2021-12-01 13:10:36 | INFO : Logging experiment exp128a_traintest_musicnet_aligned_pitch_cnn_deepresnetbasic_test10files_augall_AdamW
2021-12-01 13:10:36 | INFO : Experiment config: do training = True
2021-12-01 13:10:36 | INFO : Experiment config: do validation = True
2021-12-01 13:10:36 | INFO : Experiment config: do testing = True
2021-12-01 13:10:36 | 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 13:10:36 | INFO : Validation set parameters: {'context': 75, 'stride': 50, 'compression': 10}
2021-12-01 13:10:36 | INFO : Test set parameters: {'context': 75, 'stride': 1, 'compression': 10}
2021-12-01 13:10:36 | INFO : Training parameters: {'batch_size': 25, 'shuffle': True, 'num_workers': 16}
2021-12-01 13:10:36 | INFO : Trained model saved in /tsi/clusterhome/cweiss/models/exp128a_traintest_musicnet_aligned_pitch_cnn_deepresnetbasic_test10files_augall_AdamW.pt
2021-12-01 13:10:36 | INFO : --- Training config: -----------------------------------------
2021-12-01 13:10:36 | INFO : Maximum number of epochs: 100
2021-12-01 13:10:36 | INFO : Criterion (Loss): BCELoss
2021-12-01 13:10:36 | 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 13:10:36 | 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 13:10:36 | INFO : Early stopping parameters: {'use_early_stopping': True, 'mode': 'min', 'min_delta': 1e-05, 'patience': 12, 'percentage': False}
2021-12-01 13:10:36 | INFO : Test parameters: {'batch_size': 50, 'shuffle': False, 'num_workers': 8}
2021-12-01 13:10:36 | INFO : Save filewise results = True, in folder /tsi/clusterhome/cweiss/code/deep_pitch_estimation/experiments/results_filewise/exp128a_traintest_musicnet_aligned_pitch_cnn_deepresnetbasic_test10files_augall_AdamW.csv
2021-12-01 13:10:36 | INFO : Save model predictions = True, in folder /tsi/clusterhome/cweiss/predictions/exp128a_traintest_musicnet_aligned_pitch_cnn_deepresnetbasic_test10files_augall_AdamW
2021-12-01 13:10:36 | INFO : CUDA use_cuda: True
2021-12-01 13:10:36 | INFO : CUDA device: cuda:0
2021-12-01 13:10:44 | INFO : --- Model config: --------------------------------------------
2021-12-01 13:10:44 | INFO : Model: deep_cnn_segm_sigmoid
2021-12-01 13:10:44 | INFO : Model parameters: {'n_chan_input': 6, 'n_chan_layers': [20, 20, 10, 1], 'n_prefilt_layers': 5, 'residual': True, 'n_bins_in': 216, 'n_bins_out': 72, 'a_lrelu': 0.3, 'p_dropout': 0.2}
2021-12-01 13:10:44 | INFO :
==========================================================================================
Layer (type:depth-idx) Output Shape Param #
==========================================================================================
├─LayerNorm: 1-1 [1, 174, 6, 216] 2,592
├─Sequential: 1-2 [1, 20, 174, 216] --
| └─Conv2d: 2-1 [1, 20, 174, 216] 27,020
| └─LeakyReLU: 2-2 [1, 20, 174, 216] --
| └─MaxPool2d: 2-3 [1, 20, 174, 216] --
| └─Dropout: 2-4 [1, 20, 174, 216] --
├─ModuleList: 1 [] --
| └─Sequential: 2-5 [1, 20, 174, 216] --
| | └─Conv2d: 3-1 [1, 20, 174, 216] 90,020
| | └─LeakyReLU: 3-2 [1, 20, 174, 216] --
| | └─MaxPool2d: 3-3 [1, 20, 174, 216] --
| | └─Dropout: 3-4 [1, 20, 174, 216] --
| └─Sequential: 2-6 [1, 20, 174, 216] --
| | └─Conv2d: 3-5 [1, 20, 174, 216] 90,020
| | └─LeakyReLU: 3-6 [1, 20, 174, 216] --
| | └─MaxPool2d: 3-7 [1, 20, 174, 216] --
| | └─Dropout: 3-8 [1, 20, 174, 216] --
| └─Sequential: 2-7 [1, 20, 174, 216] --
| | └─Conv2d: 3-9 [1, 20, 174, 216] 90,020
| | └─LeakyReLU: 3-10 [1, 20, 174, 216] --
| | └─MaxPool2d: 3-11 [1, 20, 174, 216] --
| | └─Dropout: 3-12 [1, 20, 174, 216] --
| └─Sequential: 2-8 [1, 20, 174, 216] --
| | └─Conv2d: 3-13 [1, 20, 174, 216] 90,020
| | └─LeakyReLU: 3-14 [1, 20, 174, 216] --
| | └─MaxPool2d: 3-15 [1, 20, 174, 216] --
| | └─Dropout: 3-16 [1, 20, 174, 216] --
├─Sequential: 1-3 [1, 20, 174, 72] --
| └─Conv2d: 2-9 [1, 20, 174, 72] 3,620
| └─LeakyReLU: 2-10 [1, 20, 174, 72] --
| └─MaxPool2d: 2-11 [1, 20, 174, 72] --
| └─Dropout: 2-12 [1, 20, 174, 72] --
├─Sequential: 1-4 [1, 10, 100, 72] --
| └─Conv2d: 2-13 [1, 10, 100, 72] 15,010
| └─LeakyReLU: 2-14 [1, 10, 100, 72] --
| └─Dropout: 2-15 [1, 10, 100, 72] --
├─Sequential: 1-5 [1, 1, 100, 72] --
| └─Conv2d: 2-16 [1, 1, 100, 72] 11
| └─LeakyReLU: 2-17 [1, 1, 100, 72] --
| └─Dropout: 2-18 [1, 1, 100, 72] --
| └─Conv2d: 2-19 [1, 1, 100, 72] 2
| └─Sigmoid: 2-20 [1, 1, 100, 72] --
==========================================================================================
Total params: 408,335
Trainable params: 408,335
Non-trainable params: 0
Total mult-adds (G): 14.70
==========================================================================================
Input size (MB): 0.90
Forward/backward pass size (MB): 34.57
Params size (MB): 1.63
Estimated Total Size (MB): 37.10
==========================================================================================
2021-12-01 13:10:47 | INFO : - file 2530_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-01 13:10:49 | INFO : - file 1822_Mozart_K421_StringQuartet.npy added to training set.
2021-12-01 13:10:50 | INFO : - file 1752_Schubert_D845_PianoSonata.npy added to training set.
2021-12-01 13:10:52 | INFO : - file 2297_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-01 13:10:52 | INFO : - file 2240_Bach_BWV862_WTKI.npy added to training set.
2021-12-01 13:10:53 | INFO : - file 2463_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-12-01 13:10:54 | INFO : - file 2550_Beethoven_OP78_PianoSonata.npy added to training set.
2021-12-01 13:10:56 | INFO : - file 2566_Beethoven_OP22_PianoSonata.npy added to training set.
2021-12-01 13:10:58 | INFO : - file 2492_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-01 13:10:59 | INFO : - file 2359_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-01 13:11:01 | INFO : - file 2138_Brahms_OP51NO1_StringQuartet.npy added to training set.
2021-12-01 13:11:03 | INFO : - file 1811_Mozart_K581_ClarinetQuintet.npy added to validation set.
2021-12-01 13:11:05 | INFO : - file 2127_Brahms_OP11_SerenadeNo.npy added to training set.
2021-12-01 13:11:09 | INFO : - file 2531_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-01 13:11:11 | INFO : - file 2116_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-01 13:11:12 | INFO : - file 2284_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-01 13:11:14 | INFO : - file 2379_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-12-01 13:11:14 | INFO : - file 2237_Bach_BWV868_WTKI.npy added to training set.
2021-12-01 13:11:17 | INFO : - file 2313_Beethoven_OP132_StringQuartet.npy added to training set.
2021-12-01 13:11:18 | INFO : - file 1755_Schubert_D784_PianoSonata.npy added to validation set.
2021-12-01 13:11:18 | INFO : - file 2405_Beethoven_OP110_PianoSonata.npy added to training set.
2021-12-01 13:11:19 | INFO : - file 2307_Bach_BWV863_WTKI.npy added to training set.
2021-12-01 13:11:23 | INFO : - file 2533_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-01 13:11:24 | INFO : - file 2200_Bach_BWV861_WTKI.npy added to training set.
2021-12-01 13:11:25 | INFO : - file 2567_Beethoven_OP90_PianoSonata.npy added to training set.
2021-12-01 13:11:27 | INFO : - file 2481_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-12-01 13:11:29 | INFO : - file 2334_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-12-01 13:11:29 | INFO : - file 2208_Bach_BWV855_WTKI.npy added to training set.
2021-12-01 13:11:31 | INFO : - file 1766_Schubert_OP142_4Impromptus.npy added to validation set.
2021-12-01 13:11:33 | INFO : - file 2169_Faure_OP45_PianoQuartet.npy added to training set.
2021-12-01 13:11:37 | INFO : - file 2148_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-01 13:11:38 | INFO : - file 2501_Beethoven_OP12NO3_ViolinSonata.npy added to training set.
2021-12-01 13:11:41 | INFO : - file 2614_Beethoven_OP10NO3_PianoSonata.npy added to training set.
2021-12-01 13:11:44 | INFO : - file 2557_Beethoven_OP109_PianoSonata.npy added to training set.
2021-12-01 13:11:45 | INFO : - file 2373_Beethoven_OP49NO1_PianoSonata.npy added to training set.
2021-12-01 13:11:48 | INFO : - file 1733_Schubert_D959_PianoSonata.npy added to validation set.
2021-12-01 13:11:49 | INFO : - file 2079_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-12-01 13:11:50 | INFO : - file 1835_Mozart_K590_StringQuartet.npy added to training set.
2021-12-01 13:11:52 | INFO : - file 1873_Mozart_K502_PianoTrio.npy added to training set.
2021-12-01 13:11:53 | INFO : - file 2424_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-12-01 13:11:53 | INFO : - file 2209_Bach_BWV849_WTKI.npy added to training set.
2021-12-01 13:11:55 | INFO : - file 2410_Beethoven_OP27NO1_PianoSonata.npy added to training set.
2021-12-01 13:11:56 | INFO : - file 2296_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-01 13:11:57 | INFO : - file 1817_Mozart_K375_Serenadein.npy added to training set.
2021-12-01 13:11:58 | INFO : - file 2472_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-01 13:11:59 | INFO : - file 2383_Beethoven_OP130_StringQuartet.npy added to training set.
2021-12-01 13:12:02 | INFO : - file 2462_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-12-01 13:12:03 | INFO : - file 2575_Beethoven_OP13_PianoSonata.npy added to training set.
2021-12-01 13:12:04 | INFO : - file 2320_Beethoven_OP38_Trioin.npy added to training set.
2021-12-01 13:12:04 | INFO : - file 2207_Bach_BWV855_WTKI.npy added to training set.
2021-12-01 13:12:06 | INFO : - file 2476_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-01 13:12:07 | INFO : - file 2371_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-12-01 13:12:09 | INFO : - file 2147_Brahms_OP36_StringSextet.npy added to training set.
2021-12-01 13:12:10 | INFO : - file 2215_Bach_BWV846_WTKI.npy added to training set.
2021-12-01 13:12:12 | INFO : - file 1777_Schubert_D850_PianoSonata.npy added to training set.
2021-12-01 13:12:14 | INFO : - file 2502_Beethoven_OP12NO3_ViolinSonata.npy added to training set.
2021-12-01 13:12:15 | INFO : - file 1922_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-01 13:12:17 | INFO : - file 1893_Mozart_K564_PianoTrio.npy added to training set.
2021-12-01 13:12:18 | INFO : - file 2186_Bach_BWV1006_ViolinPartita.npy added to training set.
2021-12-01 13:12:20 | INFO : - file 2160_Brahms_OP40_HornTrio.npy added to training set.
2021-12-01 13:12:22 | INFO : - file 2509_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-01 13:12:24 | INFO : - file 2505_Beethoven_OP103_Octetin.npy added to training set.
2021-12-01 13:12:24 | INFO : - file 2506_Beethoven_OP103_Octetin.npy added to training set.
2021-12-01 13:12:25 | INFO : - file 2628_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-12-01 13:12:26 | INFO : - file 2218_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-01 13:12:27 | INFO : - file 2529_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-12-01 13:12:28 | INFO : - file 2374_Beethoven_OP49NO1_PianoSonata.npy added to training set.
2021-12-01 13:12:30 | INFO : - file 2392_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-01 13:12:30 | INFO : - file 2231_Bach_BWV866_WTKI.npy added to training set.
2021-12-01 13:12:33 | INFO : - file 1813_Mozart_K581_ClarinetQuintet.npy added to training set.
2021-12-01 13:12:33 | INFO : - file 2196_Bach_BWV848_WTKI.npy added to training set.
2021-12-01 13:12:35 | INFO : - file 2158_Brahms_OP40_HornTrio.npy added to validation set.
2021-12-01 13:12:37 | INFO : - file 1872_Mozart_K502_PianoTrio.npy added to training set.
2021-12-01 13:12:40 | INFO : - file 2621_Beethoven_OP59NO1_StringQuartet.npy added to training set.
2021-12-01 13:12:43 | INFO : - file 2150_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-01 13:12:43 | INFO : - file 2217_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-01 13:12:44 | INFO : - file 2243_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-01 13:12:46 | INFO : - file 2433_Beethoven_OP135_StringQuartet.npy added to training set.
2021-12-01 13:12:47 | INFO : - file 2211_Bach_BWV857_WTKI.npy added to training set.
2021-12-01 13:12:49 | INFO : - file 1764_Schubert_OP142_4Impromptus.npy added to training set.
2021-12-01 13:12:51 | INFO : - file 2348_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-01 13:12:52 | INFO : - file 1932_Dvorak_OP96_StringQuartet.npy added to validation set.
2021-12-01 13:12:53 | INFO : - file 2232_Bach_BWV866_WTKI.npy added to training set.
2021-12-01 13:12:53 | INFO : - file 2203_Bach_BWV1013_Partitain.npy added to training set.
2021-12-01 13:12:56 | INFO : - file 2157_Brahms_OP18_StringSextet.npy added to validation set.
2021-12-01 13:12:58 | INFO : - file 2486_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-01 13:13:00 | INFO : - file 2393_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-01 13:13:00 | INFO : - file 2210_Bach_BWV849_WTKI.npy added to training set.
2021-12-01 13:13:01 | INFO : - file 2659_Bach_BWV1002_ViolinPartita.npy added to training set.
2021-12-01 13:13:03 | INFO : - file 1729_Schubert_OP114_PianoQuintet.npy added to validation set.
2021-12-01 13:13:05 | INFO : - file 2678_Beethoven_OP14NO2_PianoSonata.npy added to training set.
2021-12-01 13:13:06 | INFO : - file 2221_Bach_BWV1009_CelloSuite.npy added to validation set.
2021-12-01 13:13:06 | INFO : - file 2411_Beethoven_OP27NO1_PianoSonata.npy added to training set.
2021-12-01 13:13:08 | INFO : - file 2343_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-01 13:13:10 | INFO : - file 1818_Mozart_K375_Serenadein.npy added to training set.
2021-12-01 13:13:11 | INFO : - file 1919_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-01 13:13:12 | INFO : - file 2415_Beethoven_OP71_Sextetin.npy added to training set.
2021-12-01 13:13:13 | INFO : - file 2305_Bach_BWV859_WTKI.npy added to training set.
2021-12-01 13:13:15 | INFO : - file 2510_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-01 13:13:16 | INFO : - file 2608_Beethoven_OP31NO1_PianoSonata.npy added to training set.
2021-12-01 13:13:19 | INFO : - file 2532_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-01 13:13:21 | INFO : - file 2542_Beethoven_OP101_PianoSonata.npy added to training set.
2021-12-01 13:13:22 | INFO : - file 2118_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-01 13:13:24 | INFO : - file 1756_Schubert_D784_PianoSonata.npy added to validation set.
2021-12-01 13:13:26 | INFO : - file 1793_Mozart_K465_StringQuartet.npy added to training set.
2021-12-01 13:13:28 | INFO : - file 1758_Schubert_D958_PianoSonata.npy added to training set.
2021-12-01 13:13:30 | INFO : - file 2404_Beethoven_OP110_PianoSonata.npy added to training set.
2021-12-01 13:13:31 | INFO : - file 2491_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-01 13:13:33 | INFO : - file 2282_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-01 13:13:33 | INFO : - file 2304_Bach_BWV859_WTKI.npy added to training set.
2021-12-01 13:13:35 | INFO : - file 2149_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-01 13:13:38 | INFO : - file 2330_Beethoven_OP12NO1_ViolinSonata.npy added to training set.
2021-12-01 13:13:40 | INFO : - file 1916_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-01 13:13:41 | INFO : - file 2212_Bach_BWV857_WTKI.npy added to training set.
2021-12-01 13:13:43 | INFO : - file 2480_Beethoven_OP18NO5_StringQuartet.npy added to validation set.
2021-12-01 13:13:43 | INFO : - file 2214_Bach_BWV847_WTKI.npy added to training set.
2021-12-01 13:13:44 | INFO : - file 2195_Bach_BWV848_WTKI.npy added to training set.
2021-12-01 13:13:45 | INFO : - file 2477_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-01 13:13:46 | INFO : - file 2295_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-01 13:13:47 | INFO : - file 1768_Schubert_D664_PianoSonata.npy added to training set.
2021-12-01 13:13:49 | INFO : - file 2627_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-12-01 13:13:50 | INFO : - file 2431_Beethoven_OP135_StringQuartet.npy added to training set.
2021-12-01 13:13:51 | INFO : - file 2591_Beethoven_OP26_PianoSonata.npy added to training set.
2021-12-01 13:13:53 | INFO : - file 1775_Schubert_D850_PianoSonata.npy added to training set.
2021-12-01 13:13:55 | INFO : - file 2293_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-01 13:13:56 | INFO : - file 1791_Mozart_K465_StringQuartet.npy added to training set.
2021-12-01 13:13:57 | INFO : - file 2194_Bach_BWV858_WTKI.npy added to training set.
2021-12-01 13:14:00 | INFO : - file 1742_Schubert_OP163_StringQuintet.npy added to training set.
2021-12-01 13:14:03 | INFO : - file 1776_Schubert_D850_PianoSonata.npy added to training set.
2021-12-01 13:14:07 | INFO : - file 2112_Brahms_OP38_CelloSonata.npy added to training set.
2021-12-01 13:14:09 | INFO : - file 2423_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-12-01 13:14:10 | INFO : - file 2560_Beethoven_OP18NO2_StringQuartet.npy added to training set.
2021-12-01 13:14:11 | INFO : - file 2219_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-01 13:14:12 | INFO : - file 2420_Beethoven_OP12NO2_ViolinSonata.npy added to training set.
2021-12-01 13:14:15 | INFO : - file 1763_Schubert_OP142_4Impromptus.npy added to training set.
2021-12-01 13:14:15 | INFO : - file 2228_Bach_BWV851_WTKI.npy added to training set.
2021-12-01 13:14:19 | INFO : - file 2441_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-01 13:14:21 | INFO : - file 2570_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-01 13:14:22 | INFO : - file 1918_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-01 13:14:24 | INFO : - file 2451_Beethoven_OP18NO6_StringQuartet.npy added to training set.
2021-12-01 13:14:26 | INFO : - file 2177_Ravel_35_StringQuartet.npy added to training set.
2021-12-01 13:14:28 | INFO : - file 1788_Mozart_K465_StringQuartet.npy added to training set.
2021-12-01 13:14:30 | INFO : - file 2179_Ravel_35_StringQuartet.npy added to training set.
2021-12-01 13:14:32 | INFO : - file 2346_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-01 13:14:34 | INFO : - file 2376_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-12-01 13:14:35 | INFO : - file 2620_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-12-01 13:14:37 | INFO : - file 2390_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-01 13:14:39 | INFO : - file 2335_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-12-01 13:14:40 | INFO : - file 2403_Beethoven_OP18NO1_StringQuartet.npy added to training set.
2021-12-01 13:14:40 | INFO : - file 2247_Bach_BWV854_WTKI.npy added to training set.
2021-12-01 13:14:41 | INFO : - file 2432_Beethoven_OP135_StringQuartet.npy added to training set.
2021-12-01 13:14:42 | INFO : - file 2292_Bach_BWV864_WTKI.npy added to training set.
2021-12-01 13:14:43 | INFO : - file 2076_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-12-01 13:14:44 | INFO : - file 1790_Mozart_K465_StringQuartet.npy added to training set.
2021-12-01 13:14:45 | INFO : - file 2302_Bach_BWV850_WTKI.npy added to training set.
2021-12-01 13:14:47 | INFO : - file 2391_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-01 13:14:48 | INFO : - file 1933_Dvorak_OP96_StringQuartet.npy added to validation set.
2021-12-01 13:14:50 | INFO : - file 2514_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-01 13:14:52 | INFO : - file 1829_Mozart_K542_PianoTrio.npy added to training set.
2021-12-01 13:14:53 | INFO : - file 1923_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-01 13:14:56 | INFO : - file 2377_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-12-01 13:14:58 | INFO : - file 1931_Dvorak_OP96_StringQuartet.npy added to training set.
2021-12-01 13:14:59 | INFO : - file 2294_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-01 13:15:00 | INFO : - file 2384_Beethoven_OP130_StringQuartet.npy added to training set.
2021-12-01 13:15:01 | INFO : - file 2241_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-01 13:15:03 | INFO : - file 2242_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-01 13:15:04 | INFO : - file 2283_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-01 13:15:05 | INFO : - file 2632_Beethoven_OP14NO2_PianoSonata.npy added to validation set.
2021-12-01 13:15:08 | INFO : - file 1760_Schubert_D958_PianoSonata.npy added to training set.
2021-12-01 13:15:10 | INFO : - file 2568_Beethoven_OP90_PianoSonata.npy added to training set.
2021-12-01 13:15:12 | INFO : - file 2345_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-01 13:15:13 | INFO : - file 2576_Beethoven_OP13_PianoSonata.npy added to training set.
2021-12-01 13:15:14 | INFO : - file 2131_Brahms_OP11_SerenadeNo.npy added to training set.
2021-12-01 13:15:15 | INFO : - file 2537_Beethoven_OP49NO2_PianoSonata.npy added to training set.
2021-12-01 13:15:18 | INFO : - file 2607_Beethoven_OP31NO1_PianoSonata.npy added to training set.
2021-12-01 13:15:19 | INFO : - file 2230_Bach_BWV865_WTKI.npy added to training set.
2021-12-01 13:15:19 | INFO : - file 2167_Faure_OP45_PianoQuartet.npy added to validation set.
2021-12-01 13:15:21 | INFO : - file 2603_Beethoven_OP81NO1_PianoSonata.npy added to training set.
2021-12-01 13:15:22 | INFO : - file 2594_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-01 13:15:23 | INFO : - file 2204_Bach_BWV1013_Partitain.npy added to training set.
2021-12-01 13:15:25 | INFO : - file 2523_Beethoven_OP69_CelloSonata.npy added to training set.
2021-12-01 13:15:27 | INFO : - file 2357_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-01 13:15:31 | INFO : - file 2398_Beethoven_OP47_ViolinSonata.npy added to training set.
2021-12-01 13:15:31 | INFO : - file 2310_Bach_BWV860_WTKI.npy added to training set.
2021-12-01 13:15:32 | INFO : - file 2078_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-12-01 13:15:36 | INFO : - file 2521_Beethoven_OP69_CelloSonata.npy added to training set.
2021-12-01 13:15:37 | INFO : - file 2562_Beethoven_OP18NO2_StringQuartet.npy added to training set.
2021-12-01 13:15:38 | INFO : - file 1824_Mozart_K421_StringQuartet.npy added to training set.
2021-12-01 13:15:41 | INFO : - file 2318_Beethoven_OP38_Trioin.npy added to validation set.
2021-12-01 13:15:42 | INFO : - file 1773_Schubert_D568_PianoSonata.npy added to training set.
2021-12-01 13:15:47 | INFO : - file 2443_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-01 13:15:48 | INFO : - file 2114_Brahms_OP38_CelloSonata.npy added to training set.
2021-12-01 13:15:50 | INFO : - file 2488_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-01 13:15:51 | INFO : - file 2198_Bach_BWV867_WTKI.npy added to training set.
2021-12-01 13:15:52 | INFO : - file 2350_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-01 13:15:54 | INFO : - file 2595_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-01 13:15:55 | INFO : - file 1805_Mozart_K387_StringQuartet.npy added to validation set.
2021-12-01 13:15:57 | INFO : - file 2113_Brahms_OP38_CelloSonata.npy added to training set.
2021-12-01 13:15:58 | INFO : - file 2075_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-12-01 13:16:00 | INFO : - file 2516_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-01 13:16:01 | INFO : - file 2497_Beethoven_OP95_StringQuartet.npy added to training set.
2021-12-01 13:16:02 | INFO : - file 2507_Beethoven_OP103_Octetin.npy added to training set.
2021-12-01 13:16:04 | INFO : - file 2389_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-01 13:16:05 | INFO : - file 2222_Bach_BWV1009_CelloSuite.npy added to validation set.
2021-12-01 13:16:06 | INFO : - file 2372_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-12-01 13:16:08 | INFO : - file 2471_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-01 13:16:09 | INFO : - file 2105_Haydn_OP64NO5_QuartetNo.npy added to training set.
2021-12-01 13:16:11 | INFO : - file 2388_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-01 13:16:11 | INFO : - file 2213_Bach_BWV847_WTKI.npy added to training set.
2021-12-01 13:16:12 | INFO : - file 2417_Beethoven_OP71_Sextetin.npy added to training set.
2021-12-01 13:16:14 | INFO : - file 1751_Schubert_D845_PianoSonata.npy added to training set.
2021-12-01 13:16:15 | INFO : - file 1728_Schubert_OP114_PianoQuintet.npy added to training set.
2021-12-01 13:16:16 | INFO : - file 2227_Bach_BWV851_WTKI.npy added to training set.
2021-12-01 13:16:17 | INFO : - file 1734_Schubert_D959_PianoSonata.npy added to training set.
2021-12-01 13:16:18 | INFO : - file 2224_Bach_BWV852_WTKI.npy added to training set.
2021-12-01 13:16:19 | INFO : - file 2285_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-01 13:16:21 | INFO : - file 2159_Brahms_OP40_HornTrio.npy added to training set.
2021-12-01 13:16:22 | INFO : - file 2117_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-01 13:16:24 | INFO : - file 2155_Brahms_OP18_StringSextet.npy added to training set.
2021-12-01 13:16:27 | INFO : - file 1771_Schubert_D568_PianoSonata.npy added to training set.
2021-12-01 13:16:29 | INFO : - file 2571_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-01 13:16:31 | INFO : - file 2229_Bach_BWV865_WTKI.npy added to training set.
2021-12-01 13:16:33 | INFO : - file 2325_Beethoven_OP57_PianoSonata.npy added to training set.
2021-12-01 13:16:36 | INFO : - file 1749_Schubert_D845_PianoSonata.npy added to training set.
2021-12-01 13:16:37 | INFO : - file 2573_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-01 13:16:39 | INFO : - file 2596_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-01 13:16:40 | INFO : - file 2300_Bach_BWV853_WTKI.npy added to training set.
2021-12-01 13:16:41 | INFO : - file 2487_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-01 13:16:42 | INFO : - file 2119_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-01 13:16:45 | INFO : - file 1765_Schubert_OP142_4Impromptus.npy added to validation set.
2021-12-01 13:16:47 | INFO : - file 2528_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-12-01 13:16:49 | INFO : - file 1727_Schubert_OP114_PianoQuintet.npy added to training set.
2021-12-01 13:16:51 | INFO : - file 2314_Beethoven_OP132_StringQuartet.npy added to training set.
2021-12-01 13:16:52 | INFO : - file 2202_Bach_BWV1013_Partitain.npy added to training set.
2021-12-01 13:16:53 | INFO : - file 2239_Bach_BWV862_WTKI.npy added to training set.
2021-12-01 13:16:56 | INFO : - file 2444_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-01 13:16:57 | INFO : - file 2581_Beethoven_OP54_PianoSonata.npy added to training set.
2021-12-01 13:16:58 | INFO : - file 2244_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-01 13:17:00 | INFO : - file 1792_Mozart_K465_StringQuartet.npy added to training set.
2021-12-01 13:17:02 | INFO : - file 1812_Mozart_K581_ClarinetQuintet.npy added to training set.
2021-12-01 13:17:05 | INFO : - file 2490_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-01 13:17:05 | INFO : - file 2442_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-01 13:17:08 | INFO : - file 2564_Beethoven_OP22_PianoSonata.npy added to training set.
2021-12-01 13:17:10 | INFO : - file 2611_Beethoven_OP10NO3_PianoSonata.npy added to training set.
2021-12-01 13:17:11 | INFO : - file 2422_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-12-01 13:17:13 | INFO : - file 2483_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-12-01 13:17:14 | INFO : - file 2342_Beethoven_OP30NO3_ViolinSonata.npy added to validation set.
2021-12-01 13:17:18 | INFO : - file 2366_Beethoven_OP127_StringQuartet.npy added to training set.
2021-12-01 13:17:18 | INFO : - file 2358_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-01 13:17:19 | INFO : - file 2555_Beethoven_OP109_PianoSonata.npy added to training set.
2021-12-01 13:17:21 | INFO : - file 2622_Beethoven_OP59NO1_StringQuartet.npy added to training set.
2021-12-01 13:17:22 | INFO : - file 2289_Bach_BWV1002_ViolinPartita.npy added to validation set.
2021-12-01 13:17:23 | INFO : - file 2080_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-12-01 13:17:25 | INFO : - file 2588_Beethoven_OP26_PianoSonata.npy added to training set.
2021-12-01 13:17:27 | INFO : - file 2494_Beethoven_OP95_StringQuartet.npy added to training set.
2021-12-01 13:17:29 | INFO : - file 1789_Mozart_K465_StringQuartet.npy added to training set.
2021-12-01 13:17:31 | INFO : - file 2168_Faure_OP45_PianoQuartet.npy added to training set.
2021-12-01 13:17:33 | INFO : - file 1859_Mozart_K464_StringQuartet.npy added to training set.
2021-12-01 13:17:35 | INFO : - file 2586_Beethoven_OP102NO1_CelloSonata.npy added to training set.
2021-12-01 13:17:36 | INFO : - file 2478_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-01 13:17:41 | INFO : - file 2315_Beethoven_OP132_StringQuartet.npy added to validation set.
2021-12-01 13:17:41 | INFO : - file 2201_Bach_BWV861_WTKI.npy added to training set.
2021-12-01 13:17:42 | INFO : - file 2572_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-01 13:17:42 | INFO : - file 2238_Bach_BWV868_WTKI.npy added to training set.
2021-12-01 13:17:43 | INFO : - file 2248_Bach_BWV854_WTKI.npy added to training set.
2021-12-01 13:17:46 | INFO : - file 1735_Schubert_D959_PianoSonata.npy added to training set.
2021-12-01 13:17:46 | INFO : - file 2308_Bach_BWV863_WTKI.npy added to training set.
2021-12-01 13:17:50 | INFO : - file 2154_Brahms_OP18_StringSextet.npy added to training set.
2021-12-01 13:17:52 | INFO : - file 2140_Brahms_OP51NO1_StringQuartet.npy added to training set.
2021-12-01 13:17:53 | INFO : - file 2077_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-12-01 13:17:55 | INFO : - file 1807_Mozart_K387_StringQuartet.npy added to validation set.
2021-12-01 13:17:57 | INFO : - file 2406_Beethoven_OP110_PianoSonata.npy added to training set.
2021-12-01 13:17:59 | INFO : - file 1772_Schubert_D568_PianoSonata.npy added to training set.
2021-12-01 13:18:00 | INFO : - file 2156_Brahms_OP18_StringSextet.npy added to training set.
2021-12-01 13:18:03 | INFO : - file 1757_Schubert_D958_PianoSonata.npy added to training set.
2021-12-01 13:18:06 | INFO : - file 2436_Beethoven_OP53_PianoSonata.npy added to training set.
2021-12-01 13:18:07 | INFO : - file 2364_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-01 13:18:08 | INFO : - file 2538_Beethoven_OP49NO2_PianoSonata.npy added to training set.
2021-12-01 13:18:09 | INFO : - file 2336_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-12-01 13:18:10 | INFO : - file 2466_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-12-01 13:18:12 | INFO : - file 2677_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-12-01 13:18:14 | INFO : - file 2081_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-12-01 13:18:16 | INFO : - file 2151_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-01 13:18:18 | INFO : - file 2512_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-01 13:18:19 | INFO : - file 2083_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-12-01 13:18:21 | INFO : - file 2368_Beethoven_OP127_StringQuartet.npy added to training set.
2021-12-01 13:18:22 | INFO : - file 2082_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-12-01 13:18:24 | INFO : - file 2178_Ravel_35_StringQuartet.npy added to training set.
2021-12-01 13:18:26 | INFO : - file 2322_Beethoven_OP57_PianoSonata.npy added to training set.
2021-12-01 13:18:27 | INFO : - file 2633_Beethoven_OP14NO2_PianoSonata.npy added to validation set.
2021-12-01 13:18:29 | INFO : - file 2220_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-01 13:18:30 | INFO : - file 1828_Mozart_K542_PianoTrio.npy added to training set.
2021-12-01 13:18:31 | INFO : - file 2527_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-12-01 13:18:32 | INFO : - file 2540_Beethoven_OP101_PianoSonata.npy added to training set.
2021-12-01 13:18:34 | INFO : - file 2582_Beethoven_OP54_PianoSonata.npy added to training set.
2021-12-01 13:18:35 | INFO : - file 2225_Bach_BWV852_WTKI.npy added to training set.
2021-12-01 13:18:37 | INFO : - file 1876_Mozart_K496_PianoTrio.npy added to training set.
2021-12-01 13:18:39 | INFO : - file 2593_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-01 13:18:41 | INFO : - file 2482_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-12-01 13:18:43 | INFO : - file 2341_Beethoven_OP30NO3_ViolinSonata.npy added to validation set.
2021-12-01 13:18:44 | INFO : - file 2288_Bach_BWV1002_ViolinPartita.npy added to training set.
2021-12-01 13:18:46 | INFO : - file 2504_Beethoven_OP103_Octetin.npy added to training set.
2021-12-01 13:18:48 | INFO : - file 2381_Beethoven_OP130_StringQuartet.npy added to training set.
2021-12-01 13:18:50 | INFO : - file 2104_Haydn_OP64NO5_QuartetNo.npy added to training set.
2021-12-01 13:18:52 | INFO : - file 2365_Beethoven_OP127_StringQuartet.npy added to training set.
2021-12-01 13:18:54 | INFO : - file 1739_Schubert_OP99_PianoTrio.npy added to training set.
2021-12-01 13:18:57 | INFO : - file 1750_Schubert_D845_PianoSonata.npy added to training set.
2021-12-01 13:18:58 | INFO : - file 2473_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-01 13:19:00 | INFO : - file 2180_Ravel_35_StringQuartet.npy added to training set.
2021-12-01 13:19:02 | INFO : - file 2397_Beethoven_OP47_ViolinSonata.npy added to training set.
2021-12-01 13:19:05 | INFO : - file 2626_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-12-01 13:19:06 | INFO : - file 1730_Schubert_OP114_PianoQuintet.npy added to training set.
2021-12-01 13:19:08 | INFO : - file 2522_Beethoven_OP69_CelloSonata.npy added to training set.
2021-12-01 13:19:09 | INFO : - file 2619_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-12-01 13:19:09 | INFO : - file 2234_Bach_BWV856_WTKI.npy added to training set.
2021-12-01 13:19:11 | INFO : - file 2618_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-12-01 13:19:13 | INFO : - file 2161_Brahms_OP40_HornTrio.npy added to training set.
2021-12-01 13:19:15 | INFO : - file 2166_Faure_OP45_PianoQuartet.npy added to training set.
2021-12-01 13:19:18 | INFO : - file 2319_Beethoven_OP38_Trioin.npy added to training set.
2021-12-01 13:19:20 | INFO : - file 2590_Beethoven_OP26_PianoSonata.npy added to training set.
2021-12-01 13:19:20 | INFO : Training set & loader generated, length 94348
2021-12-01 13:19:20 | INFO : Validation set & loader generated, length 9238
2021-12-01 13:19:20 | INFO :
###################### START TRAINING ######################
2021-12-01 13:26:21 | INFO : Epoch #0 finished. Train Loss: 0.1632, Val Loss: 0.1067 with lr: 0.00100
2021-12-01 13:26:21 | INFO : .... model of epoch 0 saved.
2021-12-01 13:33:25 | INFO : Epoch #1 finished. Train Loss: 0.1034, Val Loss: 0.0983 with lr: 0.00100
2021-12-01 13:33:25 | INFO : .... model of epoch #1 saved.
2021-12-01 13:40:29 | INFO : Epoch #2 finished. Train Loss: 0.0980, Val Loss: 0.1004 with lr: 0.00100
2021-12-01 13:47:30 | INFO : Epoch #3 finished. Train Loss: 0.0972, Val Loss: 0.0985 with lr: 0.00100
2021-12-01 13:54:34 | INFO : Epoch #4 finished. Train Loss: 0.0962, Val Loss: 0.0952 with lr: 0.00100
2021-12-01 13:54:34 | INFO : .... model of epoch #4 saved.
2021-12-01 14:01:32 | INFO : Epoch #5 finished. Train Loss: 0.0958, Val Loss: 0.0937 with lr: 0.00100
2021-12-01 14:01:32 | INFO : .... model of epoch #5 saved.
2021-12-01 14:08:31 | INFO : Epoch #6 finished. Train Loss: 0.0955, Val Loss: 0.0946 with lr: 0.00100
2021-12-01 14:15:30 | INFO : Epoch #7 finished. Train Loss: 0.0951, Val Loss: 0.0962 with lr: 0.00100
2021-12-01 14:22:28 | INFO : Epoch #8 finished. Train Loss: 0.0946, Val Loss: 0.0921 with lr: 0.00100
2021-12-01 14:22:28 | INFO : .... model of epoch #8 saved.
2021-12-01 14:29:27 | INFO : Epoch #9 finished. Train Loss: 0.0943, Val Loss: 0.1015 with lr: 0.00100
2021-12-01 14:36:26 | INFO : Epoch #10 finished. Train Loss: 0.0944, Val Loss: 0.0941 with lr: 0.00100
2021-12-01 14:43:25 | INFO : Epoch #11 finished. Train Loss: 0.0940, Val Loss: 0.0944 with lr: 0.00100
2021-12-01 14:50:24 | INFO : Epoch #12 finished. Train Loss: 0.0937, Val Loss: 0.0954 with lr: 0.00100
2021-12-01 14:57:22 | INFO : Epoch #13 finished. Train Loss: 0.0938, Val Loss: 0.0930 with lr: 0.00100
2021-12-01 15:04:21 | INFO : Epoch #14 finished. Train Loss: 0.0935, Val Loss: 0.0927 with lr: 0.00100
2021-12-01 15:11:19 | INFO : Epoch #15 finished. Train Loss: 0.0905, Val Loss: 0.0904 with lr: 0.00050
2021-12-01 15:11:19 | INFO : .... model of epoch #15 saved.
2021-12-01 15:18:18 | INFO : Epoch #16 finished. Train Loss: 0.0901, Val Loss: 0.0915 with lr: 0.00050
2021-12-01 15:25:17 | INFO : Epoch #17 finished. Train Loss: 0.0901, Val Loss: 0.0914 with lr: 0.00050
2021-12-01 15:32:16 | INFO : Epoch #18 finished. Train Loss: 0.0898, Val Loss: 0.0910 with lr: 0.00050
2021-12-01 15:39:15 | INFO : Epoch #19 finished. Train Loss: 0.0896, Val Loss: 0.0896 with lr: 0.00050
2021-12-01 15:39:15 | INFO : .... model of epoch #19 saved.
2021-12-01 15:46:14 | INFO : Epoch #20 finished. Train Loss: 0.0895, Val Loss: 0.0906 with lr: 0.00050
2021-12-01 15:53:12 | INFO : Epoch #21 finished. Train Loss: 0.0892, Val Loss: 0.0897 with lr: 0.00050
2021-12-01 16:00:11 | INFO : Epoch #22 finished. Train Loss: 0.0895, Val Loss: 0.0893 with lr: 0.00050
2021-12-01 16:00:11 | INFO : .... model of epoch #22 saved.
2021-12-01 16:07:09 | INFO : Epoch #23 finished. Train Loss: 0.0890, Val Loss: 0.0895 with lr: 0.00050
2021-12-01 16:14:08 | INFO : Epoch #24 finished. Train Loss: 0.0891, Val Loss: 0.0891 with lr: 0.00050
2021-12-01 16:14:08 | INFO : .... model of epoch #24 saved.
2021-12-01 16:21:07 | INFO : Epoch #25 finished. Train Loss: 0.0891, Val Loss: 0.0904 with lr: 0.00050
2021-12-01 16:28:06 | INFO : Epoch #26 finished. Train Loss: 0.0891, Val Loss: 0.0906 with lr: 0.00050
2021-12-01 16:35:05 | INFO : Epoch #27 finished. Train Loss: 0.0889, Val Loss: 0.0902 with lr: 0.00050
2021-12-01 16:42:04 | INFO : Epoch #28 finished. Train Loss: 0.0886, Val Loss: 0.0897 with lr: 0.00050
2021-12-01 16:49:02 | INFO : Epoch #29 finished. Train Loss: 0.0888, Val Loss: 0.0901 with lr: 0.00050
2021-12-01 16:56:01 | INFO : Epoch #30 finished. Train Loss: 0.0888, Val Loss: 0.0917 with lr: 0.00050
2021-12-01 17:02:59 | INFO : Epoch #31 finished. Train Loss: 0.0869, Val Loss: 0.0889 with lr: 0.00025
2021-12-01 17:02:59 | INFO : .... model of epoch #31 saved.
2021-12-01 17:09:57 | INFO : Epoch #32 finished. Train Loss: 0.0867, Val Loss: 0.0881 with lr: 0.00025
2021-12-01 17:09:57 | INFO : .... model of epoch #32 saved.
2021-12-01 17:16:56 | INFO : Epoch #33 finished. Train Loss: 0.0866, Val Loss: 0.0877 with lr: 0.00025
2021-12-01 17:16:56 | INFO : .... model of epoch #33 saved.
2021-12-01 17:23:55 | INFO : Epoch #34 finished. Train Loss: 0.0864, Val Loss: 0.0880 with lr: 0.00025
2021-12-01 17:30:54 | INFO : Epoch #35 finished. Train Loss: 0.0866, Val Loss: 0.0882 with lr: 0.00025
2021-12-01 17:37:53 | INFO : Epoch #36 finished. Train Loss: 0.0865, Val Loss: 0.0879 with lr: 0.00025
2021-12-01 17:44:51 | INFO : Epoch #37 finished. Train Loss: 0.0864, Val Loss: 0.0889 with lr: 0.00025
2021-12-01 17:51:50 | INFO : Epoch #38 finished. Train Loss: 0.0866, Val Loss: 0.0890 with lr: 0.00025
2021-12-01 17:58:48 | INFO : Epoch #39 finished. Train Loss: 0.0861, Val Loss: 0.0893 with lr: 0.00025
2021-12-01 18:05:46 | INFO : Epoch #40 finished. Train Loss: 0.0854, Val Loss: 0.0877 with lr: 0.00013
2021-12-01 18:12:46 | INFO : Epoch #41 finished. Train Loss: 0.0850, Val Loss: 0.0885 with lr: 0.00013
2021-12-01 18:19:45 | INFO : Epoch #42 finished. Train Loss: 0.0852, Val Loss: 0.0878 with lr: 0.00013
2021-12-01 18:26:44 | INFO : Epoch #43 finished. Train Loss: 0.0848, Val Loss: 0.0885 with lr: 0.00013
2021-12-01 18:33:43 | INFO : Epoch #44 finished. Train Loss: 0.0851, Val Loss: 0.0884 with lr: 0.00013
2021-12-01 18:40:41 | INFO : Epoch #45 finished. Train Loss: 0.0849, Val Loss: 0.0877 with lr: 0.00013
2021-12-01 18:40:41 | INFO : ### trained model saved in /tsi/clusterhome/cweiss/models/exp128a_traintest_musicnet_aligned_pitch_cnn_deepresnetbasic_test10files_augall_AdamW.pt
2021-12-01 18:40:41 | INFO :
###################### START TESTING ######################
2021-12-01 18:41:02 | INFO : file 2106_Haydn_OP64NO5_QuartetNo.npy tested. Cosine sim: 0.7439439952841148
2021-12-01 18:41:13 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7612824223914013
2021-12-01 18:41:22 | INFO : file 2416_Beethoven_OP71_Sextetin.npy tested. Cosine sim: 0.683736789889018
2021-12-01 18:41:29 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7946656972431091
2021-12-01 18:41:41 | INFO : file 1759_Schubert_D958_PianoSonata.npy tested. Cosine sim: 0.7554914758875239
2021-12-01 18:41:48 | INFO : file 2191_Bach_BWV1006_ViolinPartita.npy tested. Cosine sim: 0.8172356480080301
2021-12-01 18:42:20 | INFO : file 2629_Beethoven_OP96_ViolinSonata.npy tested. Cosine sim: 0.7931198531819044
2021-12-01 18:42:27 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.6216410708844393
2021-12-01 18:42:37 | INFO : file 2556_Beethoven_OP109_PianoSonata.npy tested. Cosine sim: 0.8074528314442527
2021-12-01 18:42:47 | INFO : file 2298_Bach_BWV1010_CelloSuite.npy tested. Cosine sim: 0.718356261461492
2021-12-01 18:42:47 | INFO : ### Testing done. ################################################
2021-12-01 18:42:47 | INFO : # Results for large test set (10 files) #########################
2021-12-01 18:42:47 | INFO : Mean precision: 0.820905274031294
2021-12-01 18:42:47 | INFO : Mean recall: 0.4956372577248101
2021-12-01 18:42:47 | INFO : Mean f_measure: 0.6134817867333322
2021-12-01 18:42:47 | INFO : Mean cosine_sim: 0.7496926045675286
2021-12-01 18:42:47 | INFO : Mean binary_crossentropy: 0.07534537378190892
2021-12-01 18:42:47 | INFO : Mean euclidean_distance: 0.9689630857650702
2021-12-01 18:42:47 | INFO : Mean binary_accuracy: 0.9797177763866879
2021-12-01 18:42:47 | INFO : Mean soft_accuracy: 0.9688951932434253
2021-12-01 18:42:47 | INFO : Mean accum_energy: 0.3648937789179741
2021-12-01 18:42:47 | INFO : Mean roc_auc_measure: 0.9866822917501278
2021-12-01 18:42:47 | INFO : Mean average_precision_score: 0.7701435668827288
2021-12-01 18:42:47 | INFO : Mean Precision: 0.820905274031294
2021-12-01 18:42:47 | INFO : Mean Recall: 0.4956372577248101
2021-12-01 18:42:47 | INFO : Mean Accuracy: 0.4471614683362738
2021-12-01 18:42:47 | INFO : Mean Substitution Error: 0.05805448898426433
2021-12-01 18:42:47 | INFO : Mean Miss Error: 0.44630825329092555
2021-12-01 18:42:47 | INFO : Mean False Alarm Error: 0.051455663033620105
2021-12-01 18:42:47 | INFO : Mean Total Error: 0.5558184053088101
2021-12-01 18:42:47 | INFO : Mean Chroma Precision: 0.8394216685065728
2021-12-01 18:42:47 | INFO : Mean Chroma Recall: 0.5064118934700722
2021-12-01 18:42:47 | INFO : Mean Chroma Accuracy: 0.4613269698878903
2021-12-01 18:42:47 | INFO : Mean Chroma Substitution Error: 0.04727985323900229
2021-12-01 18:42:47 | INFO : Mean Chroma Miss Error: 0.44630825329092555
2021-12-01 18:42:47 | INFO : Mean Chroma False Alarm Error: 0.051455663033620105
2021-12-01 18:42:47 | INFO : Mean Chroma Total Error: 0.5450437695635479
2021-12-01 18:42:47 | INFO :
2021-12-01 18:42:47 | INFO : Framewise precision: 0.837880466349802
2021-12-01 18:42:47 | INFO : Framewise recall: 0.48541509919610687
2021-12-01 18:42:47 | INFO : Framewise f_measure: 0.6103505215665297
2021-12-01 18:42:47 | INFO : Framewise cosine_sim: 0.7577708960249971
2021-12-01 18:42:47 | INFO : Framewise binary_crossentropy: 0.08878189152528376
2021-12-01 18:42:47 | INFO : Framewise euclidean_distance: 1.06589973367985
2021-12-01 18:42:47 | INFO : Framewise binary_accuracy: 0.9759941944248314
2021-12-01 18:42:47 | INFO : Framewise soft_accuracy: 0.9643397611383852
2021-12-01 18:42:47 | INFO : Framewise accum_energy: 0.3657498532180547
2021-12-01 18:42:47 | INFO : Framewise roc_auc_measure: 0.9852402758713082
2021-12-01 18:42:47 | INFO : Framewise average_precision_score: 0.782840245798764
2021-12-01 18:42:47 | INFO : Framewise Precision: 0.837880466349802
2021-12-01 18:42:47 | INFO : Framewise Recall: 0.48541509919610687
2021-12-01 18:42:47 | INFO : Framewise Accuracy: 0.4424950287235839
2021-12-01 18:42:47 | INFO : Framewise Substitution Error: 0.05488247754582062
2021-12-01 18:42:47 | INFO : Framewise Miss Error: 0.4597024232580727
2021-12-01 18:42:47 | INFO : Framewise False Alarm Error: 0.042004588417742295
2021-12-01 18:42:47 | INFO : Framewise Total Error: 0.5565894892216356
2021-12-01 18:42:47 | INFO : Framewise Chroma Precision: 0.8595996212242272
2021-12-01 18:42:47 | INFO : Framewise Chroma Recall: 0.49765116195512754
2021-12-01 18:42:47 | INFO : Framewise Chroma Accuracy: 0.458839980514854
2021-12-01 18:42:47 | INFO : Framewise Chroma Substitution Error: 0.042646414786800015
2021-12-01 18:42:47 | INFO : Framewise Chroma Miss Error: 0.4597024232580727
2021-12-01 18:42:47 | INFO : Framewise Chroma False Alarm Error: 0.042004588417742295
2021-12-01 18:42:47 | INFO : Framewise Chroma Total Error: 0.544353426462615
2021-12-01 18:42:55 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7736338120514121
2021-12-01 18:43:00 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7983053879122765
2021-12-01 18:43:06 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.6282756899114318
2021-12-01 18:43:06 | INFO : ### Testing done. ################################################
2021-12-01 18:43:06 | INFO : # Results for small test set (3 files), first 90s ##############
2021-12-01 18:43:06 | INFO : Mean precision: 0.8126106426372334
2021-12-01 18:43:06 | INFO : Mean recall: 0.45371651280868414
2021-12-01 18:43:06 | INFO : Mean f_measure: 0.58228363117426
2021-12-01 18:43:06 | INFO : Mean cosine_sim: 0.7334049632917069
2021-12-01 18:43:06 | INFO : Mean binary_crossentropy: 0.08019143704317344
2021-12-01 18:43:06 | INFO : Mean euclidean_distance: 1.011556232729779
2021-12-01 18:43:06 | INFO : Mean binary_accuracy: 0.9779313114134544
2021-12-01 18:43:06 | INFO : Mean soft_accuracy: 0.9669712079691969
2021-12-01 18:43:06 | INFO : Mean accum_energy: 0.3611420501656353
2021-12-01 18:43:06 | INFO : Mean roc_auc_measure: 0.9857967916029492
2021-12-01 18:43:06 | INFO : Mean average_precision_score: 0.749481893504059
2021-12-01 18:43:06 | INFO : Mean Precision: 0.8126106426372334
2021-12-01 18:43:06 | INFO : Mean Recall: 0.45371651280868414
2021-12-01 18:43:06 | INFO : Mean Accuracy: 0.41475451818622
2021-12-01 18:43:06 | INFO : Mean Substitution Error: 0.04867670482289452
2021-12-01 18:43:06 | INFO : Mean Miss Error: 0.49760678236842154
2021-12-01 18:43:06 | INFO : Mean False Alarm Error: 0.055054721841477326
2021-12-01 18:43:06 | INFO : Mean Total Error: 0.6013382090327933
2021-12-01 18:43:06 | INFO : Mean Chroma Precision: 0.8310068151195799
2021-12-01 18:43:06 | INFO : Mean Chroma Recall: 0.4639145435792092
2021-12-01 18:43:06 | INFO : Mean Chroma Accuracy: 0.42753196624622786
2021-12-01 18:43:06 | INFO : Mean Chroma Substitution Error: 0.03847867405236938
2021-12-01 18:43:06 | INFO : Mean Chroma Miss Error: 0.49760678236842154
2021-12-01 18:43:06 | INFO : Mean Chroma False Alarm Error: 0.055054721841477326
2021-12-01 18:43:06 | INFO : Mean Chroma Total Error: 0.5911401782622682
2021-12-01 18:43:06 | INFO :
2021-12-01 18:43:06 | INFO : Framewise precision: 0.8126106426372334
2021-12-01 18:43:06 | INFO : Framewise recall: 0.45371651280868414
2021-12-01 18:43:06 | INFO : Framewise f_measure: 0.5822836311742601
2021-12-01 18:43:06 | INFO : Framewise cosine_sim: 0.7334049632917068
2021-12-01 18:43:06 | INFO : Framewise binary_crossentropy: 0.08019143704317344
2021-12-01 18:43:06 | INFO : Framewise euclidean_distance: 1.011556232729779
2021-12-01 18:43:06 | INFO : Framewise binary_accuracy: 0.9779313114134542
2021-12-01 18:43:06 | INFO : Framewise soft_accuracy: 0.9669712079691968
2021-12-01 18:43:06 | INFO : Framewise accum_energy: 0.36114205016563533
2021-12-01 18:43:06 | INFO : Framewise roc_auc_measure: 0.9857967916029491
2021-12-01 18:43:06 | INFO : Framewise average_precision_score: 0.7494818935040589
2021-12-01 18:43:06 | INFO : Framewise Precision: 0.8126106426372334
2021-12-01 18:43:06 | INFO : Framewise Recall: 0.45371651280868414
2021-12-01 18:43:06 | INFO : Framewise Accuracy: 0.41475451818622006
2021-12-01 18:43:06 | INFO : Framewise Substitution Error: 0.048676704822894525
2021-12-01 18:43:06 | INFO : Framewise Miss Error: 0.4976067823684215
2021-12-01 18:43:06 | INFO : Framewise False Alarm Error: 0.05505472184147732
2021-12-01 18:43:06 | INFO : Framewise Total Error: 0.6013382090327933
2021-12-01 18:43:06 | INFO : Framewise Chroma Precision: 0.83100681511958
2021-12-01 18:43:06 | INFO : Framewise Chroma Recall: 0.46391454357920914
2021-12-01 18:43:06 | INFO : Framewise Chroma Accuracy: 0.4275319662462279
2021-12-01 18:43:06 | INFO : Framewise Chroma Substitution Error: 0.03847867405236937
2021-12-01 18:43:06 | INFO : Framewise Chroma Miss Error: 0.4976067823684215
2021-12-01 18:43:06 | INFO : Framewise Chroma False Alarm Error: 0.05505472184147732
2021-12-01 18:43:06 | INFO : Framewise Chroma Total Error: 0.5911401782622682
2021-12-01 18:43:17 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7612824223914013
2021-12-01 18:43:23 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7946656972431091
2021-12-01 18:43:30 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.6216410708844393
2021-12-01 18:43:30 | INFO : ### Testing done. ################################################
2021-12-01 18:43:30 | INFO : # Results for small test set (3 files), full ###################
2021-12-01 18:43:30 | INFO : Mean precision: 0.802272377741407
2021-12-01 18:43:30 | INFO : Mean recall: 0.44739166511756717
2021-12-01 18:43:30 | INFO : Mean f_measure: 0.5743614221561147
2021-12-01 18:43:30 | INFO : Mean cosine_sim: 0.7258630635063166
2021-12-01 18:43:30 | INFO : Mean binary_crossentropy: 0.08220626652678342
2021-12-01 18:43:30 | INFO : Mean euclidean_distance: 1.0092223257198294
2021-12-01 18:43:30 | INFO : Mean binary_accuracy: 0.9775396478448108
2021-12-01 18:43:30 | INFO : Mean soft_accuracy: 0.9666711074519131
2021-12-01 18:43:30 | INFO : Mean accum_energy: 0.34512086051172247
2021-12-01 18:43:30 | INFO : Mean roc_auc_measure: 0.9839393356775338
2021-12-01 18:43:30 | INFO : Mean average_precision_score: 0.7344555234121438
2021-12-01 18:43:30 | INFO : Mean Precision: 0.802272377741407
2021-12-01 18:43:30 | INFO : Mean Recall: 0.44739166511756717
2021-12-01 18:43:30 | INFO : Mean Accuracy: 0.4071701219925519
2021-12-01 18:43:30 | INFO : Mean Substitution Error: 0.05625161282049005
2021-12-01 18:43:30 | INFO : Mean Miss Error: 0.4963567220619427
2021-12-01 18:43:30 | INFO : Mean False Alarm Error: 0.05223172562333228
2021-12-01 18:43:30 | INFO : Mean Total Error: 0.604840060505765
2021-12-01 18:43:30 | INFO : Mean Chroma Precision: 0.8259251740184137
2021-12-01 18:43:30 | INFO : Mean Chroma Recall: 0.4604583280400923
2021-12-01 18:43:30 | INFO : Mean Chroma Accuracy: 0.42361144773414955
2021-12-01 18:43:30 | INFO : Mean Chroma Substitution Error: 0.04318494989796497
2021-12-01 18:43:30 | INFO : Mean Chroma Miss Error: 0.4963567220619427
2021-12-01 18:43:30 | INFO : Mean Chroma False Alarm Error: 0.05223172562333228
2021-12-01 18:43:30 | INFO : Mean Chroma Total Error: 0.59177339758324
2021-12-01 18:43:30 | INFO :
2021-12-01 18:43:30 | INFO : Framewise precision: 0.8042637376159399
2021-12-01 18:43:30 | INFO : Framewise recall: 0.44916804768488555
2021-12-01 18:43:30 | INFO : Framewise f_measure: 0.5763400921043849
2021-12-01 18:43:30 | INFO : Framewise cosine_sim: 0.7268010741575548
2021-12-01 18:43:30 | INFO : Framewise binary_crossentropy: 0.084089224604776
2021-12-01 18:43:30 | INFO : Framewise euclidean_distance: 1.0253761568327229
2021-12-01 18:43:30 | INFO : Framewise binary_accuracy: 0.9767660000132934
2021-12-01 18:43:30 | INFO : Framewise soft_accuracy: 0.9656866688116926
2021-12-01 18:43:30 | INFO : Framewise accum_energy: 0.344271772650762
2021-12-01 18:43:30 | INFO : Framewise roc_auc_measure: 0.9843857350128217
2021-12-01 18:43:30 | INFO : Framewise average_precision_score: 0.7404897388010031
2021-12-01 18:43:30 | INFO : Framewise Precision: 0.8042637376159399
2021-12-01 18:43:30 | INFO : Framewise Recall: 0.44916804768488555
2021-12-01 18:43:30 | INFO : Framewise Accuracy: 0.40870754560391204
2021-12-01 18:43:30 | INFO : Framewise Substitution Error: 0.05594476607125528
2021-12-01 18:43:30 | INFO : Framewise Miss Error: 0.49488718624385925
2021-12-01 18:43:30 | INFO : Framewise False Alarm Error: 0.05172329996527609
2021-12-01 18:43:30 | INFO : Framewise Total Error: 0.6025552522803905
2021-12-01 18:43:30 | INFO : Framewise Chroma Precision: 0.8297238986336177
2021-12-01 18:43:30 | INFO : Framewise Chroma Recall: 0.46328780443573625
2021-12-01 18:43:30 | INFO : Framewise Chroma Accuracy: 0.4266744393202283
2021-12-01 18:43:30 | INFO : Framewise Chroma Substitution Error: 0.041825009320404595
2021-12-01 18:43:30 | INFO : Framewise Chroma Miss Error: 0.49488718624385925
2021-12-01 18:43:30 | INFO : Framewise Chroma False Alarm Error: 0.05172329996527609
2021-12-01 18:43:30 | INFO : Framewise Chroma Total Error: 0.5884354955295399