2025-05-08 13:41:04,641 [INFO ] [logger.py:dumpArgs:73]	 Starting with arguments
{"name": "celeba", "dataset": {"path": "../../datasets/CelebAMask/256/img", "lists_root": "datasets/celeba", "targets": ["Eyeglasses"], "attributes_path": "../../datasets/CelebAMask/1024/CelebAMask-HQ-attribute-anno.txt"}, "output": "./models/celeba/Eyeglasses/", "seed": 1337, "verbose": 1, "cuda_index": 0, "learning_rate": 0.0001, "training_iterations": 1000, "batch_size": 250, "validate_every": 10, "patience": 5, "classification": false, "evaluate_training": false, "loss": "BCELogits", "input": null, "architecture": {"name": "resnet", "momentum": 0.01, "track_running_stats": false, "activation": "identity"}, "layers": []}
2025-05-08 13:41:04,642 [INFO ] [learn_neural_network.py:<module>:60]	 Starting to train celeba
2025-05-08 13:41:04,642 [INFO ] [loader.py:getDatasetSplits:23]	 Loading CelebA dataset from ../../datasets/CelebAMask/256/img
2025-05-08 13:41:09,485 [INFO ] [celeba.py:createCelebADataset:139]	 Found 1 CelebA attributes for 30000 images: ['Eyeglasses']
2025-05-08 13:41:09,539 [INFO ] [celeba.py:createCelebADataset:149]	 Loading 26000 training images, 2000 validation images, and 2000 testing images
2025-05-08 13:41:09,539 [INFO ] [learn_neural_network.py:<module>:71]	 Constructing neural network
2025-05-08 13:41:09,539 [INFO ] [loader.py:_ensureNumClassesSet:22]	 Constructing ResNet with 1 targets
2025-05-08 13:41:09,695 [INFO ] [learn_neural_network.py:<module>:84]	 Network has 11177025 parameters
2025-05-08 13:41:09,723 [INFO ] [util.py:selectDevice:85]	 Using cuda:0 for tensor calculations
2025-05-08 13:41:13,338 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 3.37714 seconds
2025-05-08 13:41:13,338 [INFO ] [learn_neural_network.py:<module>:108]	 Initial validation error 1.074014e+00
2025-05-08 13:41:13,338 [INFO ] [learn_neural_network.py:<module>:111]	 Starting network learning
2025-05-08 13:44:18,813 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 1/1000 in 185.46734 seconds - error: 1.139705e-01
2025-05-08 13:44:18,813 [INFO ] [learn_neural_network.py:<module>:143]	 Evaluating the model via validation data
2025-05-08 13:44:18,813 [INFO ] [learn_neural_network.py:<module>:148]	 Saving model at iteration 1 to ./models/celeba/Eyeglasses/celeba-20250508-134104-1.pklz
2025-05-08 13:44:24,756 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 4.31357 seconds
2025-05-08 13:44:24,756 [INFO ] [learn_neural_network.py:<module>:166]	 Found new best model with error 2.265268e-02 < prev best 1.074014e+00
2025-05-08 13:45:20,610 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 2/1000 in 55.84862 seconds - error: 1.033705e-02
2025-05-08 13:46:16,223 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 3/1000 in 55.61248 seconds - error: 5.331640e-03
2025-05-08 13:47:12,101 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 4/1000 in 55.87814 seconds - error: 3.556400e-03
2025-05-08 13:48:08,766 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 5/1000 in 56.66489 seconds - error: 2.172667e-03
2025-05-08 13:49:04,654 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 6/1000 in 55.88784 seconds - error: 1.568248e-03
2025-05-08 13:50:01,355 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 7/1000 in 56.70105 seconds - error: 1.139064e-03
2025-05-08 13:50:58,064 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 8/1000 in 56.70875 seconds - error: 9.368841e-04
2025-05-08 13:51:53,688 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 9/1000 in 55.62330 seconds - error: 8.060598e-04
2025-05-08 13:52:49,623 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 10/1000 in 55.93551 seconds - error: 6.897896e-04
2025-05-08 13:53:45,971 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 11/1000 in 56.34721 seconds - error: 6.246663e-04
2025-05-08 13:53:45,971 [INFO ] [learn_neural_network.py:<module>:143]	 Evaluating the model via validation data
2025-05-08 13:53:45,971 [INFO ] [learn_neural_network.py:<module>:148]	 Saving model at iteration 11 to ./models/celeba/Eyeglasses/celeba-20250508-134104-11.pklz
2025-05-08 13:53:50,379 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 2.82693 seconds
2025-05-08 13:53:50,380 [INFO ] [learn_neural_network.py:<module>:166]	 Found new best model with error 1.232455e-02 < prev best 2.265268e-02
2025-05-08 13:54:46,815 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 12/1000 in 56.42930 seconds - error: 5.418447e-04
2025-05-08 13:55:43,293 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 13/1000 in 56.47800 seconds - error: 4.716339e-04
2025-05-08 13:56:39,535 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 14/1000 in 56.24250 seconds - error: 4.323805e-04
2025-05-08 13:57:35,365 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 15/1000 in 55.82965 seconds - error: 4.024709e-04
2025-05-08 13:58:31,975 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 16/1000 in 56.60945 seconds - error: 3.641708e-04
2025-05-08 13:59:28,118 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 17/1000 in 56.14284 seconds - error: 3.223788e-04
2025-05-08 14:00:23,967 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 18/1000 in 55.84907 seconds - error: 2.955202e-04
2025-05-08 14:01:20,253 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 19/1000 in 56.28581 seconds - error: 2.737083e-04
2025-05-08 14:02:16,909 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 20/1000 in 56.65562 seconds - error: 2.543015e-04
2025-05-08 14:03:12,612 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 21/1000 in 55.70301 seconds - error: 2.337193e-04
2025-05-08 14:03:12,612 [INFO ] [learn_neural_network.py:<module>:143]	 Evaluating the model via validation data
2025-05-08 14:03:12,612 [INFO ] [learn_neural_network.py:<module>:148]	 Saving model at iteration 21 to ./models/celeba/Eyeglasses/celeba-20250508-134104-21.pklz
2025-05-08 14:03:17,211 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 3.02580 seconds
2025-05-08 14:03:17,211 [INFO ] [learn_neural_network.py:<module>:159]	 Worsening on valid 1.271821e-02 > prev best 1.232455e-02
2025-05-08 14:04:13,270 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 22/1000 in 56.05944 seconds - error: 2.159598e-04
2025-05-08 14:05:08,844 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 23/1000 in 55.57322 seconds - error: 2.109574e-04
2025-05-08 14:06:05,055 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 24/1000 in 56.21099 seconds - error: 1.859091e-04
2025-05-08 14:07:01,651 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 25/1000 in 56.59540 seconds - error: 1.796717e-04
2025-05-08 14:07:58,549 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 26/1000 in 56.89860 seconds - error: 1.667798e-04
2025-05-08 14:08:55,080 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 27/1000 in 56.53020 seconds - error: 1.526302e-04
2025-05-08 14:09:51,464 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 28/1000 in 56.38387 seconds - error: 1.404830e-04
2025-05-08 14:10:46,800 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 29/1000 in 55.33584 seconds - error: 1.355743e-04
2025-05-08 14:11:42,841 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 30/1000 in 56.04071 seconds - error: 1.253365e-04
2025-05-08 14:12:39,493 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 31/1000 in 56.65214 seconds - error: 1.162166e-04
2025-05-08 14:12:39,493 [INFO ] [learn_neural_network.py:<module>:143]	 Evaluating the model via validation data
2025-05-08 14:12:39,493 [INFO ] [learn_neural_network.py:<module>:148]	 Saving model at iteration 31 to ./models/celeba/Eyeglasses/celeba-20250508-134104-31.pklz
2025-05-08 14:12:44,046 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 2.91666 seconds
2025-05-08 14:12:44,046 [INFO ] [learn_neural_network.py:<module>:166]	 Found new best model with error 1.109627e-02 < prev best 1.232455e-02
2025-05-08 14:13:40,717 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 32/1000 in 56.66547 seconds - error: 1.105332e-04
2025-05-08 14:14:37,208 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 33/1000 in 56.48982 seconds - error: 1.018280e-04
2025-05-08 14:15:33,398 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 34/1000 in 56.18998 seconds - error: 9.623470e-05
2025-05-08 14:16:30,015 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 35/1000 in 56.61673 seconds - error: 9.482709e-05
2025-05-08 14:17:26,781 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 36/1000 in 56.76679 seconds - error: 8.632781e-05
2025-05-08 14:18:23,407 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 37/1000 in 56.62502 seconds - error: 8.068813e-05
2025-05-08 14:19:19,603 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 38/1000 in 56.19590 seconds - error: 7.683531e-05
2025-05-08 14:20:15,592 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 39/1000 in 55.98957 seconds - error: 7.096997e-05
2025-05-08 14:21:12,357 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 40/1000 in 56.76391 seconds - error: 6.757065e-05
2025-05-08 14:22:08,595 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 41/1000 in 56.23851 seconds - error: 6.362137e-05
2025-05-08 14:22:08,595 [INFO ] [learn_neural_network.py:<module>:143]	 Evaluating the model via validation data
2025-05-08 14:22:08,596 [INFO ] [learn_neural_network.py:<module>:148]	 Saving model at iteration 41 to ./models/celeba/Eyeglasses/celeba-20250508-134104-41.pklz
2025-05-08 14:22:13,068 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 2.85492 seconds
2025-05-08 14:22:13,068 [INFO ] [learn_neural_network.py:<module>:166]	 Found new best model with error 1.072234e-02 < prev best 1.109627e-02
2025-05-08 14:23:09,079 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 42/1000 in 56.00524 seconds - error: 5.937407e-05
2025-05-08 14:24:04,324 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 43/1000 in 55.24497 seconds - error: 5.715773e-05
2025-05-08 14:25:01,046 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 44/1000 in 56.72145 seconds - error: 5.324019e-05
2025-05-08 14:25:57,165 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 45/1000 in 56.11863 seconds - error: 5.759734e-05
2025-05-08 14:26:52,973 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 46/1000 in 55.80839 seconds - error: 5.043294e-05
2025-05-08 14:27:48,775 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 47/1000 in 55.80127 seconds - error: 4.730739e-05
2025-05-08 14:28:45,349 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 48/1000 in 56.57391 seconds - error: 4.357592e-05
2025-05-08 14:29:41,384 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 49/1000 in 56.03525 seconds - error: 4.122238e-05
2025-05-08 14:30:37,707 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 50/1000 in 56.32296 seconds - error: 3.794012e-05
2025-05-08 14:31:33,838 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 51/1000 in 56.13095 seconds - error: 3.617823e-05
2025-05-08 14:31:33,839 [INFO ] [learn_neural_network.py:<module>:143]	 Evaluating the model via validation data
2025-05-08 14:31:33,839 [INFO ] [learn_neural_network.py:<module>:148]	 Saving model at iteration 51 to ./models/celeba/Eyeglasses/celeba-20250508-134104-51.pklz
2025-05-08 14:31:38,449 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 2.96335 seconds
2025-05-08 14:31:38,450 [INFO ] [learn_neural_network.py:<module>:159]	 Worsening on valid 1.153881e-02 > prev best 1.072234e-02
2025-05-08 14:32:36,459 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 52/1000 in 58.00893 seconds - error: 3.407625e-05
2025-05-08 14:33:32,778 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 53/1000 in 56.31940 seconds - error: 3.237543e-05
2025-05-08 14:34:29,160 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 54/1000 in 56.38170 seconds - error: 3.066012e-05
2025-05-08 14:35:25,179 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 55/1000 in 56.01922 seconds - error: 2.892877e-05
2025-05-08 14:36:21,717 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 56/1000 in 56.53724 seconds - error: 2.767560e-05
2025-05-08 14:37:18,700 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 57/1000 in 56.98350 seconds - error: 2.628344e-05
2025-05-08 14:38:14,808 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 58/1000 in 56.10711 seconds - error: 2.454007e-05
2025-05-08 14:39:11,155 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 59/1000 in 56.34720 seconds - error: 2.357025e-05
2025-05-08 14:40:07,263 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 60/1000 in 56.10750 seconds - error: 2.233796e-05
2025-05-08 14:41:03,176 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 61/1000 in 55.91345 seconds - error: 4.314090e-03
2025-05-08 14:41:03,176 [INFO ] [learn_neural_network.py:<module>:143]	 Evaluating the model via validation data
2025-05-08 14:41:03,177 [INFO ] [learn_neural_network.py:<module>:148]	 Saving model at iteration 61 to ./models/celeba/Eyeglasses/celeba-20250508-134104-61.pklz
2025-05-08 14:41:08,101 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 3.25123 seconds
2025-05-08 14:41:08,101 [INFO ] [learn_neural_network.py:<module>:159]	 Worsening on valid 5.403374e+00 > prev best 1.072234e-02
2025-05-08 14:42:04,910 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 62/1000 in 56.80916 seconds - error: 6.151235e-03
2025-05-08 14:43:04,023 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 63/1000 in 59.11252 seconds - error: 1.694999e-03
2025-05-08 14:44:01,059 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 64/1000 in 57.03623 seconds - error: 2.185699e-04
2025-05-08 14:44:57,687 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 65/1000 in 56.62710 seconds - error: 9.878482e-04
2025-05-08 14:45:53,907 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 66/1000 in 56.22055 seconds - error: 6.814920e-04
2025-05-08 14:46:51,546 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 67/1000 in 57.63842 seconds - error: 3.667577e-04
2025-05-08 14:47:48,782 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 68/1000 in 57.23562 seconds - error: 4.445001e-05
2025-05-08 14:48:45,903 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 69/1000 in 57.12107 seconds - error: 2.996005e-05
2025-05-08 14:49:41,900 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 70/1000 in 55.99670 seconds - error: 2.692638e-05
2025-05-08 14:50:38,301 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 71/1000 in 56.40124 seconds - error: 2.383977e-05
2025-05-08 14:50:38,301 [INFO ] [learn_neural_network.py:<module>:143]	 Evaluating the model via validation data
2025-05-08 14:50:38,302 [INFO ] [learn_neural_network.py:<module>:148]	 Saving model at iteration 71 to ./models/celeba/Eyeglasses/celeba-20250508-134104-71.pklz
2025-05-08 14:50:42,815 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 2.94203 seconds
2025-05-08 14:50:42,815 [INFO ] [learn_neural_network.py:<module>:159]	 Worsening on valid 4.157006e+00 > prev best 1.072234e-02
2025-05-08 14:51:39,717 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 72/1000 in 56.90247 seconds - error: 1.836416e-05
2025-05-08 14:52:36,132 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 73/1000 in 56.41458 seconds - error: 2.145763e-05
2025-05-08 14:53:31,830 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 74/1000 in 55.69764 seconds - error: 1.634450e-05
2025-05-08 14:54:28,107 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 75/1000 in 56.27695 seconds - error: 1.303206e-05
2025-05-08 14:55:24,420 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 76/1000 in 56.31315 seconds - error: 1.175860e-05
2025-05-08 14:56:21,598 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 77/1000 in 57.17707 seconds - error: 1.126262e-05
2025-05-08 14:57:17,318 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 78/1000 in 55.72038 seconds - error: 1.017276e-05
2025-05-08 14:58:13,450 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 79/1000 in 56.13164 seconds - error: 9.022355e-06
2025-05-08 14:59:10,356 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 80/1000 in 56.90551 seconds - error: 8.842496e-06
2025-05-08 15:00:06,997 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 81/1000 in 56.64138 seconds - error: 8.034904e-06
2025-05-08 15:00:06,997 [INFO ] [learn_neural_network.py:<module>:143]	 Evaluating the model via validation data
2025-05-08 15:00:06,998 [INFO ] [learn_neural_network.py:<module>:148]	 Saving model at iteration 81 to ./models/celeba/Eyeglasses/celeba-20250508-134104-81.pklz
2025-05-08 15:00:11,661 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 2.88458 seconds
2025-05-08 15:00:11,661 [INFO ] [learn_neural_network.py:<module>:159]	 Worsening on valid 8.111785e+00 > prev best 1.072234e-02
2025-05-08 15:01:09,169 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 82/1000 in 57.50782 seconds - error: 8.065273e-06
2025-05-08 15:02:05,824 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 83/1000 in 56.65507 seconds - error: 7.707650e-06
2025-05-08 15:03:02,693 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 84/1000 in 56.86927 seconds - error: 6.668593e-06
2025-05-08 15:03:59,411 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 85/1000 in 56.71754 seconds - error: 7.044215e-06
2025-05-08 15:04:56,293 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 86/1000 in 56.88149 seconds - error: 6.277400e-06
2025-05-08 15:05:53,304 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 87/1000 in 57.01124 seconds - error: 5.972543e-06
2025-05-08 15:06:50,219 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 88/1000 in 56.91479 seconds - error: 5.743738e-06
2025-05-08 15:07:46,436 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 89/1000 in 56.21701 seconds - error: 4.950033e-06
2025-05-08 15:08:43,259 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 90/1000 in 56.82200 seconds - error: 4.883173e-06
2025-05-08 15:09:39,238 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 91/1000 in 55.97968 seconds - error: 4.713559e-06
2025-05-08 15:09:39,238 [INFO ] [learn_neural_network.py:<module>:143]	 Evaluating the model via validation data
2025-05-08 15:09:39,239 [INFO ] [learn_neural_network.py:<module>:148]	 Saving model at iteration 91 to ./models/celeba/Eyeglasses/celeba-20250508-134104-91.pklz
2025-05-08 15:09:43,748 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 2.93795 seconds
2025-05-08 15:09:43,748 [INFO ] [learn_neural_network.py:<module>:159]	 Worsening on valid 8.602048e+00 > prev best 1.072234e-02
2025-05-08 15:10:40,755 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 92/1000 in 57.00672 seconds - error: 4.338399e-06
2025-05-08 15:11:37,405 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 93/1000 in 56.65016 seconds - error: 4.070626e-06
2025-05-08 15:12:33,655 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 94/1000 in 56.24937 seconds - error: 3.939003e-06
2025-05-08 15:13:29,935 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 95/1000 in 56.28003 seconds - error: 4.519544e-06
2025-05-08 15:14:27,343 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 96/1000 in 57.40750 seconds - error: 3.577030e-06
2025-05-08 15:15:23,058 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 97/1000 in 55.71479 seconds - error: 3.316715e-06
2025-05-08 15:16:19,556 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 98/1000 in 56.49771 seconds - error: 3.160108e-06
2025-05-08 15:17:16,454 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 99/1000 in 56.89848 seconds - error: 3.168221e-06
2025-05-08 15:18:12,971 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 100/1000 in 56.51642 seconds - error: 2.908251e-06
2025-05-08 15:19:09,666 [INFO ] [learn_neural_network.py:<module>:138]	 celeba iteration 101/1000 in 56.69476 seconds - error: 2.768962e-06
2025-05-08 15:19:09,666 [INFO ] [learn_neural_network.py:<module>:143]	 Evaluating the model via validation data
2025-05-08 15:19:09,666 [INFO ] [learn_neural_network.py:<module>:148]	 Saving model at iteration 101 to ./models/celeba/Eyeglasses/celeba-20250508-134104-101.pklz
2025-05-08 15:19:16,046 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 4.80384 seconds
2025-05-08 15:19:16,046 [INFO ] [learn_neural_network.py:<module>:159]	 Worsening on valid 9.688117e+00 > prev best 1.072234e-02
2025-05-08 15:19:16,046 [INFO ] [learn_neural_network.py:<module>:161]	 Exceeding patience 5, stopping training
2025-05-08 15:19:16,046 [INFO ] [learn_neural_network.py:<module>:173]	 Network learning done in 5882.70758 secs
2025-05-08 15:19:16,063 [INFO ] [learn_neural_network.py:<module>:197]	 Saving model to ./models/celeba/Eyeglasses/celeba-20250508-134104.pklz
2025-05-08 15:19:55,970 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 38.24580 seconds
2025-05-08 15:19:56,050 [INFO ] [regressor.py:evaluateDataLoaders:119]	 MSE for train is 0.010599366389214993:
tensor([0.0106])
2025-05-08 15:19:59,207 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 3.15614 seconds
2025-05-08 15:19:59,207 [INFO ] [regressor.py:evaluateDataLoaders:119]	 MSE for validate is 0.010722337290644646:
tensor([0.0107])
2025-05-08 15:20:16,268 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 17.06095 seconds
2025-05-08 15:20:16,276 [INFO ] [regressor.py:evaluateDataLoaders:119]	 MSE for test is 0.04719627648591995:
tensor([0.0472])
