 		Train Acc: 0.2188	Train loss: 0.0493	Test Acc: 0.2669	Test loss: 0.0465
+Epoch 51 		Train Acc: 0.2148	Train loss: 0.0589	Test Acc: 0.2742	Test loss: 0.0463
+Epoch 52 		Train Acc: 0.2221	Train loss: 0.1208	Test Acc: 0.2785	Test loss: 0.0455
+Epoch 53 		Train Acc: 0.2278	Train loss: 0.0487	Test Acc: 0.2729	Test loss: 0.0458
+Epoch 54 		Train Acc: 0.2296	Train loss: 0.0482	Test Acc: 0.2820	Test loss: 0.0448
+Epoch 55 		Train Acc: 0.2447	Train loss: 0.0545	Test Acc: 0.2913	Test loss: 0.0447
+Epoch 56 		Train Acc: 0.2061	Train loss: 0.1160	Test Acc: 0.2848	Test loss: 0.0457
+Epoch 57 		Train Acc: 0.2352	Train loss: 0.0481	Test Acc: 0.2834	Test loss: 0.0454
+Epoch 58 		Train Acc: 0.2629	Train loss: 0.0534	Test Acc: 0.2835	Test loss: 0.0452
+Epoch 59 		Train Acc: 0.2514	Train loss: 0.1232	Test Acc: 0.2860	Test loss: 0.0451
+Epoch 60 		Train Acc: 0.2274	Train loss: 0.0492	Test Acc: 0.2910	Test loss: 0.0448
+Epoch 61 		Train Acc: 0.2603	Train loss: 0.0541	Test Acc: 0.3066	Test loss: 0.0434
+Epoch 62 		Train Acc: 0.2691	Train loss: 0.0453	Test Acc: 0.3030	Test loss: 0.0437
+Epoch 63 		Train Acc: 0.2464	Train loss: 0.1186	Test Acc: 0.2813	Test loss: 0.0462
+Epoch 64 		Train Acc: 0.2400	Train loss: 0.0560	Test Acc: 0.2970	Test loss: 0.0440
+Epoch 65 		Train Acc: 0.2648	Train loss: 0.0452	Test Acc: 0.3025	Test loss: 0.0433
+Epoch 66 		Train Acc: 0.2712	Train loss: 0.0452	Test Acc: 0.3174	Test loss: 0.0422
+Epoch 67 		Train Acc: 0.2454	Train loss: 0.1180	Test Acc: 0.3135	Test loss: 0.0432
+Epoch 68 		Train Acc: 0.2829	Train loss: 0.0511	Test Acc: 0.3170	Test loss: 0.0428
+Epoch 69 		Train Acc: 0.2790	Train loss: 0.0442	Test Acc: 0.3103	Test loss: 0.0443
+Epoch 70 		Train Acc: 0.2801	Train loss: 0.0445	Test Acc: 0.3171	Test loss: 0.0427
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 71 		Train Acc: 0.2609	Train loss: 0.1186	Test Acc: 0.0215	Test loss: 1.5261
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 72 		Train Acc: 0.2389	Train loss: 0.0487	Test Acc: 0.0911	Test loss: 0.1488
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 73 		Train Acc: 0.2408	Train loss: 0.0482	Test Acc: 0.0146	Test loss: 3.0060
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 74 		Train Acc: 0.2452	Train loss: 0.1395	Test Acc: 0.0252	Test loss: 1.2536
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 75 		Train Acc: 0.2230	Train loss: 0.0506	Test Acc: 0.0189	Test loss: 1.1287
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 76 		Train Acc: 0.2472	Train loss: 0.0472	Test Acc: 0.0471	Test loss: 0.3000
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 77 		Train Acc: 0.2531	Train loss: 0.0560	Test Acc: 0.0406	Test loss: 0.4293
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 78 		Train Acc: 0.2533	Train loss: 0.1130	Test Acc: 0.0332	Test loss: 0.4983
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 28 56]
+Epoch 79 		Train Acc: 0.2475	Train loss: 0.0477	Test Acc: 0.0888	Test loss: 0.1530
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 28 45 47 50 55 56]
+Epoch 80 		Train Acc: 0.2573	Train loss: 0.0468	Test Acc: 0.2613	Test loss: 0.0494
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 28 45 47 55 56]
+Epoch 81 		Train Acc: 0.2694	Train loss: 0.0521	Test Acc: 0.0491	Test loss: 0.2325
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 56]
+Epoch 82 		Train Acc: 0.2436	Train loss: 0.1203	Test Acc: 0.0360	Test loss: 0.3721
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 26 32 45 50 52
+ 56 58]
+Epoch 83 		Train Acc: 0.2577	Train loss: 0.0469	Test Acc: 0.2026	Test loss: 0.0826
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 21 22 26 32 35 45
+ 47 50 52 54 56 57 58]
+Epoch 84 		Train Acc: 0.2794	Train loss: 0.0523	Test Acc: 0.2073	Test loss: 0.0627
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 32 45 48 54 56
+ 57 59]
+Epoch 85 		Train Acc: 0.2826	Train loss: 0.0445	Test Acc: 0.1554	Test loss: 0.0863
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 26 29 32 45 47
+ 48 54 56 57 59]
+Epoch 86 		Train Acc: 0.2388	Train loss: 0.1112	Test Acc: 0.2429	Test loss: 0.0546
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 26 48 56 57 59]
+Epoch 87 		Train Acc: 0.2853	Train loss: 0.0518	Test Acc: 0.1034	Test loss: 0.1271
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 22 26 29 33 34
+ 45 47 48 56 57 59]
+Epoch 88 		Train Acc: 0.2901	Train loss: 0.0437	Test Acc: 0.2188	Test loss: 0.0595
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 29 30 33 34 48
+ 56 57 59]
+Epoch 89 		Train Acc: 0.2790	Train loss: 0.1164	Test Acc: 0.1775	Test loss: 0.0708
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 29 30 33 34 44 48
+ 57 59]
+Epoch 90 		Train Acc: 0.2501	Train loss: 0.0563	Test Acc: 0.2304	Test loss: 0.0614
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 21 22 25 26 28
+ 29 30 33 34 36 37 40 41 42 44 46 47 48 50 51 56 57 58 59]
+Epoch 91 		Train Acc: 0.2840	Train loss: 0.0441	Test Acc: 0.3090	Test loss: 0.0433
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 30 48]
+Epoch 92 		Train Acc: 0.2891	Train loss: 0.0437	Test Acc: 0.0493	Test loss: 0.3284
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 48]
+Epoch 93 		Train Acc: 0.2640	Train loss: 0.1128	Test Acc: 0.0915	Test loss: 0.1413
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 31]
+Epoch 94 		Train Acc: 0.2732	Train loss: 0.0524	Test Acc: 0.0400	Test loss: 0.5064
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 28 29 31 33 40 57]
+Epoch 95 		Train Acc: 0.2768	Train loss: 0.0451	Test Acc: 0.1228	Test loss: 0.1286
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 25 26 28 29 31 33
+ 37 38 40 50 51 55 56 57 59]
+Epoch 96 		Train Acc: 0.2902	Train loss: 0.0441	Test Acc: 0.3132	Test loss: 0.0437
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 28 31 38 40 50]
+Epoch 97 		Train Acc: 0.2785	Train loss: 0.1271	Test Acc: 0.1112	Test loss: 0.1185
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 28 29 31 32 38 40
+ 59]
+Epoch 98 		Train Acc: 0.2892	Train loss: 0.0441	Test Acc: 0.2492	Test loss: 0.0582
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 28 29 31 32 38 40
+ 50 56 59]
+Epoch 99 		Train Acc: 0.2958	Train loss: 0.0436	Test Acc: 0.1816	Test loss: 0.0882
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 23 24 26 28 29
+ 31 32 38 40 45 50 56 58 59]
+Epoch 100		Train Acc: 0.3579	Train loss: 0.0454	Test Acc: 0.2892	Test loss: 0.0497
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 23 24 26 28 29
+ 31 32 35 38 39 40 45 50 55 56 58 59]
+Epoch 101		Train Acc: 0.3461	Train loss: 0.1078	Test Acc: 0.3370	Test loss: 0.0424
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 23 24 26 28 29
+ 32 34 38 39 40 43 45 50 55 56 58 59]
+Epoch 102		Train Acc: 0.3692	Train loss: 0.0384	Test Acc: 0.3536	Test loss: 0.0401
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 23 26 28 29 45
+ 50 55 56 58]
+Epoch 103		Train Acc: 0.3613	Train loss: 0.0451	Test Acc: 0.3582	Test loss: 0.0398
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 23 28 43 45 50
+ 58 59]
+Epoch 104		Train Acc: 0.3643	Train loss: 0.1037	Test Acc: 0.3522	Test loss: 0.0409
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 23 43 45]
+Epoch 105		Train Acc: 0.3731	Train loss: 0.0379	Test Acc: 0.3379	Test loss: 0.0429
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 23 58]
+Epoch 106		Train Acc: 0.3701	Train loss: 0.0380	Test Acc: 0.3348	Test loss: 0.0431
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22]
+Epoch 107		Train Acc: 0.3720	Train loss: 0.0444	Test Acc: 0.3352	Test loss: 0.0432
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22]
+Epoch 108		Train Acc: 0.3641	Train loss: 0.0995	Test Acc: 0.3458	Test loss: 0.0422
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22]
+Epoch 109		Train Acc: 0.3785	Train loss: 0.0375	Test Acc: 0.3532	Test loss: 0.0413
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 42]
+Epoch 110		Train Acc: 0.3775	Train loss: 0.0436	Test Acc: 0.3538	Test loss: 0.0410
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 42]
+Epoch 111		Train Acc: 0.3801	Train loss: 0.0374	Test Acc: 0.3534	Test loss: 0.0413
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 42]
+Epoch 112		Train Acc: 0.3559	Train loss: 0.1005	Test Acc: 0.3484	Test loss: 0.0419
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 42]
+Epoch 113		Train Acc: 0.3718	Train loss: 0.0441	Test Acc: 0.3401	Test loss: 0.0431
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 42]
+Epoch 114		Train Acc: 0.3755	Train loss: 0.0378	Test Acc: 0.3319	Test loss: 0.0442
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 115		Train Acc: 0.3811	Train loss: 0.0375	Test Acc: 0.3399	Test loss: 0.0431
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 116		Train Acc: 0.3677	Train loss: 0.1084	Test Acc: 0.3438	Test loss: 0.0428
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 117		Train Acc: 0.3857	Train loss: 0.0372	Test Acc: 0.3302	Test loss: 0.0450
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 118		Train Acc: 0.3786	Train loss: 0.0377	Test Acc: 0.3356	Test loss: 0.0441
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 119		Train Acc: 0.3591	Train loss: 0.1082	Test Acc: 0.3494	Test loss: 0.0418
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 120		Train Acc: 0.3794	Train loss: 0.0436	Test Acc: 0.3394	Test loss: 0.0434
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 121		Train Acc: 0.3746	Train loss: 0.0376	Test Acc: 0.3280	Test loss: 0.0449
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 122		Train Acc: 0.3743	Train loss: 0.0379	Test Acc: 0.3401	Test loss: 0.0432
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 123		Train Acc: 0.3880	Train loss: 0.1046	Test Acc: 0.3391	Test loss: 0.0433
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 124		Train Acc: 0.3839	Train loss: 0.0373	Test Acc: 0.3266	Test loss: 0.0447
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 125		Train Acc: 0.3685	Train loss: 0.0379	Test Acc: 0.3371	Test loss: 0.0433
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 41 56]
+Epoch 126		Train Acc: 0.3717	Train loss: 0.0443	Test Acc: 0.3495	Test loss: 0.0419
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 56]
+Epoch 127		Train Acc: 0.3740	Train loss: 0.0956	Test Acc: 0.3399	Test loss: 0.0430
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 41 50 56]
+Epoch 128		Train Acc: 0.3741	Train loss: 0.0376	Test Acc: 0.3527	Test loss: 0.0410
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 50 56]
+Epoch 129		Train Acc: 0.3730	Train loss: 0.0440	Test Acc: 0.3537	Test loss: 0.0409
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 50]
+Epoch 130		Train Acc: 0.3818	Train loss: 0.0374	Test Acc: 0.3337	Test loss: 0.0438
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 50]
+Epoch 131		Train Acc: 0.3645	Train loss: 0.1002	Test Acc: 0.3479	Test loss: 0.0422
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 50 56]
+Epoch 132		Train Acc: 0.3714	Train loss: 0.0378	Test Acc: 0.3499	Test loss: 0.0417
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 50 56]
+Epoch 133		Train Acc: 0.3859	Train loss: 0.0434	Test Acc: 0.3357	Test loss: 0.0436
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 50 56 59]
+Epoch 134		Train Acc: 0.3710	Train loss: 0.1010	Test Acc: 0.3722	Test loss: 0.0394
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 50 56]
+Epoch 135		Train Acc: 0.3723	Train loss: 0.0380	Test Acc: 0.3651	Test loss: 0.0398
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 136		Train Acc: 0.3770	Train loss: 0.0436	Test Acc: 0.3170	Test loss: 0.0461
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 27]
+Epoch 137		Train Acc: 0.3744	Train loss: 0.0375	Test Acc: 0.3182	Test loss: 0.0456
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 27 30 35 59]
+Epoch 138		Train Acc: 0.3715	Train loss: 0.0958	Test Acc: 0.3674	Test loss: 0.0393
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 24 27 30 35 47
+ 48 50 57 59]
+Epoch 139		Train Acc: 0.3719	Train loss: 0.0446	Test Acc: 0.3676	Test loss: 0.0389
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 21 22 23 24 25
+ 26 27 30 34 35 39 40 42 43 44 47 48 49 50 52 56 57 58 59]
+Epoch 140		Train Acc: 0.3766	Train loss: 0.0376	Test Acc: 0.3730	Test loss: 0.0382
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 21 22 23 24 25 26
+ 27 30 34 35 39 40 42 43 44 47 48 49 50 51 52 53 56 57 58 59]
+Epoch 141		Train Acc: 0.3734	Train loss: 0.0375	Test Acc: 0.3785	Test loss: 0.0380
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 21 22 24 25 26 27
+ 30 34 35 39 40 42 47 48 50 51 52 53 56 57 58 59]
+Epoch 142		Train Acc: 0.3641	Train loss: 0.1088	Test Acc: 0.3807	Test loss: 0.0377
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 24 27 34 35 57]
+Epoch 143		Train Acc: 0.3796	Train loss: 0.0371	Test Acc: 0.3356	Test loss: 0.0438
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 24 27]
+Epoch 144		Train Acc: 0.3755	Train loss: 0.0377	Test Acc: 0.3280	Test loss: 0.0453
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 21 22 23 24 25 26
+ 27 30 34 35 38 39 40 42 43 47 48 50 51 52 54 56 57 58 59]
+Epoch 145		Train Acc: 0.3805	Train loss: 0.0373	Test Acc: 0.3867	Test loss: 0.0376
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 21 22 24 26 27 30
+ 34 35 38 39 40 42 43 48 50 51 52 54 56 57 59]
+Epoch 146		Train Acc: 0.3745	Train loss: 0.1063	Test Acc: 0.3858	Test loss: 0.0376
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 21 24 27 35 39 42
+ 54 56 57 59]
+Epoch 147		Train Acc: 0.3824	Train loss: 0.0369	Test Acc: 0.3576	Test loss: 0.0409
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 21 27 42 54 56 57
+ 59]
+Epoch 148		Train Acc: 0.3794	Train loss: 0.0375	Test Acc: 0.3483	Test loss: 0.0421
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 27 42 52 54 56 57
+ 59]
+Epoch 149		Train Acc: 0.3674	Train loss: 0.1089	Test Acc: 0.3671	Test loss: 0.0397
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 27 52 54 56 57 59]
+Epoch 150		Train Acc: 0.3742	Train loss: 0.0377	Test Acc: 0.3645	Test loss: 0.0401
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 24 27 54 56 57 59]
+Epoch 151		Train Acc: 0.3824	Train loss: 0.0373	Test Acc: 0.3720	Test loss: 0.0395
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 24 27 54 57 59]
+Epoch 152		Train Acc: 0.3878	Train loss: 0.0432	Test Acc: 0.3623	Test loss: 0.0405
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 24 27 39 43 54 56
+ 57 59]
+Epoch 153		Train Acc: 0.3789	Train loss: 0.0973	Test Acc: 0.3652	Test loss: 0.0397
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 22 24 27 39 40
+ 41 43 56 57 59]
+Epoch 154		Train Acc: 0.3738	Train loss: 0.0378	Test Acc: 0.3756	Test loss: 0.0386
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 24 56]
+Epoch 155		Train Acc: 0.3827	Train loss: 0.0434	Test Acc: 0.3306	Test loss: 0.0444
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 24 25 40 56]
+Epoch 156		Train Acc: 0.3812	Train loss: 0.0372	Test Acc: 0.3484	Test loss: 0.0420
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 24 40 56]
+Epoch 157		Train Acc: 0.3651	Train loss: 0.1020	Test Acc: 0.3618	Test loss: 0.0405
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 24 40]
+Epoch 158		Train Acc: 0.3793	Train loss: 0.0376	Test Acc: 0.3384	Test loss: 0.0432
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 24 25 26 28 29
+ 35 39 40 47 50 56 57 58]
+Epoch 159		Train Acc: 0.3846	Train loss: 0.0431	Test Acc: 0.3813	Test loss: 0.0380
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 23 24 25 26 28
+ 29 35 39 40 42 47 50 57 58 59]
+Epoch 160		Train Acc: 0.3842	Train loss: 0.0368	Test Acc: 0.3868	Test loss: 0.0377
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 23 24 25 26 28
+ 29 35 39 40 42 47 50 53 57 58 59]
+Epoch 161		Train Acc: 0.3753	Train loss: 0.0997	Test Acc: 0.3876	Test loss: 0.0375
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 23 25 26 28 40
+ 42 47 50 53 57 58 59]
+Epoch 162		Train Acc: 0.3832	Train loss: 0.0428	Test Acc: 0.3883	Test loss: 0.0374
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 25 42 47 50 53
+ 57 58 59]
+Epoch 163		Train Acc: 0.3854	Train loss: 0.0368	Test Acc: 0.3887	Test loss: 0.0374
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 25 47 54 57 58
+ 59]
+Epoch 164		Train Acc: 0.3729	Train loss: 0.0976	Test Acc: 0.3891	Test loss: 0.0374
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 22 25 26 29 32
+ 34 36 37 40 42 47 49 50 53 54 57 58 59]
+Epoch 165		Train Acc: 0.3874	Train loss: 0.0429	Test Acc: 0.3891	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 25 34 42 47 50
+ 53 57 58 59]
+Epoch 166		Train Acc: 0.3870	Train loss: 0.0368	Test Acc: 0.3888	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 25 47 49 50 53 55
+ 57 58 59]
+Epoch 167		Train Acc: 0.3972	Train loss: 0.0363	Test Acc: 0.3906	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 25 42 47 49 53 57
+ 59]
+Epoch 168		Train Acc: 0.3711	Train loss: 0.1067	Test Acc: 0.3894	Test loss: 0.0373
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 25 26 39 42 47
+ 49 53 54 57 59]
+Epoch 169		Train Acc: 0.3859	Train loss: 0.0366	Test Acc: 0.3891	Test loss: 0.0373
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 49 57]
+Epoch 170		Train Acc: 0.3883	Train loss: 0.0367	Test Acc: 0.3877	Test loss: 0.0374
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 57]
+Epoch 171		Train Acc: 0.3854	Train loss: 0.0369	Test Acc: 0.3870	Test loss: 0.0375
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 57]
+Epoch 172		Train Acc: 0.3804	Train loss: 0.1072	Test Acc: 0.3871	Test loss: 0.0374
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 173		Train Acc: 0.3905	Train loss: 0.0367	Test Acc: 0.3886	Test loss: 0.0374
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 42]
+Epoch 174		Train Acc: 0.3883	Train loss: 0.0369	Test Acc: 0.3899	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 175		Train Acc: 0.3877	Train loss: 0.0431	Test Acc: 0.3911	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 176		Train Acc: 0.3751	Train loss: 0.0990	Test Acc: 0.3910	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 177		Train Acc: 0.3876	Train loss: 0.0368	Test Acc: 0.3907	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 178		Train Acc: 0.3908	Train loss: 0.0429	Test Acc: 0.3899	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 179		Train Acc: 0.3844	Train loss: 0.0974	Test Acc: 0.3893	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 180		Train Acc: 0.3902	Train loss: 0.0365	Test Acc: 0.3888	Test loss: 0.0373
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 181		Train Acc: 0.3815	Train loss: 0.0437	Test Acc: 0.3892	Test loss: 0.0373
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 49]
+Epoch 182		Train Acc: 0.3839	Train loss: 0.0370	Test Acc: 0.3887	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 49]
+Epoch 183		Train Acc: 0.3829	Train loss: 0.0966	Test Acc: 0.3888	Test loss: 0.0371
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 39 49]
+Epoch 184		Train Acc: 0.3972	Train loss: 0.0366	Test Acc: 0.3896	Test loss: 0.0371
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 39 49]
+Epoch 185		Train Acc: 0.3910	Train loss: 0.0429	Test Acc: 0.3889	Test loss: 0.0371
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 49]
+Epoch 186		Train Acc: 0.3792	Train loss: 0.0369	Test Acc: 0.3890	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 187		Train Acc: 0.3769	Train loss: 0.1007	Test Acc: 0.3886	Test loss: 0.0373
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 33]
+Epoch 188		Train Acc: 0.3847	Train loss: 0.0431	Test Acc: 0.3880	Test loss: 0.0373
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 189		Train Acc: 0.3887	Train loss: 0.0370	Test Acc: 0.3881	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 55]
+Epoch 190		Train Acc: 0.3868	Train loss: 0.0369	Test Acc: 0.3889	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 191		Train Acc: 0.3714	Train loss: 0.1061	Test Acc: 0.3889	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 192		Train Acc: 0.3931	Train loss: 0.0368	Test Acc: 0.3883	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 193		Train Acc: 0.3860	Train loss: 0.0370	Test Acc: 0.3874	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 33 55]
+Epoch 194		Train Acc: 0.3661	Train loss: 0.1141	Test Acc: 0.3868	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 23 25 26 27 29
+ 33 42 43 44 51 53 55 58]
+Epoch 195		Train Acc: 0.3907	Train loss: 0.0367	Test Acc: 0.3886	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 44]
+Epoch 196		Train Acc: 0.3883	Train loss: 0.0370	Test Acc: 0.3872	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 197		Train Acc: 0.3902	Train loss: 0.0368	Test Acc: 0.3873	Test loss: 0.0373
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 42]
+Epoch 198		Train Acc: 0.3753	Train loss: 0.1101	Test Acc: 0.3849	Test loss: 0.0374
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 42]
+Epoch 199		Train Acc: 0.3818	Train loss: 0.0371	Test Acc: 0.3841	Test loss: 0.0374
+Training finished on Tue Mar 10 17:35:45 2026 using 61 minutes and 56 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_60_0.05_FedAvg_adv0.3_seed43_cfgFedAvg_CIFAR100_config_exp1.txt

@@ -0,0 +1,378 @@
+seed: 43, num_experiments: 5, experiment_id: 1, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 60, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 18, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25752719.0/flpoison_25752719_170/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_60_0.05_FedAvg_adv0.3_seed43_cfgFedAvg_CIFAR100_config_exp1.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Tue Mar 10 17:35:46 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0099	Train loss: 0.0750	Test Acc: 0.0098	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0171	Train loss: 0.0754	Test Acc: 0.0130	Test loss: 0.0723
+Epoch 2  		Train Acc: 0.0238	Train loss: 0.0736	Test Acc: 0.0248	Test loss: 0.0713
+Epoch 3  		Train Acc: 0.0337	Train loss: 0.1780	Test Acc: 0.0426	Test loss: 0.0685
+Epoch 4  		Train Acc: 0.0347	Train loss: 0.0704	Test Acc: 0.0384	Test loss: 0.0706
+Epoch 5  		Train Acc: 0.0439	Train loss: 0.0679	Test Acc: 0.0303	Test loss: 0.0753
+Epoch 6  		Train Acc: 0.0542	Train loss: 0.0767	Test Acc: 0.0495	Test loss: 0.0690
+Epoch 7  		Train Acc: 0.0502	Train loss: 0.1524	Test Acc: 0.0477	Test loss: 0.0740
+Epoch 8  		Train Acc: 0.0620	Train loss: 0.0650	Test Acc: 0.0592	Test loss: 0.0683
+Epoch 9  		Train Acc: 0.0762	Train loss: 0.0737	Test Acc: 0.0776	Test loss: 0.0629
+Epoch 10 		Train Acc: 0.0758	Train loss: 0.0625	Test Acc: 0.0808	Test loss: 0.0631
+Epoch 11 		Train Acc: 0.0645	Train loss: 0.1499	Test Acc: 0.0863	Test loss: 0.0633
+Epoch 12 		Train Acc: 0.0762	Train loss: 0.0735	Test Acc: 0.1024	Test loss: 0.0613
+Epoch 13 		Train Acc: 0.0939	Train loss: 0.0609	Test Acc: 0.1192	Test loss: 0.0597
+Epoch 14 		Train Acc: 0.0887	Train loss: 0.1464	Test Acc: 0.1234	Test loss: 0.0585
+Epoch 15 		Train Acc: 0.0813	Train loss: 0.0631	Test Acc: 0.1291	Test loss: 0.0579
+Epoch 16 		Train Acc: 0.1003	Train loss: 0.0695	Test Acc: 0.1232	Test loss: 0.0594
+Epoch 17 		Train Acc: 0.1034	Train loss: 0.0594	Test Acc: 0.1410	Test loss: 0.0573
+Epoch 18 		Train Acc: 0.0997	Train loss: 0.1461	Test Acc: 0.1483	Test loss: 0.0564
+Epoch 19 		Train Acc: 0.1151	Train loss: 0.0683	Test Acc: 0.1599	Test loss: 0.0558
+Epoch 20 		Train Acc: 0.1187	Train loss: 0.0577	Test Acc: 0.1587	Test loss: 0.0555
+Epoch 21 		Train Acc: 0.1182	Train loss: 0.0582	Test Acc: 0.1655	Test loss: 0.0549
+Epoch 22 		Train Acc: 0.1163	Train loss: 0.1503	Test Acc: 0.1700	Test loss: 0.0546
+Epoch 23 		Train Acc: 0.1288	Train loss: 0.0576	Test Acc: 0.1676	Test loss: 0.0545
+Epoch 24 		Train Acc: 0.1349	Train loss: 0.0567	Test Acc: 0.1812	Test loss: 0.0540
+Epoch 25 		Train Acc: 0.1353	Train loss: 0.0669	Test Acc: 0.1822	Test loss: 0.0535
+Epoch 26 		Train Acc: 0.1160	Train loss: 0.1396	Test Acc: 0.1866	Test loss: 0.0530
+Epoch 27 		Train Acc: 0.1436	Train loss: 0.0558	Test Acc: 0.1927	Test loss: 0.0527
+Epoch 28 		Train Acc: 0.1474	Train loss: 0.0555	Test Acc: 0.1920	Test loss: 0.0528
+Epoch 29 		Train Acc: 0.1639	Train loss: 0.1451	Test Acc: 0.2014	Test loss: 0.0516
+Epoch 30 		Train Acc: 0.1335	Train loss: 0.0576	Test Acc: 0.1988	Test loss: 0.0519
+Epoch 31 		Train Acc: 0.1609	Train loss: 0.0546	Test Acc: 0.2033	Test loss: 0.0514
+Epoch 32 		Train Acc: 0.1763	Train loss: 0.0617	Test Acc: 0.2050	Test loss: 0.0516
+Epoch 33 		Train Acc: 0.1641	Train loss: 0.1403	Test Acc: 0.2095	Test loss: 0.0514
+Epoch 34 		Train Acc: 0.1557	Train loss: 0.0546	Test Acc: 0.2182	Test loss: 0.0503
+Epoch 35 		Train Acc: 0.1805	Train loss: 0.0614	Test Acc: 0.2096	Test loss: 0.0509
+Epoch 36 		Train Acc: 0.1802	Train loss: 0.0521	Test Acc: 0.2198	Test loss: 0.0504
+Epoch 37 		Train Acc: 0.1618	Train loss: 0.1304	Test Acc: 0.2240	Test loss: 0.0498
+Epoch 38 		Train Acc: 0.1740	Train loss: 0.0629	Test Acc: 0.2218	Test loss: 0.0495
+Epoch 39 		Train Acc: 0.1906	Train loss: 0.0514	Test Acc: 0.2302	Test loss: 0.0488
+Epoch 40 		Train Acc: 0.1943	Train loss: 0.0511	Test Acc: 0.2465	Test loss: 0.0480
+Epoch 41 		Train Acc: 0.1583	Train loss: 0.1316	Test Acc: 0.2363	Test loss: 0.0486
+Epoch 42 		Train Acc: 0.2081	Train loss: 0.0584	Test Acc: 0.2444	Test loss: 0.0481
+Epoch 43 		Train Acc: 0.2070	Train loss: 0.0503	Test Acc: 0.2457	Test loss: 0.0480
+Epoch 44 		Train Acc: 0.1906	Train loss: 0.1266	Test Acc: 0.2458	Test loss: 0.0480
+Epoch 45 		Train Acc: 0.1956	Train loss: 0.0602	Test Acc: 0.2428	Test loss: 0.0480
+Epoch 46 		Train Acc: 0.2132	Train loss: 0.0499	Test Acc: 0.2445	Test loss: 0.0483
+Epoch 47 		Train Acc: 0.2192	Train loss: 0.0495	Test Acc: 0.2687	Test loss: 0.0473
+Epoch 48 		Train Acc: 0.2203	Train loss: 0.1327	Test Acc: 0.2589	Test loss: 0.0477
+Epoch 49 		Train Acc: 0.2128	Train loss: 0.0499	Test Acc: 0.2470	Test loss: 0.0480
+Epoch 50 		Train Acc: 0.2178	Train loss: 0.0491	Test Acc: 0.2731	Test loss: 0.0458
+Epoch 51 		Train Acc: 0.2306	Train loss: 0.0574	Test Acc: 0.2720	Test loss: 0.0456
+Epoch 52 		Train Acc: 0.2156	Train loss: 0.1147	Test Acc: 0.2711	Test loss: 0.0464
+Epoch 53 		Train Acc: 0.2216	Train loss: 0.0489	Test Acc: 0.2668	Test loss: 0.0461
+Epoch 54 		Train Acc: 0.2316	Train loss: 0.0479	Test Acc: 0.2765	Test loss: 0.0457
+Epoch 55 		Train Acc: 0.2498	Train loss: 0.0541	Test Acc: 0.2854	Test loss: 0.0450
+Epoch 56 		Train Acc: 0.2068	Train loss: 0.1186	Test Acc: 0.2936	Test loss: 0.0446
+Epoch 57 		Train Acc: 0.2351	Train loss: 0.0481	Test Acc: 0.2928	Test loss: 0.0445
+Epoch 58 		Train Acc: 0.2689	Train loss: 0.0527	Test Acc: 0.2893	Test loss: 0.0446
+Epoch 59 		Train Acc: 0.2540	Train loss: 0.1234	Test Acc: 0.3011	Test loss: 0.0440
+Epoch 60 		Train Acc: 0.2255	Train loss: 0.0493	Test Acc: 0.2843	Test loss: 0.0462
+Epoch 61 		Train Acc: 0.2672	Train loss: 0.0539	Test Acc: 0.2996	Test loss: 0.0448
+Epoch 62 		Train Acc: 0.2723	Train loss: 0.0452	Test Acc: 0.3161	Test loss: 0.0424
+Epoch 63 		Train Acc: 0.2524	Train loss: 0.1175	Test Acc: 0.2997	Test loss: 0.0442
+Epoch 64 		Train Acc: 0.2458	Train loss: 0.0552	Test Acc: 0.3109	Test loss: 0.0428
+Epoch 65 		Train Acc: 0.2743	Train loss: 0.0447	Test Acc: 0.3076	Test loss: 0.0432
+Epoch 66 		Train Acc: 0.2731	Train loss: 0.0445	Test Acc: 0.3222	Test loss: 0.0423
+Epoch 67 		Train Acc: 0.2508	Train loss: 0.1133	Test Acc: 0.3183	Test loss: 0.0432
+Epoch 68 		Train Acc: 0.2861	Train loss: 0.0510	Test Acc: 0.3016	Test loss: 0.0441
+Epoch 69 		Train Acc: 0.2860	Train loss: 0.0438	Test Acc: 0.3205	Test loss: 0.0424
+Epoch 70 		Train Acc: 0.2775	Train loss: 0.0442	Test Acc: 0.3180	Test loss: 0.0422
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 71 		Train Acc: 0.2595	Train loss: 0.1157	Test Acc: 0.0142	Test loss: 1.5297
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 72 		Train Acc: 0.2499	Train loss: 0.0480	Test Acc: 0.0917	Test loss: 0.1745
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 73 		Train Acc: 0.2533	Train loss: 0.0474	Test Acc: 0.0134	Test loss: 2.4845
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 74 		Train Acc: 0.2555	Train loss: 0.1363	Test Acc: 0.0144	Test loss: 1.9101
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 75 		Train Acc: 0.2318	Train loss: 0.0498	Test Acc: 0.0333	Test loss: 0.5073
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 76 		Train Acc: 0.2621	Train loss: 0.0462	Test Acc: 0.0599	Test loss: 0.1969
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 40 55 56]
+Epoch 77 		Train Acc: 0.2636	Train loss: 0.0547	Test Acc: 0.0451	Test loss: 0.2771
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 40 55]
+Epoch 78 		Train Acc: 0.2618	Train loss: 0.1190	Test Acc: 0.0258	Test loss: 0.5417
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 40 55]
+Epoch 79 		Train Acc: 0.2506	Train loss: 0.0466	Test Acc: 0.0861	Test loss: 0.1587
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 26 36 40 55]
+Epoch 80 		Train Acc: 0.2711	Train loss: 0.0450	Test Acc: 0.1189	Test loss: 0.1184
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 26 28 55]
+Epoch 81 		Train Acc: 0.2827	Train loss: 0.0509	Test Acc: 0.0531	Test loss: 0.2384
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 28 48 55]
+Epoch 82 		Train Acc: 0.2471	Train loss: 0.1152	Test Acc: 0.0374	Test loss: 0.4898
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 28 55]
+Epoch 83 		Train Acc: 0.2738	Train loss: 0.0456	Test Acc: 0.0558	Test loss: 0.2505
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 28 55]
+Epoch 84 		Train Acc: 0.2878	Train loss: 0.0512	Test Acc: 0.0273	Test loss: 0.5498
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 28 55]
+Epoch 85 		Train Acc: 0.2818	Train loss: 0.0442	Test Acc: 0.1045	Test loss: 0.1273
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 55]
+Epoch 86 		Train Acc: 0.2331	Train loss: 0.1184	Test Acc: 0.0478	Test loss: 0.3848
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 24 55 59]
+Epoch 87 		Train Acc: 0.2791	Train loss: 0.0532	Test Acc: 0.0997	Test loss: 0.1491
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 24 55 59]
+Epoch 88 		Train Acc: 0.2887	Train loss: 0.0442	Test Acc: 0.0430	Test loss: 0.4184
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 24 36 42 44 59]
+Epoch 89 		Train Acc: 0.2808	Train loss: 0.1179	Test Acc: 0.1858	Test loss: 0.0754
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 24 36 42 44 59]
+Epoch 90 		Train Acc: 0.2528	Train loss: 0.0563	Test Acc: 0.1553	Test loss: 0.0946
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 24 25 36 40 42 44
+ 50 59]
+Epoch 91 		Train Acc: 0.2750	Train loss: 0.0451	Test Acc: 0.1833	Test loss: 0.0738
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 24 27 36 37 40 42
+ 44 47 59]
+Epoch 92 		Train Acc: 0.2822	Train loss: 0.0442	Test Acc: 0.2511	Test loss: 0.0556
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 37 40 42]
+Epoch 93 		Train Acc: 0.2730	Train loss: 0.1171	Test Acc: 0.1512	Test loss: 0.1066
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 36 37 40 42]
+Epoch 94 		Train Acc: 0.2887	Train loss: 0.0509	Test Acc: 0.0786	Test loss: 0.2089
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 37 40 47 56]
+Epoch 95 		Train Acc: 0.2952	Train loss: 0.0439	Test Acc: 0.0642	Test loss: 0.2919
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 37]
+Epoch 96 		Train Acc: 0.2934	Train loss: 0.0437	Test Acc: 0.0746	Test loss: 0.2139
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 37 56]
+Epoch 97 		Train Acc: 0.2805	Train loss: 0.1180	Test Acc: 0.0783	Test loss: 0.1899
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 98 		Train Acc: 0.2846	Train loss: 0.0443	Test Acc: 0.0350	Test loss: 0.4514
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 99 		Train Acc: 0.2876	Train loss: 0.0442	Test Acc: 0.0374	Test loss: 0.5321
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 100		Train Acc: 0.3557	Train loss: 0.0452	Test Acc: 0.1398	Test loss: 0.1071
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 101		Train Acc: 0.3587	Train loss: 0.0957	Test Acc: 0.2596	Test loss: 0.0561
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 22 23 26 28 30
+ 31 32 33 34 35 36 37 42 43 45 46 47 48 50 53 54 55 56]
+Epoch 102		Train Acc: 0.3709	Train loss: 0.0382	Test Acc: 0.3545	Test loss: 0.0407
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 22 30 46 54]
+Epoch 103		Train Acc: 0.3723	Train loss: 0.0440	Test Acc: 0.3602	Test loss: 0.0400
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 22 28 46]
+Epoch 104		Train Acc: 0.3607	Train loss: 0.1020	Test Acc: 0.3552	Test loss: 0.0410
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 22 28 29 32 35
+ 36 46 48]
+Epoch 105		Train Acc: 0.3768	Train loss: 0.0374	Test Acc: 0.3639	Test loss: 0.0397
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 28 29 30 32 34
+ 35 36 42 45 46 48]
+Epoch 106		Train Acc: 0.3799	Train loss: 0.0376	Test Acc: 0.3750	Test loss: 0.0382
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 107		Train Acc: 0.3934	Train loss: 0.0430	Test Acc: 0.3588	Test loss: 0.0405
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 29]
+Epoch 108		Train Acc: 0.3624	Train loss: 0.1023	Test Acc: 0.3526	Test loss: 0.0421
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 25 29 48]
+Epoch 109		Train Acc: 0.3768	Train loss: 0.0374	Test Acc: 0.3554	Test loss: 0.0414
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 29 38]
+Epoch 110		Train Acc: 0.3893	Train loss: 0.0432	Test Acc: 0.3661	Test loss: 0.0401
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 25 38]
+Epoch 111		Train Acc: 0.3857	Train loss: 0.0371	Test Acc: 0.3662	Test loss: 0.0399
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 38]
+Epoch 112		Train Acc: 0.3697	Train loss: 0.0990	Test Acc: 0.3652	Test loss: 0.0404
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 113		Train Acc: 0.3814	Train loss: 0.0434	Test Acc: 0.3613	Test loss: 0.0413
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 38]
+Epoch 114		Train Acc: 0.3827	Train loss: 0.0369	Test Acc: 0.3586	Test loss: 0.0412
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 115		Train Acc: 0.3815	Train loss: 0.0372	Test Acc: 0.3612	Test loss: 0.0406
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 116		Train Acc: 0.3673	Train loss: 0.1019	Test Acc: 0.3610	Test loss: 0.0407
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 117		Train Acc: 0.3883	Train loss: 0.0365	Test Acc: 0.3467	Test loss: 0.0431
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 118		Train Acc: 0.3808	Train loss: 0.0373	Test Acc: 0.3516	Test loss: 0.0423
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 119		Train Acc: 0.3706	Train loss: 0.0955	Test Acc: 0.3641	Test loss: 0.0403
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 120		Train Acc: 0.3822	Train loss: 0.0433	Test Acc: 0.3513	Test loss: 0.0420
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 44]
+Epoch 121		Train Acc: 0.3839	Train loss: 0.0369	Test Acc: 0.3569	Test loss: 0.0411
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 42 44]
+Epoch 122		Train Acc: 0.3832	Train loss: 0.0371	Test Acc: 0.3684	Test loss: 0.0394
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 39 42 44]
+Epoch 123		Train Acc: 0.3817	Train loss: 0.1010	Test Acc: 0.3691	Test loss: 0.0395
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 21 22 23 25 32 35
+ 37 39 41 42 44 49 51 57 58]
+Epoch 124		Train Acc: 0.3861	Train loss: 0.0372	Test Acc: 0.3855	Test loss: 0.0374
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 21 37 39 42 44 49]
+Epoch 125		Train Acc: 0.3809	Train loss: 0.0368	Test Acc: 0.3786	Test loss: 0.0384
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 39 42 44 49]
+Epoch 126		Train Acc: 0.3868	Train loss: 0.0431	Test Acc: 0.3579	Test loss: 0.0414
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 35 37 39 42 44
+ 49 50]
+Epoch 127		Train Acc: 0.3729	Train loss: 0.1054	Test Acc: 0.3746	Test loss: 0.0387
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 37 42 44 49]
+Epoch 128		Train Acc: 0.3794	Train loss: 0.0371	Test Acc: 0.3822	Test loss: 0.0380
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 37 42 47 49]
+Epoch 129		Train Acc: 0.3852	Train loss: 0.0433	Test Acc: 0.3724	Test loss: 0.0390
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 130		Train Acc: 0.3880	Train loss: 0.0366	Test Acc: 0.3159	Test loss: 0.0475
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 131		Train Acc: 0.3728	Train loss: 0.1001	Test Acc: 0.3320	Test loss: 0.0445
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 24 30 45]
+Epoch 132		Train Acc: 0.3826	Train loss: 0.0373	Test Acc: 0.3772	Test loss: 0.0382
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 24 30 45]
+Epoch 133		Train Acc: 0.3862	Train loss: 0.0433	Test Acc: 0.3622	Test loss: 0.0402
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 23 24 30 42 45 56]
+Epoch 134		Train Acc: 0.3777	Train loss: 0.0969	Test Acc: 0.3657	Test loss: 0.0397
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 21 23 24 30 47 52
+ 56]
+Epoch 135		Train Acc: 0.3731	Train loss: 0.0373	Test Acc: 0.3790	Test loss: 0.0379
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 21 22 23 24 25
+ 26 27 28 29 30 31 32 33 34 35 36 37 38 39 41 42 43 44 45 46 47 48 49 50
+ 52 53 54 55 56 58 59]
+Epoch 136		Train Acc: 0.3943	Train loss: 0.0423	Test Acc: 0.3900	Test loss: 0.0368
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 21 22 23 24 25
+ 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49
+ 50 51 52 53 54 55 56 57 58 59]
+Epoch 137		Train Acc: 0.3883	Train loss: 0.0369	Test Acc: 0.3838	Test loss: 0.0371
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 21 22 23 24 25
+ 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49
+ 50 51 52 53 54 55 56 57 58 59]
+Epoch 138		Train Acc: 0.3773	Train loss: 0.0951	Test Acc: 0.3799	Test loss: 0.0374
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 21 22 23 24 25
+ 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49
+ 50 52 53 54 55 56 57 58 59]
+Epoch 139		Train Acc: 0.3893	Train loss: 0.0428	Test Acc: 0.3879	Test loss: 0.0369
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 20 21 22 23 24
+ 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48
+ 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 140		Train Acc: 0.3977	Train loss: 0.0358	Test Acc: 0.3895	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 20 21 22 23 24
+ 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48
+ 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 141		Train Acc: 0.3853	Train loss: 0.0368	Test Acc: 0.3894	Test loss: 0.0364
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 20 21 22 23 24
+ 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48
+ 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 142		Train Acc: 0.3665	Train loss: 0.1091	Test Acc: 0.3945	Test loss: 0.0367
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 21 22 23 24 25
+ 26 27 28 29 30 31 34 36 37 44 48 49 50 52 53 55 56 58]
+Epoch 143		Train Acc: 0.3987	Train loss: 0.0356	Test Acc: 0.3879	Test loss: 0.0375
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 21 22 23 24 25
+ 26 27 28 29 30 31 34 36 37 40 43 44 48 49 50 52 53 55 56 58]
+Epoch 144		Train Acc: 0.3928	Train loss: 0.0366	Test Acc: 0.3914	Test loss: 0.0369
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 23 24 25 26 27
+ 28 29 30 34 36 37 44 49 50 53 55 56 58]
+Epoch 145		Train Acc: 0.3891	Train loss: 0.0362	Test Acc: 0.3898	Test loss: 0.0371
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 24 26 58]
+Epoch 146		Train Acc: 0.3847	Train loss: 0.1038	Test Acc: 0.3302	Test loss: 0.0466
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 23 24 26 28 30
+ 36 37 44 45 48 49 50 53 55 56 58]
+Epoch 147		Train Acc: 0.3962	Train loss: 0.0362	Test Acc: 0.3913	Test loss: 0.0374
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 24 45 58]
+Epoch 148		Train Acc: 0.3947	Train loss: 0.0365	Test Acc: 0.3742	Test loss: 0.0391
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 24 29 30 34 36
+ 37 45 49 53 56 58]
+Epoch 149		Train Acc: 0.3778	Train loss: 0.1050	Test Acc: 0.3738	Test loss: 0.0393
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 29 30 34 36 37
+ 45 50 53 58]
+Epoch 150		Train Acc: 0.3876	Train loss: 0.0367	Test Acc: 0.3696	Test loss: 0.0395
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 23 24 29 30 34 35
+ 36 37 38 44 45 49 50 51 52 53 55 56 58]
+Epoch 151		Train Acc: 0.3923	Train loss: 0.0364	Test Acc: 0.3954	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 29 34 36 37 38 44
+ 45 49 50 53 55 56 58]
+Epoch 152		Train Acc: 0.3917	Train loss: 0.0427	Test Acc: 0.3885	Test loss: 0.0370
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 23 24 29 30 34 35
+ 36 37 38 44 45 46 49 51 52 53 55 56 58]
+Epoch 153		Train Acc: 0.3806	Train loss: 0.1023	Test Acc: 0.3900	Test loss: 0.0372
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 29 30 32 33 34 35
+ 36 37 38 44 45 46 49 51 52 53 55 56 58]
+Epoch 154		Train Acc: 0.3946	Train loss: 0.0362	Test Acc: 0.3990	Test loss: 0.0365
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 29 30 32 33 34 36
+ 37 38 44 45 46 49 51 52 53 55 56 58]
+Epoch 155		Train Acc: 0.3855	Train loss: 0.0429	Test Acc: 0.3958	Test loss: 0.0367
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 25 27 29 30 32
+ 33 34 36 37 38 44 45 46 49 51 52 53 55 56 58]
+Epoch 156		Train Acc: 0.4043	Train loss: 0.0358	Test Acc: 0.3934	Test loss: 0.0368
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 26 27 30 32 33 34
+ 36 37 38 44 45 51 52 55]
+Epoch 157		Train Acc: 0.3805	Train loss: 0.0969	Test Acc: 0.3746	Test loss: 0.0395
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 26 27 30 32 33 36
+ 37 44 45 51]
+Epoch 158		Train Acc: 0.3867	Train loss: 0.0364	Test Acc: 0.3749	Test loss: 0.0390
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 32 44 51]
+Epoch 159		Train Acc: 0.3947	Train loss: 0.0422	Test Acc: 0.3369	Test loss: 0.0452
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 26 44 45 51]
+Epoch 160		Train Acc: 0.4025	Train loss: 0.0357	Test Acc: 0.3770	Test loss: 0.0392
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 44 45]
+Epoch 161		Train Acc: 0.3897	Train loss: 0.0974	Test Acc: 0.3967	Test loss: 0.0368
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 44 45]
+Epoch 162		Train Acc: 0.3921	Train loss: 0.0424	Test Acc: 0.4024	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 163		Train Acc: 0.4005	Train loss: 0.0357	Test Acc: 0.4027	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 164		Train Acc: 0.3934	Train loss: 0.0944	Test Acc: 0.4037	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 23]
+Epoch 165		Train Acc: 0.4027	Train loss: 0.0416	Test Acc: 0.4013	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 23]
+Epoch 166		Train Acc: 0.3919	Train loss: 0.0361	Test Acc: 0.3995	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 23]
+Epoch 167		Train Acc: 0.3990	Train loss: 0.0359	Test Acc: 0.3994	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 168		Train Acc: 0.3958	Train loss: 0.0989	Test Acc: 0.3996	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 169		Train Acc: 0.3956	Train loss: 0.0358	Test Acc: 0.3989	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 170		Train Acc: 0.4033	Train loss: 0.0357	Test Acc: 0.4000	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 171		Train Acc: 0.3955	Train loss: 0.0358	Test Acc: 0.4022	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 172		Train Acc: 0.3873	Train loss: 0.1069	Test Acc: 0.4007	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 173		Train Acc: 0.4015	Train loss: 0.0357	Test Acc: 0.4016	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 174		Train Acc: 0.3997	Train loss: 0.0360	Test Acc: 0.4026	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 175		Train Acc: 0.4025	Train loss: 0.0415	Test Acc: 0.4036	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 176		Train Acc: 0.3924	Train loss: 0.0960	Test Acc: 0.4010	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 177		Train Acc: 0.4064	Train loss: 0.0358	Test Acc: 0.4020	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 178		Train Acc: 0.3968	Train loss: 0.0420	Test Acc: 0.4025	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 179		Train Acc: 0.3928	Train loss: 0.0918	Test Acc: 0.4014	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 180		Train Acc: 0.3990	Train loss: 0.0359	Test Acc: 0.4023	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 181		Train Acc: 0.4013	Train loss: 0.0420	Test Acc: 0.4022	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 182		Train Acc: 0.4027	Train loss: 0.0355	Test Acc: 0.4019	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 183		Train Acc: 0.3957	Train loss: 0.0937	Test Acc: 0.4024	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 184		Train Acc: 0.3984	Train loss: 0.0360	Test Acc: 0.4022	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 185		Train Acc: 0.3963	Train loss: 0.0421	Test Acc: 0.4020	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 37]
+Epoch 186		Train Acc: 0.3987	Train loss: 0.0360	Test Acc: 0.4020	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 187		Train Acc: 0.3897	Train loss: 0.1020	Test Acc: 0.4023	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 188		Train Acc: 0.3920	Train loss: 0.0420	Test Acc: 0.4017	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 189		Train Acc: 0.4029	Train loss: 0.0359	Test Acc: 0.4008	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 190		Train Acc: 0.4021	Train loss: 0.0359	Test Acc: 0.3998	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 46]
+Epoch 191		Train Acc: 0.3919	Train loss: 0.1025	Test Acc: 0.4002	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 23 24 27 28 30 32
+ 39 40 41 44 45 46 48 50 55 57]
+Epoch 192		Train Acc: 0.3973	Train loss: 0.0360	Test Acc: 0.4009	Test loss: 0.0360
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 23 24 27 28 30 31
+ 32 38 39 40 41 42 44 45 46 48 50 53 55 57]
+Epoch 193		Train Acc: 0.3979	Train loss: 0.0360	Test Acc: 0.4011	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 24 28 30 31 46]
+Epoch 194		Train Acc: 0.3876	Train loss: 0.1037	Test Acc: 0.4003	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 24 28 30 31 46]
+Epoch 195		Train Acc: 0.3998	Train loss: 0.0358	Test Acc: 0.3994	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 24 30 31 33 39 46]
+Epoch 196		Train Acc: 0.3999	Train loss: 0.0361	Test Acc: 0.3980	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 24 30 31 39 46]
+Epoch 197		Train Acc: 0.3963	Train loss: 0.0357	Test Acc: 0.3991	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 24 30 31 33 38 39
+ 44 46]
+Epoch 198		Train Acc: 0.3818	Train loss: 0.1069	Test Acc: 0.3999	Test loss: 0.0361
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 30 31]
+Epoch 199		Train Acc: 0.3999	Train loss: 0.0359	Test Acc: 0.4005	Test loss: 0.0361
+Training finished on Tue Mar 10 18:37:53 2026 using 62 minutes and 7 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_60_0.05_FedAvg_adv0.3_seed44_cfgFedAvg_CIFAR100_config_exp2.txt

@@ -0,0 +1,401 @@
+seed: 44, num_experiments: 5, experiment_id: 2, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 60, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 18, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25752719.0/flpoison_25752719_170/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_60_0.05_FedAvg_adv0.3_seed44_cfgFedAvg_CIFAR100_config_exp2.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Tue Mar 10 18:37:54 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0110	Train loss: 0.0751	Test Acc: 0.0105	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0152	Train loss: 0.0756	Test Acc: 0.0112	Test loss: 0.0723
+Epoch 2  		Train Acc: 0.0228	Train loss: 0.0742	Test Acc: 0.0265	Test loss: 0.0710
+Epoch 3  		Train Acc: 0.0339	Train loss: 0.1815	Test Acc: 0.0371	Test loss: 0.0697
+Epoch 4  		Train Acc: 0.0345	Train loss: 0.0702	Test Acc: 0.0202	Test loss: 0.0712
+Epoch 5  		Train Acc: 0.0404	Train loss: 0.0675	Test Acc: 0.0279	Test loss: 0.0966
+Epoch 6  		Train Acc: 0.0505	Train loss: 0.0765	Test Acc: 0.0423	Test loss: 0.0804
+Epoch 7  		Train Acc: 0.0516	Train loss: 0.1528	Test Acc: 0.0495	Test loss: 0.0744
+Epoch 8  		Train Acc: 0.0607	Train loss: 0.0650	Test Acc: 0.0557	Test loss: 0.0683
+Epoch 9  		Train Acc: 0.0722	Train loss: 0.0738	Test Acc: 0.0565	Test loss: 0.0719
+Epoch 10 		Train Acc: 0.0751	Train loss: 0.0628	Test Acc: 0.0882	Test loss: 0.0637
+Epoch 11 		Train Acc: 0.0581	Train loss: 0.1454	Test Acc: 0.0842	Test loss: 0.0636
+Epoch 12 		Train Acc: 0.0777	Train loss: 0.0735	Test Acc: 0.1037	Test loss: 0.0605
+Epoch 13 		Train Acc: 0.0956	Train loss: 0.0610	Test Acc: 0.1133	Test loss: 0.0599
+Epoch 14 		Train Acc: 0.0894	Train loss: 0.1460	Test Acc: 0.1079	Test loss: 0.0611
+Epoch 15 		Train Acc: 0.0772	Train loss: 0.0636	Test Acc: 0.1217	Test loss: 0.0590
+Epoch 16 		Train Acc: 0.1061	Train loss: 0.0694	Test Acc: 0.1354	Test loss: 0.0574
+Epoch 17 		Train Acc: 0.1012	Train loss: 0.0598	Test Acc: 0.1375	Test loss: 0.0571
+Epoch 18 		Train Acc: 0.1014	Train loss: 0.1424	Test Acc: 0.1391	Test loss: 0.0569
+Epoch 19 		Train Acc: 0.1117	Train loss: 0.0684	Test Acc: 0.1473	Test loss: 0.0566
+Epoch 20 		Train Acc: 0.1166	Train loss: 0.0584	Test Acc: 0.1612	Test loss: 0.0550
+Epoch 21 		Train Acc: 0.1231	Train loss: 0.0582	Test Acc: 0.1643	Test loss: 0.0547
+Epoch 22 		Train Acc: 0.1195	Train loss: 0.1487	Test Acc: 0.1637	Test loss: 0.0553
+Epoch 23 		Train Acc: 0.1329	Train loss: 0.0576	Test Acc: 0.1677	Test loss: 0.0543
+Epoch 24 		Train Acc: 0.1310	Train loss: 0.0571	Test Acc: 0.1851	Test loss: 0.0534
+Epoch 25 		Train Acc: 0.1339	Train loss: 0.0676	Test Acc: 0.1809	Test loss: 0.0533
+Epoch 26 		Train Acc: 0.1184	Train loss: 0.1369	Test Acc: 0.1795	Test loss: 0.0532
+Epoch 27 		Train Acc: 0.1420	Train loss: 0.0563	Test Acc: 0.1848	Test loss: 0.0527
+Epoch 28 		Train Acc: 0.1454	Train loss: 0.0559	Test Acc: 0.1946	Test loss: 0.0524
+Epoch 29 		Train Acc: 0.1498	Train loss: 0.1433	Test Acc: 0.1902	Test loss: 0.0528
+Epoch 30 		Train Acc: 0.1396	Train loss: 0.0575	Test Acc: 0.1895	Test loss: 0.0530
+Epoch 31 		Train Acc: 0.1549	Train loss: 0.0552	Test Acc: 0.1948	Test loss: 0.0524
+Epoch 32 		Train Acc: 0.1766	Train loss: 0.0622	Test Acc: 0.2106	Test loss: 0.0507
+Epoch 33 		Train Acc: 0.1579	Train loss: 0.1338	Test Acc: 0.2145	Test loss: 0.0507
+Epoch 34 		Train Acc: 0.1587	Train loss: 0.0546	Test Acc: 0.2087	Test loss: 0.0512
+Epoch 35 		Train Acc: 0.1748	Train loss: 0.0626	Test Acc: 0.2250	Test loss: 0.0496
+Epoch 36 		Train Acc: 0.1790	Train loss: 0.0527	Test Acc: 0.2324	Test loss: 0.0491
+Epoch 37 		Train Acc: 0.1558	Train loss: 0.1320	Test Acc: 0.2277	Test loss: 0.0497
+Epoch 38 		Train Acc: 0.1700	Train loss: 0.0633	Test Acc: 0.2313	Test loss: 0.0493
+Epoch 39 		Train Acc: 0.1870	Train loss: 0.0518	Test Acc: 0.2304	Test loss: 0.0494
+Epoch 40 		Train Acc: 0.1880	Train loss: 0.0520	Test Acc: 0.2347	Test loss: 0.0488
+Epoch 41 		Train Acc: 0.1622	Train loss: 0.1219	Test Acc: 0.2393	Test loss: 0.0487
+Epoch 42 		Train Acc: 0.1959	Train loss: 0.0597	Test Acc: 0.2444	Test loss: 0.0487
+Epoch 43 		Train Acc: 0.1993	Train loss: 0.0508	Test Acc: 0.2504	Test loss: 0.0479
+Epoch 44 		Train Acc: 0.1935	Train loss: 0.1361	Test Acc: 0.2456	Test loss: 0.0484
+Epoch 45 		Train Acc: 0.1900	Train loss: 0.0612	Test Acc: 0.2564	Test loss: 0.0477
+Epoch 46 		Train Acc: 0.2098	Train loss: 0.0505	Test Acc: 0.2607	Test loss: 0.0471
+Epoch 47 		Train Acc: 0.2098	Train loss: 0.0501	Test Acc: 0.2576	Test loss: 0.0471
+Epoch 48 		Train Acc: 0.1977	Train loss: 0.1423	Test Acc: 0.2585	Test loss: 0.0472
+Epoch 49 		Train Acc: 0.2031	Train loss: 0.0507	Test Acc: 0.2682	Test loss: 0.0463
+Epoch 50 		Train Acc: 0.2121	Train loss: 0.0496	Test Acc: 0.2543	Test loss: 0.0482
+Epoch 51 		Train Acc: 0.2133	Train loss: 0.0586	Test Acc: 0.2620	Test loss: 0.0476
+Epoch 52 		Train Acc: 0.1982	Train loss: 0.1251	Test Acc: 0.2671	Test loss: 0.0473
+Epoch 53 		Train Acc: 0.2092	Train loss: 0.0499	Test Acc: 0.2737	Test loss: 0.0460
+Epoch 54 		Train Acc: 0.2307	Train loss: 0.0488	Test Acc: 0.2812	Test loss: 0.0456
+Epoch 55 		Train Acc: 0.2479	Train loss: 0.0547	Test Acc: 0.2752	Test loss: 0.0459
+Epoch 56 		Train Acc: 0.1978	Train loss: 0.1150	Test Acc: 0.2735	Test loss: 0.0463
+Epoch 57 		Train Acc: 0.2284	Train loss: 0.0489	Test Acc: 0.2855	Test loss: 0.0456
+Epoch 58 		Train Acc: 0.2522	Train loss: 0.0546	Test Acc: 0.2887	Test loss: 0.0448
+Epoch 59 		Train Acc: 0.2432	Train loss: 0.1262	Test Acc: 0.2890	Test loss: 0.0449
+Epoch 60 		Train Acc: 0.2104	Train loss: 0.0510	Test Acc: 0.2914	Test loss: 0.0447
+Epoch 61 		Train Acc: 0.2505	Train loss: 0.0552	Test Acc: 0.2898	Test loss: 0.0452
+Epoch 62 		Train Acc: 0.2521	Train loss: 0.0464	Test Acc: 0.3043	Test loss: 0.0439
+Epoch 63 		Train Acc: 0.2493	Train loss: 0.1147	Test Acc: 0.3006	Test loss: 0.0437
+Epoch 64 		Train Acc: 0.2442	Train loss: 0.0558	Test Acc: 0.2992	Test loss: 0.0440
+Epoch 65 		Train Acc: 0.2624	Train loss: 0.0460	Test Acc: 0.3014	Test loss: 0.0449
+Epoch 66 		Train Acc: 0.2618	Train loss: 0.0456	Test Acc: 0.3040	Test loss: 0.0434
+Epoch 67 		Train Acc: 0.2348	Train loss: 0.1214	Test Acc: 0.3020	Test loss: 0.0438
+Epoch 68 		Train Acc: 0.2697	Train loss: 0.0528	Test Acc: 0.3030	Test loss: 0.0436
+Epoch 69 		Train Acc: 0.2722	Train loss: 0.0450	Test Acc: 0.2998	Test loss: 0.0446
+Epoch 70 		Train Acc: 0.2706	Train loss: 0.0449	Test Acc: 0.3151	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 71 		Train Acc: 0.2522	Train loss: 0.1205	Test Acc: 0.0208	Test loss: 1.1300
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 72 		Train Acc: 0.2346	Train loss: 0.0489	Test Acc: 0.0490	Test loss: 0.2506
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 58]
+Epoch 73 		Train Acc: 0.2339	Train loss: 0.0489	Test Acc: 0.0139	Test loss: 2.0782
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 28 30 43 47 58]
+Epoch 74 		Train Acc: 0.2418	Train loss: 0.1384	Test Acc: 0.0234	Test loss: 1.0756
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 21 22 28 30 43 47
+ 52 58 59]
+Epoch 75 		Train Acc: 0.2276	Train loss: 0.0504	Test Acc: 0.1522	Test loss: 0.0853
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 28 30 43 47 52 58
+ 59]
+Epoch 76 		Train Acc: 0.2514	Train loss: 0.0470	Test Acc: 0.1925	Test loss: 0.0672
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 23 24 28 40 43
+ 47 48 52 58 59]
+Epoch 77 		Train Acc: 0.2546	Train loss: 0.0553	Test Acc: 0.2223	Test loss: 0.0582
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 28 40 47 58 59]
+Epoch 78 		Train Acc: 0.2503	Train loss: 0.1301	Test Acc: 0.1011	Test loss: 0.1200
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 79 		Train Acc: 0.2514	Train loss: 0.0471	Test Acc: 0.0194	Test loss: 0.7468
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 23 29 40 42 57 58]
+Epoch 80 		Train Acc: 0.2590	Train loss: 0.0467	Test Acc: 0.2166	Test loss: 0.0625
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 23 29 31 40 42
+ 47 54 57 58]
+Epoch 81 		Train Acc: 0.2809	Train loss: 0.0516	Test Acc: 0.1434	Test loss: 0.1024
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 23 29 31 34 40
+ 42 43 47 54 55 57 58]
+Epoch 82 		Train Acc: 0.2526	Train loss: 0.1111	Test Acc: 0.1342	Test loss: 0.0891
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 29 34 40 47 52
+ 54 55 57 58]
+Epoch 83 		Train Acc: 0.2581	Train loss: 0.0461	Test Acc: 0.2004	Test loss: 0.0680
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 29 34 40 47 55 57
+ 58]
+Epoch 84 		Train Acc: 0.2906	Train loss: 0.0511	Test Acc: 0.1817	Test loss: 0.0759
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 34 58]
+Epoch 85 		Train Acc: 0.2733	Train loss: 0.0447	Test Acc: 0.0798	Test loss: 0.2044
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 34 58]
+Epoch 86 		Train Acc: 0.2165	Train loss: 0.1222	Test Acc: 0.0575	Test loss: 0.2767
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 34 58]
+Epoch 87 		Train Acc: 0.2766	Train loss: 0.0536	Test Acc: 0.0409	Test loss: 0.4932
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 21 34 41 48 52 58]
+Epoch 88 		Train Acc: 0.2797	Train loss: 0.0451	Test Acc: 0.1006	Test loss: 0.1846
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 21 41 52]
+Epoch 89 		Train Acc: 0.2598	Train loss: 0.1275	Test Acc: 0.0825	Test loss: 0.1475
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 21 41 52]
+Epoch 90 		Train Acc: 0.2368	Train loss: 0.0579	Test Acc: 0.0468	Test loss: 0.3331
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 21 28 41 52]
+Epoch 91 		Train Acc: 0.2620	Train loss: 0.0466	Test Acc: 0.0893	Test loss: 0.1498
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 28 41 52]
+Epoch 92 		Train Acc: 0.2750	Train loss: 0.0454	Test Acc: 0.0915	Test loss: 0.1869
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 52]
+Epoch 93 		Train Acc: 0.2579	Train loss: 0.1170	Test Acc: 0.0501	Test loss: 0.3043
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 52]
+Epoch 94 		Train Acc: 0.2705	Train loss: 0.0527	Test Acc: 0.0527	Test loss: 0.2853
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 52]
+Epoch 95 		Train Acc: 0.2745	Train loss: 0.0451	Test Acc: 0.0454	Test loss: 0.6413
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 33 50 52]
+Epoch 96 		Train Acc: 0.2640	Train loss: 0.0459	Test Acc: 0.2079	Test loss: 0.0697
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 33 50 52]
+Epoch 97 		Train Acc: 0.2466	Train loss: 0.1262	Test Acc: 0.0744	Test loss: 0.1889
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 28 33 50 52]
+Epoch 98 		Train Acc: 0.2637	Train loss: 0.0462	Test Acc: 0.1425	Test loss: 0.1434
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 28 31 33 46 52 57
+ 58]
+Epoch 99 		Train Acc: 0.2744	Train loss: 0.0454	Test Acc: 0.1944	Test loss: 0.0791
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 19 20 21 22 23 24
+ 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48
+ 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 100		Train Acc: 0.3449	Train loss: 0.0465	Test Acc: 0.3030	Test loss: 0.0450
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 19 20 21 22 23 24
+ 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48
+ 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 101		Train Acc: 0.3462	Train loss: 0.1020	Test Acc: 0.3409	Test loss: 0.0411
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 19 20 21 22 23 24
+ 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48
+ 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 102		Train Acc: 0.3518	Train loss: 0.0392	Test Acc: 0.3525	Test loss: 0.0403
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 19 20 21 22 23 24
+ 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48
+ 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 103		Train Acc: 0.3493	Train loss: 0.0461	Test Acc: 0.3550	Test loss: 0.0400
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 19 20 21 22 23 24
+ 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48
+ 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 104		Train Acc: 0.3564	Train loss: 0.1038	Test Acc: 0.3580	Test loss: 0.0397
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 19 20 21 22 23 24
+ 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48
+ 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 105		Train Acc: 0.3691	Train loss: 0.0382	Test Acc: 0.3606	Test loss: 0.0394
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 19 20 21 22 23 24
+ 25 26 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49
+ 50 51 52 53 54 55 56 57 58 59]
+Epoch 106		Train Acc: 0.3607	Train loss: 0.0385	Test Acc: 0.3645	Test loss: 0.0392
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 29 31 38 47 51 54
+ 57]
+Epoch 107		Train Acc: 0.3701	Train loss: 0.0443	Test Acc: 0.3583	Test loss: 0.0404
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 29 54]
+Epoch 108		Train Acc: 0.3593	Train loss: 0.1014	Test Acc: 0.3385	Test loss: 0.0433
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 109		Train Acc: 0.3681	Train loss: 0.0384	Test Acc: 0.3180	Test loss: 0.0463
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 110		Train Acc: 0.3686	Train loss: 0.0448	Test Acc: 0.3223	Test loss: 0.0461
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 111		Train Acc: 0.3702	Train loss: 0.0380	Test Acc: 0.3345	Test loss: 0.0445
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 112		Train Acc: 0.3585	Train loss: 0.1016	Test Acc: 0.3408	Test loss: 0.0432
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 113		Train Acc: 0.3626	Train loss: 0.0446	Test Acc: 0.3447	Test loss: 0.0425
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 114		Train Acc: 0.3764	Train loss: 0.0378	Test Acc: 0.3403	Test loss: 0.0434
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 115		Train Acc: 0.3659	Train loss: 0.0385	Test Acc: 0.3379	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 116		Train Acc: 0.3476	Train loss: 0.1110	Test Acc: 0.3396	Test loss: 0.0431
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 39]
+Epoch 117		Train Acc: 0.3739	Train loss: 0.0378	Test Acc: 0.3420	Test loss: 0.0427
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 118		Train Acc: 0.3709	Train loss: 0.0381	Test Acc: 0.3406	Test loss: 0.0426
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 119		Train Acc: 0.3609	Train loss: 0.0939	Test Acc: 0.3497	Test loss: 0.0415
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 120		Train Acc: 0.3710	Train loss: 0.0438	Test Acc: 0.3434	Test loss: 0.0429
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 121		Train Acc: 0.3674	Train loss: 0.0384	Test Acc: 0.3352	Test loss: 0.0444
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 122		Train Acc: 0.3674	Train loss: 0.0382	Test Acc: 0.3448	Test loss: 0.0432
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 123		Train Acc: 0.3605	Train loss: 0.1098	Test Acc: 0.3397	Test loss: 0.0438
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 124		Train Acc: 0.3743	Train loss: 0.0380	Test Acc: 0.3240	Test loss: 0.0452
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 36]
+Epoch 125		Train Acc: 0.3726	Train loss: 0.0381	Test Acc: 0.3495	Test loss: 0.0422
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 36 46]
+Epoch 126		Train Acc: 0.3669	Train loss: 0.0448	Test Acc: 0.3574	Test loss: 0.0411
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 46]
+Epoch 127		Train Acc: 0.3620	Train loss: 0.1055	Test Acc: 0.3313	Test loss: 0.0445
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 46]
+Epoch 128		Train Acc: 0.3678	Train loss: 0.0381	Test Acc: 0.3325	Test loss: 0.0446
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 24 40 42 46 47 48]
+Epoch 129		Train Acc: 0.3668	Train loss: 0.0448	Test Acc: 0.3662	Test loss: 0.0393
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 40 46 47]
+Epoch 130		Train Acc: 0.3759	Train loss: 0.0378	Test Acc: 0.3589	Test loss: 0.0405
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 44 46 47 48 55]
+Epoch 131		Train Acc: 0.3618	Train loss: 0.0968	Test Acc: 0.3562	Test loss: 0.0412
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 44 46 47 48 55]
+Epoch 132		Train Acc: 0.3695	Train loss: 0.0380	Test Acc: 0.3644	Test loss: 0.0401
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 23 30 44 46 47
+ 48 55]
+Epoch 133		Train Acc: 0.3749	Train loss: 0.0440	Test Acc: 0.3617	Test loss: 0.0401
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 23 30 40 44 46
+ 47 48 55]
+Epoch 134		Train Acc: 0.3648	Train loss: 0.0983	Test Acc: 0.3576	Test loss: 0.0407
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 21 23 30 40 41
+ 44 46 47 48 55]
+Epoch 135		Train Acc: 0.3654	Train loss: 0.0382	Test Acc: 0.3647	Test loss: 0.0400
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 21 23 30 40 41
+ 43 44 46 47 48 49 55]
+Epoch 136		Train Acc: 0.3813	Train loss: 0.0440	Test Acc: 0.3662	Test loss: 0.0398
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 55]
+Epoch 137		Train Acc: 0.3752	Train loss: 0.0378	Test Acc: 0.3185	Test loss: 0.0470
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 30]
+Epoch 138		Train Acc: 0.3567	Train loss: 0.1051	Test Acc: 0.3245	Test loss: 0.0458
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 19 20 21 24 28 30
+ 33 36 37 43 44 45 47 48 49 51 55 58 59]
+Epoch 139		Train Acc: 0.3702	Train loss: 0.0445	Test Acc: 0.3769	Test loss: 0.0383
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 28 30 33 36 40
+ 43 44 47 48 49 50 55 58 59]
+Epoch 140		Train Acc: 0.3742	Train loss: 0.0378	Test Acc: 0.3719	Test loss: 0.0386
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 44]
+Epoch 141		Train Acc: 0.3699	Train loss: 0.0381	Test Acc: 0.2626	Test loss: 0.0573
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 44]
+Epoch 142		Train Acc: 0.3682	Train loss: 0.1010	Test Acc: 0.3531	Test loss: 0.0421
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 37 44 59]
+Epoch 143		Train Acc: 0.3768	Train loss: 0.0375	Test Acc: 0.3605	Test loss: 0.0409
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 28 29 30 33 37
+ 44 45 46 50 51 52 58 59]
+Epoch 144		Train Acc: 0.3677	Train loss: 0.0380	Test Acc: 0.3627	Test loss: 0.0395
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 28 29 30 37 44
+ 50 51 58 59]
+Epoch 145		Train Acc: 0.3747	Train loss: 0.0379	Test Acc: 0.3474	Test loss: 0.0412
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 28 29 30 37 42
+ 44 50 51 52 58 59]
+Epoch 146		Train Acc: 0.3598	Train loss: 0.1083	Test Acc: 0.3532	Test loss: 0.0404
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 21 22 24 25 27
+ 28 29 30 32 33 35 37 39 40 42 43 44 45 46 48 50 51 52 54 58 59]
+Epoch 147		Train Acc: 0.3671	Train loss: 0.0379	Test Acc: 0.3798	Test loss: 0.0380
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 22 25 28 29 30
+ 37 42 43 44 46 50 51 52 54 58 59]
+Epoch 148		Train Acc: 0.3824	Train loss: 0.0374	Test Acc: 0.3762	Test loss: 0.0384
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 21 22 25 27 28
+ 29 30 32 35 37 40 42 43 44 45 46 48 49 50 51 52 54 55 58 59]
+Epoch 149		Train Acc: 0.3778	Train loss: 0.1057	Test Acc: 0.3749	Test loss: 0.0385
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 21 23 25 27 28
+ 29 30 32 35 37 40 42 43 44 45 46 48 49 50 51 52 54 55 58 59]
+Epoch 150		Train Acc: 0.3749	Train loss: 0.0378	Test Acc: 0.3790	Test loss: 0.0381
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 21 23 25 27 28
+ 29 30 32 35 37 42 44 45 49 50 51 52 54 55 58 59]
+Epoch 151		Train Acc: 0.3749	Train loss: 0.0374	Test Acc: 0.3778	Test loss: 0.0384
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 21 23 25 27 28
+ 29 30 32 35 37 42 44 45 50 51 52 54 55 58 59]
+Epoch 152		Train Acc: 0.3796	Train loss: 0.0436	Test Acc: 0.3717	Test loss: 0.0392
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 27 28 30 32 35
+ 37 42 44 45 50 54 58 59]
+Epoch 153		Train Acc: 0.3755	Train loss: 0.1005	Test Acc: 0.3668	Test loss: 0.0402
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 27 28 30 32 35 37
+ 45 49 50 54 59]
+Epoch 154		Train Acc: 0.3689	Train loss: 0.0378	Test Acc: 0.3715	Test loss: 0.0400
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 25 27 28 32 35 42
+ 43 45 49 50 54 58 59]
+Epoch 155		Train Acc: 0.3765	Train loss: 0.0441	Test Acc: 0.3682	Test loss: 0.0398
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 35 45 54]
+Epoch 156		Train Acc: 0.3829	Train loss: 0.0372	Test Acc: 0.3249	Test loss: 0.0462
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 32 35 45]
+Epoch 157		Train Acc: 0.3661	Train loss: 0.0964	Test Acc: 0.3369	Test loss: 0.0438
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 32 35]
+Epoch 158		Train Acc: 0.3742	Train loss: 0.0378	Test Acc: 0.3555	Test loss: 0.0414
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 32 35]
+Epoch 159		Train Acc: 0.3779	Train loss: 0.0442	Test Acc: 0.3079	Test loss: 0.0488
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 32 35 39 43 58]
+Epoch 160		Train Acc: 0.3809	Train loss: 0.0376	Test Acc: 0.3621	Test loss: 0.0405
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 32 35 39 43 53
+ 58]
+Epoch 161		Train Acc: 0.3747	Train loss: 0.0974	Test Acc: 0.3772	Test loss: 0.0382
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 35 39 43 49 53
+ 58]
+Epoch 162		Train Acc: 0.3803	Train loss: 0.0437	Test Acc: 0.3829	Test loss: 0.0376
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 43 49 58]
+Epoch 163		Train Acc: 0.3892	Train loss: 0.0369	Test Acc: 0.3832	Test loss: 0.0375
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 39 43 53 58]
+Epoch 164		Train Acc: 0.3638	Train loss: 0.1041	Test Acc: 0.3828	Test loss: 0.0376
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 30 35 38 39 43
+ 45 49 53 58]
+Epoch 165		Train Acc: 0.3785	Train loss: 0.0436	Test Acc: 0.3814	Test loss: 0.0376
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 19 20 21 22 23 24
+ 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48
+ 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 166		Train Acc: 0.3876	Train loss: 0.0373	Test Acc: 0.3826	Test loss: 0.0376
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 19 20 21 22 23 24
+ 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48
+ 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 167		Train Acc: 0.3861	Train loss: 0.0370	Test Acc: 0.3826	Test loss: 0.0375
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 19 20 21 22 23 24
+ 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48
+ 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 168		Train Acc: 0.3734	Train loss: 0.1108	Test Acc: 0.3828	Test loss: 0.0375
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 19 20 21 22 23 24
+ 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48
+ 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 169		Train Acc: 0.3833	Train loss: 0.0372	Test Acc: 0.3834	Test loss: 0.0375
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 33 36 38 46 49 51
+ 53 58]
+Epoch 170		Train Acc: 0.3858	Train loss: 0.0370	Test Acc: 0.3835	Test loss: 0.0377
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 33 36 38 46 49 51
+ 58]
+Epoch 171		Train Acc: 0.3890	Train loss: 0.0370	Test Acc: 0.3819	Test loss: 0.0379
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 36 46 58]
+Epoch 172		Train Acc: 0.3691	Train loss: 0.1004	Test Acc: 0.3806	Test loss: 0.0380
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 21 22 23 24 25
+ 26 30 31 32 33 35 36 37 38 39 40 42 43 44 45 46 47 49 51 52 53 54 55 57
+ 58 59]
+Epoch 173		Train Acc: 0.3874	Train loss: 0.0371	Test Acc: 0.3839	Test loss: 0.0377
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 21 23 24 25 26 31
+ 33 35 36 38 40 42 43 44 46 47 49 51 53 54 55 57 58 59]
+Epoch 174		Train Acc: 0.3865	Train loss: 0.0369	Test Acc: 0.3857	Test loss: 0.0375
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 175		Train Acc: 0.3815	Train loss: 0.0432	Test Acc: 0.3850	Test loss: 0.0377
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 176		Train Acc: 0.3714	Train loss: 0.0987	Test Acc: 0.3816	Test loss: 0.0378
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 58]
+Epoch 177		Train Acc: 0.3822	Train loss: 0.0371	Test Acc: 0.3795	Test loss: 0.0379
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 178		Train Acc: 0.3839	Train loss: 0.0436	Test Acc: 0.3802	Test loss: 0.0379
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 58]
+Epoch 179		Train Acc: 0.3721	Train loss: 0.1028	Test Acc: 0.3820	Test loss: 0.0378
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 26 32 33 43 47 53
+ 55 58]
+Epoch 180		Train Acc: 0.3852	Train loss: 0.0372	Test Acc: 0.3833	Test loss: 0.0377
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 26 32 33 38 42 43
+ 47 51 53 55 58]
+Epoch 181		Train Acc: 0.3849	Train loss: 0.0432	Test Acc: 0.3854	Test loss: 0.0376
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 26 32 33 38 42 43
+ 53 55 58]
+Epoch 182		Train Acc: 0.3829	Train loss: 0.0371	Test Acc: 0.3844	Test loss: 0.0376
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 26 33 38 42 43 47
+ 53 55 58]
+Epoch 183		Train Acc: 0.3859	Train loss: 0.0990	Test Acc: 0.3864	Test loss: 0.0376
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 26 33 37 42 47 50
+ 55 58]
+Epoch 184		Train Acc: 0.3861	Train loss: 0.0372	Test Acc: 0.3844	Test loss: 0.0377
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 55]
+Epoch 185		Train Acc: 0.3855	Train loss: 0.0429	Test Acc: 0.3814	Test loss: 0.0380
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 55]
+Epoch 186		Train Acc: 0.3895	Train loss: 0.0369	Test Acc: 0.3800	Test loss: 0.0381
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 39 41 42 55 57 58]
+Epoch 187		Train Acc: 0.3698	Train loss: 0.1001	Test Acc: 0.3835	Test loss: 0.0377
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 39 42 45 55 58]
+Epoch 188		Train Acc: 0.3859	Train loss: 0.0433	Test Acc: 0.3850	Test loss: 0.0376
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 39 58]
+Epoch 189		Train Acc: 0.3861	Train loss: 0.0370	Test Acc: 0.3850	Test loss: 0.0377
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 190		Train Acc: 0.3833	Train loss: 0.0372	Test Acc: 0.3826	Test loss: 0.0378
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 191		Train Acc: 0.3689	Train loss: 0.1042	Test Acc: 0.3814	Test loss: 0.0378
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 192		Train Acc: 0.3838	Train loss: 0.0371	Test Acc: 0.3812	Test loss: 0.0379
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 193		Train Acc: 0.3826	Train loss: 0.0373	Test Acc: 0.3824	Test loss: 0.0378
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 21 58]
+Epoch 194		Train Acc: 0.3764	Train loss: 0.1024	Test Acc: 0.3837	Test loss: 0.0377
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 21 37 58]
+Epoch 195		Train Acc: 0.3851	Train loss: 0.0371	Test Acc: 0.3848	Test loss: 0.0376
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 21 37]
+Epoch 196		Train Acc: 0.3843	Train loss: 0.0369	Test Acc: 0.3837	Test loss: 0.0377
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 21 35 37 46 54]
+Epoch 197		Train Acc: 0.3811	Train loss: 0.0375	Test Acc: 0.3840	Test loss: 0.0377
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 37]
+Epoch 198		Train Acc: 0.3706	Train loss: 0.1061	Test Acc: 0.3816	Test loss: 0.0378
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 21 34]
+Epoch 199		Train Acc: 0.3837	Train loss: 0.0371	Test Acc: 0.3809	Test loss: 0.0379
+Training finished on Tue Mar 10 19:42:18 2026 using 64 minutes and 24 seconds in total.

FedAvg/CIFAR100_resnet18/iid/CIFAR100_resnet18_iid_ALIE_FLDetector_200_60_0.05_FedAvg_adv0.3_seed45_cfgFedAvg_CIFAR100_config_exp3.txt

@@ -0,0 +1,378 @@
+seed: 45, num_experiments: 5, experiment_id: 3, epochs: 200, algorithm: FedAvg, optimizer: SGD, momentum: 0.9, weight_decay: 0.0005, lr_scheduler: MultiStepLR, milestones: [0.5, 0.8], num_clients: 60, batch_size: 64, learning_rate: 0.05, local_epochs: 4, model: resnet18, dataset: CIFAR100, distribution: iid, im_iid_gamma: 0.01, tail_cls_from: 4, dirichlet_alpha: 0.5, cache_partition: False, gpu_idx: [0], num_workers: 0, record_time: False, log_stream: True, num_adv: 18, attack: ALIE, defense: FLDetector, attack_params: None, defense_params: None, benchmark: False, output: /localscratch/fengye.25752719.0/flpoison_25752719_170/results/CIFAR100_resnet18_iid_ALIE_FLDetector_200_60_0.05_FedAvg_adv0.3_seed45_cfgFedAvg_CIFAR100_config_exp3.txt, num_training_sample: 50000, num_channels: 3, num_classes: 100, mean: (0.5071, 0.4865, 0.4409), std: (0.2673, 0.2564, 0.2762), device: cuda:0, seed_start: 42, num_dims: 32
+
+Started on Tue Mar 10 19:42:18 2026
+Generating new indices
+Doing iid partition
+iid partition finished
+Data partitioned
+Clients and server are initialized
+Starting Training...
+Epoch 0  		Train Acc: 0.0105	Train loss: 0.0751	Test Acc: 0.0108	Test loss: 0.0723
+Epoch 1  		Train Acc: 0.0157	Train loss: 0.0752	Test Acc: 0.0100	Test loss: 0.0723
+Epoch 2  		Train Acc: 0.0225	Train loss: 0.0737	Test Acc: 0.0239	Test loss: 0.0705
+Epoch 3  		Train Acc: 0.0325	Train loss: 0.1773	Test Acc: 0.0303	Test loss: 0.0700
+Epoch 4  		Train Acc: 0.0323	Train loss: 0.0704	Test Acc: 0.0348	Test loss: 0.1007
+Epoch 5  		Train Acc: 0.0402	Train loss: 0.0681	Test Acc: 0.0327	Test loss: 0.0857
+Epoch 6  		Train Acc: 0.0555	Train loss: 0.0764	Test Acc: 0.0539	Test loss: 0.0846
+Epoch 7  		Train Acc: 0.0519	Train loss: 0.1495	Test Acc: 0.0602	Test loss: 0.0828
+Epoch 8  		Train Acc: 0.0593	Train loss: 0.0649	Test Acc: 0.0640	Test loss: 0.0709
+Epoch 9  		Train Acc: 0.0738	Train loss: 0.0738	Test Acc: 0.0671	Test loss: 0.0685
+Epoch 10 		Train Acc: 0.0769	Train loss: 0.0627	Test Acc: 0.0871	Test loss: 0.0647
+Epoch 11 		Train Acc: 0.0663	Train loss: 0.1457	Test Acc: 0.0934	Test loss: 0.0626
+Epoch 12 		Train Acc: 0.0749	Train loss: 0.0737	Test Acc: 0.0916	Test loss: 0.0655
+Epoch 13 		Train Acc: 0.0947	Train loss: 0.0608	Test Acc: 0.1090	Test loss: 0.0601
+Epoch 14 		Train Acc: 0.0894	Train loss: 0.1502	Test Acc: 0.1215	Test loss: 0.0596
+Epoch 15 		Train Acc: 0.0834	Train loss: 0.0634	Test Acc: 0.1221	Test loss: 0.0597
+Epoch 16 		Train Acc: 0.1069	Train loss: 0.0690	Test Acc: 0.1328	Test loss: 0.0579
+Epoch 17 		Train Acc: 0.1019	Train loss: 0.0595	Test Acc: 0.1531	Test loss: 0.0564
+Epoch 18 		Train Acc: 0.1003	Train loss: 0.1463	Test Acc: 0.1441	Test loss: 0.0570
+Epoch 19 		Train Acc: 0.1124	Train loss: 0.0684	Test Acc: 0.1530	Test loss: 0.0561
+Epoch 20 		Train Acc: 0.1141	Train loss: 0.0585	Test Acc: 0.1674	Test loss: 0.0549
+Epoch 21 		Train Acc: 0.1206	Train loss: 0.0581	Test Acc: 0.1665	Test loss: 0.0545
+Epoch 22 		Train Acc: 0.1237	Train loss: 0.1447	Test Acc: 0.1721	Test loss: 0.0542
+Epoch 23 		Train Acc: 0.1260	Train loss: 0.0576	Test Acc: 0.1720	Test loss: 0.0542
+Epoch 24 		Train Acc: 0.1297	Train loss: 0.0571	Test Acc: 0.1782	Test loss: 0.0538
+Epoch 25 		Train Acc: 0.1360	Train loss: 0.0667	Test Acc: 0.1754	Test loss: 0.0538
+Epoch 26 		Train Acc: 0.1143	Train loss: 0.1361	Test Acc: 0.1843	Test loss: 0.0533
+Epoch 27 		Train Acc: 0.1430	Train loss: 0.0564	Test Acc: 0.1750	Test loss: 0.0533
+Epoch 28 		Train Acc: 0.1440	Train loss: 0.0558	Test Acc: 0.1967	Test loss: 0.0525
+Epoch 29 		Train Acc: 0.1537	Train loss: 0.1443	Test Acc: 0.1988	Test loss: 0.0519
+Epoch 30 		Train Acc: 0.1356	Train loss: 0.0578	Test Acc: 0.1822	Test loss: 0.0540
+Epoch 31 		Train Acc: 0.1552	Train loss: 0.0554	Test Acc: 0.1983	Test loss: 0.0518
+Epoch 32 		Train Acc: 0.1712	Train loss: 0.0623	Test Acc: 0.2014	Test loss: 0.0521
+Epoch 33 		Train Acc: 0.1636	Train loss: 0.1323	Test Acc: 0.2057	Test loss: 0.0516
+Epoch 34 		Train Acc: 0.1598	Train loss: 0.0548	Test Acc: 0.2078	Test loss: 0.0516
+Epoch 35 		Train Acc: 0.1837	Train loss: 0.0617	Test Acc: 0.2155	Test loss: 0.0504
+Epoch 36 		Train Acc: 0.1809	Train loss: 0.0522	Test Acc: 0.2258	Test loss: 0.0504
+Epoch 37 		Train Acc: 0.1735	Train loss: 0.1260	Test Acc: 0.2275	Test loss: 0.0502
+Epoch 38 		Train Acc: 0.1794	Train loss: 0.0628	Test Acc: 0.2315	Test loss: 0.0504
+Epoch 39 		Train Acc: 0.1931	Train loss: 0.0516	Test Acc: 0.2352	Test loss: 0.0490
+Epoch 40 		Train Acc: 0.1876	Train loss: 0.0517	Test Acc: 0.2203	Test loss: 0.0502
+Epoch 41 		Train Acc: 0.1611	Train loss: 0.1250	Test Acc: 0.2369	Test loss: 0.0488
+Epoch 42 		Train Acc: 0.1994	Train loss: 0.0594	Test Acc: 0.2396	Test loss: 0.0491
+Epoch 43 		Train Acc: 0.2005	Train loss: 0.0505	Test Acc: 0.2385	Test loss: 0.0498
+Epoch 44 		Train Acc: 0.1954	Train loss: 0.1380	Test Acc: 0.2419	Test loss: 0.0494
+Epoch 45 		Train Acc: 0.1983	Train loss: 0.0605	Test Acc: 0.2553	Test loss: 0.0483
+Epoch 46 		Train Acc: 0.2146	Train loss: 0.0498	Test Acc: 0.2687	Test loss: 0.0469
+Epoch 47 		Train Acc: 0.2086	Train loss: 0.0502	Test Acc: 0.2620	Test loss: 0.0477
+Epoch 48 		Train Acc: 0.2151	Train loss: 0.1373	Test Acc: 0.2573	Test loss: 0.0476
+Epoch 49 		Train Acc: 0.2072	Train loss: 0.0498	Test Acc: 0.2729	Test loss: 0.0462
+Epoch 50 		Train Acc: 0.2191	Train loss: 0.0494	Test Acc: 0.2655	Test loss: 0.0472
+Epoch 51 		Train Acc: 0.2223	Train loss: 0.0579	Test Acc: 0.2706	Test loss: 0.0470
+Epoch 52 		Train Acc: 0.2132	Train loss: 0.1165	Test Acc: 0.2662	Test loss: 0.0473
+Epoch 53 		Train Acc: 0.2209	Train loss: 0.0491	Test Acc: 0.2729	Test loss: 0.0464
+Epoch 54 		Train Acc: 0.2294	Train loss: 0.0485	Test Acc: 0.2805	Test loss: 0.0464
+Epoch 55 		Train Acc: 0.2503	Train loss: 0.0541	Test Acc: 0.2815	Test loss: 0.0462
+Epoch 56 		Train Acc: 0.2009	Train loss: 0.1175	Test Acc: 0.2739	Test loss: 0.0472
+Epoch 57 		Train Acc: 0.2396	Train loss: 0.0480	Test Acc: 0.2803	Test loss: 0.0459
+Epoch 58 		Train Acc: 0.2642	Train loss: 0.0530	Test Acc: 0.2772	Test loss: 0.0468
+Epoch 59 		Train Acc: 0.2571	Train loss: 0.1188	Test Acc: 0.2859	Test loss: 0.0462
+Epoch 60 		Train Acc: 0.2293	Train loss: 0.0494	Test Acc: 0.2987	Test loss: 0.0447
+Epoch 61 		Train Acc: 0.2619	Train loss: 0.0541	Test Acc: 0.2865	Test loss: 0.0458
+Epoch 62 		Train Acc: 0.2601	Train loss: 0.0457	Test Acc: 0.3108	Test loss: 0.0435
+Epoch 63 		Train Acc: 0.2463	Train loss: 0.1152	Test Acc: 0.3077	Test loss: 0.0442
+Epoch 64 		Train Acc: 0.2387	Train loss: 0.0560	Test Acc: 0.3024	Test loss: 0.0455
+Epoch 65 		Train Acc: 0.2707	Train loss: 0.0452	Test Acc: 0.3141	Test loss: 0.0434
+Epoch 66 		Train Acc: 0.2641	Train loss: 0.0455	Test Acc: 0.3140	Test loss: 0.0430
+Epoch 67 		Train Acc: 0.2362	Train loss: 0.1126	Test Acc: 0.3062	Test loss: 0.0436
+Epoch 68 		Train Acc: 0.2811	Train loss: 0.0511	Test Acc: 0.3030	Test loss: 0.0440
+Epoch 69 		Train Acc: 0.2800	Train loss: 0.0442	Test Acc: 0.3109	Test loss: 0.0438
+Epoch 70 		Train Acc: 0.2798	Train loss: 0.0444	Test Acc: 0.3173	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 71 		Train Acc: 0.2540	Train loss: 0.1177	Test Acc: 0.0196	Test loss: 1.7130
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 72 		Train Acc: 0.2403	Train loss: 0.0483	Test Acc: 0.0370	Test loss: 0.4858
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 73 		Train Acc: 0.2521	Train loss: 0.0475	Test Acc: 0.0191	Test loss: 3.8793
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 56]
+Epoch 74 		Train Acc: 0.2628	Train loss: 0.1288	Test Acc: 0.0415	Test loss: 0.8155
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 75 		Train Acc: 0.2302	Train loss: 0.0496	Test Acc: 0.0230	Test loss: 1.3091
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 76 		Train Acc: 0.2535	Train loss: 0.0472	Test Acc: 0.0170	Test loss: 0.5954
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 77 		Train Acc: 0.2548	Train loss: 0.0555	Test Acc: 0.0198	Test loss: 1.1127
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 48]
+Epoch 78 		Train Acc: 0.2493	Train loss: 0.1270	Test Acc: 0.0127	Test loss: 0.8429
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 45 48 55 59]
+Epoch 79 		Train Acc: 0.2462	Train loss: 0.0478	Test Acc: 0.1090	Test loss: 0.1720
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 23 45 48 55]
+Epoch 80 		Train Acc: 0.2547	Train loss: 0.0465	Test Acc: 0.1532	Test loss: 0.0919
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 21 23 35 44 45
+ 48 50 55 56 57 58]
+Epoch 81 		Train Acc: 0.2835	Train loss: 0.0512	Test Acc: 0.2482	Test loss: 0.0486
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 23 35 38 44 45
+ 50 55 56]
+Epoch 82 		Train Acc: 0.2490	Train loss: 0.1121	Test Acc: 0.1527	Test loss: 0.0794
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 35 44 45 50 55
+ 56]
+Epoch 83 		Train Acc: 0.2654	Train loss: 0.0458	Test Acc: 0.1669	Test loss: 0.0791
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 35 45 50 55]
+Epoch 84 		Train Acc: 0.2903	Train loss: 0.0508	Test Acc: 0.0783	Test loss: 0.2044
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 35 43 45 50 55]
+Epoch 85 		Train Acc: 0.2808	Train loss: 0.0441	Test Acc: 0.0933	Test loss: 0.1294
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 23 35 43 45 50
+ 55]
+Epoch 86 		Train Acc: 0.2276	Train loss: 0.1147	Test Acc: 0.1149	Test loss: 0.1082
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 21 22 23 24 25
+ 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49
+ 50 51 52 53 54 55 56 57 58 59]
+Epoch 87 		Train Acc: 0.2796	Train loss: 0.0521	Test Acc: 0.3335	Test loss: 0.0414
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 20 21 22 23 24
+ 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48
+ 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 88 		Train Acc: 0.2902	Train loss: 0.0436	Test Acc: 0.3370	Test loss: 0.0410
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 20 21 22 23 24
+ 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48
+ 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 89 		Train Acc: 0.2923	Train loss: 0.1147	Test Acc: 0.3486	Test loss: 0.0400
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 20 21 22 23 24
+ 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48
+ 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 90 		Train Acc: 0.2647	Train loss: 0.0544	Test Acc: 0.3472	Test loss: 0.0403
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 20 21 22 23 24
+ 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48
+ 49 50 51 52 53 54 55 56 57 58 59]
+Epoch 91 		Train Acc: 0.3014	Train loss: 0.0429	Test Acc: 0.3514	Test loss: 0.0401
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 30 35]
+Epoch 92 		Train Acc: 0.3093	Train loss: 0.0422	Test Acc: 0.0158	Test loss: 0.6171
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 21 22 23 24 25
+ 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49
+ 50 51 52 53 54 55 56 57 58 59]
+Epoch 93 		Train Acc: 0.2693	Train loss: 0.1142	Test Acc: 0.3455	Test loss: 0.0401
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 21 22 23 24 25
+ 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49
+ 50 51 52 53 54 55 56 57 58 59]
+Epoch 94 		Train Acc: 0.2879	Train loss: 0.0511	Test Acc: 0.3461	Test loss: 0.0414
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 21 22 23 24 25
+ 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49
+ 50 51 52 53 54 55 56 57 58 59]
+Epoch 95 		Train Acc: 0.3027	Train loss: 0.0426	Test Acc: 0.3278	Test loss: 0.0414
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 21 24 26 27 30
+ 32 34 35 36 37 39 41 45 46 47 48 49 50 51 53 55 56 57 59]
+Epoch 96 		Train Acc: 0.3150	Train loss: 0.0418	Test Acc: 0.3552	Test loss: 0.0397
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 27 30 32 35 36
+ 37 39 41 45 46 47 51 56 57]
+Epoch 97 		Train Acc: 0.3143	Train loss: 0.1098	Test Acc: 0.3024	Test loss: 0.0498
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 23 24 26 27 30 32
+ 36 37 39 41 45 46 47 49 51 55 56 57]
+Epoch 98 		Train Acc: 0.3184	Train loss: 0.0413	Test Acc: 0.2951	Test loss: 0.0528
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 23 24 26 27 30
+ 32 34 36 37 39 41 45 46 47 49 51 55 56 57]
+Epoch 99 		Train Acc: 0.3185	Train loss: 0.0416	Test Acc: 0.2959	Test loss: 0.0519
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 23 24 26 27 34
+ 36 37 39 46 49 51 55 56 57]
+Epoch 100		Train Acc: 0.3736	Train loss: 0.0437	Test Acc: 0.3409	Test loss: 0.0442
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 23 24 26 27 34
+ 36 37 39 49 51 55 56]
+Epoch 101		Train Acc: 0.3713	Train loss: 0.0981	Test Acc: 0.3577	Test loss: 0.0415
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 26 27]
+Epoch 102		Train Acc: 0.3842	Train loss: 0.0365	Test Acc: 0.3568	Test loss: 0.0423
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 26 27]
+Epoch 103		Train Acc: 0.3898	Train loss: 0.0424	Test Acc: 0.3546	Test loss: 0.0426
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 104		Train Acc: 0.3781	Train loss: 0.0981	Test Acc: 0.3463	Test loss: 0.0436
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 105		Train Acc: 0.3917	Train loss: 0.0364	Test Acc: 0.3465	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 106		Train Acc: 0.3922	Train loss: 0.0364	Test Acc: 0.3588	Test loss: 0.0420
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 107		Train Acc: 0.3949	Train loss: 0.0423	Test Acc: 0.3589	Test loss: 0.0420
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 108		Train Acc: 0.3807	Train loss: 0.0989	Test Acc: 0.3558	Test loss: 0.0422
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 109		Train Acc: 0.3947	Train loss: 0.0365	Test Acc: 0.3597	Test loss: 0.0418
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 110		Train Acc: 0.3982	Train loss: 0.0421	Test Acc: 0.3605	Test loss: 0.0414
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 111		Train Acc: 0.4011	Train loss: 0.0361	Test Acc: 0.3653	Test loss: 0.0412
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 112		Train Acc: 0.3862	Train loss: 0.0948	Test Acc: 0.3671	Test loss: 0.0407
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 113		Train Acc: 0.3916	Train loss: 0.0423	Test Acc: 0.3618	Test loss: 0.0414
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 114		Train Acc: 0.3956	Train loss: 0.0360	Test Acc: 0.3520	Test loss: 0.0428
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 115		Train Acc: 0.3990	Train loss: 0.0361	Test Acc: 0.3597	Test loss: 0.0417
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 116		Train Acc: 0.3839	Train loss: 0.1009	Test Acc: 0.3667	Test loss: 0.0405
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 117		Train Acc: 0.4016	Train loss: 0.0360	Test Acc: 0.3614	Test loss: 0.0416
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 118		Train Acc: 0.3975	Train loss: 0.0360	Test Acc: 0.3501	Test loss: 0.0429
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 119		Train Acc: 0.3775	Train loss: 0.0961	Test Acc: 0.3629	Test loss: 0.0410
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 120		Train Acc: 0.3947	Train loss: 0.0425	Test Acc: 0.3559	Test loss: 0.0420
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 121		Train Acc: 0.4007	Train loss: 0.0360	Test Acc: 0.3563	Test loss: 0.0422
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 122		Train Acc: 0.3942	Train loss: 0.0361	Test Acc: 0.3604	Test loss: 0.0416
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 123		Train Acc: 0.3834	Train loss: 0.1051	Test Acc: 0.3622	Test loss: 0.0410
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 124		Train Acc: 0.4009	Train loss: 0.0360	Test Acc: 0.3547	Test loss: 0.0424
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 125		Train Acc: 0.3979	Train loss: 0.0361	Test Acc: 0.3570	Test loss: 0.0420
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 126		Train Acc: 0.3990	Train loss: 0.0421	Test Acc: 0.3656	Test loss: 0.0401
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 127		Train Acc: 0.3968	Train loss: 0.0911	Test Acc: 0.3476	Test loss: 0.0435
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 128		Train Acc: 0.4005	Train loss: 0.0363	Test Acc: 0.3501	Test loss: 0.0432
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 129		Train Acc: 0.3976	Train loss: 0.0428	Test Acc: 0.3671	Test loss: 0.0402
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 130		Train Acc: 0.3941	Train loss: 0.0362	Test Acc: 0.3534	Test loss: 0.0424
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 131		Train Acc: 0.3819	Train loss: 0.1006	Test Acc: 0.3436	Test loss: 0.0436
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 132		Train Acc: 0.3869	Train loss: 0.0365	Test Acc: 0.3601	Test loss: 0.0412
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 133		Train Acc: 0.4032	Train loss: 0.0419	Test Acc: 0.3538	Test loss: 0.0427
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 134		Train Acc: 0.3948	Train loss: 0.0954	Test Acc: 0.3561	Test loss: 0.0421
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 46]
+Epoch 135		Train Acc: 0.3844	Train loss: 0.0368	Test Acc: 0.3659	Test loss: 0.0403
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 21 22 27 46 53 54
+ 57]
+Epoch 136		Train Acc: 0.4056	Train loss: 0.0418	Test Acc: 0.3802	Test loss: 0.0383
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 21 22 24 27 40 41
+ 53 54 57 59]
+Epoch 137		Train Acc: 0.3968	Train loss: 0.0360	Test Acc: 0.3844	Test loss: 0.0376
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 21 53 59]
+Epoch 138		Train Acc: 0.3842	Train loss: 0.0961	Test Acc: 0.3684	Test loss: 0.0402
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 21 53 59]
+Epoch 139		Train Acc: 0.4012	Train loss: 0.0421	Test Acc: 0.3611	Test loss: 0.0415
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 140		Train Acc: 0.3977	Train loss: 0.0361	Test Acc: 0.3534	Test loss: 0.0427
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 141		Train Acc: 0.4009	Train loss: 0.0360	Test Acc: 0.3531	Test loss: 0.0431
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 142		Train Acc: 0.3816	Train loss: 0.1031	Test Acc: 0.3665	Test loss: 0.0409
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 143		Train Acc: 0.3934	Train loss: 0.0361	Test Acc: 0.3504	Test loss: 0.0436
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 144		Train Acc: 0.3918	Train loss: 0.0365	Test Acc: 0.3567	Test loss: 0.0430
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 55]
+Epoch 145		Train Acc: 0.3929	Train loss: 0.0364	Test Acc: 0.3675	Test loss: 0.0404
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 55]
+Epoch 146		Train Acc: 0.3840	Train loss: 0.1087	Test Acc: 0.3592	Test loss: 0.0409
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 147		Train Acc: 0.3920	Train loss: 0.0363	Test Acc: 0.3421	Test loss: 0.0438
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 148		Train Acc: 0.3969	Train loss: 0.0364	Test Acc: 0.3483	Test loss: 0.0426
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 149		Train Acc: 0.3889	Train loss: 0.1028	Test Acc: 0.3488	Test loss: 0.0426
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 150		Train Acc: 0.4001	Train loss: 0.0363	Test Acc: 0.3409	Test loss: 0.0437
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 45]
+Epoch 151		Train Acc: 0.3858	Train loss: 0.0368	Test Acc: 0.3767	Test loss: 0.0388
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 152		Train Acc: 0.3943	Train loss: 0.0428	Test Acc: 0.3476	Test loss: 0.0434
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 45 55]
+Epoch 153		Train Acc: 0.3868	Train loss: 0.0949	Test Acc: 0.3447	Test loss: 0.0433
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 24 43 45 47 54
+ 55]
+Epoch 154		Train Acc: 0.3910	Train loss: 0.0367	Test Acc: 0.3786	Test loss: 0.0377
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 43 45 47 55 56]
+Epoch 155		Train Acc: 0.3914	Train loss: 0.0427	Test Acc: 0.3727	Test loss: 0.0389
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 22 24 43 45 47
+ 54 55 56]
+Epoch 156		Train Acc: 0.3951	Train loss: 0.0366	Test Acc: 0.3798	Test loss: 0.0382
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 22 24 26 31 41
+ 43 45 47 50 52 54 55 56]
+Epoch 157		Train Acc: 0.3911	Train loss: 0.0947	Test Acc: 0.3922	Test loss: 0.0371
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 22 24 31 43 45
+ 47 52 55 56]
+Epoch 158		Train Acc: 0.3934	Train loss: 0.0364	Test Acc: 0.3892	Test loss: 0.0369
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 22 24 26 28 29
+ 31 38 43 45 46 47 51 52 54 55 56 59]
+Epoch 159		Train Acc: 0.3992	Train loss: 0.0417	Test Acc: 0.3890	Test loss: 0.0369
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 22 24 26 27 28
+ 29 31 33 37 38 43 45 46 47 49 50 51 52 54 55 56]
+Epoch 160		Train Acc: 0.4046	Train loss: 0.0357	Test Acc: 0.3938	Test loss: 0.0366
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 22 24 26 27 28
+ 29 31 37 38 43 45 46 47 49 50 51 52 54 55 56 57]
+Epoch 161		Train Acc: 0.3826	Train loss: 0.1005	Test Acc: 0.3964	Test loss: 0.0364
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 24 26 27 28 29
+ 31 37 38 43 45 46 47 50 54 55 56 57]
+Epoch 162		Train Acc: 0.4027	Train loss: 0.0418	Test Acc: 0.3990	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 27 28 37 45 47
+ 50 54 56]
+Epoch 163		Train Acc: 0.4148	Train loss: 0.0350	Test Acc: 0.3998	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 20 27 28 31 37 45
+ 48 54 56]
+Epoch 164		Train Acc: 0.4001	Train loss: 0.0949	Test Acc: 0.4020	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 28 45 54]
+Epoch 165		Train Acc: 0.3990	Train loss: 0.0424	Test Acc: 0.4003	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 28]
+Epoch 166		Train Acc: 0.4021	Train loss: 0.0358	Test Acc: 0.3991	Test loss: 0.0364
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 167		Train Acc: 0.4000	Train loss: 0.0356	Test Acc: 0.3982	Test loss: 0.0365
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 168		Train Acc: 0.4070	Train loss: 0.1014	Test Acc: 0.3981	Test loss: 0.0364
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 31]
+Epoch 169		Train Acc: 0.4060	Train loss: 0.0355	Test Acc: 0.3974	Test loss: 0.0364
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 170		Train Acc: 0.4081	Train loss: 0.0356	Test Acc: 0.3982	Test loss: 0.0364
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 171		Train Acc: 0.4008	Train loss: 0.0358	Test Acc: 0.3982	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 172		Train Acc: 0.3991	Train loss: 0.0993	Test Acc: 0.3984	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 173		Train Acc: 0.4049	Train loss: 0.0355	Test Acc: 0.3987	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 174		Train Acc: 0.4018	Train loss: 0.0357	Test Acc: 0.3987	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 175		Train Acc: 0.4048	Train loss: 0.0416	Test Acc: 0.3985	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 176		Train Acc: 0.3898	Train loss: 0.0989	Test Acc: 0.3984	Test loss: 0.0364
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 22 31 34 39 41 50
+ 52 59]
+Epoch 177		Train Acc: 0.4043	Train loss: 0.0356	Test Acc: 0.3987	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 178		Train Acc: 0.4030	Train loss: 0.0415	Test Acc: 0.3990	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 179		Train Acc: 0.3904	Train loss: 0.0988	Test Acc: 0.3987	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 180		Train Acc: 0.4052	Train loss: 0.0355	Test Acc: 0.3987	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 181		Train Acc: 0.4098	Train loss: 0.0415	Test Acc: 0.3996	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 182		Train Acc: 0.4096	Train loss: 0.0356	Test Acc: 0.3984	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 183		Train Acc: 0.3882	Train loss: 0.0974	Test Acc: 0.3980	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 184		Train Acc: 0.3997	Train loss: 0.0360	Test Acc: 0.3982	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 185		Train Acc: 0.4061	Train loss: 0.0415	Test Acc: 0.3989	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 186		Train Acc: 0.4120	Train loss: 0.0355	Test Acc: 0.3992	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 187		Train Acc: 0.3886	Train loss: 0.0925	Test Acc: 0.3986	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 188		Train Acc: 0.4014	Train loss: 0.0418	Test Acc: 0.3978	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 189		Train Acc: 0.4025	Train loss: 0.0359	Test Acc: 0.3975	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 190		Train Acc: 0.4046	Train loss: 0.0356	Test Acc: 0.3971	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 191		Train Acc: 0.3885	Train loss: 0.1060	Test Acc: 0.3982	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 192		Train Acc: 0.4012	Train loss: 0.0357	Test Acc: 0.3980	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 193		Train Acc: 0.4040	Train loss: 0.0358	Test Acc: 0.3986	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 194		Train Acc: 0.3855	Train loss: 0.1015	Test Acc: 0.3991	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 195		Train Acc: 0.4068	Train loss: 0.0356	Test Acc: 0.3992	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 196		Train Acc: 0.4017	Train loss: 0.0358	Test Acc: 0.3989	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 197		Train Acc: 0.3991	Train loss: 0.0361	Test Acc: 0.3984	Test loss: 0.0362
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 198		Train Acc: 0.3861	Train loss: 0.1058	Test Acc: 0.3972	Test loss: 0.0363
+FLDetector Defense: Benign idx: [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17]
+Epoch 199		Train Acc: 0.4068	Train loss: 0.0357	Test Acc: 0.3965	Test loss: 0.0363
+Training finished on Tue Mar 10 20:43:48 2026 using 61 minutes and 29 seconds in total.