2021-12-01 09:40:50 | INFO : Logging experiment exp126b_traintest_musicnet_aligned_pitch_cnn_wide_test10files_augall_AdamW
2021-12-01 09:40:50 | INFO : Experiment config: do training = True
2021-12-01 09:40:50 | INFO : Experiment config: do validation = True
2021-12-01 09:40:50 | INFO : Experiment config: do testing = True
2021-12-01 09:40:50 | INFO : Training set parameters: {'context': 75, 'stride': 50, 'compression': 10, 'aug:transpsemitones': 5, 'aug:randomeq': 20, 'aug:noisestd': 0.0001, 'aug:tuning': True}
2021-12-01 09:40:50 | INFO : Validation set parameters: {'context': 75, 'stride': 50, 'compression': 10}
2021-12-01 09:40:50 | INFO : Test set parameters: {'context': 75, 'stride': 1, 'compression': 10}
2021-12-01 09:40:50 | INFO : Training parameters: {'batch_size': 25, 'shuffle': True, 'num_workers': 16}
2021-12-01 09:40:50 | INFO : Trained model saved in /tsi/clusterhome/cweiss/models/exp126b_traintest_musicnet_aligned_pitch_cnn_wide_test10files_augall_AdamW.pt
2021-12-01 09:40:50 | INFO : --- Training config: -----------------------------------------
2021-12-01 09:40:50 | INFO : Maximum number of epochs: 100
2021-12-01 09:40:50 | INFO : Criterion (Loss): BCELoss
2021-12-01 09:40:50 | INFO : Optimizer parameters: {'name': 'AdamW', 'initial_lr': 0.001, 'betas': (0.9, 0.999), 'eps': 1e-08, 'weight_decay': 0.01, 'amsgrad': False}
2021-12-01 09:40:50 | INFO : Scheduler parameters: {'use_scheduler': True, 'name': 'ReduceLROnPlateau', 'mode': 'min', 'factor': 0.5, 'patience': 5, 'threshold': 0.0001, 'threshold_mode': 'rel', 'cooldown': 0, 'min_lr': 1e-06, 'eps': 1e-08, 'verbose': False}
2021-12-01 09:40:50 | INFO : Early stopping parameters: {'use_early_stopping': True, 'mode': 'min', 'min_delta': 1e-05, 'patience': 12, 'percentage': False}
2021-12-01 09:40:50 | INFO : Test parameters: {'batch_size': 50, 'shuffle': False, 'num_workers': 8}
2021-12-01 09:40:50 | INFO : Save filewise results = True, in folder /tsi/clusterhome/cweiss/code/deep_pitch_estimation/experiments/results_filewise/exp126b_traintest_musicnet_aligned_pitch_cnn_wide_test10files_augall_AdamW.csv
2021-12-01 09:40:50 | INFO : Save model predictions = True, in folder /tsi/clusterhome/cweiss/predictions/exp126b_traintest_musicnet_aligned_pitch_cnn_wide_test10files_augall_AdamW
2021-12-01 09:40:50 | INFO : CUDA use_cuda: True
2021-12-01 09:40:50 | INFO : CUDA device: cuda:0
2021-12-01 09:41:02 | INFO : --- Model config: --------------------------------------------
2021-12-01 09:41:02 | INFO : Model: basic_cnn_segm_sigmoid
2021-12-01 09:41:02 | INFO : Model parameters: {'n_chan_input': 6, 'n_chan_layers': [100, 100, 50, 10], 'n_ch_out': 2, 'n_bins_in': 216, 'n_bins_out': 72, 'a_lrelu': 0.3, 'p_dropout': 0.2}
2021-12-01 09:41:02 | INFO :
==========================================================================================
Layer (type:depth-idx) Output Shape Param #
==========================================================================================
├─LayerNorm: 1-1 [1, 174, 6, 216] 2,592
├─Sequential: 1-2 [1, 100, 174, 216] --
| └─Conv2d: 2-1 [1, 100, 174, 216] 135,100
| └─LeakyReLU: 2-2 [1, 100, 174, 216] --
| └─MaxPool2d: 2-3 [1, 100, 174, 216] --
| └─Dropout: 2-4 [1, 100, 174, 216] --
├─Sequential: 1-3 [1, 100, 174, 72] --
| └─Conv2d: 2-5 [1, 100, 174, 72] 90,100
| └─LeakyReLU: 2-6 [1, 100, 174, 72] --
| └─MaxPool2d: 2-7 [1, 100, 174, 72] --
| └─Dropout: 2-8 [1, 100, 174, 72] --
├─Sequential: 1-4 [1, 50, 100, 72] --
| └─Conv2d: 2-9 [1, 50, 100, 72] 375,050
| └─LeakyReLU: 2-10 [1, 50, 100, 72] --
| └─Dropout: 2-11 [1, 50, 100, 72] --
├─Sequential: 1-5 [1, 1, 100, 72] --
| └─Conv2d: 2-12 [1, 10, 100, 72] 510
| └─LeakyReLU: 2-13 [1, 10, 100, 72] --
| └─Dropout: 2-14 [1, 10, 100, 72] --
| └─Conv2d: 2-15 [1, 1, 100, 72] 11
| └─Sigmoid: 2-16 [1, 1, 100, 72] --
==========================================================================================
Total params: 603,363
Trainable params: 603,363
Non-trainable params: 0
Total mult-adds (G): 8.91
==========================================================================================
Input size (MB): 0.90
Forward/backward pass size (MB): 45.41
Params size (MB): 2.41
Estimated Total Size (MB): 48.72
==========================================================================================
2021-12-01 09:41:07 | INFO : - file 2530_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-01 09:41:11 | INFO : - file 1822_Mozart_K421_StringQuartet.npy added to training set.
2021-12-01 09:41:14 | INFO : - file 1752_Schubert_D845_PianoSonata.npy added to training set.
2021-12-01 09:41:16 | INFO : - file 2297_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-01 09:41:17 | INFO : - file 2240_Bach_BWV862_WTKI.npy added to training set.
2021-12-01 09:41:20 | INFO : - file 2463_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-12-01 09:41:21 | INFO : - file 2550_Beethoven_OP78_PianoSonata.npy added to training set.
2021-12-01 09:41:25 | INFO : - file 2566_Beethoven_OP22_PianoSonata.npy added to training set.
2021-12-01 09:41:29 | INFO : - file 2492_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-01 09:41:31 | INFO : - file 2359_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-01 09:41:35 | INFO : - file 2138_Brahms_OP51NO1_StringQuartet.npy added to training set.
2021-12-01 09:41:39 | INFO : - file 1811_Mozart_K581_ClarinetQuintet.npy added to validation set.
2021-12-01 09:41:43 | INFO : - file 2127_Brahms_OP11_SerenadeNo.npy added to training set.
2021-12-01 09:41:51 | INFO : - file 2531_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-01 09:41:55 | INFO : - file 2116_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-01 09:41:57 | INFO : - file 2284_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-01 09:41:59 | INFO : - file 2379_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-12-01 09:42:00 | INFO : - file 2237_Bach_BWV868_WTKI.npy added to training set.
2021-12-01 09:42:05 | INFO : - file 2313_Beethoven_OP132_StringQuartet.npy added to training set.
2021-12-01 09:42:07 | INFO : - file 1755_Schubert_D784_PianoSonata.npy added to validation set.
2021-12-01 09:42:08 | INFO : - file 2405_Beethoven_OP110_PianoSonata.npy added to training set.
2021-12-01 09:42:10 | INFO : - file 2307_Bach_BWV863_WTKI.npy added to training set.
2021-12-01 09:42:18 | INFO : - file 2533_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-01 09:42:19 | INFO : - file 2200_Bach_BWV861_WTKI.npy added to training set.
2021-12-01 09:42:22 | INFO : - file 2567_Beethoven_OP90_PianoSonata.npy added to training set.
2021-12-01 09:42:25 | INFO : - file 2481_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-12-01 09:42:29 | INFO : - file 2334_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-12-01 09:42:30 | INFO : - file 2208_Bach_BWV855_WTKI.npy added to training set.
2021-12-01 09:42:33 | INFO : - file 1766_Schubert_OP142_4Impromptus.npy added to validation set.
2021-12-01 09:42:38 | INFO : - file 2169_Faure_OP45_PianoQuartet.npy added to training set.
2021-12-01 09:42:44 | INFO : - file 2148_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-01 09:42:47 | INFO : - file 2501_Beethoven_OP12NO3_ViolinSonata.npy added to training set.
2021-12-01 09:42:53 | INFO : - file 2614_Beethoven_OP10NO3_PianoSonata.npy added to training set.
2021-12-01 09:42:59 | INFO : - file 2557_Beethoven_OP109_PianoSonata.npy added to training set.
2021-12-01 09:43:02 | INFO : - file 2373_Beethoven_OP49NO1_PianoSonata.npy added to training set.
2021-12-01 09:43:06 | INFO : - file 1733_Schubert_D959_PianoSonata.npy added to validation set.
2021-12-01 09:43:08 | INFO : - file 2079_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-12-01 09:43:10 | INFO : - file 1835_Mozart_K590_StringQuartet.npy added to training set.
2021-12-01 09:43:13 | INFO : - file 1873_Mozart_K502_PianoTrio.npy added to training set.
2021-12-01 09:43:15 | INFO : - file 2424_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-12-01 09:43:16 | INFO : - file 2209_Bach_BWV849_WTKI.npy added to training set.
2021-12-01 09:43:19 | INFO : - file 2410_Beethoven_OP27NO1_PianoSonata.npy added to training set.
2021-12-01 09:43:21 | INFO : - file 2296_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-01 09:43:23 | INFO : - file 1817_Mozart_K375_Serenadein.npy added to training set.
2021-12-01 09:43:25 | INFO : - file 2472_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-01 09:43:28 | INFO : - file 2383_Beethoven_OP130_StringQuartet.npy added to training set.
2021-12-01 09:43:32 | INFO : - file 2462_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-12-01 09:43:35 | INFO : - file 2575_Beethoven_OP13_PianoSonata.npy added to training set.
2021-12-01 09:43:37 | INFO : - file 2320_Beethoven_OP38_Trioin.npy added to training set.
2021-12-01 09:43:38 | INFO : - file 2207_Bach_BWV855_WTKI.npy added to training set.
2021-12-01 09:43:41 | INFO : - file 2476_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-01 09:43:43 | INFO : - file 2371_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-12-01 09:43:47 | INFO : - file 2147_Brahms_OP36_StringSextet.npy added to training set.
2021-12-01 09:43:48 | INFO : - file 2215_Bach_BWV846_WTKI.npy added to training set.
2021-12-01 09:43:53 | INFO : - file 1777_Schubert_D850_PianoSonata.npy added to training set.
2021-12-01 09:43:56 | INFO : - file 2502_Beethoven_OP12NO3_ViolinSonata.npy added to training set.
2021-12-01 09:43:59 | INFO : - file 1922_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-01 09:44:02 | INFO : - file 1893_Mozart_K564_PianoTrio.npy added to training set.
2021-12-01 09:44:04 | INFO : - file 2186_Bach_BWV1006_ViolinPartita.npy added to training set.
2021-12-01 09:44:07 | INFO : - file 2160_Brahms_OP40_HornTrio.npy added to training set.
2021-12-01 09:44:11 | INFO : - file 2509_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-01 09:44:15 | INFO : - file 2505_Beethoven_OP103_Octetin.npy added to training set.
2021-12-01 09:44:17 | INFO : - file 2506_Beethoven_OP103_Octetin.npy added to training set.
2021-12-01 09:44:18 | INFO : - file 2628_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-12-01 09:44:19 | INFO : - file 2218_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-01 09:44:22 | INFO : - file 2529_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-12-01 09:44:23 | INFO : - file 2374_Beethoven_OP49NO1_PianoSonata.npy added to training set.
2021-12-01 09:44:27 | INFO : - file 2392_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-01 09:44:28 | INFO : - file 2231_Bach_BWV866_WTKI.npy added to training set.
2021-12-01 09:44:33 | INFO : - file 1813_Mozart_K581_ClarinetQuintet.npy added to training set.
2021-12-01 09:44:34 | INFO : - file 2196_Bach_BWV848_WTKI.npy added to training set.
2021-12-01 09:44:38 | INFO : - file 2158_Brahms_OP40_HornTrio.npy added to validation set.
2021-12-01 09:44:42 | INFO : - file 1872_Mozart_K502_PianoTrio.npy added to training set.
2021-12-01 09:44:47 | INFO : - file 2621_Beethoven_OP59NO1_StringQuartet.npy added to training set.
2021-12-01 09:44:52 | INFO : - file 2150_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-01 09:44:54 | INFO : - file 2217_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-01 09:44:55 | INFO : - file 2243_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-01 09:44:59 | INFO : - file 2433_Beethoven_OP135_StringQuartet.npy added to training set.
2021-12-01 09:45:01 | INFO : - file 2211_Bach_BWV857_WTKI.npy added to training set.
2021-12-01 09:45:05 | INFO : - file 1764_Schubert_OP142_4Impromptus.npy added to training set.
2021-12-01 09:45:08 | INFO : - file 2348_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-01 09:45:11 | INFO : - file 1932_Dvorak_OP96_StringQuartet.npy added to validation set.
2021-12-01 09:45:11 | INFO : - file 2232_Bach_BWV866_WTKI.npy added to training set.
2021-12-01 09:45:13 | INFO : - file 2203_Bach_BWV1013_Partitain.npy added to training set.
2021-12-01 09:45:18 | INFO : - file 2157_Brahms_OP18_StringSextet.npy added to validation set.
2021-12-01 09:45:22 | INFO : - file 2486_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-01 09:45:25 | INFO : - file 2393_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-01 09:45:26 | INFO : - file 2210_Bach_BWV849_WTKI.npy added to training set.
2021-12-01 09:45:27 | INFO : - file 2659_Bach_BWV1002_ViolinPartita.npy added to training set.
2021-12-01 09:45:31 | INFO : - file 1729_Schubert_OP114_PianoQuintet.npy added to validation set.
2021-12-01 09:45:35 | INFO : - file 2678_Beethoven_OP14NO2_PianoSonata.npy added to training set.
2021-12-01 09:45:37 | INFO : - file 2221_Bach_BWV1009_CelloSuite.npy added to validation set.
2021-12-01 09:45:38 | INFO : - file 2411_Beethoven_OP27NO1_PianoSonata.npy added to training set.
2021-12-01 09:45:41 | INFO : - file 2343_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-01 09:45:44 | INFO : - file 1818_Mozart_K375_Serenadein.npy added to training set.
2021-12-01 09:45:47 | INFO : - file 1919_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-01 09:45:49 | INFO : - file 2415_Beethoven_OP71_Sextetin.npy added to training set.
2021-12-01 09:45:50 | INFO : - file 2305_Bach_BWV859_WTKI.npy added to training set.
2021-12-01 09:45:54 | INFO : - file 2510_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-01 09:45:57 | INFO : - file 2608_Beethoven_OP31NO1_PianoSonata.npy added to training set.
2021-12-01 09:46:02 | INFO : - file 2532_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-01 09:46:07 | INFO : - file 2542_Beethoven_OP101_PianoSonata.npy added to training set.
2021-12-01 09:46:09 | INFO : - file 2118_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-01 09:46:12 | INFO : - file 1756_Schubert_D784_PianoSonata.npy added to validation set.
2021-12-01 09:46:16 | INFO : - file 1793_Mozart_K465_StringQuartet.npy added to training set.
2021-12-01 09:46:20 | INFO : - file 1758_Schubert_D958_PianoSonata.npy added to training set.
2021-12-01 09:46:23 | INFO : - file 2404_Beethoven_OP110_PianoSonata.npy added to training set.
2021-12-01 09:46:26 | INFO : - file 2491_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-01 09:46:29 | INFO : - file 2282_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-01 09:46:30 | INFO : - file 2304_Bach_BWV859_WTKI.npy added to training set.
2021-12-01 09:46:34 | INFO : - file 2149_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-01 09:46:39 | INFO : - file 2330_Beethoven_OP12NO1_ViolinSonata.npy added to training set.
2021-12-01 09:46:44 | INFO : - file 1916_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-01 09:46:46 | INFO : - file 2212_Bach_BWV857_WTKI.npy added to training set.
2021-12-01 09:46:49 | INFO : - file 2480_Beethoven_OP18NO5_StringQuartet.npy added to validation set.
2021-12-01 09:46:50 | INFO : - file 2214_Bach_BWV847_WTKI.npy added to training set.
2021-12-01 09:46:51 | INFO : - file 2195_Bach_BWV848_WTKI.npy added to training set.
2021-12-01 09:46:53 | INFO : - file 2477_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-01 09:46:55 | INFO : - file 2295_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-01 09:46:57 | INFO : - file 1768_Schubert_D664_PianoSonata.npy added to training set.
2021-12-01 09:47:00 | INFO : - file 2627_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-12-01 09:47:03 | INFO : - file 2431_Beethoven_OP135_StringQuartet.npy added to training set.
2021-12-01 09:47:04 | INFO : - file 2591_Beethoven_OP26_PianoSonata.npy added to training set.
2021-12-01 09:47:09 | INFO : - file 1775_Schubert_D850_PianoSonata.npy added to training set.
2021-12-01 09:47:11 | INFO : - file 2293_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-01 09:47:14 | INFO : - file 1791_Mozart_K465_StringQuartet.npy added to training set.
2021-12-01 09:47:15 | INFO : - file 2194_Bach_BWV858_WTKI.npy added to training set.
2021-12-01 09:47:23 | INFO : - file 1742_Schubert_OP163_StringQuintet.npy added to training set.
2021-12-01 09:47:29 | INFO : - file 1776_Schubert_D850_PianoSonata.npy added to training set.
2021-12-01 09:47:36 | INFO : - file 2112_Brahms_OP38_CelloSonata.npy added to training set.
2021-12-01 09:47:39 | INFO : - file 2423_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-12-01 09:47:42 | INFO : - file 2560_Beethoven_OP18NO2_StringQuartet.npy added to training set.
2021-12-01 09:47:44 | INFO : - file 2219_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-01 09:47:46 | INFO : - file 2420_Beethoven_OP12NO2_ViolinSonata.npy added to training set.
2021-12-01 09:47:51 | INFO : - file 1763_Schubert_OP142_4Impromptus.npy added to training set.
2021-12-01 09:47:52 | INFO : - file 2228_Bach_BWV851_WTKI.npy added to training set.
2021-12-01 09:47:58 | INFO : - file 2441_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-01 09:48:03 | INFO : - file 2570_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-01 09:48:06 | INFO : - file 1918_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-01 09:48:09 | INFO : - file 2451_Beethoven_OP18NO6_StringQuartet.npy added to training set.
2021-12-01 09:48:13 | INFO : - file 2177_Ravel_35_StringQuartet.npy added to training set.
2021-12-01 09:48:17 | INFO : - file 1788_Mozart_K465_StringQuartet.npy added to training set.
2021-12-01 09:48:22 | INFO : - file 2179_Ravel_35_StringQuartet.npy added to training set.
2021-12-01 09:48:24 | INFO : - file 2346_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-01 09:48:29 | INFO : - file 2376_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-12-01 09:48:30 | INFO : - file 2620_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-12-01 09:48:34 | INFO : - file 2390_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-01 09:48:37 | INFO : - file 2335_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-12-01 09:48:40 | INFO : - file 2403_Beethoven_OP18NO1_StringQuartet.npy added to training set.
2021-12-01 09:48:41 | INFO : - file 2247_Bach_BWV854_WTKI.npy added to training set.
2021-12-01 09:48:42 | INFO : - file 2432_Beethoven_OP135_StringQuartet.npy added to training set.
2021-12-01 09:48:43 | INFO : - file 2292_Bach_BWV864_WTKI.npy added to training set.
2021-12-01 09:48:45 | INFO : - file 2076_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-12-01 09:48:48 | INFO : - file 1790_Mozart_K465_StringQuartet.npy added to training set.
2021-12-01 09:48:49 | INFO : - file 2302_Bach_BWV850_WTKI.npy added to training set.
2021-12-01 09:48:53 | INFO : - file 2391_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-01 09:48:56 | INFO : - file 1933_Dvorak_OP96_StringQuartet.npy added to validation set.
2021-12-01 09:48:59 | INFO : - file 2514_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-01 09:49:02 | INFO : - file 1829_Mozart_K542_PianoTrio.npy added to training set.
2021-12-01 09:49:06 | INFO : - file 1923_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-01 09:49:12 | INFO : - file 2377_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-12-01 09:49:16 | INFO : - file 1931_Dvorak_OP96_StringQuartet.npy added to training set.
2021-12-01 09:49:18 | INFO : - file 2294_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-01 09:49:20 | INFO : - file 2384_Beethoven_OP130_StringQuartet.npy added to training set.
2021-12-01 09:49:22 | INFO : - file 2241_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-01 09:49:24 | INFO : - file 2242_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-01 09:49:26 | INFO : - file 2283_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-01 09:49:29 | INFO : - file 2632_Beethoven_OP14NO2_PianoSonata.npy added to validation set.
2021-12-01 09:49:34 | INFO : - file 1760_Schubert_D958_PianoSonata.npy added to training set.
2021-12-01 09:49:38 | INFO : - file 2568_Beethoven_OP90_PianoSonata.npy added to training set.
2021-12-01 09:49:42 | INFO : - file 2345_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-01 09:49:44 | INFO : - file 2576_Beethoven_OP13_PianoSonata.npy added to training set.
2021-12-01 09:49:46 | INFO : - file 2131_Brahms_OP11_SerenadeNo.npy added to training set.
2021-12-01 09:49:49 | INFO : - file 2537_Beethoven_OP49NO2_PianoSonata.npy added to training set.
2021-12-01 09:49:54 | INFO : - file 2607_Beethoven_OP31NO1_PianoSonata.npy added to training set.
2021-12-01 09:49:55 | INFO : - file 2230_Bach_BWV865_WTKI.npy added to training set.
2021-12-01 09:49:57 | INFO : - file 2167_Faure_OP45_PianoQuartet.npy added to validation set.
2021-12-01 09:50:00 | INFO : - file 2603_Beethoven_OP81NO1_PianoSonata.npy added to training set.
2021-12-01 09:50:03 | INFO : - file 2594_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-01 09:50:04 | INFO : - file 2204_Bach_BWV1013_Partitain.npy added to training set.
2021-12-01 09:50:09 | INFO : - file 2523_Beethoven_OP69_CelloSonata.npy added to training set.
2021-12-01 09:50:11 | INFO : - file 2357_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-01 09:50:19 | INFO : - file 2398_Beethoven_OP47_ViolinSonata.npy added to training set.
2021-12-01 09:50:20 | INFO : - file 2310_Bach_BWV860_WTKI.npy added to training set.
2021-12-01 09:50:22 | INFO : - file 2078_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-12-01 09:50:29 | INFO : - file 2521_Beethoven_OP69_CelloSonata.npy added to training set.
2021-12-01 09:50:31 | INFO : - file 2562_Beethoven_OP18NO2_StringQuartet.npy added to training set.
2021-12-01 09:50:33 | INFO : - file 1824_Mozart_K421_StringQuartet.npy added to training set.
2021-12-01 09:50:39 | INFO : - file 2318_Beethoven_OP38_Trioin.npy added to validation set.
2021-12-01 09:50:41 | INFO : - file 1773_Schubert_D568_PianoSonata.npy added to training set.
2021-12-01 09:50:50 | INFO : - file 2443_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-01 09:50:53 | INFO : - file 2114_Brahms_OP38_CelloSonata.npy added to training set.
2021-12-01 09:50:57 | INFO : - file 2488_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-01 09:50:58 | INFO : - file 2198_Bach_BWV867_WTKI.npy added to training set.
2021-12-01 09:51:01 | INFO : - file 2350_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-01 09:51:03 | INFO : - file 2595_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-01 09:51:06 | INFO : - file 1805_Mozart_K387_StringQuartet.npy added to validation set.
2021-12-01 09:51:09 | INFO : - file 2113_Brahms_OP38_CelloSonata.npy added to training set.
2021-12-01 09:51:12 | INFO : - file 2075_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-12-01 09:51:15 | INFO : - file 2516_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-01 09:51:17 | INFO : - file 2497_Beethoven_OP95_StringQuartet.npy added to training set.
2021-12-01 09:51:19 | INFO : - file 2507_Beethoven_OP103_Octetin.npy added to training set.
2021-12-01 09:51:23 | INFO : - file 2389_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-01 09:51:25 | INFO : - file 2222_Bach_BWV1009_CelloSuite.npy added to validation set.
2021-12-01 09:51:27 | INFO : - file 2372_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-12-01 09:51:30 | INFO : - file 2471_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-01 09:51:33 | INFO : - file 2105_Haydn_OP64NO5_QuartetNo.npy added to training set.
2021-12-01 09:51:37 | INFO : - file 2388_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-01 09:51:38 | INFO : - file 2213_Bach_BWV847_WTKI.npy added to training set.
2021-12-01 09:51:40 | INFO : - file 2417_Beethoven_OP71_Sextetin.npy added to training set.
2021-12-01 09:51:43 | INFO : - file 1751_Schubert_D845_PianoSonata.npy added to training set.
2021-12-01 09:51:46 | INFO : - file 1728_Schubert_OP114_PianoQuintet.npy added to training set.
2021-12-01 09:51:47 | INFO : - file 2227_Bach_BWV851_WTKI.npy added to training set.
2021-12-01 09:51:49 | INFO : - file 1734_Schubert_D959_PianoSonata.npy added to training set.
2021-12-01 09:51:50 | INFO : - file 2224_Bach_BWV852_WTKI.npy added to training set.
2021-12-01 09:51:52 | INFO : - file 2285_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-01 09:51:56 | INFO : - file 2159_Brahms_OP40_HornTrio.npy added to training set.
2021-12-01 09:51:58 | INFO : - file 2117_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-01 09:52:03 | INFO : - file 2155_Brahms_OP18_StringSextet.npy added to training set.
2021-12-01 09:52:09 | INFO : - file 1771_Schubert_D568_PianoSonata.npy added to training set.
2021-12-01 09:52:13 | INFO : - file 2571_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-01 09:52:15 | INFO : - file 2229_Bach_BWV865_WTKI.npy added to training set.
2021-12-01 09:52:20 | INFO : - file 2325_Beethoven_OP57_PianoSonata.npy added to training set.
2021-12-01 09:52:25 | INFO : - file 1749_Schubert_D845_PianoSonata.npy added to training set.
2021-12-01 09:52:28 | INFO : - file 2573_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-01 09:52:31 | INFO : - file 2596_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-01 09:52:33 | INFO : - file 2300_Bach_BWV853_WTKI.npy added to training set.
2021-12-01 09:52:36 | INFO : - file 2487_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-01 09:52:38 | INFO : - file 2119_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-01 09:52:44 | INFO : - file 1765_Schubert_OP142_4Impromptus.npy added to validation set.
2021-12-01 09:52:47 | INFO : - file 2528_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-12-01 09:52:51 | INFO : - file 1727_Schubert_OP114_PianoQuintet.npy added to training set.
2021-12-01 09:52:56 | INFO : - file 2314_Beethoven_OP132_StringQuartet.npy added to training set.
2021-12-01 09:52:58 | INFO : - file 2202_Bach_BWV1013_Partitain.npy added to training set.
2021-12-01 09:52:59 | INFO : - file 2239_Bach_BWV862_WTKI.npy added to training set.
2021-12-01 09:53:05 | INFO : - file 2444_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-01 09:53:08 | INFO : - file 2581_Beethoven_OP54_PianoSonata.npy added to training set.
2021-12-01 09:53:10 | INFO : - file 2244_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-01 09:53:13 | INFO : - file 1792_Mozart_K465_StringQuartet.npy added to training set.
2021-12-01 09:53:17 | INFO : - file 1812_Mozart_K581_ClarinetQuintet.npy added to training set.
2021-12-01 09:53:22 | INFO : - file 2490_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-01 09:53:23 | INFO : - file 2442_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-01 09:53:28 | INFO : - file 2564_Beethoven_OP22_PianoSonata.npy added to training set.
2021-12-01 09:53:32 | INFO : - file 2611_Beethoven_OP10NO3_PianoSonata.npy added to training set.
2021-12-01 09:53:34 | INFO : - file 2422_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-12-01 09:53:37 | INFO : - file 2483_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-12-01 09:53:39 | INFO : - file 2342_Beethoven_OP30NO3_ViolinSonata.npy added to validation set.
2021-12-01 09:53:47 | INFO : - file 2366_Beethoven_OP127_StringQuartet.npy added to training set.
2021-12-01 09:53:48 | INFO : - file 2358_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-01 09:53:50 | INFO : - file 2555_Beethoven_OP109_PianoSonata.npy added to training set.
2021-12-01 09:53:54 | INFO : - file 2622_Beethoven_OP59NO1_StringQuartet.npy added to training set.
2021-12-01 09:53:56 | INFO : - file 2289_Bach_BWV1002_ViolinPartita.npy added to validation set.
2021-12-01 09:53:58 | INFO : - file 2080_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-12-01 09:54:02 | INFO : - file 2588_Beethoven_OP26_PianoSonata.npy added to training set.
2021-12-01 09:54:04 | INFO : - file 2494_Beethoven_OP95_StringQuartet.npy added to training set.
2021-12-01 09:54:08 | INFO : - file 1789_Mozart_K465_StringQuartet.npy added to training set.
2021-12-01 09:54:13 | INFO : - file 2168_Faure_OP45_PianoQuartet.npy added to training set.
2021-12-01 09:54:17 | INFO : - file 1859_Mozart_K464_StringQuartet.npy added to training set.
2021-12-01 09:54:20 | INFO : - file 2586_Beethoven_OP102NO1_CelloSonata.npy added to training set.
2021-12-01 09:54:23 | INFO : - file 2478_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-01 09:54:32 | INFO : - file 2315_Beethoven_OP132_StringQuartet.npy added to validation set.
2021-12-01 09:54:33 | INFO : - file 2201_Bach_BWV861_WTKI.npy added to training set.
2021-12-01 09:54:34 | INFO : - file 2572_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-01 09:54:35 | INFO : - file 2238_Bach_BWV868_WTKI.npy added to training set.
2021-12-01 09:54:36 | INFO : - file 2248_Bach_BWV854_WTKI.npy added to training set.
2021-12-01 09:54:42 | INFO : - file 1735_Schubert_D959_PianoSonata.npy added to training set.
2021-12-01 09:54:43 | INFO : - file 2308_Bach_BWV863_WTKI.npy added to training set.
2021-12-01 09:54:50 | INFO : - file 2154_Brahms_OP18_StringSextet.npy added to training set.
2021-12-01 09:54:53 | INFO : - file 2140_Brahms_OP51NO1_StringQuartet.npy added to training set.
2021-12-01 09:54:55 | INFO : - file 2077_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-12-01 09:54:59 | INFO : - file 1807_Mozart_K387_StringQuartet.npy added to validation set.
2021-12-01 09:55:04 | INFO : - file 2406_Beethoven_OP110_PianoSonata.npy added to training set.
2021-12-01 09:55:08 | INFO : - file 1772_Schubert_D568_PianoSonata.npy added to training set.
2021-12-01 09:55:09 | INFO : - file 2156_Brahms_OP18_StringSextet.npy added to training set.
2021-12-01 09:55:15 | INFO : - file 1757_Schubert_D958_PianoSonata.npy added to training set.
2021-12-01 09:55:21 | INFO : - file 2436_Beethoven_OP53_PianoSonata.npy added to training set.
2021-12-01 09:55:23 | INFO : - file 2364_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-01 09:55:25 | INFO : - file 2538_Beethoven_OP49NO2_PianoSonata.npy added to training set.
2021-12-01 09:55:27 | INFO : - file 2336_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-12-01 09:55:29 | INFO : - file 2466_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-12-01 09:55:33 | INFO : - file 2677_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-12-01 09:55:35 | INFO : - file 2081_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-12-01 09:55:40 | INFO : - file 2151_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-01 09:55:43 | INFO : - file 2512_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-01 09:55:45 | INFO : - file 2083_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-12-01 09:55:49 | INFO : - file 2368_Beethoven_OP127_StringQuartet.npy added to training set.
2021-12-01 09:55:52 | INFO : - file 2082_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-12-01 09:55:55 | INFO : - file 2178_Ravel_35_StringQuartet.npy added to training set.
2021-12-01 09:56:00 | INFO : - file 2322_Beethoven_OP57_PianoSonata.npy added to training set.
2021-12-01 09:56:02 | INFO : - file 2633_Beethoven_OP14NO2_PianoSonata.npy added to validation set.
2021-12-01 09:56:05 | INFO : - file 2220_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-01 09:56:07 | INFO : - file 1828_Mozart_K542_PianoTrio.npy added to training set.
2021-12-01 09:56:10 | INFO : - file 2527_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-12-01 09:56:12 | INFO : - file 2540_Beethoven_OP101_PianoSonata.npy added to training set.
2021-12-01 09:56:15 | INFO : - file 2582_Beethoven_OP54_PianoSonata.npy added to training set.
2021-12-01 09:56:17 | INFO : - file 2225_Bach_BWV852_WTKI.npy added to training set.
2021-12-01 09:56:20 | INFO : - file 1876_Mozart_K496_PianoTrio.npy added to training set.
2021-12-01 09:56:24 | INFO : - file 2593_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-01 09:56:29 | INFO : - file 2482_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-12-01 09:56:33 | INFO : - file 2341_Beethoven_OP30NO3_ViolinSonata.npy added to validation set.
2021-12-01 09:56:35 | INFO : - file 2288_Bach_BWV1002_ViolinPartita.npy added to training set.
2021-12-01 09:56:38 | INFO : - file 2504_Beethoven_OP103_Octetin.npy added to training set.
2021-12-01 09:56:43 | INFO : - file 2381_Beethoven_OP130_StringQuartet.npy added to training set.
2021-12-01 09:56:46 | INFO : - file 2104_Haydn_OP64NO5_QuartetNo.npy added to training set.
2021-12-01 09:56:49 | INFO : - file 2365_Beethoven_OP127_StringQuartet.npy added to training set.
2021-12-01 09:56:53 | INFO : - file 1739_Schubert_OP99_PianoTrio.npy added to training set.
2021-12-01 09:57:00 | INFO : - file 1750_Schubert_D845_PianoSonata.npy added to training set.
2021-12-01 09:57:03 | INFO : - file 2473_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-01 09:57:05 | INFO : - file 2180_Ravel_35_StringQuartet.npy added to training set.
2021-12-01 09:57:10 | INFO : - file 2397_Beethoven_OP47_ViolinSonata.npy added to training set.
2021-12-01 09:57:15 | INFO : - file 2626_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-12-01 09:57:18 | INFO : - file 1730_Schubert_OP114_PianoQuintet.npy added to training set.
2021-12-01 09:57:21 | INFO : - file 2522_Beethoven_OP69_CelloSonata.npy added to training set.
2021-12-01 09:57:23 | INFO : - file 2619_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-12-01 09:57:24 | INFO : - file 2234_Bach_BWV856_WTKI.npy added to training set.
2021-12-01 09:57:27 | INFO : - file 2618_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-12-01 09:57:30 | INFO : - file 2161_Brahms_OP40_HornTrio.npy added to training set.
2021-12-01 09:57:35 | INFO : - file 2166_Faure_OP45_PianoQuartet.npy added to training set.
2021-12-01 09:57:40 | INFO : - file 2319_Beethoven_OP38_Trioin.npy added to training set.
2021-12-01 09:57:44 | INFO : - file 2590_Beethoven_OP26_PianoSonata.npy added to training set.
2021-12-01 09:57:44 | INFO : Training set & loader generated, length 94348
2021-12-01 09:57:44 | INFO : Validation set & loader generated, length 9238
2021-12-01 09:57:44 | INFO :
###################### START TRAINING ######################
2021-12-01 10:03:26 | INFO : Epoch #0 finished. Train Loss: 0.0899, Val Loss: 0.0820 with lr: 0.00100
2021-12-01 10:03:26 | INFO : .... model of epoch 0 saved.
2021-12-01 10:09:13 | INFO : Epoch #1 finished. Train Loss: 0.0820, Val Loss: 0.0783 with lr: 0.00100
2021-12-01 10:09:13 | INFO : .... model of epoch #1 saved.
2021-12-01 10:15:00 | INFO : Epoch #2 finished. Train Loss: 0.0800, Val Loss: 0.0785 with lr: 0.00100
2021-12-01 10:20:46 | INFO : Epoch #3 finished. Train Loss: 0.0791, Val Loss: 0.0759 with lr: 0.00100
2021-12-01 10:20:47 | INFO : .... model of epoch #3 saved.
2021-12-01 10:26:32 | INFO : Epoch #4 finished. Train Loss: 0.0779, Val Loss: 0.0761 with lr: 0.00100
2021-12-01 10:32:18 | INFO : Epoch #5 finished. Train Loss: 0.0771, Val Loss: 0.0774 with lr: 0.00100
2021-12-01 10:38:04 | INFO : Epoch #6 finished. Train Loss: 0.0767, Val Loss: 0.0744 with lr: 0.00100
2021-12-01 10:38:04 | INFO : .... model of epoch #6 saved.
2021-12-01 10:43:50 | INFO : Epoch #7 finished. Train Loss: 0.0762, Val Loss: 0.0754 with lr: 0.00100
2021-12-01 10:49:36 | INFO : Epoch #8 finished. Train Loss: 0.0760, Val Loss: 0.0754 with lr: 0.00100
2021-12-01 10:55:22 | INFO : Epoch #9 finished. Train Loss: 0.0756, Val Loss: 0.0757 with lr: 0.00100
2021-12-01 11:01:08 | INFO : Epoch #10 finished. Train Loss: 0.0753, Val Loss: 0.0754 with lr: 0.00100
2021-12-01 11:06:55 | INFO : Epoch #11 finished. Train Loss: 0.0749, Val Loss: 0.0741 with lr: 0.00100
2021-12-01 11:06:55 | INFO : .... model of epoch #11 saved.
2021-12-01 11:12:42 | INFO : Epoch #12 finished. Train Loss: 0.0746, Val Loss: 0.0741 with lr: 0.00100
2021-12-01 11:12:42 | INFO : .... model of epoch #12 saved.
2021-12-01 11:18:28 | INFO : Epoch #13 finished. Train Loss: 0.0745, Val Loss: 0.0757 with lr: 0.00100
2021-12-01 11:24:13 | INFO : Epoch #14 finished. Train Loss: 0.0743, Val Loss: 0.0757 with lr: 0.00100
2021-12-01 11:30:01 | INFO : Epoch #15 finished. Train Loss: 0.0744, Val Loss: 0.0736 with lr: 0.00100
2021-12-01 11:30:01 | INFO : .... model of epoch #15 saved.
2021-12-01 11:35:48 | INFO : Epoch #16 finished. Train Loss: 0.0741, Val Loss: 0.0776 with lr: 0.00100
2021-12-01 11:41:34 | INFO : Epoch #17 finished. Train Loss: 0.0739, Val Loss: 0.0741 with lr: 0.00100
2021-12-01 11:47:20 | INFO : Epoch #18 finished. Train Loss: 0.0737, Val Loss: 0.0740 with lr: 0.00100
2021-12-01 11:53:07 | INFO : Epoch #19 finished. Train Loss: 0.0735, Val Loss: 0.0735 with lr: 0.00100
2021-12-01 11:53:07 | INFO : .... model of epoch #19 saved.
2021-12-01 11:58:53 | INFO : Epoch #20 finished. Train Loss: 0.0735, Val Loss: 0.0773 with lr: 0.00100
2021-12-01 12:04:40 | INFO : Epoch #21 finished. Train Loss: 0.0736, Val Loss: 0.0753 with lr: 0.00100
2021-12-01 12:10:27 | INFO : Epoch #22 finished. Train Loss: 0.0735, Val Loss: 0.0729 with lr: 0.00100
2021-12-01 12:10:27 | INFO : .... model of epoch #22 saved.
2021-12-01 12:16:13 | INFO : Epoch #23 finished. Train Loss: 0.0734, Val Loss: 0.0752 with lr: 0.00100
2021-12-01 12:22:00 | INFO : Epoch #24 finished. Train Loss: 0.0733, Val Loss: 0.0734 with lr: 0.00100
2021-12-01 12:27:48 | INFO : Epoch #25 finished. Train Loss: 0.0733, Val Loss: 0.0727 with lr: 0.00100
2021-12-01 12:27:48 | INFO : .... model of epoch #25 saved.
2021-12-01 12:33:35 | INFO : Epoch #26 finished. Train Loss: 0.0730, Val Loss: 0.0738 with lr: 0.00100
2021-12-01 12:39:21 | INFO : Epoch #27 finished. Train Loss: 0.0730, Val Loss: 0.0725 with lr: 0.00100
2021-12-01 12:39:21 | INFO : .... model of epoch #27 saved.
2021-12-01 12:45:08 | INFO : Epoch #28 finished. Train Loss: 0.0730, Val Loss: 0.0748 with lr: 0.00100
2021-12-01 12:50:55 | INFO : Epoch #29 finished. Train Loss: 0.0728, Val Loss: 0.0757 with lr: 0.00100
2021-12-01 12:56:42 | INFO : Epoch #30 finished. Train Loss: 0.0727, Val Loss: 0.0731 with lr: 0.00100
2021-12-01 13:02:27 | INFO : Epoch #31 finished. Train Loss: 0.0728, Val Loss: 0.0759 with lr: 0.00100
2021-12-01 13:08:14 | INFO : Epoch #32 finished. Train Loss: 0.0728, Val Loss: 0.0754 with lr: 0.00100
2021-12-01 13:14:01 | INFO : Epoch #33 finished. Train Loss: 0.0728, Val Loss: 0.0747 with lr: 0.00100
2021-12-01 13:19:47 | INFO : Epoch #34 finished. Train Loss: 0.0705, Val Loss: 0.0724 with lr: 0.00050
2021-12-01 13:19:48 | INFO : .... model of epoch #34 saved.
2021-12-01 13:25:34 | INFO : Epoch #35 finished. Train Loss: 0.0701, Val Loss: 0.0710 with lr: 0.00050
2021-12-01 13:25:34 | INFO : .... model of epoch #35 saved.
2021-12-01 13:31:20 | INFO : Epoch #36 finished. Train Loss: 0.0701, Val Loss: 0.0725 with lr: 0.00050
2021-12-01 13:37:06 | INFO : Epoch #37 finished. Train Loss: 0.0700, Val Loss: 0.0712 with lr: 0.00050
2021-12-01 13:42:52 | INFO : Epoch #38 finished. Train Loss: 0.0699, Val Loss: 0.0721 with lr: 0.00050
2021-12-01 13:48:38 | INFO : Epoch #39 finished. Train Loss: 0.0698, Val Loss: 0.0717 with lr: 0.00050
2021-12-01 13:54:25 | INFO : Epoch #40 finished. Train Loss: 0.0698, Val Loss: 0.0724 with lr: 0.00050
2021-12-01 14:00:12 | INFO : Epoch #41 finished. Train Loss: 0.0697, Val Loss: 0.0729 with lr: 0.00050
2021-12-01 14:05:59 | INFO : Epoch #42 finished. Train Loss: 0.0684, Val Loss: 0.0710 with lr: 0.00025
2021-12-01 14:05:59 | INFO : .... model of epoch #42 saved.
2021-12-01 14:11:46 | INFO : Epoch #43 finished. Train Loss: 0.0682, Val Loss: 0.0720 with lr: 0.00025
2021-12-01 14:17:33 | INFO : Epoch #44 finished. Train Loss: 0.0681, Val Loss: 0.0702 with lr: 0.00025
2021-12-01 14:17:33 | INFO : .... model of epoch #44 saved.
2021-12-01 14:23:18 | INFO : Epoch #45 finished. Train Loss: 0.0682, Val Loss: 0.0706 with lr: 0.00025
2021-12-01 14:29:05 | INFO : Epoch #46 finished. Train Loss: 0.0683, Val Loss: 0.0713 with lr: 0.00025
2021-12-01 14:34:51 | INFO : Epoch #47 finished. Train Loss: 0.0681, Val Loss: 0.0699 with lr: 0.00025
2021-12-01 14:34:51 | INFO : .... model of epoch #47 saved.
2021-12-01 14:40:37 | INFO : Epoch #48 finished. Train Loss: 0.0680, Val Loss: 0.0720 with lr: 0.00025
2021-12-01 14:46:24 | INFO : Epoch #49 finished. Train Loss: 0.0680, Val Loss: 0.0704 with lr: 0.00025
2021-12-01 14:52:11 | INFO : Epoch #50 finished. Train Loss: 0.0679, Val Loss: 0.0701 with lr: 0.00025
2021-12-01 14:57:58 | INFO : Epoch #51 finished. Train Loss: 0.0678, Val Loss: 0.0719 with lr: 0.00025
2021-12-01 15:03:46 | INFO : Epoch #52 finished. Train Loss: 0.0680, Val Loss: 0.0713 with lr: 0.00025
2021-12-01 15:09:33 | INFO : Epoch #53 finished. Train Loss: 0.0678, Val Loss: 0.0706 with lr: 0.00025
2021-12-01 15:15:20 | INFO : Epoch #54 finished. Train Loss: 0.0671, Val Loss: 0.0711 with lr: 0.00013
2021-12-01 15:21:06 | INFO : Epoch #55 finished. Train Loss: 0.0670, Val Loss: 0.0703 with lr: 0.00013
2021-12-01 15:26:53 | INFO : Epoch #56 finished. Train Loss: 0.0669, Val Loss: 0.0702 with lr: 0.00013
2021-12-01 15:32:40 | INFO : Epoch #57 finished. Train Loss: 0.0670, Val Loss: 0.0701 with lr: 0.00013
2021-12-01 15:38:28 | INFO : Epoch #58 finished. Train Loss: 0.0667, Val Loss: 0.0704 with lr: 0.00013
2021-12-01 15:44:15 | INFO : Epoch #59 finished. Train Loss: 0.0668, Val Loss: 0.0702 with lr: 0.00013
2021-12-01 15:44:15 | INFO : ### trained model saved in /tsi/clusterhome/cweiss/models/exp126b_traintest_musicnet_aligned_pitch_cnn_wide_test10files_augall_AdamW.pt
2021-12-01 15:44:15 | INFO :
###################### START TESTING ######################
2021-12-01 15:44:32 | INFO : file 2106_Haydn_OP64NO5_QuartetNo.npy tested. Cosine sim: 0.7248949432853281
2021-12-01 15:44:43 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7480179647678846
2021-12-01 15:44:51 | INFO : file 2416_Beethoven_OP71_Sextetin.npy tested. Cosine sim: 0.6732134218102517
2021-12-01 15:44:58 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7859734597271427
2021-12-01 15:45:09 | INFO : file 1759_Schubert_D958_PianoSonata.npy tested. Cosine sim: 0.7414858455521162
2021-12-01 15:45:15 | INFO : file 2191_Bach_BWV1006_ViolinPartita.npy tested. Cosine sim: 0.7978047369921638
2021-12-01 15:45:43 | INFO : file 2629_Beethoven_OP96_ViolinSonata.npy tested. Cosine sim: 0.7850685187468142
2021-12-01 15:45:50 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.587361214258172
2021-12-01 15:45:59 | INFO : file 2556_Beethoven_OP109_PianoSonata.npy tested. Cosine sim: 0.7885735267461552
2021-12-01 15:46:08 | INFO : file 2298_Bach_BWV1010_CelloSuite.npy tested. Cosine sim: 0.6870904842229696
2021-12-01 15:46:08 | INFO : ### Testing done. ################################################
2021-12-01 15:46:08 | INFO : # Results for large test set (10 files) #########################
2021-12-01 15:46:08 | INFO : Mean precision: 0.7011028742014632
2021-12-01 15:46:08 | INFO : Mean recall: 0.7091680875929194
2021-12-01 15:46:08 | INFO : Mean f_measure: 0.702137549343691
2021-12-01 15:46:08 | INFO : Mean cosine_sim: 0.7319484116108999
2021-12-01 15:46:08 | INFO : Mean binary_crossentropy: 0.07089485863047733
2021-12-01 15:46:08 | INFO : Mean euclidean_distance: 0.9048003000446435
2021-12-01 15:46:08 | INFO : Mean binary_accuracy: 0.9806693714521121
2021-12-01 15:46:08 | INFO : Mean soft_accuracy: 0.9698692485084143
2021-12-01 15:46:08 | INFO : Mean accum_energy: 0.5080760413564372
2021-12-01 15:46:08 | INFO : Mean roc_auc_measure: 0.9842234175783128
2021-12-01 15:46:08 | INFO : Mean average_precision_score: 0.7449083469989544
2021-12-01 15:46:08 | INFO : Mean Precision: 0.7011028742014632
2021-12-01 15:46:08 | INFO : Mean Recall: 0.7091680875929194
2021-12-01 15:46:08 | INFO : Mean Accuracy: 0.5451531256809181
2021-12-01 15:46:08 | INFO : Mean Substitution Error: 0.11964600334895084
2021-12-01 15:46:08 | INFO : Mean Miss Error: 0.17118590905812972
2021-12-01 15:46:08 | INFO : Mean False Alarm Error: 0.18802126470919123
2021-12-01 15:46:08 | INFO : Mean Total Error: 0.47885317711627184
2021-12-01 15:46:08 | INFO : Mean Chroma Precision: 0.7230666411120584
2021-12-01 15:46:08 | INFO : Mean Chroma Recall: 0.730518116235201
2021-12-01 15:46:08 | INFO : Mean Chroma Accuracy: 0.5707911829462837
2021-12-01 15:46:08 | INFO : Mean Chroma Substitution Error: 0.0982959747066692
2021-12-01 15:46:08 | INFO : Mean Chroma Miss Error: 0.17118590905812972
2021-12-01 15:46:08 | INFO : Mean Chroma False Alarm Error: 0.18802126470919123
2021-12-01 15:46:08 | INFO : Mean Chroma Total Error: 0.45750314847399015
2021-12-01 15:46:08 | INFO :
2021-12-01 15:46:08 | INFO : Framewise precision: 0.7236173160254656
2021-12-01 15:46:08 | INFO : Framewise recall: 0.7039165724602908
2021-12-01 15:46:08 | INFO : Framewise f_measure: 0.7103724471670988
2021-12-01 15:46:08 | INFO : Framewise cosine_sim: 0.7420104984636126
2021-12-01 15:46:08 | INFO : Framewise binary_crossentropy: 0.08154936027569877
2021-12-01 15:46:08 | INFO : Framewise euclidean_distance: 0.9800305054543138
2021-12-01 15:46:08 | INFO : Framewise binary_accuracy: 0.9782801912619079
2021-12-01 15:46:08 | INFO : Framewise soft_accuracy: 0.9661522577833539
2021-12-01 15:46:08 | INFO : Framewise accum_energy: 0.512451782511503
2021-12-01 15:46:08 | INFO : Framewise roc_auc_measure: 0.9827423875755228
2021-12-01 15:46:08 | INFO : Framewise average_precision_score: 0.7589360360532817
2021-12-01 15:46:08 | INFO : Framewise Precision: 0.7236173160254656
2021-12-01 15:46:08 | INFO : Framewise Recall: 0.7039165724602908
2021-12-01 15:46:08 | INFO : Framewise Accuracy: 0.5538535662182784
2021-12-01 15:46:08 | INFO : Framewise Substitution Error: 0.11589790451770554
2021-12-01 15:46:08 | INFO : Framewise Miss Error: 0.18018552302200386
2021-12-01 15:46:08 | INFO : Framewise False Alarm Error: 0.16130950246854883
2021-12-01 15:46:08 | INFO : Framewise Total Error: 0.45739293000825815
2021-12-01 15:46:08 | INFO : Framewise Chroma Precision: 0.7482009468837463
2021-12-01 15:46:08 | INFO : Framewise Chroma Recall: 0.7270717587533456
2021-12-01 15:46:08 | INFO : Framewise Chroma Accuracy: 0.5828619776053605
2021-12-01 15:46:08 | INFO : Framewise Chroma Substitution Error: 0.09274271822465084
2021-12-01 15:46:08 | INFO : Framewise Chroma Miss Error: 0.18018552302200386
2021-12-01 15:46:08 | INFO : Framewise Chroma False Alarm Error: 0.16130950246854883
2021-12-01 15:46:08 | INFO : Framewise Chroma Total Error: 0.4342377437152035
2021-12-01 15:46:15 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7585128844722905
2021-12-01 15:46:20 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.790190036650952
2021-12-01 15:46:25 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.5966784941552191
2021-12-01 15:46:25 | INFO : ### Testing done. ################################################
2021-12-01 15:46:25 | INFO : # Results for small test set (3 files), first 90s ##############
2021-12-01 15:46:25 | INFO : Mean precision: 0.6867065145697251
2021-12-01 15:46:25 | INFO : Mean recall: 0.6758098951266467
2021-12-01 15:46:25 | INFO : Mean f_measure: 0.6801103648119988
2021-12-01 15:46:25 | INFO : Mean cosine_sim: 0.7151271384261539
2021-12-01 15:46:25 | INFO : Mean binary_crossentropy: 0.07459359537309561
2021-12-01 15:46:25 | INFO : Mean euclidean_distance: 0.9515924829242018
2021-12-01 15:46:25 | INFO : Mean binary_accuracy: 0.978895030234316
2021-12-01 15:46:25 | INFO : Mean soft_accuracy: 0.9681507722180775
2021-12-01 15:46:25 | INFO : Mean accum_energy: 0.5002591660047085
2021-12-01 15:46:25 | INFO : Mean roc_auc_measure: 0.9827643841744358
2021-12-01 15:46:25 | INFO : Mean average_precision_score: 0.731668500827635
2021-12-01 15:46:25 | INFO : Mean Precision: 0.6867065145697251
2021-12-01 15:46:25 | INFO : Mean Recall: 0.6758098951266467
2021-12-01 15:46:25 | INFO : Mean Accuracy: 0.5232157985983957
2021-12-01 15:46:25 | INFO : Mean Substitution Error: 0.1090296659578159
2021-12-01 15:46:25 | INFO : Mean Miss Error: 0.2151604389155373
2021-12-01 15:46:25 | INFO : Mean False Alarm Error: 0.19504895923274235
2021-12-01 15:46:25 | INFO : Mean Total Error: 0.5192390641060955
2021-12-01 15:46:25 | INFO : Mean Chroma Precision: 0.7121539714817895
2021-12-01 15:46:25 | INFO : Mean Chroma Recall: 0.699917106782236
2021-12-01 15:46:25 | INFO : Mean Chroma Accuracy: 0.5509602273509996
2021-12-01 15:46:25 | INFO : Mean Chroma Substitution Error: 0.08492245430222684
2021-12-01 15:46:25 | INFO : Mean Chroma Miss Error: 0.2151604389155373
2021-12-01 15:46:25 | INFO : Mean Chroma False Alarm Error: 0.19504895923274235
2021-12-01 15:46:25 | INFO : Mean Chroma Total Error: 0.49513185245050645
2021-12-01 15:46:25 | INFO :
2021-12-01 15:46:25 | INFO : Framewise precision: 0.6867065145697251
2021-12-01 15:46:25 | INFO : Framewise recall: 0.6758098951266467
2021-12-01 15:46:25 | INFO : Framewise f_measure: 0.6801103648119988
2021-12-01 15:46:25 | INFO : Framewise cosine_sim: 0.7151271384261539
2021-12-01 15:46:25 | INFO : Framewise binary_crossentropy: 0.07459359537309562
2021-12-01 15:46:25 | INFO : Framewise euclidean_distance: 0.951592482924202
2021-12-01 15:46:25 | INFO : Framewise binary_accuracy: 0.9788950302343159
2021-12-01 15:46:25 | INFO : Framewise soft_accuracy: 0.9681507722180775
2021-12-01 15:46:25 | INFO : Framewise accum_energy: 0.5002591660047085
2021-12-01 15:46:25 | INFO : Framewise roc_auc_measure: 0.9827643841744358
2021-12-01 15:46:25 | INFO : Framewise average_precision_score: 0.7316685008276349
2021-12-01 15:46:25 | INFO : Framewise Precision: 0.6867065145697251
2021-12-01 15:46:25 | INFO : Framewise Recall: 0.6758098951266467
2021-12-01 15:46:25 | INFO : Framewise Accuracy: 0.5232157985983957
2021-12-01 15:46:25 | INFO : Framewise Substitution Error: 0.1090296659578159
2021-12-01 15:46:25 | INFO : Framewise Miss Error: 0.2151604389155373
2021-12-01 15:46:25 | INFO : Framewise False Alarm Error: 0.19504895923274235
2021-12-01 15:46:25 | INFO : Framewise Total Error: 0.5192390641060955
2021-12-01 15:46:25 | INFO : Framewise Chroma Precision: 0.7121539714817895
2021-12-01 15:46:25 | INFO : Framewise Chroma Recall: 0.6999171067822358
2021-12-01 15:46:25 | INFO : Framewise Chroma Accuracy: 0.5509602273509995
2021-12-01 15:46:25 | INFO : Framewise Chroma Substitution Error: 0.08492245430222684
2021-12-01 15:46:25 | INFO : Framewise Chroma Miss Error: 0.2151604389155373
2021-12-01 15:46:25 | INFO : Framewise Chroma False Alarm Error: 0.19504895923274235
2021-12-01 15:46:25 | INFO : Framewise Chroma Total Error: 0.49513185245050656
2021-12-01 15:46:34 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7480179647678846
2021-12-01 15:46:39 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7859734597271427
2021-12-01 15:46:46 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.587361214258172
2021-12-01 15:46:46 | INFO : ### Testing done. ################################################
2021-12-01 15:46:46 | INFO : # Results for small test set (3 files), full ###################
2021-12-01 15:46:46 | INFO : Mean precision: 0.6817112629176695
2021-12-01 15:46:46 | INFO : Mean recall: 0.6615886560803551
2021-12-01 15:46:46 | INFO : Mean f_measure: 0.6706456399441346
2021-12-01 15:46:46 | INFO : Mean cosine_sim: 0.7071175462510665
2021-12-01 15:46:46 | INFO : Mean binary_crossentropy: 0.07682686309099486
2021-12-01 15:46:46 | INFO : Mean euclidean_distance: 0.9506935523553475
2021-12-01 15:46:46 | INFO : Mean binary_accuracy: 0.9784246307602836
2021-12-01 15:46:46 | INFO : Mean soft_accuracy: 0.9677515512937817
2021-12-01 15:46:46 | INFO : Mean accum_energy: 0.4788055517195839
2021-12-01 15:46:46 | INFO : Mean roc_auc_measure: 0.980934125201736
2021-12-01 15:46:46 | INFO : Mean average_precision_score: 0.7177185083014859
2021-12-01 15:46:46 | INFO : Mean Precision: 0.6817112629176695
2021-12-01 15:46:46 | INFO : Mean Recall: 0.6615886560803551
2021-12-01 15:46:46 | INFO : Mean Accuracy: 0.5125726502508765
2021-12-01 15:46:46 | INFO : Mean Substitution Error: 0.12238179460108796
2021-12-01 15:46:46 | INFO : Mean Miss Error: 0.2160295493185569
2021-12-01 15:46:46 | INFO : Mean False Alarm Error: 0.18196119696551272
2021-12-01 15:46:46 | INFO : Mean Total Error: 0.5203725408851576
2021-12-01 15:46:46 | INFO : Mean Chroma Precision: 0.7101077951203214
2021-12-01 15:46:46 | INFO : Mean Chroma Recall: 0.6884046761682159
2021-12-01 15:46:46 | INFO : Mean Chroma Accuracy: 0.5433859815117872
2021-12-01 15:46:46 | INFO : Mean Chroma Substitution Error: 0.09556577451322719
2021-12-01 15:46:46 | INFO : Mean Chroma Miss Error: 0.2160295493185569
2021-12-01 15:46:46 | INFO : Mean Chroma False Alarm Error: 0.18196119696551272
2021-12-01 15:46:46 | INFO : Mean Chroma Total Error: 0.4935565207972968
2021-12-01 15:46:46 | INFO :
2021-12-01 15:46:46 | INFO : Framewise precision: 0.6806794716091068
2021-12-01 15:46:46 | INFO : Framewise recall: 0.6721528376116525
2021-12-01 15:46:46 | INFO : Framewise f_measure: 0.6754430268848486
2021-12-01 15:46:46 | INFO : Framewise cosine_sim: 0.7082394623028515
2021-12-01 15:46:46 | INFO : Framewise binary_crossentropy: 0.07800616242920945
2021-12-01 15:46:46 | INFO : Framewise euclidean_distance: 0.9638662611482292
2021-12-01 15:46:46 | INFO : Framewise binary_accuracy: 0.9777754514698942
2021-12-01 15:46:46 | INFO : Framewise soft_accuracy: 0.9668276872287533
2021-12-01 15:46:46 | INFO : Framewise accum_energy: 0.4820149880450119
2021-12-01 15:46:46 | INFO : Framewise roc_auc_measure: 0.9816132205747199
2021-12-01 15:46:46 | INFO : Framewise average_precision_score: 0.7255430803129784
2021-12-01 15:46:46 | INFO : Framewise Precision: 0.6806794716091068
2021-12-01 15:46:46 | INFO : Framewise Recall: 0.6721528376116525
2021-12-01 15:46:46 | INFO : Framewise Accuracy: 0.5175046249502872
2021-12-01 15:46:46 | INFO : Framewise Substitution Error: 0.12131302084106134
2021-12-01 15:46:46 | INFO : Framewise Miss Error: 0.20653414154728633
2021-12-01 15:46:46 | INFO : Framewise False Alarm Error: 0.18892574876952872
2021-12-01 15:46:46 | INFO : Framewise Total Error: 0.5167729111578764
2021-12-01 15:46:46 | INFO : Framewise Chroma Precision: 0.7080158349577841
2021-12-01 15:46:46 | INFO : Framewise Chroma Recall: 0.6983173509381618
2021-12-01 15:46:46 | INFO : Framewise Chroma Accuracy: 0.5475600746124321
2021-12-01 15:46:46 | INFO : Framewise Chroma Substitution Error: 0.09514850751455191
2021-12-01 15:46:46 | INFO : Framewise Chroma Miss Error: 0.20653414154728633
2021-12-01 15:46:46 | INFO : Framewise Chroma False Alarm Error: 0.18892574876952872
2021-12-01 15:46:46 | INFO : Framewise Chroma Total Error: 0.490608397831367