2025-09-24 14:31:33,140 [INFO ] [logger.py:dumpArgs:73]	 Starting with arguments
{"name": "cifar10", "dataset": {"path": "../../datasets/cifar10", "image_size": 224, "sensor_size": 56}, "output": "./models/robust/cifar10/", "seed": 1337, "verbose": 1, "cuda_index": 0, "masks": [], "drop": {"name": "block-dropout"}, "training_iterations": 1000, "batch_size": 50, "validate_every": 10, "patience": 5, "evaluate_training": false, "teacher": null, "optimizer": {"name": "adam"}, "scheduler": {}, "masked_weight": 1.0, "dirichlet_weight": 0.0, "clean_weight": 0.0, "use_logits": true, "input": null, "architecture": {"name": "resnet_dirichlet", "activation": "identity"}}
2025-09-24 14:31:33,154 [INFO ] [learn_dirichlet_network.py:<module>:77]	 Starting to train cifar10
2025-09-24 14:31:33,154 [INFO ] [loader.py:getDatasetSplits:21]	 Loading CIFAR10 dataset from ../../datasets/cifar10
2025-09-24 14:31:33,154 [INFO ] [baselines.py:createCIFAR10Dataset:102]	 Using 10 CIFAR10 targets: ['airplane', 'automobile', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']
2025-09-24 14:31:33,194 [INFO ] [baselines.py:getTransform:24]	 Resizing images from 32 to 224
2025-09-24 14:31:33,194 [INFO ] [baselines.py:getTransform:37]	 Applying CIFAR10 standard normalization
2025-09-24 14:31:34,344 [INFO ] [torch_utils.py:split:72]	 Split training from 50000 into 35000 training images and 15000 validation images. Found 10000 testing images.
2025-09-24 14:31:34,370 [INFO ] [util.py:selectDevice:88]	 Using cuda:0 for tensor calculations
2025-09-24 14:31:34,677 [INFO ] [learn_dirichlet_network.py:<module>:105]	 Constructing neural network
2025-09-24 14:31:34,677 [INFO ] [loader.py:createRegressor:52]	 Using Resnet18 DMV architecture with {'activation': 'identity'}
2025-09-24 14:31:34,677 [INFO ] [loader.py:_ensureDatasetInfoSet:27]	 Constructing ResNet Dirichlet with 10 targets and 3 channels
2025-09-24 14:31:34,677 [INFO ] [resnet.py:__init__:47]	 Creating new Resnet with pretrained weights
2025-09-24 14:31:34,818 [INFO ] [resnet.py:__init__:62]	 Replacing final layer in Resnet for 10 classes
2025-09-24 14:31:34,819 [INFO ] [resnet.py:_createResnetConv2dWithChannels:100]	 Using randomized first layer weights for Resnet DMV
2025-09-24 14:31:34,828 [ERROR] [learn_dirichlet_network.py:<module>:121]	 Using new model to predict phi values
2025-09-24 14:31:34,828 [INFO ] [learn_dirichlet_network.py:<module>:125]	 Network has 11184778 parameters
2025-09-24 14:31:34,828 [INFO ] [util.py:getOptimizer:104]	 Adam optimizer configuration: {}
2025-09-24 14:31:34,829 [INFO ] [learn_dirichlet_network.py:<module>:161]	 Using random dropping with arguments {'name': 'block-dropout'}
2025-09-24 14:31:59,330 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 24.50114 seconds
2025-09-24 14:31:59,331 [INFO ] [learn_dirichlet_network.py:<module>:199]	 Initial validation accuracy tensor([0.0991])
2025-09-24 14:32:30,302 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 30.97078 seconds
2025-09-24 14:32:30,302 [INFO ] [learn_dirichlet_network.py:<module>:203]	 Initial validation error 2.3307571411132812
2025-09-24 14:32:30,302 [INFO ] [learn_dirichlet_network.py:<module>:206]	 Starting network learning
2025-09-24 14:34:04,334 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 1/1000 in 94.02596 seconds - error: 1.9173913875647954
2025-09-24 14:34:04,335 [INFO ] [learn_dirichlet_network.py:<module>:247]	 Evaluating the model via validation data
2025-09-24 14:34:04,335 [INFO ] [learn_dirichlet_network.py:<module>:252]	 Saving model at iteration 1 to ./models/robust/cifar10/cifar10-20250924-143133-1.pklz
2025-09-24 14:34:28,284 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 22.31377 seconds
2025-09-24 14:34:28,285 [INFO ] [learn_dirichlet_network.py:<module>:259]	 Validation accuracy: tensor([0.3981])
2025-09-24 14:35:01,910 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 33.62545 seconds
2025-09-24 14:35:01,911 [INFO ] [learn_dirichlet_network.py:<module>:272]	 Found new best model with error 1.8832610845565796 < prev best 2.3307571411132812
2025-09-24 14:36:36,028 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 2/1000 in 94.11214 seconds - error: 1.6781337603500912
2025-09-24 14:38:11,143 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 3/1000 in 95.11401 seconds - error: 1.5633489974907466
2025-09-24 14:39:44,971 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 4/1000 in 93.82807 seconds - error: 1.4993039221423012
2025-09-24 14:41:19,487 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 5/1000 in 94.51569 seconds - error: 1.4484845816237586
2025-09-24 14:42:54,122 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 6/1000 in 94.63495 seconds - error: 1.4044534015655517
2025-09-24 14:44:27,706 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 7/1000 in 93.58362 seconds - error: 1.3684096589258739
2025-09-24 14:46:01,332 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 8/1000 in 93.62611 seconds - error: 1.3483829214743206
2025-09-24 14:47:37,227 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 9/1000 in 95.89517 seconds - error: 1.3133955021415438
2025-09-24 14:49:11,114 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 10/1000 in 93.88657 seconds - error: 1.2915311566420964
2025-09-24 14:50:44,610 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 11/1000 in 93.49551 seconds - error: 1.2704254010745457
2025-09-24 14:50:44,610 [INFO ] [learn_dirichlet_network.py:<module>:247]	 Evaluating the model via validation data
2025-09-24 14:50:44,610 [INFO ] [learn_dirichlet_network.py:<module>:252]	 Saving model at iteration 11 to ./models/robust/cifar10/cifar10-20250924-143133-11.pklz
2025-09-24 14:51:08,443 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 22.19730 seconds
2025-09-24 14:51:08,444 [INFO ] [learn_dirichlet_network.py:<module>:259]	 Validation accuracy: tensor([0.5410])
2025-09-24 14:51:42,344 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 33.90019 seconds
2025-09-24 14:51:42,344 [INFO ] [learn_dirichlet_network.py:<module>:272]	 Found new best model with error 1.3951448202133179 < prev best 1.8832610845565796
2025-09-24 14:53:15,863 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 12/1000 in 93.51319 seconds - error: 1.251372054048947
2025-09-24 14:54:55,127 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 13/1000 in 99.26378 seconds - error: 1.2292199300016675
2025-09-24 14:56:30,388 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 14/1000 in 95.26118 seconds - error: 1.2113995207207544
2025-09-24 14:58:04,582 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 15/1000 in 94.19364 seconds - error: 1.1892644988639014
2025-09-24 14:59:38,255 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 16/1000 in 93.67317 seconds - error: 1.1814513235432762
2025-09-24 15:01:12,371 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 17/1000 in 94.11565 seconds - error: 1.1581355458498002
2025-09-24 15:02:48,137 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 18/1000 in 95.76523 seconds - error: 1.1537088547434127
2025-09-24 15:04:22,772 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 19/1000 in 94.63508 seconds - error: 1.140444294469697
2025-09-24 15:05:56,907 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 20/1000 in 94.13467 seconds - error: 1.1299754594905036
2025-09-24 15:07:31,215 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 21/1000 in 94.30760 seconds - error: 1.1159702120508466
2025-09-24 15:07:31,215 [INFO ] [learn_dirichlet_network.py:<module>:247]	 Evaluating the model via validation data
2025-09-24 15:07:31,215 [INFO ] [learn_dirichlet_network.py:<module>:252]	 Saving model at iteration 21 to ./models/robust/cifar10/cifar10-20250924-143133-21.pklz
2025-09-24 15:07:54,943 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 22.13596 seconds
2025-09-24 15:07:54,944 [INFO ] [learn_dirichlet_network.py:<module>:259]	 Validation accuracy: tensor([0.5407])
2025-09-24 15:08:28,653 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 33.70962 seconds
2025-09-24 15:08:28,654 [INFO ] [learn_dirichlet_network.py:<module>:272]	 Found new best model with error 1.3481419086456299 < prev best 1.3951448202133179
2025-09-24 15:10:04,163 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 22/1000 in 95.50374 seconds - error: 1.1120369260651726
2025-09-24 15:11:38,512 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 23/1000 in 94.34849 seconds - error: 1.1011004622493472
2025-09-24 15:13:12,123 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 24/1000 in 93.61107 seconds - error: 1.0932103818655015
2025-09-24 15:14:46,262 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 25/1000 in 94.13870 seconds - error: 1.0895031876223429
2025-09-24 15:16:20,973 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 26/1000 in 94.71118 seconds - error: 1.0818975692987443
2025-09-24 15:17:56,229 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 27/1000 in 95.25607 seconds - error: 1.074527726173401
2025-09-24 15:19:30,152 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 28/1000 in 93.92266 seconds - error: 1.0650858548709325
2025-09-24 15:21:04,275 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 29/1000 in 94.12308 seconds - error: 1.064422973734992
2025-09-24 15:22:39,068 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 30/1000 in 94.79290 seconds - error: 1.0557961492027554
2025-09-24 15:24:12,397 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 31/1000 in 93.32875 seconds - error: 1.0536727643864496
2025-09-24 15:24:12,398 [INFO ] [learn_dirichlet_network.py:<module>:247]	 Evaluating the model via validation data
2025-09-24 15:24:12,398 [INFO ] [learn_dirichlet_network.py:<module>:252]	 Saving model at iteration 31 to ./models/robust/cifar10/cifar10-20250924-143133-31.pklz
2025-09-24 15:24:35,982 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 21.91709 seconds
2025-09-24 15:24:35,983 [INFO ] [learn_dirichlet_network.py:<module>:259]	 Validation accuracy: tensor([0.5438])
2025-09-24 15:25:09,614 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 33.63151 seconds
2025-09-24 15:25:09,615 [INFO ] [learn_dirichlet_network.py:<module>:272]	 Found new best model with error 1.3417059183120728 < prev best 1.3481419086456299
2025-09-24 15:26:43,458 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 32/1000 in 93.83824 seconds - error: 1.0486748899732317
2025-09-24 15:28:17,603 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 33/1000 in 94.14479 seconds - error: 1.0454138435636249
2025-09-24 15:29:51,190 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 34/1000 in 93.58679 seconds - error: 1.0421145010846002
2025-09-24 15:31:24,914 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 35/1000 in 93.72423 seconds - error: 1.0435098184006555
2025-09-24 15:33:00,339 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 36/1000 in 95.42418 seconds - error: 1.0411785612787519
2025-09-24 15:34:34,074 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 37/1000 in 93.73515 seconds - error: 1.031540928568159
2025-09-24 15:36:07,667 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 38/1000 in 93.59269 seconds - error: 1.029296516265188
2025-09-24 15:37:40,871 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 39/1000 in 93.20357 seconds - error: 1.029900695681572
2025-09-24 15:39:14,433 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 40/1000 in 93.56178 seconds - error: 1.021347623893193
2025-09-24 15:40:48,581 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 41/1000 in 94.14837 seconds - error: 1.0265227093015399
2025-09-24 15:40:48,581 [INFO ] [learn_dirichlet_network.py:<module>:247]	 Evaluating the model via validation data
2025-09-24 15:40:48,582 [INFO ] [learn_dirichlet_network.py:<module>:252]	 Saving model at iteration 41 to ./models/robust/cifar10/cifar10-20250924-143133-41.pklz
2025-09-24 15:41:12,569 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 22.40381 seconds
2025-09-24 15:41:12,570 [INFO ] [learn_dirichlet_network.py:<module>:259]	 Validation accuracy: tensor([0.5359])
2025-09-24 15:41:46,379 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 33.80917 seconds
2025-09-24 15:41:46,379 [INFO ] [learn_dirichlet_network.py:<module>:265]	 Worsening on valid 1.3756332397460938 > prev best 1.3417059183120728, patience 0 / 5
2025-09-24 15:43:19,779 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 42/1000 in 93.39911 seconds - error: 1.0194421288796833
2025-09-24 15:44:53,347 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 43/1000 in 93.56784 seconds - error: 1.0169276166813714
2025-09-24 15:46:26,794 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 44/1000 in 93.44719 seconds - error: 1.015215521114213
2025-09-24 15:48:01,775 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 45/1000 in 94.97997 seconds - error: 1.014124971968787
2025-09-24 15:49:35,175 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 46/1000 in 93.39974 seconds - error: 1.0142631426027844
2025-09-24 15:51:08,308 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 47/1000 in 93.13270 seconds - error: 1.0090488535165787
2025-09-24 15:52:41,935 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 48/1000 in 93.62693 seconds - error: 1.0071425031764167
2025-09-24 15:54:15,210 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 49/1000 in 93.27507 seconds - error: 1.0092995065024921
2025-09-24 15:55:48,376 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 50/1000 in 93.16535 seconds - error: 1.0059879298721042
2025-09-24 15:57:21,962 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 51/1000 in 93.58644 seconds - error: 1.0046637697730745
2025-09-24 15:57:21,962 [INFO ] [learn_dirichlet_network.py:<module>:247]	 Evaluating the model via validation data
2025-09-24 15:57:21,963 [INFO ] [learn_dirichlet_network.py:<module>:252]	 Saving model at iteration 51 to ./models/robust/cifar10/cifar10-20250924-143133-51.pklz
2025-09-24 15:57:45,322 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 21.77354 seconds
2025-09-24 15:57:45,323 [INFO ] [learn_dirichlet_network.py:<module>:259]	 Validation accuracy: tensor([0.5477])
2025-09-24 15:58:18,827 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 33.50408 seconds
2025-09-24 15:58:18,827 [INFO ] [learn_dirichlet_network.py:<module>:265]	 Worsening on valid 1.3755311965942383 > prev best 1.3417059183120728, patience 1 / 5
2025-09-24 15:59:52,032 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 52/1000 in 93.20493 seconds - error: 1.0059470658642906
2025-09-24 16:01:25,793 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 53/1000 in 93.76027 seconds - error: 0.9992201486655644
2025-09-24 16:03:01,098 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 54/1000 in 95.30569 seconds - error: 0.9989129814931325
2025-09-24 16:04:34,563 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 55/1000 in 93.46445 seconds - error: 1.0015825643709728
2025-09-24 16:06:07,702 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 56/1000 in 93.13889 seconds - error: 0.9973818503958838
2025-09-24 16:07:40,708 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 57/1000 in 93.00611 seconds - error: 0.9965034049749374
2025-09-24 16:09:14,476 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 58/1000 in 93.76740 seconds - error: 0.9974114735211644
2025-09-24 16:10:47,792 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 59/1000 in 93.31524 seconds - error: 0.9960905478681836
2025-09-24 16:12:21,237 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 60/1000 in 93.44576 seconds - error: 0.9900816032716206
2025-09-24 16:13:55,555 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 61/1000 in 94.31723 seconds - error: 0.994262781568936
2025-09-24 16:13:55,555 [INFO ] [learn_dirichlet_network.py:<module>:247]	 Evaluating the model via validation data
2025-09-24 16:13:55,555 [INFO ] [learn_dirichlet_network.py:<module>:252]	 Saving model at iteration 61 to ./models/robust/cifar10/cifar10-20250924-143133-61.pklz
2025-09-24 16:14:19,179 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 22.00990 seconds
2025-09-24 16:14:19,179 [INFO ] [learn_dirichlet_network.py:<module>:259]	 Validation accuracy: tensor([0.5407])
2025-09-24 16:14:52,866 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 33.68707 seconds
2025-09-24 16:14:52,867 [INFO ] [learn_dirichlet_network.py:<module>:265]	 Worsening on valid 1.4258195161819458 > prev best 1.3417059183120728, patience 2 / 5
2025-09-24 16:16:27,023 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 62/1000 in 94.15655 seconds - error: 0.9926603943961008
2025-09-24 16:18:03,003 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 63/1000 in 95.97934 seconds - error: 0.9892880992378508
2025-09-24 16:19:34,623 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 64/1000 in 91.62056 seconds - error: 0.9843652835062572
2025-09-24 16:21:01,359 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 65/1000 in 86.73560 seconds - error: 0.9876137688330242
2025-09-24 16:22:28,184 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 66/1000 in 86.82446 seconds - error: 0.984393338901656
2025-09-24 16:23:55,338 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 67/1000 in 87.15406 seconds - error: 0.9855879890067237
2025-09-24 16:25:21,921 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 68/1000 in 86.58287 seconds - error: 0.9876438326495034
2025-09-24 16:26:48,625 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 69/1000 in 86.70432 seconds - error: 0.9814568631138121
2025-09-24 16:28:14,974 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 70/1000 in 86.34886 seconds - error: 0.9841701073305947
2025-09-24 16:29:41,679 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 71/1000 in 86.70450 seconds - error: 0.9813487093789237
2025-09-24 16:29:41,679 [INFO ] [learn_dirichlet_network.py:<module>:247]	 Evaluating the model via validation data
2025-09-24 16:29:41,679 [INFO ] [learn_dirichlet_network.py:<module>:252]	 Saving model at iteration 71 to ./models/robust/cifar10/cifar10-20250924-143133-71.pklz
2025-09-24 16:30:02,680 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 19.51590 seconds
2025-09-24 16:30:02,680 [INFO ] [learn_dirichlet_network.py:<module>:259]	 Validation accuracy: tensor([0.5254])
2025-09-24 16:30:33,527 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 30.84684 seconds
2025-09-24 16:30:33,528 [INFO ] [learn_dirichlet_network.py:<module>:265]	 Worsening on valid 1.3748801946640015 > prev best 1.3417059183120728, patience 3 / 5
2025-09-24 16:31:59,850 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 72/1000 in 86.32212 seconds - error: 0.9847222650902612
2025-09-24 16:33:26,269 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 73/1000 in 86.41901 seconds - error: 0.9781477162667683
2025-09-24 16:34:52,831 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 74/1000 in 86.56214 seconds - error: 0.9784643124682563
2025-09-24 16:36:19,409 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 75/1000 in 86.57755 seconds - error: 0.9757220968178341
2025-09-24 16:37:46,131 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 76/1000 in 86.72235 seconds - error: 0.9806931783897536
2025-09-24 16:39:12,950 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 77/1000 in 86.81897 seconds - error: 0.9795510940040861
2025-09-24 16:40:39,488 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 78/1000 in 86.53764 seconds - error: 0.9813644637380328
2025-09-24 16:42:05,877 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 79/1000 in 86.38843 seconds - error: 0.9798225518635341
2025-09-24 16:43:32,503 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 80/1000 in 86.62586 seconds - error: 0.9760728182111468
2025-09-24 16:44:59,484 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 81/1000 in 86.98058 seconds - error: 0.9739638847112656
2025-09-24 16:44:59,484 [INFO ] [learn_dirichlet_network.py:<module>:247]	 Evaluating the model via validation data
2025-09-24 16:44:59,484 [INFO ] [learn_dirichlet_network.py:<module>:252]	 Saving model at iteration 81 to ./models/robust/cifar10/cifar10-20250924-143133-81.pklz
2025-09-24 16:45:20,624 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 19.64471 seconds
2025-09-24 16:45:20,625 [INFO ] [learn_dirichlet_network.py:<module>:259]	 Validation accuracy: tensor([0.5345])
2025-09-24 16:45:51,419 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 30.79375 seconds
2025-09-24 16:45:51,419 [INFO ] [learn_dirichlet_network.py:<module>:265]	 Worsening on valid 1.3514267206192017 > prev best 1.3417059183120728, patience 4 / 5
2025-09-24 16:47:17,934 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 82/1000 in 86.51528 seconds - error: 0.9753138592413494
2025-09-24 16:48:44,347 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 83/1000 in 86.41206 seconds - error: 0.9714235367519515
2025-09-24 16:50:10,804 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 84/1000 in 86.45722 seconds - error: 0.9774242284468242
2025-09-24 16:51:37,171 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 85/1000 in 86.36676 seconds - error: 0.9712481191328594
2025-09-24 16:53:03,652 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 86/1000 in 86.48065 seconds - error: 0.9736112573317119
2025-09-24 16:54:29,890 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 87/1000 in 86.23775 seconds - error: 0.9741133086170469
2025-09-24 16:55:56,322 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 88/1000 in 86.43179 seconds - error: 0.9716606301920755
2025-09-24 16:57:22,735 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 89/1000 in 86.41358 seconds - error: 0.970310273213046
2025-09-24 16:58:48,991 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 90/1000 in 86.25579 seconds - error: 0.9710669594151633
2025-09-24 17:00:15,285 [INFO ] [learn_dirichlet_network.py:<module>:242]	 cifar10 iteration 91/1000 in 86.29337 seconds - error: 0.9687055418746812
2025-09-24 17:00:15,285 [INFO ] [learn_dirichlet_network.py:<module>:247]	 Evaluating the model via validation data
2025-09-24 17:00:15,285 [INFO ] [learn_dirichlet_network.py:<module>:252]	 Saving model at iteration 91 to ./models/robust/cifar10/cifar10-20250924-143133-91.pklz
2025-09-24 17:00:36,293 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 19.52334 seconds
2025-09-24 17:00:36,294 [INFO ] [learn_dirichlet_network.py:<module>:259]	 Validation accuracy: tensor([0.5400])
2025-09-24 17:01:07,135 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 30.84138 seconds
2025-09-24 17:01:07,135 [INFO ] [learn_dirichlet_network.py:<module>:265]	 Worsening on valid 1.4071635007858276 > prev best 1.3417059183120728, patience 5 / 5
2025-09-24 17:01:07,135 [INFO ] [learn_dirichlet_network.py:<module>:267]	 Exceeding patience 5, stopping training
2025-09-24 17:01:07,135 [INFO ] [learn_dirichlet_network.py:<module>:283]	 Network learning done in 8916.83317 secs
2025-09-24 17:01:07,172 [INFO ] [learn_dirichlet_network.py:<module>:292]	 Saving model to ./models/robust/cifar10/cifar10-20250924-143133.pklz
2025-09-24 17:02:20,684 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 72.05675 seconds
2025-09-24 17:02:20,684 [INFO ] [learn_dirichlet_network.py:<module>:305]	 Loss for train is 1.0326263904571533:
tensor([1.0326])
2025-09-24 17:02:51,463 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 30.77919 seconds
2025-09-24 17:02:51,464 [INFO ] [learn_dirichlet_network.py:<module>:305]	 Loss for validate is 1.3410325050354004:
tensor([1.3410])
2025-09-24 17:03:11,965 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 20.50059 seconds
2025-09-24 17:03:11,965 [INFO ] [learn_dirichlet_network.py:<module>:305]	 Loss for test is 1.3342620134353638:
tensor([1.3343])
