2025-09-24 14:31:25,037 [INFO ] [logger.py:dumpArgs:73]	 Starting with arguments
{"name": "starcraft", "dataset": {"path": "../../datasets/starcraftimage", "image_format": "cifar10", "image_size": 224, "sensor_size": 56}, "output": "./models/robust/starcraft-cifar10/", "seed": 1337, "verbose": 1, "cuda_index": 1, "masks": [], "drop": {"name": "block-dropout"}, "training_iterations": 1000, "batch_size": 250, "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 14:31:25,037 [INFO ] [learn_dirichlet_network.py:<module>:77]	 Starting to train starcraft
2025-09-24 14:31:25,037 [INFO ] [loader.py:getDatasetSplits:27]	 Loading StarCraft dataset from ../../datasets/starcraftimage
2025-09-24 14:31:25,037 [INFO ] [starcraft.py:createStarCraftDataset:103]	 Using 10 StarCraft targets: ['Acolyte LE at Beginning', 'Acolyte LE at End', 'Abyssal Reef LE at Beginning', 'Abyssal Reef LE at End', 'Ascension to Aiur LE at Beginning', 'Ascension to Aiur LE at End', 'Mech Depot LE at Beginning', 'Mech Depot LE at End', 'Odyssey LE at Beginning', 'Odyssey LE at End']
2025-09-24 14:31:25,074 [INFO ] [baselines.py:getTransform:24]	 Resizing images from 32 to 224
2025-09-24 14:31:25,074 [INFO ] [baselines.py:getTransform:43]	 Applying 0.5 normalization
2025-09-24 14:31:26,153 [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 14:31:26,190 [INFO ] [util.py:selectDevice:88]	 Using cuda:1 for tensor calculations
2025-09-24 14:31:26,524 [INFO ] [learn_dirichlet_network.py:<module>:105]	 Constructing neural network
2025-09-24 14:31:26,524 [INFO ] [loader.py:createRegressor:52]	 Using Resnet18 DMV architecture with {'activation': 'identity'}
2025-09-24 14:31:26,524 [INFO ] [loader.py:_ensureDatasetInfoSet:27]	 Constructing ResNet Dirichlet with 10 targets and 3 channels
2025-09-24 14:31:26,524 [INFO ] [resnet.py:__init__:47]	 Creating new Resnet with pretrained weights
2025-09-24 14:31:26,674 [INFO ] [resnet.py:__init__:62]	 Replacing final layer in Resnet for 10 classes
2025-09-24 14:31:26,674 [INFO ] [resnet.py:_createResnetConv2dWithChannels:100]	 Using randomized first layer weights for Resnet DMV
2025-09-24 14:31:26,683 [ERROR] [learn_dirichlet_network.py:<module>:121]	 Using new model to predict phi values
2025-09-24 14:31:26,683 [INFO ] [learn_dirichlet_network.py:<module>:125]	 Network has 11184778 parameters
2025-09-24 14:31:26,683 [INFO ] [util.py:getOptimizer:104]	 Adam optimizer configuration: {}
2025-09-24 14:31:26,684 [INFO ] [learn_dirichlet_network.py:<module>:161]	 Using random dropping with arguments {'name': 'block-dropout'}
2025-09-24 14:31:47,996 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 21.31152 seconds
2025-09-24 14:31:47,996 [INFO ] [learn_dirichlet_network.py:<module>:199]	 Initial validation accuracy tensor([0.0945])
2025-09-24 14:32:19,017 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 31.02022 seconds
2025-09-24 14:32:19,017 [INFO ] [learn_dirichlet_network.py:<module>:203]	 Initial validation error 2.3243494033813477
2025-09-24 14:32:19,017 [INFO ] [learn_dirichlet_network.py:<module>:206]	 Starting network learning
2025-09-24 14:33:42,515 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 1/1000 in 83.49282 seconds - error: 0.7948848285845348
2025-09-24 14:33:42,515 [INFO ] [learn_dirichlet_network.py:<module>:247]	 Evaluating the model via validation data
2025-09-24 14:33:42,516 [INFO ] [learn_dirichlet_network.py:<module>:252]	 Saving model at iteration 1 to ./models/robust/starcraft-cifar10/starcraft-20250924-143125-1.pklz
2025-09-24 14:34:05,326 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 21.22585 seconds
2025-09-24 14:34:05,326 [INFO ] [learn_dirichlet_network.py:<module>:259]	 Validation accuracy: tensor([0.6869])
2025-09-24 14:34:35,527 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 30.20094 seconds
2025-09-24 14:34:35,527 [INFO ] [learn_dirichlet_network.py:<module>:272]	 Found new best model with error 0.7932412028312683 < prev best 2.3243494033813477
2025-09-24 14:35:58,424 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 2/1000 in 82.88626 seconds - error: 0.712205958366394
2025-09-24 14:37:21,213 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 3/1000 in 82.78923 seconds - error: 0.6999505136694227
2025-09-24 14:38:43,727 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 4/1000 in 82.51335 seconds - error: 0.6890508306877954
2025-09-24 14:40:06,081 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 5/1000 in 82.35400 seconds - error: 0.682875509772982
2025-09-24 14:41:28,772 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 6/1000 in 82.69073 seconds - error: 0.6758340899433408
2025-09-24 14:42:51,651 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 7/1000 in 82.87835 seconds - error: 0.6729344035897936
2025-09-24 14:44:14,246 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 8/1000 in 82.59576 seconds - error: 0.6662753420216697
2025-09-24 14:45:36,623 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 9/1000 in 82.37684 seconds - error: 0.6663159221410752
2025-09-24 14:46:59,254 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 10/1000 in 82.63081 seconds - error: 0.6587053822619574
2025-09-24 14:48:21,606 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 11/1000 in 82.35120 seconds - error: 0.6566166183778218
2025-09-24 14:48:21,606 [INFO ] [learn_dirichlet_network.py:<module>:247]	 Evaluating the model via validation data
2025-09-24 14:48:21,607 [INFO ] [learn_dirichlet_network.py:<module>:252]	 Saving model at iteration 11 to ./models/robust/starcraft-cifar10/starcraft-20250924-143125-11.pklz
2025-09-24 14:48:44,561 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 21.32851 seconds
2025-09-24 14:48:44,561 [INFO ] [learn_dirichlet_network.py:<module>:259]	 Validation accuracy: tensor([0.7241])
2025-09-24 14:49:14,379 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 29.81776 seconds
2025-09-24 14:49:14,379 [INFO ] [learn_dirichlet_network.py:<module>:272]	 Found new best model with error 0.6910322904586792 < prev best 0.7932412028312683
2025-09-24 14:50:37,139 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 12/1000 in 82.75442 seconds - error: 0.6544826303209578
2025-09-24 14:52:00,269 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 13/1000 in 83.12951 seconds - error: 0.648674365239484
2025-09-24 14:53:22,768 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 14/1000 in 82.49922 seconds - error: 0.6487008507762636
2025-09-24 14:54:47,019 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 15/1000 in 84.25028 seconds - error: 0.6445529895169394
2025-09-24 14:56:09,789 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 16/1000 in 82.77012 seconds - error: 0.637479588176523
2025-09-24 14:57:32,729 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 17/1000 in 82.93936 seconds - error: 0.6340795981032508
2025-09-24 14:58:55,176 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 18/1000 in 82.44674 seconds - error: 0.6254592806100845
2025-09-24 15:00:17,783 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 19/1000 in 82.60667 seconds - error: 0.6167213761380741
2025-09-24 15:01:40,747 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 20/1000 in 82.96398 seconds - error: 0.6110357218555041
2025-09-24 15:03:03,455 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 21/1000 in 82.70788 seconds - error: 0.6024833617465837
2025-09-24 15:03:03,455 [INFO ] [learn_dirichlet_network.py:<module>:247]	 Evaluating the model via validation data
2025-09-24 15:03:03,455 [INFO ] [learn_dirichlet_network.py:<module>:252]	 Saving model at iteration 21 to ./models/robust/starcraft-cifar10/starcraft-20250924-143125-21.pklz
2025-09-24 15:03:26,495 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 21.46181 seconds
2025-09-24 15:03:26,496 [INFO ] [learn_dirichlet_network.py:<module>:259]	 Validation accuracy: tensor([0.7373])
2025-09-24 15:03:56,277 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 29.78104 seconds
2025-09-24 15:03:56,277 [INFO ] [learn_dirichlet_network.py:<module>:265]	 Worsening on valid 0.7021271586418152 > prev best 0.6910322904586792, patience 0 / 5
2025-09-24 15:05:19,067 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 22/1000 in 82.78916 seconds - error: 0.5970810564500945
2025-09-24 15:06:41,601 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 23/1000 in 82.53451 seconds - error: 0.5809716910123826
2025-09-24 15:08:04,667 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 24/1000 in 83.06537 seconds - error: 0.5723988232868058
2025-09-24 15:09:27,895 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 25/1000 in 83.22757 seconds - error: 0.5598530311669622
2025-09-24 15:10:50,556 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 26/1000 in 82.66128 seconds - error: 0.5466943491782461
2025-09-24 15:12:13,283 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 27/1000 in 82.72671 seconds - error: 0.52915881808315
2025-09-24 15:13:35,505 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 28/1000 in 82.22171 seconds - error: 0.5119404462831361
2025-09-24 15:14:58,223 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 29/1000 in 82.71791 seconds - error: 0.4981343196971076
2025-09-24 15:16:20,791 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 30/1000 in 82.56795 seconds - error: 0.4883555835911206
2025-09-24 15:17:43,416 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 31/1000 in 82.62514 seconds - error: 0.47586439592497687
2025-09-24 15:17:43,416 [INFO ] [learn_dirichlet_network.py:<module>:247]	 Evaluating the model via validation data
2025-09-24 15:17:43,417 [INFO ] [learn_dirichlet_network.py:<module>:252]	 Saving model at iteration 31 to ./models/robust/starcraft-cifar10/starcraft-20250924-143125-31.pklz
2025-09-24 15:18:06,331 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 21.33060 seconds
2025-09-24 15:18:06,332 [INFO ] [learn_dirichlet_network.py:<module>:259]	 Validation accuracy: tensor([0.7133])
2025-09-24 15:18:36,333 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 30.00129 seconds
2025-09-24 15:18:36,333 [INFO ] [learn_dirichlet_network.py:<module>:265]	 Worsening on valid 0.8362552523612976 > prev best 0.6910322904586792, patience 1 / 5
2025-09-24 15:19:58,467 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 32/1000 in 82.13330 seconds - error: 0.46127160915306636
2025-09-24 15:21:21,331 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 33/1000 in 82.86381 seconds - error: 0.44721889389412744
2025-09-24 15:22:44,319 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 34/1000 in 82.98820 seconds - error: 0.4423856809735298
2025-09-24 15:24:06,490 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 35/1000 in 82.17120 seconds - error: 0.4275877920644624
2025-09-24 15:25:29,096 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 36/1000 in 82.60585 seconds - error: 0.4205937606947763
2025-09-24 15:26:51,918 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 37/1000 in 82.82145 seconds - error: 0.41331272508416855
2025-09-24 15:28:14,531 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 38/1000 in 82.61297 seconds - error: 0.403094223354544
2025-09-24 15:29:37,088 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 39/1000 in 82.55678 seconds - error: 0.4049536449568612
2025-09-24 15:30:59,339 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 40/1000 in 82.25084 seconds - error: 0.38859828455107553
2025-09-24 15:32:21,967 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 41/1000 in 82.62729 seconds - error: 0.3887386760541371
2025-09-24 15:32:21,967 [INFO ] [learn_dirichlet_network.py:<module>:247]	 Evaluating the model via validation data
2025-09-24 15:32:21,967 [INFO ] [learn_dirichlet_network.py:<module>:252]	 Saving model at iteration 41 to ./models/robust/starcraft-cifar10/starcraft-20250924-143125-41.pklz
2025-09-24 15:32:45,052 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 21.49368 seconds
2025-09-24 15:32:45,053 [INFO ] [learn_dirichlet_network.py:<module>:259]	 Validation accuracy: tensor([0.7237])
2025-09-24 15:33:15,049 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 29.99625 seconds
2025-09-24 15:33:15,049 [INFO ] [learn_dirichlet_network.py:<module>:265]	 Worsening on valid 0.9787272810935974 > prev best 0.6910322904586792, patience 2 / 5
2025-09-24 15:34:37,362 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 42/1000 in 82.31305 seconds - error: 0.3790232841457639
2025-09-24 15:35:59,686 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 43/1000 in 82.32311 seconds - error: 0.37424303495458194
2025-09-24 15:37:22,137 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 44/1000 in 82.45146 seconds - error: 0.3698748639651707
2025-09-24 15:38:44,419 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 45/1000 in 82.28126 seconds - error: 0.37070223007883346
2025-09-24 15:40:06,697 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 46/1000 in 82.27825 seconds - error: 0.3608394878251212
2025-09-24 15:41:30,147 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 47/1000 in 83.44938 seconds - error: 0.35729948197092326
2025-09-24 15:42:52,827 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 48/1000 in 82.67984 seconds - error: 0.35633212253451346
2025-09-24 15:44:15,190 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 49/1000 in 82.36339 seconds - error: 0.3536928706935474
2025-09-24 15:45:37,574 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 50/1000 in 82.38364 seconds - error: 0.3505388678184577
2025-09-24 15:47:00,082 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 51/1000 in 82.50717 seconds - error: 0.34991474864738326
2025-09-24 15:47:00,082 [INFO ] [learn_dirichlet_network.py:<module>:247]	 Evaluating the model via validation data
2025-09-24 15:47:00,082 [INFO ] [learn_dirichlet_network.py:<module>:252]	 Saving model at iteration 51 to ./models/robust/starcraft-cifar10/starcraft-20250924-143125-51.pklz
2025-09-24 15:47:23,045 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 21.31820 seconds
2025-09-24 15:47:23,045 [INFO ] [learn_dirichlet_network.py:<module>:259]	 Validation accuracy: tensor([0.7122])
2025-09-24 15:47:52,689 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 29.64352 seconds
2025-09-24 15:47:52,689 [INFO ] [learn_dirichlet_network.py:<module>:265]	 Worsening on valid 1.117822527885437 > prev best 0.6910322904586792, patience 3 / 5
2025-09-24 15:49:14,905 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 52/1000 in 82.21593 seconds - error: 0.3459207737020084
2025-09-24 15:50:37,289 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 53/1000 in 82.38316 seconds - error: 0.3371733139668192
2025-09-24 15:51:59,777 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 54/1000 in 82.48788 seconds - error: 0.3453346929379872
2025-09-24 15:53:22,115 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 55/1000 in 82.33817 seconds - error: 0.33519497428621564
2025-09-24 15:54:43,923 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 56/1000 in 81.80744 seconds - error: 0.33665164900677547
2025-09-24 15:56:06,125 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 57/1000 in 82.20184 seconds - error: 0.3357793431196894
2025-09-24 15:57:28,194 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 58/1000 in 82.06896 seconds - error: 0.33161760845354626
2025-09-24 15:58:50,927 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 59/1000 in 82.73284 seconds - error: 0.332405512886388
2025-09-24 16:00:13,041 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 60/1000 in 82.11419 seconds - error: 0.33025209520544324
2025-09-24 16:01:34,984 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 61/1000 in 81.94238 seconds - error: 0.33178621008992193
2025-09-24 16:01:34,984 [INFO ] [learn_dirichlet_network.py:<module>:247]	 Evaluating the model via validation data
2025-09-24 16:01:34,984 [INFO ] [learn_dirichlet_network.py:<module>:252]	 Saving model at iteration 61 to ./models/robust/starcraft-cifar10/starcraft-20250924-143125-61.pklz
2025-09-24 16:01:58,180 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 21.62149 seconds
2025-09-24 16:01:58,180 [INFO ] [learn_dirichlet_network.py:<module>:259]	 Validation accuracy: tensor([0.7208])
2025-09-24 16:02:27,906 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 29.72500 seconds
2025-09-24 16:02:27,906 [INFO ] [learn_dirichlet_network.py:<module>:265]	 Worsening on valid 1.1761091947555542 > prev best 0.6910322904586792, patience 4 / 5
2025-09-24 16:03:49,679 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 62/1000 in 81.77289 seconds - error: 0.3292697412627084
2025-09-24 16:05:11,551 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 63/1000 in 81.87161 seconds - error: 0.3247746425015586
2025-09-24 16:06:33,359 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 64/1000 in 81.80877 seconds - error: 0.32550147239651
2025-09-24 16:07:55,359 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 65/1000 in 81.99891 seconds - error: 0.32327729687094686
2025-09-24 16:09:17,629 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 66/1000 in 82.27010 seconds - error: 0.3216618603893689
2025-09-24 16:10:39,703 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 67/1000 in 82.07383 seconds - error: 0.31940183618238993
2025-09-24 16:12:01,547 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 68/1000 in 81.84383 seconds - error: 0.32426219220672337
2025-09-24 16:13:23,715 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 69/1000 in 82.16809 seconds - error: 0.317533392565591
2025-09-24 16:14:46,043 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 70/1000 in 82.32758 seconds - error: 0.3195880282138075
2025-09-24 16:16:08,263 [INFO ] [learn_dirichlet_network.py:<module>:242]	 starcraft iteration 71/1000 in 82.22018 seconds - error: 0.3169988128755774
2025-09-24 16:16:08,263 [INFO ] [learn_dirichlet_network.py:<module>:247]	 Evaluating the model via validation data
2025-09-24 16:16:08,264 [INFO ] [learn_dirichlet_network.py:<module>:252]	 Saving model at iteration 71 to ./models/robust/starcraft-cifar10/starcraft-20250924-143125-71.pklz
2025-09-24 16:16:31,104 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 21.25315 seconds
2025-09-24 16:16:31,104 [INFO ] [learn_dirichlet_network.py:<module>:259]	 Validation accuracy: tensor([0.7161])
2025-09-24 16:17:01,337 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 30.23270 seconds
2025-09-24 16:17:01,337 [INFO ] [learn_dirichlet_network.py:<module>:265]	 Worsening on valid 1.2780381441116333 > prev best 0.6910322904586792, patience 5 / 5
2025-09-24 16:17:01,337 [INFO ] [learn_dirichlet_network.py:<module>:267]	 Exceeding patience 5, stopping training
2025-09-24 16:17:01,337 [INFO ] [learn_dirichlet_network.py:<module>:283]	 Network learning done in 6282.32044 secs
2025-09-24 16:17:01,352 [INFO ] [learn_dirichlet_network.py:<module>:292]	 Saving model to ./models/robust/starcraft-cifar10/starcraft-20250924-143125.pklz
2025-09-24 16:18:12,479 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 69.54247 seconds
2025-09-24 16:18:12,479 [INFO ] [learn_dirichlet_network.py:<module>:305]	 Loss for train is 0.6659634113311768:
tensor([0.6660])
2025-09-24 16:18:42,490 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 30.01086 seconds
2025-09-24 16:18:42,491 [INFO ] [learn_dirichlet_network.py:<module>:305]	 Loss for validate is 0.6898760795593262:
tensor([0.6899])
2025-09-24 16:19:02,367 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 19.87579 seconds
2025-09-24 16:19:02,367 [INFO ] [learn_dirichlet_network.py:<module>:305]	 Loss for test is 0.6894755363464355:
tensor([0.6895])
