2025-05-13 22:04:27,569 [INFO ] [logger.py:dumpArgs:73]	 Starting with arguments
{"name": "celeba", "dataset": {"path": "../../datasets/CelebAMask/256/img", "lists_root": "datasets/celeba", "targets": ["Smiling"], "attributes_path": "../../datasets/CelebAMask/1024/CelebAMask-HQ-attribute-anno.txt"}, "masks": [{"name": "top"}, {"name": "bottom"}, {"name": "full"}, {"name": "none"}], "output": "./models/dirichlet-celeba/Smiling/", "seed": 1337, "verbose": 1, "cuda_index": 1, "learning_rate": 0.0001, "training_iterations": 1000, "batch_size": 50, "validate_every": 10, "patience": 5, "evaluate_training": true, "teacher": "./models/celeba/Smiling/celeba-20250508-133956.pklz", "masked_weight": 0.0, "dirichlet_weight": 1.0, "clean_weight": 0.0, "input": null, "architecture": {"name": "resnet_dirichlet", "activation": "exp"}}
2025-05-13 22:04:27,570 [INFO ] [learn_dirichlet_network.py:<module>:68]	 Starting to train celeba
2025-05-13 22:04:27,570 [INFO ] [loader.py:getDatasetSplits:23]	 Loading CelebA dataset from ../../datasets/CelebAMask/256/img
2025-05-13 22:04:32,479 [INFO ] [celeba.py:createCelebADataset:139]	 Found 1 CelebA attributes for 30000 images: ['Smiling']
2025-05-13 22:04:32,532 [INFO ] [celeba.py:createCelebADataset:149]	 Loading 26000 training images, 2000 validation images, and 2000 testing images
2025-05-13 22:04:32,560 [INFO ] [util.py:selectDevice:85]	 Using cuda:1 for tensor calculations
2025-05-13 22:04:32,803 [INFO ] [learn_dirichlet_network.py:<module>:82]	 Constructing neural network
2025-05-13 22:04:32,804 [INFO ] [loader.py:_ensureNumClassesSet:22]	 Constructing ResNet Dirichlet with 1 targets
2025-05-13 22:04:33,431 [INFO ] [learn_dirichlet_network.py:<module>:105]	 Network has 11170434 parameters
2025-05-13 22:05:37,241 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 63.80840 seconds
2025-05-13 22:05:37,242 [INFO ] [learn_dirichlet_network.py:<module>:146]	 Initial training error 2.873344e+01
2025-05-13 22:05:43,114 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 5.87223 seconds
2025-05-13 22:05:43,114 [INFO ] [learn_dirichlet_network.py:<module>:150]	 Initial validation error 2.808861e+01
2025-05-13 22:05:43,114 [INFO ] [learn_dirichlet_network.py:<module>:153]	 Starting network learning
2025-05-13 22:07:04,517 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 1/1000 in 81.39653 seconds - error: -2.559021e+01
2025-05-13 22:07:04,517 [INFO ] [learn_dirichlet_network.py:<module>:190]	 Evaluating the model via validation data
2025-05-13 22:07:04,517 [INFO ] [learn_dirichlet_network.py:<module>:195]	 Saving model at iteration 1 to ./models/dirichlet-celeba/Smiling/celeba-20250513-220427-1.pklz
2025-05-13 22:08:08,995 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 62.89248 seconds
2025-05-13 22:08:08,995 [INFO ] [learn_dirichlet_network.py:<module>:200]	 Training error in evaluate mode -2.784885e+01
2025-05-13 22:08:13,807 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 4.81147 seconds
2025-05-13 22:08:13,807 [INFO ] [learn_dirichlet_network.py:<module>:213]	 Found new best model with error -2.800593e+01 < prev best 2.808861e+01
2025-05-13 22:09:38,383 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 2/1000 in 84.56299 seconds - error: -2.787666e+01
2025-05-13 22:11:00,816 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 3/1000 in 82.43347 seconds - error: -2.791296e+01
2025-05-13 22:12:24,261 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 4/1000 in 83.44468 seconds - error: -2.799566e+01
2025-05-13 22:13:47,917 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 5/1000 in 83.65523 seconds - error: -2.803239e+01
2025-05-13 22:15:10,821 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 6/1000 in 82.90416 seconds - error: -2.802959e+01
2025-05-13 22:16:33,390 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 7/1000 in 82.56909 seconds - error: -2.805642e+01
2025-05-13 22:17:56,887 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 8/1000 in 83.49673 seconds - error: -2.806232e+01
2025-05-13 22:19:20,165 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 9/1000 in 83.27716 seconds - error: -2.809131e+01
2025-05-13 22:20:43,314 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 10/1000 in 83.14944 seconds - error: -2.813625e+01
2025-05-13 22:22:05,951 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 11/1000 in 82.63642 seconds - error: -2.814500e+01
2025-05-13 22:22:05,951 [INFO ] [learn_dirichlet_network.py:<module>:190]	 Evaluating the model via validation data
2025-05-13 22:22:05,951 [INFO ] [learn_dirichlet_network.py:<module>:195]	 Saving model at iteration 11 to ./models/dirichlet-celeba/Smiling/celeba-20250513-220427-11.pklz
2025-05-13 22:23:09,641 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 61.95495 seconds
2025-05-13 22:23:09,642 [INFO ] [learn_dirichlet_network.py:<module>:200]	 Training error in evaluate mode -2.816976e+01
2025-05-13 22:23:14,326 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 4.68424 seconds
2025-05-13 22:23:14,326 [INFO ] [learn_dirichlet_network.py:<module>:213]	 Found new best model with error -2.828855e+01 < prev best -2.800593e+01
2025-05-13 22:24:38,186 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 12/1000 in 83.85411 seconds - error: -2.815867e+01
2025-05-13 22:26:01,455 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 13/1000 in 83.26910 seconds - error: -2.817128e+01
2025-05-13 22:27:23,869 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 14/1000 in 82.41380 seconds - error: -2.814407e+01
2025-05-13 22:28:46,915 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 15/1000 in 83.04562 seconds - error: -2.813883e+01
2025-05-13 22:30:09,390 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 16/1000 in 82.47464 seconds - error: -2.820190e+01
2025-05-13 22:31:31,827 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 17/1000 in 82.43675 seconds - error: -2.822341e+01
2025-05-13 22:32:54,417 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 18/1000 in 82.59018 seconds - error: -2.803624e+01
2025-05-13 22:34:16,631 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 19/1000 in 82.21390 seconds - error: -2.810001e+01
2025-05-13 22:35:39,405 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 20/1000 in 82.77383 seconds - error: -2.818333e+01
2025-05-13 22:37:02,246 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 21/1000 in 82.84081 seconds - error: -2.822795e+01
2025-05-13 22:37:02,246 [INFO ] [learn_dirichlet_network.py:<module>:190]	 Evaluating the model via validation data
2025-05-13 22:37:02,247 [INFO ] [learn_dirichlet_network.py:<module>:195]	 Saving model at iteration 21 to ./models/dirichlet-celeba/Smiling/celeba-20250513-220427-21.pklz
2025-05-13 22:38:06,106 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 62.27721 seconds
2025-05-13 22:38:06,107 [INFO ] [learn_dirichlet_network.py:<module>:200]	 Training error in evaluate mode -2.826749e+01
2025-05-13 22:38:10,837 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 4.73009 seconds
2025-05-13 22:38:10,837 [INFO ] [learn_dirichlet_network.py:<module>:213]	 Found new best model with error -2.834076e+01 < prev best -2.828855e+01
2025-05-13 22:39:34,373 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 22/1000 in 83.53040 seconds - error: -2.823643e+01
2025-05-13 22:40:56,165 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 23/1000 in 81.79171 seconds - error: -2.826695e+01
2025-05-13 22:42:18,235 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 24/1000 in 82.07002 seconds - error: -2.827696e+01
2025-05-13 22:43:40,333 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 25/1000 in 82.09730 seconds - error: -2.825170e+01
2025-05-13 22:45:03,036 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 26/1000 in 82.70318 seconds - error: -2.829208e+01
2025-05-13 22:46:25,048 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 27/1000 in 82.01157 seconds - error: -2.830419e+01
2025-05-13 22:47:47,100 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 28/1000 in 82.05170 seconds - error: -2.822359e+01
2025-05-13 22:49:09,089 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 29/1000 in 81.98902 seconds - error: -2.825143e+01
2025-05-13 22:50:29,000 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 30/1000 in 79.91068 seconds - error: -2.824970e+01
2025-05-13 22:51:49,659 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 31/1000 in 80.65943 seconds - error: -2.826695e+01
2025-05-13 22:51:49,659 [INFO ] [learn_dirichlet_network.py:<module>:190]	 Evaluating the model via validation data
2025-05-13 22:51:49,660 [INFO ] [learn_dirichlet_network.py:<module>:195]	 Saving model at iteration 31 to ./models/dirichlet-celeba/Smiling/celeba-20250513-220427-31.pklz
2025-05-13 22:52:55,288 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 64.01026 seconds
2025-05-13 22:52:55,289 [INFO ] [learn_dirichlet_network.py:<module>:200]	 Training error in evaluate mode -2.832226e+01
2025-05-13 22:53:00,089 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 4.79978 seconds
2025-05-13 22:53:00,089 [INFO ] [learn_dirichlet_network.py:<module>:206]	 Worsening on valid -2.831883e+01 > prev best -2.834076e+01
2025-05-13 22:54:25,353 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 32/1000 in 85.26455 seconds - error: -2.822799e+01
2025-05-13 22:55:46,507 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 33/1000 in 81.15320 seconds - error: -2.827149e+01
2025-05-13 22:57:04,154 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 34/1000 in 77.64732 seconds - error: -2.832463e+01
2025-05-13 22:58:22,065 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 35/1000 in 77.91084 seconds - error: -2.838718e+01
2025-05-13 22:59:40,078 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 36/1000 in 78.01260 seconds - error: -2.835628e+01
2025-05-13 23:01:01,336 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 37/1000 in 81.25807 seconds - error: -2.831083e+01
2025-05-13 23:02:28,052 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 38/1000 in 86.71574 seconds - error: -2.829835e+01
2025-05-13 23:03:47,894 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 39/1000 in 79.84147 seconds - error: -2.838601e+01
2025-05-13 23:05:07,387 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 40/1000 in 79.49293 seconds - error: -2.841987e+01
2025-05-13 23:06:26,899 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 41/1000 in 79.51207 seconds - error: -2.843533e+01
2025-05-13 23:06:26,899 [INFO ] [learn_dirichlet_network.py:<module>:190]	 Evaluating the model via validation data
2025-05-13 23:06:26,899 [INFO ] [learn_dirichlet_network.py:<module>:195]	 Saving model at iteration 41 to ./models/dirichlet-celeba/Smiling/celeba-20250513-220427-41.pklz
2025-05-13 23:07:27,270 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 58.85321 seconds
2025-05-13 23:07:27,270 [INFO ] [learn_dirichlet_network.py:<module>:200]	 Training error in evaluate mode -2.851949e+01
2025-05-13 23:07:31,852 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 4.58232 seconds
2025-05-13 23:07:31,852 [INFO ] [learn_dirichlet_network.py:<module>:206]	 Worsening on valid -2.822051e+01 > prev best -2.834076e+01
2025-05-13 23:08:55,549 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 42/1000 in 83.69598 seconds - error: -2.846241e+01
2025-05-13 23:10:17,573 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 43/1000 in 82.02461 seconds - error: -2.839441e+01
2025-05-13 23:11:34,920 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 44/1000 in 77.34708 seconds - error: -2.841666e+01
2025-05-13 23:12:52,028 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 45/1000 in 77.10729 seconds - error: -2.843045e+01
2025-05-13 23:14:12,130 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 46/1000 in 80.10181 seconds - error: -2.823082e+01
2025-05-13 23:15:50,568 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 47/1000 in 98.43753 seconds - error: -2.841376e+01
2025-05-13 23:17:11,648 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 48/1000 in 81.07999 seconds - error: -2.847831e+01
2025-05-13 23:18:29,733 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 49/1000 in 78.08531 seconds - error: -2.833359e+01
2025-05-13 23:19:49,189 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 50/1000 in 79.45542 seconds - error: -2.830708e+01
2025-05-13 23:21:06,811 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 51/1000 in 77.62212 seconds - error: -2.813926e+01
2025-05-13 23:21:06,811 [INFO ] [learn_dirichlet_network.py:<module>:190]	 Evaluating the model via validation data
2025-05-13 23:21:06,811 [INFO ] [learn_dirichlet_network.py:<module>:195]	 Saving model at iteration 51 to ./models/dirichlet-celeba/Smiling/celeba-20250513-220427-51.pklz
2025-05-13 23:22:05,182 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 56.86483 seconds
2025-05-13 23:22:05,182 [INFO ] [learn_dirichlet_network.py:<module>:200]	 Training error in evaluate mode -2.814920e+01
2025-05-13 23:22:13,824 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 8.64198 seconds
2025-05-13 23:22:13,824 [INFO ] [learn_dirichlet_network.py:<module>:206]	 Worsening on valid -2.820541e+01 > prev best -2.834076e+01
2025-05-13 23:23:31,056 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 52/1000 in 77.23183 seconds - error: -2.824257e+01
2025-05-13 23:24:49,385 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 53/1000 in 78.32827 seconds - error: -2.834523e+01
2025-05-13 23:26:06,431 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 54/1000 in 77.04633 seconds - error: -2.842340e+01
2025-05-13 23:27:23,556 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 55/1000 in 77.12480 seconds - error: -2.850085e+01
2025-05-13 23:28:40,616 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 56/1000 in 77.06026 seconds - error: -2.854106e+01
2025-05-13 23:29:58,384 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 57/1000 in 77.76795 seconds - error: -2.858321e+01
2025-05-13 23:31:16,136 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 58/1000 in 77.75185 seconds - error: -2.860258e+01
2025-05-13 23:32:32,697 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 59/1000 in 76.56041 seconds - error: -2.861455e+01
2025-05-13 23:33:50,590 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 60/1000 in 77.89318 seconds - error: -2.861714e+01
2025-05-13 23:35:08,488 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 61/1000 in 77.89735 seconds - error: -2.860359e+01
2025-05-13 23:35:08,488 [INFO ] [learn_dirichlet_network.py:<module>:190]	 Evaluating the model via validation data
2025-05-13 23:35:08,488 [INFO ] [learn_dirichlet_network.py:<module>:195]	 Saving model at iteration 61 to ./models/dirichlet-celeba/Smiling/celeba-20250513-220427-61.pklz
2025-05-13 23:36:05,538 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 55.52404 seconds
2025-05-13 23:36:05,538 [INFO ] [learn_dirichlet_network.py:<module>:200]	 Training error in evaluate mode -2.872915e+01
2025-05-13 23:36:09,741 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 4.20301 seconds
2025-05-13 23:36:09,742 [INFO ] [learn_dirichlet_network.py:<module>:206]	 Worsening on valid -2.560095e+01 > prev best -2.834076e+01
2025-05-13 23:37:26,429 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 62/1000 in 76.68782 seconds - error: -2.862080e+01
2025-05-13 23:38:45,459 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 63/1000 in 79.02900 seconds - error: -2.864717e+01
2025-05-13 23:40:05,325 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 64/1000 in 79.86665 seconds - error: -2.856795e+01
2025-05-13 23:41:22,633 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 65/1000 in 77.30716 seconds - error: -2.861419e+01
2025-05-13 23:42:40,344 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 66/1000 in 77.71157 seconds - error: -2.865727e+01
2025-05-13 23:43:57,132 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 67/1000 in 76.78771 seconds - error: -2.863635e+01
2025-05-13 23:45:14,078 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 68/1000 in 76.94582 seconds - error: -2.866999e+01
2025-05-13 23:46:31,250 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 69/1000 in 77.17109 seconds - error: -2.858725e+01
2025-05-13 23:47:49,816 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 70/1000 in 78.56633 seconds - error: -2.839234e+01
2025-05-13 23:49:07,000 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 71/1000 in 77.18380 seconds - error: -2.865296e+01
2025-05-13 23:49:07,000 [INFO ] [learn_dirichlet_network.py:<module>:190]	 Evaluating the model via validation data
2025-05-13 23:49:07,000 [INFO ] [learn_dirichlet_network.py:<module>:195]	 Saving model at iteration 71 to ./models/dirichlet-celeba/Smiling/celeba-20250513-220427-71.pklz
2025-05-13 23:50:04,687 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 56.17763 seconds
2025-05-13 23:50:04,688 [INFO ] [learn_dirichlet_network.py:<module>:200]	 Training error in evaluate mode -2.874674e+01
2025-05-13 23:50:09,043 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 4.35564 seconds
2025-05-13 23:50:09,044 [INFO ] [learn_dirichlet_network.py:<module>:206]	 Worsening on valid -2.598657e+01 > prev best -2.834076e+01
2025-05-13 23:51:26,104 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 72/1000 in 77.06035 seconds - error: -2.871422e+01
2025-05-13 23:52:42,913 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 73/1000 in 76.80871 seconds - error: -2.876165e+01
2025-05-13 23:53:59,789 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 74/1000 in 76.87586 seconds - error: -2.874089e+01
2025-05-13 23:55:16,626 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 75/1000 in 76.83707 seconds - error: -2.856067e+01
2025-05-13 23:56:33,635 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 76/1000 in 77.00862 seconds - error: -2.851832e+01
2025-05-13 23:57:50,190 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 77/1000 in 76.55471 seconds - error: -2.865917e+01
2025-05-13 23:59:07,291 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 78/1000 in 77.10089 seconds - error: -2.869193e+01
2025-05-14 00:00:24,937 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 79/1000 in 77.64619 seconds - error: -2.876084e+01
2025-05-14 00:01:41,990 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 80/1000 in 77.05284 seconds - error: -2.864322e+01
2025-05-14 00:02:58,809 [INFO ] [learn_dirichlet_network.py:<module>:185]	 celeba iteration 81/1000 in 76.81928 seconds - error: -2.877621e+01
2025-05-14 00:02:58,810 [INFO ] [learn_dirichlet_network.py:<module>:190]	 Evaluating the model via validation data
2025-05-14 00:02:58,810 [INFO ] [learn_dirichlet_network.py:<module>:195]	 Saving model at iteration 81 to ./models/dirichlet-celeba/Smiling/celeba-20250513-220427-81.pklz
2025-05-14 00:03:58,251 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 57.93640 seconds
2025-05-14 00:03:58,251 [INFO ] [learn_dirichlet_network.py:<module>:200]	 Training error in evaluate mode -2.882973e+01
2025-05-14 00:04:02,638 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 4.38668 seconds
2025-05-14 00:04:02,638 [INFO ] [learn_dirichlet_network.py:<module>:206]	 Worsening on valid -2.317389e+01 > prev best -2.834076e+01
2025-05-14 00:04:02,638 [INFO ] [learn_dirichlet_network.py:<module>:208]	 Exceeding patience 5, stopping training
2025-05-14 00:04:02,638 [INFO ] [learn_dirichlet_network.py:<module>:220]	 Network learning done in 7099.52394 secs
2025-05-14 00:04:02,653 [INFO ] [learn_dirichlet_network.py:<module>:229]	 Saving model to ./models/dirichlet-celeba/Smiling/celeba-20250513-220427.pklz
2025-05-14 00:05:01,806 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 57.65391 seconds
2025-05-14 00:05:01,807 [INFO ] [learn_dirichlet_network.py:<module>:239]	 Loss for train is -28.26715850830078:
tensor([-28.2672])
2025-05-14 00:05:06,109 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 4.30163 seconds
2025-05-14 00:05:06,109 [INFO ] [learn_dirichlet_network.py:<module>:239]	 Loss for validate is -28.340763092041016:
tensor([-28.3408])
2025-05-14 00:05:10,500 [INFO ] [regressor.py:evaluateData:67]	 Evaluated regressor with data loader in 4.39020 seconds
2025-05-14 00:05:10,500 [INFO ] [learn_dirichlet_network.py:<module>:239]	 Loss for test is -27.06903076171875:
tensor([-27.0690])
