[22:06:26] [INFO] [mergernet.core.experiment] New experiment created with exp_id = 1 and run_id = 637f8ebb [22:06:26] [INFO] [mergernet.model.automl] start of optuna optimization [22:06:26] [INFO] [optuna.storages._rdb.storage] A new study created in RDB with name: exp_1 [22:06:27] [INFO] [mergernet.data.dataset] Apply: load_jpg [22:06:27] [INFO] [mergernet.data.dataset] Apply: one_hot [22:06:27] [INFO] [mergernet.data.dataset] Apply: cache [22:06:27] [INFO] [mergernet.data.dataset] Apply: shuffle [22:06:27] [INFO] [mergernet.data.dataset] Apply: batch [22:06:27] [INFO] [mergernet.data.dataset] Apply: prefetch [22:06:27] [INFO] [mergernet.data.dataset] Apply: load_jpg [22:06:27] [INFO] [mergernet.data.dataset] Apply: one_hot [22:06:27] [INFO] [mergernet.data.dataset] Apply: cache [22:06:27] [INFO] [mergernet.data.dataset] Apply: shuffle [22:06:27] [INFO] [mergernet.data.dataset] Apply: batch [22:06:27] [INFO] [mergernet.data.dataset] Apply: prefetch [22:06:29] [DEBUG] [h5py._conv] Creating converter from 3 to 5 [22:06:29] [INFO] [mergernet.model.baseline] Trainable weights (CONV): 0 [22:06:30] [INFO] [mergernet.model.baseline] Trainable weights (TOTAL): 6 [22:06:30] [INFO] [mergernet.model.baseline] Start of training loop [22:08:55] [INFO] [mergernet.model.baseline] End of training loop, duration: 00:02:24. [22:08:55] [INFO] [mergernet.model.baseline] Start of training loop [22:13:38] [INFO] [mergernet.model.callbacks] New best metric detected. val_loss: 0.15145666897296906 [22:13:38] [DEBUG] [h5py._conv] Creating converter from 5 to 3 [22:13:39] [INFO] [mergernet.model.callbacks] Trial saved in experiments/1/637f8ebb/exp_1.h5 [22:13:39] [INFO] [mergernet.model.callbacks] History saved in experiments/1/637f8ebb/history_exp_1.json [22:13:55] [INFO] [mergernet.model.baseline] End of training loop, duration: 00:05:00. [22:13:55] [INFO] [optuna.study.study] Trial 0 finished with value: 0.15145666897296906 and parameters: {'dense_1_units': 384, 'dropout_1_rate': 0.4852142919229748, 'dense_2_units': 768, 'dropout_2_rate': 0.379597545259111, 'opt_lr': 2.0513382630874486e-05}. Best is trial 0 with value: 0.15145666897296906. [22:13:55] [DEBUG] [urllib3.connectionpool] Starting new HTTPS connection (1): api.github.com:443 [22:13:55] [DEBUG] [urllib3.connectionpool] https://api.github.com:443 "GET /repos/nmcardoso/mergernet-experiments/contents/experiments/1/637f8ebb/optuna.sqlite HTTP/1.1" 404 None [22:13:55] [DEBUG] [urllib3.connectionpool] Starting new HTTPS connection (1): api.github.com:443 [22:13:56] [DEBUG] [urllib3.connectionpool] https://api.github.com:443 "PUT /repos/nmcardoso/mergernet-experiments/contents/experiments/1/637f8ebb/optuna.sqlite HTTP/1.1" 201 2196 [22:13:56] [INFO] [mergernet.model.automl] optuna optimization finished in 00:07:30 [22:13:56] [INFO] [mergernet.model.automl] number of finished trials: 1 [22:13:56] [INFO] [mergernet.model.automl] ----- begin of best trial summary ----- [22:13:56] [INFO] [mergernet.model.automl] optimization score: 0.15145666897296906 [22:13:56] [INFO] [mergernet.model.automl] params: [22:13:56] [INFO] [mergernet.model.automl] dense_1_units: 384 [22:13:56] [INFO] [mergernet.model.automl] dense_2_units: 768 [22:13:56] [INFO] [mergernet.model.automl] dropout_1_rate: 0.4852142919229748 [22:13:56] [INFO] [mergernet.model.automl] dropout_2_rate: 0.379597545259111 [22:13:56] [INFO] [mergernet.model.automl] opt_lr: 2.0513382630874486e-05 [22:13:56] [INFO] [mergernet.model.automl] ----- end of best trial summary ----- [22:13:59] [DEBUG] [urllib3.connectionpool] Starting new HTTPS connection (1): api.github.com:443 [22:13:59] [DEBUG] [urllib3.connectionpool] https://api.github.com:443 "GET /repos/nmcardoso/mergernet-experiments/contents/experiments/1/637f8ebb/dataset_config.json HTTP/1.1" 404 None [22:13:59] [DEBUG] [urllib3.connectionpool] Starting new HTTPS connection (1): api.github.com:443 [22:14:00] [DEBUG] [urllib3.connectionpool] https://api.github.com:443 "PUT /repos/nmcardoso/mergernet-experiments/contents/experiments/1/637f8ebb/dataset_config.json HTTP/1.1" 201 2235 [22:14:00] [INFO] [mergernet.data.dataset] Apply: load_jpg [22:14:00] [INFO] [mergernet.data.dataset] Apply: cache [22:14:00] [INFO] [mergernet.data.dataset] Apply: shuffle [22:14:00] [INFO] [mergernet.data.dataset] Apply: batch [22:14:00] [INFO] [mergernet.data.dataset] Apply: prefetch [22:14:03] [DEBUG] [urllib3.connectionpool] Starting new HTTPS connection (1): api.github.com:443 [22:14:03] [DEBUG] [urllib3.connectionpool] https://api.github.com:443 "GET /repos/nmcardoso/mergernet-experiments/contents/experiments/1/637f8ebb/test_preds_fold_0.csv HTTP/1.1" 404 None [22:14:03] [DEBUG] [urllib3.connectionpool] Starting new HTTPS connection (1): api.github.com:443 [22:14:04] [DEBUG] [urllib3.connectionpool] https://api.github.com:443 "PUT /repos/nmcardoso/mergernet-experiments/contents/experiments/1/637f8ebb/test_preds_fold_0.csv HTTP/1.1" 201 2252 [22:14:06] [DEBUG] [urllib3.connectionpool] Starting new HTTPS connection (1): api.github.com:443 [22:14:06] [DEBUG] [urllib3.connectionpool] https://api.github.com:443 "GET /repos/nmcardoso/mergernet-experiments/contents/experiments/1/637f8ebb/history_exp_1.json HTTP/1.1" 404 None [22:14:06] [DEBUG] [urllib3.connectionpool] Starting new HTTPS connection (1): api.github.com:443 [22:14:07] [DEBUG] [urllib3.connectionpool] https://api.github.com:443 "PUT /repos/nmcardoso/mergernet-experiments/contents/experiments/1/637f8ebb/history_exp_1.json HTTP/1.1" 201 2228 [22:14:07] [DEBUG] [urllib3.connectionpool] Starting new HTTPS connection (1): api.github.com:443 [22:14:07] [DEBUG] [urllib3.connectionpool] https://api.github.com:443 "GET /repos/nmcardoso/mergernet-experiments/contents/experiments/1/exp_metadata.json HTTP/1.1" 200 None [22:14:07] [DEBUG] [urllib3.connectionpool] Starting new HTTPS connection (1): api.github.com:443 [22:14:07] [DEBUG] [urllib3.connectionpool] https://api.github.com:443 "PUT /repos/nmcardoso/mergernet-experiments/contents/experiments/1/exp_metadata.json HTTP/1.1" 200 None