2021-12-04 13:41:58 | INFO : Logging experiment exp128c_traintest_musicnet_aligned_pitch_cnn_deepresnetverywide_test10files_augall_AdamW_rerun2
2021-12-04 13:41:58 | INFO : Experiment config: do training = True
2021-12-04 13:41:58 | INFO : Experiment config: do validation = True
2021-12-04 13:41:58 | INFO : Experiment config: do testing = True
2021-12-04 13:41:58 | INFO : Training set parameters: {'context': 75, 'stride': 50, 'compression': 10, 'aug:transpsemitones': 5, 'aug:randomeq': 20, 'aug:noisestd': 0.0001, 'aug:tuning': True}
2021-12-04 13:41:58 | INFO : Validation set parameters: {'context': 75, 'stride': 50, 'compression': 10}
2021-12-04 13:41:58 | INFO : Test set parameters: {'context': 75, 'stride': 1, 'compression': 10}
2021-12-04 13:41:58 | INFO : Training parameters: {'batch_size': 25, 'shuffle': True, 'num_workers': 16}
2021-12-04 13:41:58 | INFO : Trained model saved in /tsi/clusterhome/cweiss/models/exp128c_traintest_musicnet_aligned_pitch_cnn_deepresnetverywide_test10files_augall_AdamW_rerun2.pt
2021-12-04 13:41:58 | INFO : --- Training config: -----------------------------------------
2021-12-04 13:41:58 | INFO : Maximum number of epochs: 100
2021-12-04 13:41:58 | INFO : Criterion (Loss): BCELoss
2021-12-04 13:41:58 | INFO : Optimizer parameters: {'name': 'AdamW', 'initial_lr': 0.0002, 'betas': (0.9, 0.999), 'eps': 1e-08, 'weight_decay': 0.01, 'amsgrad': False}
2021-12-04 13:41:58 | 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}
2021-12-04 13:41:58 | INFO : Early stopping parameters: {'use_early_stopping': True, 'mode': 'min', 'min_delta': 1e-05, 'patience': 12, 'percentage': False}
2021-12-04 13:41:58 | INFO : Test parameters: {'batch_size': 50, 'shuffle': False, 'num_workers': 8}
2021-12-04 13:41:58 | INFO : Save filewise results = True, in folder /tsi/clusterhome/cweiss/code/deep_pitch_estimation/experiments/results_filewise/exp128c_traintest_musicnet_aligned_pitch_cnn_deepresnetverywide_test10files_augall_AdamW_rerun2.csv
2021-12-04 13:41:58 | INFO : Save model predictions = True, in folder /tsi/clusterhome/cweiss/predictions/exp128c_traintest_musicnet_aligned_pitch_cnn_deepresnetverywide_test10files_augall_AdamW_rerun2
2021-12-04 13:41:58 | INFO : CUDA use_cuda: True
2021-12-04 13:41:58 | INFO : CUDA device: cuda:0
2021-12-04 13:42:00 | INFO : --- Model config: --------------------------------------------
2021-12-04 13:42:00 | INFO : Model: deep_cnn_segm_sigmoid
2021-12-04 13:42:00 | INFO : Model parameters: {'n_chan_input': 6, 'n_chan_layers': [70, 70, 50, 10], 'n_prefilt_layers': 5, 'residual': True, 'n_bins_in': 216, 'n_bins_out': 72, 'a_lrelu': 0.3, 'p_dropout': 0.2}
2021-12-04 13:42:01 | INFO :
==========================================================================================
Layer (type:depth-idx) Output Shape Param #
==========================================================================================
├─LayerNorm: 1-1 [1, 174, 6, 216] 2,592
├─Sequential: 1-2 [1, 70, 174, 216] --
| └─Conv2d: 2-1 [1, 70, 174, 216] 94,570
| └─LeakyReLU: 2-2 [1, 70, 174, 216] --
| └─MaxPool2d: 2-3 [1, 70, 174, 216] --
| └─Dropout: 2-4 [1, 70, 174, 216] --
├─ModuleList: 1 [] --
| └─Sequential: 2-5 [1, 70, 174, 216] --
| | └─Conv2d: 3-1 [1, 70, 174, 216] 1,102,570
| | └─LeakyReLU: 3-2 [1, 70, 174, 216] --
| | └─MaxPool2d: 3-3 [1, 70, 174, 216] --
| | └─Dropout: 3-4 [1, 70, 174, 216] --
| └─Sequential: 2-6 [1, 70, 174, 216] --
| | └─Conv2d: 3-5 [1, 70, 174, 216] 1,102,570
| | └─LeakyReLU: 3-6 [1, 70, 174, 216] --
| | └─MaxPool2d: 3-7 [1, 70, 174, 216] --
| | └─Dropout: 3-8 [1, 70, 174, 216] --
| └─Sequential: 2-7 [1, 70, 174, 216] --
| | └─Conv2d: 3-9 [1, 70, 174, 216] 1,102,570
| | └─LeakyReLU: 3-10 [1, 70, 174, 216] --
| | └─MaxPool2d: 3-11 [1, 70, 174, 216] --
| | └─Dropout: 3-12 [1, 70, 174, 216] --
| └─Sequential: 2-8 [1, 70, 174, 216] --
| | └─Conv2d: 3-13 [1, 70, 174, 216] 1,102,570
| | └─LeakyReLU: 3-14 [1, 70, 174, 216] --
| | └─MaxPool2d: 3-15 [1, 70, 174, 216] --
| | └─Dropout: 3-16 [1, 70, 174, 216] --
├─Sequential: 1-3 [1, 70, 174, 72] --
| └─Conv2d: 2-9 [1, 70, 174, 72] 44,170
| └─LeakyReLU: 2-10 [1, 70, 174, 72] --
| └─MaxPool2d: 2-11 [1, 70, 174, 72] --
| └─Dropout: 2-12 [1, 70, 174, 72] --
├─Sequential: 1-4 [1, 50, 100, 72] --
| └─Conv2d: 2-13 [1, 50, 100, 72] 262,550
| └─LeakyReLU: 2-14 [1, 50, 100, 72] --
| └─Dropout: 2-15 [1, 50, 100, 72] --
├─Sequential: 1-5 [1, 1, 100, 72] --
| └─Conv2d: 2-16 [1, 10, 100, 72] 510
| └─LeakyReLU: 2-17 [1, 10, 100, 72] --
| └─Dropout: 2-18 [1, 10, 100, 72] --
| └─Conv2d: 2-19 [1, 1, 100, 72] 11
| └─Sigmoid: 2-20 [1, 1, 100, 72] --
==========================================================================================
Total params: 4,814,683
Trainable params: 4,814,683
Non-trainable params: 0
Total mult-adds (G): 171.75
==========================================================================================
Input size (MB): 0.90
Forward/backward pass size (MB): 117.57
Params size (MB): 19.26
Estimated Total Size (MB): 137.73
==========================================================================================
2021-12-04 13:42:01 | INFO : - file 2530_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-04 13:42:03 | INFO : - file 1822_Mozart_K421_StringQuartet.npy added to training set.
2021-12-04 13:42:04 | INFO : - file 1752_Schubert_D845_PianoSonata.npy added to training set.
2021-12-04 13:42:06 | INFO : - file 2297_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-04 13:42:06 | INFO : - file 2240_Bach_BWV862_WTKI.npy added to training set.
2021-12-04 13:42:08 | INFO : - file 2463_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-12-04 13:42:08 | INFO : - file 2550_Beethoven_OP78_PianoSonata.npy added to training set.
2021-12-04 13:42:10 | INFO : - file 2566_Beethoven_OP22_PianoSonata.npy added to training set.
2021-12-04 13:42:12 | INFO : - file 2492_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-04 13:42:13 | INFO : - file 2359_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-04 13:42:15 | INFO : - file 2138_Brahms_OP51NO1_StringQuartet.npy added to training set.
2021-12-04 13:42:17 | INFO : - file 1811_Mozart_K581_ClarinetQuintet.npy added to validation set.
2021-12-04 13:42:19 | INFO : - file 2127_Brahms_OP11_SerenadeNo.npy added to training set.
2021-12-04 13:42:24 | INFO : - file 2531_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-04 13:42:25 | INFO : - file 2116_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-04 13:42:26 | INFO : - file 2284_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-04 13:42:28 | INFO : - file 2379_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-12-04 13:42:28 | INFO : - file 2237_Bach_BWV868_WTKI.npy added to training set.
2021-12-04 13:42:31 | INFO : - file 2313_Beethoven_OP132_StringQuartet.npy added to training set.
2021-12-04 13:42:32 | INFO : - file 1755_Schubert_D784_PianoSonata.npy added to validation set.
2021-12-04 13:42:32 | INFO : - file 2405_Beethoven_OP110_PianoSonata.npy added to training set.
2021-12-04 13:42:33 | INFO : - file 2307_Bach_BWV863_WTKI.npy added to training set.
2021-12-04 13:42:37 | INFO : - file 2533_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-04 13:42:38 | INFO : - file 2200_Bach_BWV861_WTKI.npy added to training set.
2021-12-04 13:42:40 | INFO : - file 2567_Beethoven_OP90_PianoSonata.npy added to training set.
2021-12-04 13:42:41 | INFO : - file 2481_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-12-04 13:42:43 | INFO : - file 2334_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-12-04 13:42:43 | INFO : - file 2208_Bach_BWV855_WTKI.npy added to training set.
2021-12-04 13:42:45 | INFO : - file 1766_Schubert_OP142_4Impromptus.npy added to validation set.
2021-12-04 13:42:47 | INFO : - file 2169_Faure_OP45_PianoQuartet.npy added to training set.
2021-12-04 13:42:51 | INFO : - file 2148_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-04 13:42:52 | INFO : - file 2501_Beethoven_OP12NO3_ViolinSonata.npy added to training set.
2021-12-04 13:42:55 | INFO : - file 2614_Beethoven_OP10NO3_PianoSonata.npy added to training set.
2021-12-04 13:42:58 | INFO : - file 2557_Beethoven_OP109_PianoSonata.npy added to training set.
2021-12-04 13:43:00 | INFO : - file 2373_Beethoven_OP49NO1_PianoSonata.npy added to training set.
2021-12-04 13:43:02 | INFO : - file 1733_Schubert_D959_PianoSonata.npy added to validation set.
2021-12-04 13:43:03 | INFO : - file 2079_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-12-04 13:43:04 | INFO : - file 1835_Mozart_K590_StringQuartet.npy added to training set.
2021-12-04 13:43:06 | INFO : - file 1873_Mozart_K502_PianoTrio.npy added to training set.
2021-12-04 13:43:06 | INFO : - file 2424_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-12-04 13:43:07 | INFO : - file 2209_Bach_BWV849_WTKI.npy added to training set.
2021-12-04 13:43:08 | INFO : - file 2410_Beethoven_OP27NO1_PianoSonata.npy added to training set.
2021-12-04 13:43:10 | INFO : - file 2296_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-04 13:43:11 | INFO : - file 1817_Mozart_K375_Serenadein.npy added to training set.
2021-12-04 13:43:12 | INFO : - file 2472_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-04 13:43:13 | INFO : - file 2383_Beethoven_OP130_StringQuartet.npy added to training set.
2021-12-04 13:43:15 | INFO : - file 2462_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-12-04 13:43:17 | INFO : - file 2575_Beethoven_OP13_PianoSonata.npy added to training set.
2021-12-04 13:43:18 | INFO : - file 2320_Beethoven_OP38_Trioin.npy added to training set.
2021-12-04 13:43:18 | INFO : - file 2207_Bach_BWV855_WTKI.npy added to training set.
2021-12-04 13:43:20 | INFO : - file 2476_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-04 13:43:21 | INFO : - file 2371_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-12-04 13:43:23 | INFO : - file 2147_Brahms_OP36_StringSextet.npy added to training set.
2021-12-04 13:43:24 | INFO : - file 2215_Bach_BWV846_WTKI.npy added to training set.
2021-12-04 13:43:26 | INFO : - file 1777_Schubert_D850_PianoSonata.npy added to training set.
2021-12-04 13:43:27 | INFO : - file 2502_Beethoven_OP12NO3_ViolinSonata.npy added to training set.
2021-12-04 13:43:29 | INFO : - file 1922_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-04 13:43:30 | INFO : - file 1893_Mozart_K564_PianoTrio.npy added to training set.
2021-12-04 13:43:31 | INFO : - file 2186_Bach_BWV1006_ViolinPartita.npy added to training set.
2021-12-04 13:43:33 | INFO : - file 2160_Brahms_OP40_HornTrio.npy added to training set.
2021-12-04 13:43:35 | INFO : - file 2509_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-04 13:43:37 | INFO : - file 2505_Beethoven_OP103_Octetin.npy added to training set.
2021-12-04 13:43:38 | INFO : - file 2506_Beethoven_OP103_Octetin.npy added to training set.
2021-12-04 13:43:39 | INFO : - file 2628_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-12-04 13:43:40 | INFO : - file 2218_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-04 13:43:41 | INFO : - file 2529_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-12-04 13:43:42 | INFO : - file 2374_Beethoven_OP49NO1_PianoSonata.npy added to training set.
2021-12-04 13:43:44 | INFO : - file 2392_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-04 13:43:44 | INFO : - file 2231_Bach_BWV866_WTKI.npy added to training set.
2021-12-04 13:43:47 | INFO : - file 1813_Mozart_K581_ClarinetQuintet.npy added to training set.
2021-12-04 13:43:47 | INFO : - file 2196_Bach_BWV848_WTKI.npy added to training set.
2021-12-04 13:43:49 | INFO : - file 2158_Brahms_OP40_HornTrio.npy added to validation set.
2021-12-04 13:43:51 | INFO : - file 1872_Mozart_K502_PianoTrio.npy added to training set.
2021-12-04 13:43:54 | INFO : - file 2621_Beethoven_OP59NO1_StringQuartet.npy added to training set.
2021-12-04 13:43:56 | INFO : - file 2150_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-04 13:43:57 | INFO : - file 2217_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-04 13:43:58 | INFO : - file 2243_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-04 13:44:00 | INFO : - file 2433_Beethoven_OP135_StringQuartet.npy added to training set.
2021-12-04 13:44:01 | INFO : - file 2211_Bach_BWV857_WTKI.npy added to training set.
2021-12-04 13:44:03 | INFO : - file 1764_Schubert_OP142_4Impromptus.npy added to training set.
2021-12-04 13:44:05 | INFO : - file 2348_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-04 13:44:06 | INFO : - file 1932_Dvorak_OP96_StringQuartet.npy added to validation set.
2021-12-04 13:44:06 | INFO : - file 2232_Bach_BWV866_WTKI.npy added to training set.
2021-12-04 13:44:07 | INFO : - file 2203_Bach_BWV1013_Partitain.npy added to training set.
2021-12-04 13:44:10 | INFO : - file 2157_Brahms_OP18_StringSextet.npy added to validation set.
2021-12-04 13:44:12 | INFO : - file 2486_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-04 13:44:13 | INFO : - file 2393_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-04 13:44:14 | INFO : - file 2210_Bach_BWV849_WTKI.npy added to training set.
2021-12-04 13:44:15 | INFO : - file 2659_Bach_BWV1002_ViolinPartita.npy added to training set.
2021-12-04 13:44:16 | INFO : - file 1729_Schubert_OP114_PianoQuintet.npy added to validation set.
2021-12-04 13:44:18 | INFO : - file 2678_Beethoven_OP14NO2_PianoSonata.npy added to training set.
2021-12-04 13:44:19 | INFO : - file 2221_Bach_BWV1009_CelloSuite.npy added to validation set.
2021-12-04 13:44:20 | INFO : - file 2411_Beethoven_OP27NO1_PianoSonata.npy added to training set.
2021-12-04 13:44:21 | INFO : - file 2343_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-04 13:44:23 | INFO : - file 1818_Mozart_K375_Serenadein.npy added to training set.
2021-12-04 13:44:25 | INFO : - file 1919_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-04 13:44:26 | INFO : - file 2415_Beethoven_OP71_Sextetin.npy added to training set.
2021-12-04 13:44:26 | INFO : - file 2305_Bach_BWV859_WTKI.npy added to training set.
2021-12-04 13:44:28 | INFO : - file 2510_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-04 13:44:30 | INFO : - file 2608_Beethoven_OP31NO1_PianoSonata.npy added to training set.
2021-12-04 13:44:32 | INFO : - file 2532_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-04 13:44:35 | INFO : - file 2542_Beethoven_OP101_PianoSonata.npy added to training set.
2021-12-04 13:44:36 | INFO : - file 2118_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-04 13:44:37 | INFO : - file 1756_Schubert_D784_PianoSonata.npy added to validation set.
2021-12-04 13:44:40 | INFO : - file 1793_Mozart_K465_StringQuartet.npy added to training set.
2021-12-04 13:44:42 | INFO : - file 1758_Schubert_D958_PianoSonata.npy added to training set.
2021-12-04 13:44:43 | INFO : - file 2404_Beethoven_OP110_PianoSonata.npy added to training set.
2021-12-04 13:44:45 | INFO : - file 2491_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-04 13:44:46 | INFO : - file 2282_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-04 13:44:47 | INFO : - file 2304_Bach_BWV859_WTKI.npy added to training set.
2021-12-04 13:44:49 | INFO : - file 2149_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-04 13:44:51 | INFO : - file 2330_Beethoven_OP12NO1_ViolinSonata.npy added to training set.
2021-12-04 13:44:54 | INFO : - file 1916_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-04 13:44:55 | INFO : - file 2212_Bach_BWV857_WTKI.npy added to training set.
2021-12-04 13:44:56 | INFO : - file 2480_Beethoven_OP18NO5_StringQuartet.npy added to validation set.
2021-12-04 13:44:57 | INFO : - file 2214_Bach_BWV847_WTKI.npy added to training set.
2021-12-04 13:44:58 | INFO : - file 2195_Bach_BWV848_WTKI.npy added to training set.
2021-12-04 13:44:58 | INFO : - file 2477_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-04 13:45:00 | INFO : - file 2295_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-04 13:45:01 | INFO : - file 1768_Schubert_D664_PianoSonata.npy added to training set.
2021-12-04 13:45:02 | INFO : - file 2627_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-12-04 13:45:04 | INFO : - file 2431_Beethoven_OP135_StringQuartet.npy added to training set.
2021-12-04 13:45:04 | INFO : - file 2591_Beethoven_OP26_PianoSonata.npy added to training set.
2021-12-04 13:45:07 | INFO : - file 1775_Schubert_D850_PianoSonata.npy added to training set.
2021-12-04 13:45:08 | INFO : - file 2293_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-04 13:45:10 | INFO : - file 1791_Mozart_K465_StringQuartet.npy added to training set.
2021-12-04 13:45:10 | INFO : - file 2194_Bach_BWV858_WTKI.npy added to training set.
2021-12-04 13:45:14 | INFO : - file 1742_Schubert_OP163_StringQuintet.npy added to training set.
2021-12-04 13:45:17 | INFO : - file 1776_Schubert_D850_PianoSonata.npy added to training set.
2021-12-04 13:45:21 | INFO : - file 2112_Brahms_OP38_CelloSonata.npy added to training set.
2021-12-04 13:45:22 | INFO : - file 2423_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-12-04 13:45:24 | INFO : - file 2560_Beethoven_OP18NO2_StringQuartet.npy added to training set.
2021-12-04 13:45:25 | INFO : - file 2219_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-04 13:45:26 | INFO : - file 2420_Beethoven_OP12NO2_ViolinSonata.npy added to training set.
2021-12-04 13:45:28 | INFO : - file 1763_Schubert_OP142_4Impromptus.npy added to training set.
2021-12-04 13:45:29 | INFO : - file 2228_Bach_BWV851_WTKI.npy added to training set.
2021-12-04 13:45:32 | INFO : - file 2441_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-04 13:45:34 | INFO : - file 2570_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-04 13:45:36 | INFO : - file 1918_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-04 13:45:37 | INFO : - file 2451_Beethoven_OP18NO6_StringQuartet.npy added to training set.
2021-12-04 13:45:40 | INFO : - file 2177_Ravel_35_StringQuartet.npy added to training set.
2021-12-04 13:45:42 | INFO : - file 1788_Mozart_K465_StringQuartet.npy added to training set.
2021-12-04 13:45:44 | INFO : - file 2179_Ravel_35_StringQuartet.npy added to training set.
2021-12-04 13:45:45 | INFO : - file 2346_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-04 13:45:48 | INFO : - file 2376_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-12-04 13:45:48 | INFO : - file 2620_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-12-04 13:45:50 | INFO : - file 2390_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-04 13:45:52 | INFO : - file 2335_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-12-04 13:45:53 | INFO : - file 2403_Beethoven_OP18NO1_StringQuartet.npy added to training set.
2021-12-04 13:45:53 | INFO : - file 2247_Bach_BWV854_WTKI.npy added to training set.
2021-12-04 13:45:54 | INFO : - file 2432_Beethoven_OP135_StringQuartet.npy added to training set.
2021-12-04 13:45:54 | INFO : - file 2292_Bach_BWV864_WTKI.npy added to training set.
2021-12-04 13:45:55 | INFO : - file 2076_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-12-04 13:45:57 | INFO : - file 1790_Mozart_K465_StringQuartet.npy added to training set.
2021-12-04 13:45:57 | INFO : - file 2302_Bach_BWV850_WTKI.npy added to training set.
2021-12-04 13:45:59 | INFO : - file 2391_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-04 13:46:01 | INFO : - file 1933_Dvorak_OP96_StringQuartet.npy added to validation set.
2021-12-04 13:46:02 | INFO : - file 2514_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-04 13:46:04 | INFO : - file 1829_Mozart_K542_PianoTrio.npy added to training set.
2021-12-04 13:46:06 | INFO : - file 1923_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-04 13:46:09 | INFO : - file 2377_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-12-04 13:46:11 | INFO : - file 1931_Dvorak_OP96_StringQuartet.npy added to training set.
2021-12-04 13:46:12 | INFO : - file 2294_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-04 13:46:13 | INFO : - file 2384_Beethoven_OP130_StringQuartet.npy added to training set.
2021-12-04 13:46:14 | INFO : - file 2241_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-04 13:46:15 | INFO : - file 2242_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-04 13:46:16 | INFO : - file 2283_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-04 13:46:18 | INFO : - file 2632_Beethoven_OP14NO2_PianoSonata.npy added to validation set.
2021-12-04 13:46:20 | INFO : - file 1760_Schubert_D958_PianoSonata.npy added to training set.
2021-12-04 13:46:22 | INFO : - file 2568_Beethoven_OP90_PianoSonata.npy added to training set.
2021-12-04 13:46:24 | INFO : - file 2345_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-04 13:46:26 | INFO : - file 2576_Beethoven_OP13_PianoSonata.npy added to training set.
2021-12-04 13:46:27 | INFO : - file 2131_Brahms_OP11_SerenadeNo.npy added to training set.
2021-12-04 13:46:28 | INFO : - file 2537_Beethoven_OP49NO2_PianoSonata.npy added to training set.
2021-12-04 13:46:31 | INFO : - file 2607_Beethoven_OP31NO1_PianoSonata.npy added to training set.
2021-12-04 13:46:31 | INFO : - file 2230_Bach_BWV865_WTKI.npy added to training set.
2021-12-04 13:46:32 | INFO : - file 2167_Faure_OP45_PianoQuartet.npy added to validation set.
2021-12-04 13:46:34 | INFO : - file 2603_Beethoven_OP81NO1_PianoSonata.npy added to training set.
2021-12-04 13:46:35 | INFO : - file 2594_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-04 13:46:36 | INFO : - file 2204_Bach_BWV1013_Partitain.npy added to training set.
2021-12-04 13:46:38 | INFO : - file 2523_Beethoven_OP69_CelloSonata.npy added to training set.
2021-12-04 13:46:40 | INFO : - file 2357_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-04 13:46:43 | INFO : - file 2398_Beethoven_OP47_ViolinSonata.npy added to training set.
2021-12-04 13:46:44 | INFO : - file 2310_Bach_BWV860_WTKI.npy added to training set.
2021-12-04 13:46:45 | INFO : - file 2078_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-12-04 13:46:48 | INFO : - file 2521_Beethoven_OP69_CelloSonata.npy added to training set.
2021-12-04 13:46:50 | INFO : - file 2562_Beethoven_OP18NO2_StringQuartet.npy added to training set.
2021-12-04 13:46:51 | INFO : - file 1824_Mozart_K421_StringQuartet.npy added to training set.
2021-12-04 13:46:54 | INFO : - file 2318_Beethoven_OP38_Trioin.npy added to validation set.
2021-12-04 13:46:55 | INFO : - file 1773_Schubert_D568_PianoSonata.npy added to training set.
2021-12-04 13:46:59 | INFO : - file 2443_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-04 13:47:01 | INFO : - file 2114_Brahms_OP38_CelloSonata.npy added to training set.
2021-12-04 13:47:03 | INFO : - file 2488_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-04 13:47:04 | INFO : - file 2198_Bach_BWV867_WTKI.npy added to training set.
2021-12-04 13:47:05 | INFO : - file 2350_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-04 13:47:06 | INFO : - file 2595_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-04 13:47:08 | INFO : - file 1805_Mozart_K387_StringQuartet.npy added to validation set.
2021-12-04 13:47:09 | INFO : - file 2113_Brahms_OP38_CelloSonata.npy added to training set.
2021-12-04 13:47:10 | INFO : - file 2075_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-12-04 13:47:12 | INFO : - file 2516_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-04 13:47:13 | INFO : - file 2497_Beethoven_OP95_StringQuartet.npy added to training set.
2021-12-04 13:47:14 | INFO : - file 2507_Beethoven_OP103_Octetin.npy added to training set.
2021-12-04 13:47:16 | INFO : - file 2389_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-04 13:47:17 | INFO : - file 2222_Bach_BWV1009_CelloSuite.npy added to validation set.
2021-12-04 13:47:18 | INFO : - file 2372_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-12-04 13:47:20 | INFO : - file 2471_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-04 13:47:21 | INFO : - file 2105_Haydn_OP64NO5_QuartetNo.npy added to training set.
2021-12-04 13:47:23 | INFO : - file 2388_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-04 13:47:24 | INFO : - file 2213_Bach_BWV847_WTKI.npy added to training set.
2021-12-04 13:47:25 | INFO : - file 2417_Beethoven_OP71_Sextetin.npy added to training set.
2021-12-04 13:47:27 | INFO : - file 1751_Schubert_D845_PianoSonata.npy added to training set.
2021-12-04 13:47:28 | INFO : - file 1728_Schubert_OP114_PianoQuintet.npy added to training set.
2021-12-04 13:47:28 | INFO : - file 2227_Bach_BWV851_WTKI.npy added to training set.
2021-12-04 13:47:30 | INFO : - file 1734_Schubert_D959_PianoSonata.npy added to training set.
2021-12-04 13:47:30 | INFO : - file 2224_Bach_BWV852_WTKI.npy added to training set.
2021-12-04 13:47:31 | INFO : - file 2285_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-04 13:47:33 | INFO : - file 2159_Brahms_OP40_HornTrio.npy added to training set.
2021-12-04 13:47:34 | INFO : - file 2117_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-04 13:47:37 | INFO : - file 2155_Brahms_OP18_StringSextet.npy added to training set.
2021-12-04 13:47:40 | INFO : - file 1771_Schubert_D568_PianoSonata.npy added to training set.
2021-12-04 13:47:42 | INFO : - file 2571_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-04 13:47:43 | INFO : - file 2229_Bach_BWV865_WTKI.npy added to training set.
2021-12-04 13:47:45 | INFO : - file 2325_Beethoven_OP57_PianoSonata.npy added to training set.
2021-12-04 13:47:48 | INFO : - file 1749_Schubert_D845_PianoSonata.npy added to training set.
2021-12-04 13:47:50 | INFO : - file 2573_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-04 13:47:51 | INFO : - file 2596_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-04 13:47:51 | INFO : - file 2300_Bach_BWV853_WTKI.npy added to training set.
2021-12-04 13:47:51 | INFO : - file 2487_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-04 13:47:52 | INFO : - file 2119_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-04 13:47:52 | INFO : - file 1765_Schubert_OP142_4Impromptus.npy added to validation set.
2021-12-04 13:47:52 | INFO : - file 2528_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-12-04 13:47:52 | INFO : - file 1727_Schubert_OP114_PianoQuintet.npy added to training set.
2021-12-04 13:47:53 | INFO : - file 2314_Beethoven_OP132_StringQuartet.npy added to training set.
2021-12-04 13:47:53 | INFO : - file 2202_Bach_BWV1013_Partitain.npy added to training set.
2021-12-04 13:47:53 | INFO : - file 2239_Bach_BWV862_WTKI.npy added to training set.
2021-12-04 13:47:53 | INFO : - file 2444_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-04 13:47:54 | INFO : - file 2581_Beethoven_OP54_PianoSonata.npy added to training set.
2021-12-04 13:47:54 | INFO : - file 2244_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-04 13:47:54 | INFO : - file 1792_Mozart_K465_StringQuartet.npy added to training set.
2021-12-04 13:47:54 | INFO : - file 1812_Mozart_K581_ClarinetQuintet.npy added to training set.
2021-12-04 13:47:55 | INFO : - file 2490_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-04 13:47:55 | INFO : - file 2442_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-04 13:47:55 | INFO : - file 2564_Beethoven_OP22_PianoSonata.npy added to training set.
2021-12-04 13:47:57 | INFO : - file 2611_Beethoven_OP10NO3_PianoSonata.npy added to training set.
2021-12-04 13:47:58 | INFO : - file 2422_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-12-04 13:48:00 | INFO : - file 2483_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-12-04 13:48:01 | INFO : - file 2342_Beethoven_OP30NO3_ViolinSonata.npy added to validation set.
2021-12-04 13:48:05 | INFO : - file 2366_Beethoven_OP127_StringQuartet.npy added to training set.
2021-12-04 13:48:05 | INFO : - file 2358_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-04 13:48:05 | INFO : - file 2555_Beethoven_OP109_PianoSonata.npy added to training set.
2021-12-04 13:48:06 | INFO : - file 2622_Beethoven_OP59NO1_StringQuartet.npy added to training set.
2021-12-04 13:48:06 | INFO : - file 2289_Bach_BWV1002_ViolinPartita.npy added to validation set.
2021-12-04 13:48:06 | INFO : - file 2080_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-12-04 13:48:06 | INFO : - file 2588_Beethoven_OP26_PianoSonata.npy added to training set.
2021-12-04 13:48:06 | INFO : - file 2494_Beethoven_OP95_StringQuartet.npy added to training set.
2021-12-04 13:48:06 | INFO : - file 1789_Mozart_K465_StringQuartet.npy added to training set.
2021-12-04 13:48:06 | INFO : - file 2168_Faure_OP45_PianoQuartet.npy added to training set.
2021-12-04 13:48:07 | INFO : - file 1859_Mozart_K464_StringQuartet.npy added to training set.
2021-12-04 13:48:07 | INFO : - file 2586_Beethoven_OP102NO1_CelloSonata.npy added to training set.
2021-12-04 13:48:07 | INFO : - file 2478_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-04 13:48:07 | INFO : - file 2315_Beethoven_OP132_StringQuartet.npy added to validation set.
2021-12-04 13:48:07 | INFO : - file 2201_Bach_BWV861_WTKI.npy added to training set.
2021-12-04 13:48:07 | INFO : - file 2572_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-04 13:48:07 | INFO : - file 2238_Bach_BWV868_WTKI.npy added to training set.
2021-12-04 13:48:07 | INFO : - file 2248_Bach_BWV854_WTKI.npy added to training set.
2021-12-04 13:48:08 | INFO : - file 1735_Schubert_D959_PianoSonata.npy added to training set.
2021-12-04 13:48:08 | INFO : - file 2308_Bach_BWV863_WTKI.npy added to training set.
2021-12-04 13:48:08 | INFO : - file 2154_Brahms_OP18_StringSextet.npy added to training set.
2021-12-04 13:48:08 | INFO : - file 2140_Brahms_OP51NO1_StringQuartet.npy added to training set.
2021-12-04 13:48:08 | INFO : - file 2077_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-12-04 13:48:08 | INFO : - file 1807_Mozart_K387_StringQuartet.npy added to validation set.
2021-12-04 13:48:09 | INFO : - file 2406_Beethoven_OP110_PianoSonata.npy added to training set.
2021-12-04 13:48:09 | INFO : - file 1772_Schubert_D568_PianoSonata.npy added to training set.
2021-12-04 13:48:09 | INFO : - file 2156_Brahms_OP18_StringSextet.npy added to training set.
2021-12-04 13:48:10 | INFO : - file 1757_Schubert_D958_PianoSonata.npy added to training set.
2021-12-04 13:48:10 | INFO : - file 2436_Beethoven_OP53_PianoSonata.npy added to training set.
2021-12-04 13:48:10 | INFO : - file 2364_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-04 13:48:11 | INFO : - file 2538_Beethoven_OP49NO2_PianoSonata.npy added to training set.
2021-12-04 13:48:11 | INFO : - file 2336_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-12-04 13:48:11 | INFO : - file 2466_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-12-04 13:48:11 | INFO : - file 2677_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-12-04 13:48:11 | INFO : - file 2081_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-12-04 13:48:11 | INFO : - file 2151_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-04 13:48:11 | INFO : - file 2512_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-04 13:48:11 | INFO : - file 2083_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-12-04 13:48:12 | INFO : - file 2368_Beethoven_OP127_StringQuartet.npy added to training set.
2021-12-04 13:48:12 | INFO : - file 2082_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-12-04 13:48:12 | INFO : - file 2178_Ravel_35_StringQuartet.npy added to training set.
2021-12-04 13:48:14 | INFO : - file 2322_Beethoven_OP57_PianoSonata.npy added to training set.
2021-12-04 13:48:15 | INFO : - file 2633_Beethoven_OP14NO2_PianoSonata.npy added to validation set.
2021-12-04 13:48:16 | INFO : - file 2220_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-04 13:48:18 | INFO : - file 1828_Mozart_K542_PianoTrio.npy added to training set.
2021-12-04 13:48:20 | INFO : - file 2527_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-12-04 13:48:21 | INFO : - file 2540_Beethoven_OP101_PianoSonata.npy added to training set.
2021-12-04 13:48:23 | INFO : - file 2582_Beethoven_OP54_PianoSonata.npy added to training set.
2021-12-04 13:48:23 | INFO : - file 2225_Bach_BWV852_WTKI.npy added to training set.
2021-12-04 13:48:24 | INFO : - file 1876_Mozart_K496_PianoTrio.npy added to training set.
2021-12-04 13:48:26 | INFO : - file 2593_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-04 13:48:29 | INFO : - file 2482_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-12-04 13:48:31 | INFO : - file 2341_Beethoven_OP30NO3_ViolinSonata.npy added to validation set.
2021-12-04 13:48:32 | INFO : - file 2288_Bach_BWV1002_ViolinPartita.npy added to training set.
2021-12-04 13:48:34 | INFO : - file 2504_Beethoven_OP103_Octetin.npy added to training set.
2021-12-04 13:48:36 | INFO : - file 2381_Beethoven_OP130_StringQuartet.npy added to training set.
2021-12-04 13:48:37 | INFO : - file 2104_Haydn_OP64NO5_QuartetNo.npy added to training set.
2021-12-04 13:48:39 | INFO : - file 2365_Beethoven_OP127_StringQuartet.npy added to training set.
2021-12-04 13:48:41 | INFO : - file 1739_Schubert_OP99_PianoTrio.npy added to training set.
2021-12-04 13:48:45 | INFO : - file 1750_Schubert_D845_PianoSonata.npy added to training set.
2021-12-04 13:48:45 | INFO : - file 2473_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-04 13:48:45 | INFO : - file 2180_Ravel_35_StringQuartet.npy added to training set.
2021-12-04 13:48:45 | INFO : - file 2397_Beethoven_OP47_ViolinSonata.npy added to training set.
2021-12-04 13:48:45 | INFO : - file 2626_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-12-04 13:48:45 | INFO : - file 1730_Schubert_OP114_PianoQuintet.npy added to training set.
2021-12-04 13:48:45 | INFO : - file 2522_Beethoven_OP69_CelloSonata.npy added to training set.
2021-12-04 13:48:45 | INFO : - file 2619_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-12-04 13:48:45 | INFO : - file 2234_Bach_BWV856_WTKI.npy added to training set.
2021-12-04 13:48:45 | INFO : - file 2618_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-12-04 13:48:45 | INFO : - file 2161_Brahms_OP40_HornTrio.npy added to training set.
2021-12-04 13:48:46 | INFO : - file 2166_Faure_OP45_PianoQuartet.npy added to training set.
2021-12-04 13:48:48 | INFO : - file 2319_Beethoven_OP38_Trioin.npy added to training set.
2021-12-04 13:48:50 | INFO : - file 2590_Beethoven_OP26_PianoSonata.npy added to training set.
2021-12-04 13:48:50 | INFO : Training set & loader generated, length 94348
2021-12-04 13:48:50 | INFO : Validation set & loader generated, length 9238
2021-12-04 13:48:50 | INFO :
###################### START TRAINING ######################
2021-12-04 14:58:56 | INFO : Epoch #0 finished. Train Loss: 0.0894, Val Loss: 0.0770 with lr: 0.00020
2021-12-04 14:58:56 | INFO : .... model of epoch 0 saved.
2021-12-04 16:08:48 | INFO : Epoch #1 finished. Train Loss: 0.0765, Val Loss: 0.0740 with lr: 0.00020
2021-12-04 16:08:48 | INFO : .... model of epoch #1 saved.
2021-12-04 17:18:41 | INFO : Epoch #2 finished. Train Loss: 0.0723, Val Loss: 0.0717 with lr: 0.00020
2021-12-04 17:18:42 | INFO : .... model of epoch #2 saved.
2021-12-04 18:28:34 | INFO : Epoch #3 finished. Train Loss: 0.0704, Val Loss: 0.0718 with lr: 0.00020
2021-12-04 19:38:28 | INFO : Epoch #4 finished. Train Loss: 0.0690, Val Loss: 0.0724 with lr: 0.00020
2021-12-04 20:48:21 | INFO : Epoch #5 finished. Train Loss: 0.0679, Val Loss: 0.0717 with lr: 0.00020
2021-12-04 21:58:13 | INFO : Epoch #6 finished. Train Loss: 0.0669, Val Loss: 0.0676 with lr: 0.00020
2021-12-04 21:58:13 | INFO : .... model of epoch #6 saved.
2021-12-04 23:08:05 | INFO : Epoch #7 finished. Train Loss: 0.0661, Val Loss: 0.0705 with lr: 0.00020
2021-12-05 00:17:59 | INFO : Epoch #8 finished. Train Loss: 0.0650, Val Loss: 0.0666 with lr: 0.00020
2021-12-05 00:17:59 | INFO : .... model of epoch #8 saved.
2021-12-05 01:27:52 | INFO : Epoch #9 finished. Train Loss: 0.0646, Val Loss: 0.0673 with lr: 0.00020
2021-12-05 02:37:44 | INFO : Epoch #10 finished. Train Loss: 0.0642, Val Loss: 0.0669 with lr: 0.00020
2021-12-05 03:47:37 | INFO : Epoch #11 finished. Train Loss: 0.0636, Val Loss: 0.0654 with lr: 0.00020
2021-12-05 03:47:37 | INFO : .... model of epoch #11 saved.
2021-12-05 04:57:30 | INFO : Epoch #12 finished. Train Loss: 0.0631, Val Loss: 0.0687 with lr: 0.00020
2021-12-05 06:07:22 | INFO : Epoch #13 finished. Train Loss: 0.0627, Val Loss: 0.0671 with lr: 0.00020
2021-12-05 07:17:15 | INFO : Epoch #14 finished. Train Loss: 0.0625, Val Loss: 0.0669 with lr: 0.00020
2021-12-05 08:27:08 | INFO : Epoch #15 finished. Train Loss: 0.0620, Val Loss: 0.0681 with lr: 0.00020
2021-12-05 09:37:01 | INFO : Epoch #16 finished. Train Loss: 0.0617, Val Loss: 0.0672 with lr: 0.00020
2021-12-05 10:46:53 | INFO : Epoch #17 finished. Train Loss: 0.0614, Val Loss: 0.0683 with lr: 0.00020
2021-12-05 11:56:46 | INFO : Epoch #18 finished. Train Loss: 0.0577, Val Loss: 0.0644 with lr: 0.00010
2021-12-05 11:56:46 | INFO : .... model of epoch #18 saved.
2021-12-05 13:06:39 | INFO : Epoch #19 finished. Train Loss: 0.0570, Val Loss: 0.0653 with lr: 0.00010
2021-12-05 14:16:32 | INFO : Epoch #20 finished. Train Loss: 0.0565, Val Loss: 0.0668 with lr: 0.00010
2021-12-05 15:26:24 | INFO : Epoch #21 finished. Train Loss: 0.0561, Val Loss: 0.0656 with lr: 0.00010
2021-12-05 16:36:16 | INFO : Epoch #22 finished. Train Loss: 0.0557, Val Loss: 0.0645 with lr: 0.00010
2021-12-05 17:46:10 | INFO : Epoch #23 finished. Train Loss: 0.0554, Val Loss: 0.0652 with lr: 0.00010
2021-12-05 18:56:03 | INFO : Epoch #24 finished. Train Loss: 0.0554, Val Loss: 0.0684 with lr: 0.00010
2021-12-05 20:05:56 | INFO : Epoch #25 finished. Train Loss: 0.0527, Val Loss: 0.0686 with lr: 0.00005
2021-12-05 21:15:49 | INFO : Epoch #26 finished. Train Loss: 0.0521, Val Loss: 0.0677 with lr: 0.00005
2021-12-05 22:25:43 | INFO : Epoch #27 finished. Train Loss: 0.0518, Val Loss: 0.0659 with lr: 0.00005
2021-12-05 23:35:35 | INFO : Epoch #28 finished. Train Loss: 0.0515, Val Loss: 0.0658 with lr: 0.00005
2021-12-06 00:45:28 | INFO : Epoch #29 finished. Train Loss: 0.0512, Val Loss: 0.0719 with lr: 0.00005
2021-12-06 01:55:21 | INFO : Epoch #30 finished. Train Loss: 0.0510, Val Loss: 0.0700 with lr: 0.00005
2021-12-06 01:55:21 | INFO : ### trained model saved in /tsi/clusterhome/cweiss/models/exp128c_traintest_musicnet_aligned_pitch_cnn_deepresnetverywide_test10files_augall_AdamW_rerun2.pt
2021-12-06 01:55:21 | INFO :
###################### START TESTING ######################
2021-12-06 10:27:56 | INFO : ### trained model loaded from /tsi/clusterhome/cweiss/models/exp128c_traintest_musicnet_aligned_pitch_cnn_deepresnetverywide_test10files_augall_AdamW_rerun2.pt
2021-12-06 10:28:38 | INFO : file 2106_Haydn_OP64NO5_QuartetNo.npy tested. Cosine sim: 0.7528698708889181
2021-12-06 10:29:07 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7654942922146545
2021-12-06 10:29:30 | INFO : file 2416_Beethoven_OP71_Sextetin.npy tested. Cosine sim: 0.6841908713957243
2021-12-06 10:29:46 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7897236441727562
2021-12-06 10:30:16 | INFO : file 1759_Schubert_D958_PianoSonata.npy tested. Cosine sim: 0.7611326670990377
2021-12-06 10:30:33 | INFO : file 2191_Bach_BWV1006_ViolinPartita.npy tested. Cosine sim: 0.8126256823197572
2021-12-06 10:31:50 | INFO : file 2629_Beethoven_OP96_ViolinSonata.npy tested. Cosine sim: 0.8079630597366204
2021-12-06 10:32:09 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.6214537880875692
2021-12-06 10:32:33 | INFO : file 2556_Beethoven_OP109_PianoSonata.npy tested. Cosine sim: 0.8068292884369903
2021-12-06 10:32:55 | INFO : file 2298_Bach_BWV1010_CelloSuite.npy tested. Cosine sim: 0.7158499532152797
2021-12-06 10:32:55 | INFO : ### Testing done. ################################################
2021-12-06 10:32:55 | INFO : # Results for large test set (10 files) #########################
2021-12-06 10:32:55 | INFO : Mean precision: 0.6977364721761907
2021-12-06 10:32:55 | INFO : Mean recall: 0.7879963175491075
2021-12-06 10:32:55 | INFO : Mean f_measure: 0.7380131117556851
2021-12-06 10:32:55 | INFO : Mean cosine_sim: 0.7518133117567307
2021-12-06 10:32:55 | INFO : Mean binary_crossentropy: 0.06645725276362133
2021-12-06 10:32:55 | INFO : Mean euclidean_distance: 0.8551284855094474
2021-12-06 10:32:55 | INFO : Mean binary_accuracy: 0.9819088225629418
2021-12-06 10:32:55 | INFO : Mean soft_accuracy: 0.9702297085579801
2021-12-06 10:32:55 | INFO : Mean accum_energy: 0.573381188887147
2021-12-06 10:32:55 | INFO : Mean roc_auc_measure: 0.9873322736120324
2021-12-06 10:32:55 | INFO : Mean average_precision_score: 0.7805967616407005
2021-12-06 10:32:55 | INFO : Mean Precision: 0.6977364721761907
2021-12-06 10:32:55 | INFO : Mean Recall: 0.7879963175491075
2021-12-06 10:32:55 | INFO : Mean Accuracy: 0.5882639803754001
2021-12-06 10:32:55 | INFO : Mean Substitution Error: 0.10872058960781268
2021-12-06 10:32:55 | INFO : Mean Miss Error: 0.10328309284307977
2021-12-06 10:32:55 | INFO : Mean False Alarm Error: 0.24058375834902884
2021-12-06 10:32:55 | INFO : Mean Total Error: 0.4525874407999212
2021-12-06 10:32:55 | INFO : Mean Chroma Precision: 0.7144148901650688
2021-12-06 10:32:55 | INFO : Mean Chroma Recall: 0.806550688376014
2021-12-06 10:32:55 | INFO : Mean Chroma Accuracy: 0.6102166790317104
2021-12-06 10:32:55 | INFO : Mean Chroma Substitution Error: 0.09016621878090629
2021-12-06 10:32:55 | INFO : Mean Chroma Miss Error: 0.10328309284307977
2021-12-06 10:32:55 | INFO : Mean Chroma False Alarm Error: 0.24058375834902884
2021-12-06 10:32:55 | INFO : Mean Chroma Total Error: 0.434033069973015
2021-12-06 10:32:55 | INFO :
2021-12-06 10:32:55 | INFO : Framewise precision: 0.717527220196525
2021-12-06 10:32:55 | INFO : Framewise recall: 0.787154368403952
2021-12-06 10:32:55 | INFO : Framewise f_measure: 0.7484734082604769
2021-12-06 10:32:55 | INFO : Framewise cosine_sim: 0.7632054744011011
2021-12-06 10:32:55 | INFO : Framewise binary_crossentropy: 0.07515750440499863
2021-12-06 10:32:55 | INFO : Framewise euclidean_distance: 0.915622200383633
2021-12-06 10:32:55 | INFO : Framewise binary_accuracy: 0.9799820864009426
2021-12-06 10:32:55 | INFO : Framewise soft_accuracy: 0.9668861144938322
2021-12-06 10:32:55 | INFO : Framewise accum_energy: 0.5854043052953221
2021-12-06 10:32:55 | INFO : Framewise roc_auc_measure: 0.9860181545476786
2021-12-06 10:32:55 | INFO : Framewise average_precision_score: 0.792914493172817
2021-12-06 10:32:55 | INFO : Framewise Precision: 0.717527220196525
2021-12-06 10:32:55 | INFO : Framewise Recall: 0.787154368403952
2021-12-06 10:32:55 | INFO : Framewise Accuracy: 0.6007288895359965
2021-12-06 10:32:55 | INFO : Framewise Substitution Error: 0.10725500100895673
2021-12-06 10:32:55 | INFO : Framewise Miss Error: 0.10559063058709149
2021-12-06 10:32:55 | INFO : Framewise False Alarm Error: 0.2115359101228628
2021-12-06 10:32:55 | INFO : Framewise Total Error: 0.424381541718911
2021-12-06 10:32:55 | INFO : Framewise Chroma Precision: 0.7369538205181798
2021-12-06 10:32:55 | INFO : Framewise Chroma Recall: 0.8080631592972066
2021-12-06 10:32:55 | INFO : Framewise Chroma Accuracy: 0.6268165210473229
2021-12-06 10:32:55 | INFO : Framewise Chroma Substitution Error: 0.0863462101157022
2021-12-06 10:32:55 | INFO : Framewise Chroma Miss Error: 0.10559063058709149
2021-12-06 10:32:55 | INFO : Framewise Chroma False Alarm Error: 0.2115359101228628
2021-12-06 10:32:55 | INFO : Framewise Chroma Total Error: 0.40347275082565653
2021-12-06 10:33:12 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7770936286893543
2021-12-06 10:33:25 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7946208623244491
2021-12-06 10:33:39 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.6293204153127507
2021-12-06 10:33:39 | INFO : ### Testing done. ################################################
2021-12-06 10:33:39 | INFO : # Results for small test set (3 files), first 90s ##############
2021-12-06 10:33:39 | INFO : Mean precision: 0.6895735653858025
2021-12-06 10:33:39 | INFO : Mean recall: 0.7499854770295634
2021-12-06 10:33:39 | INFO : Mean f_measure: 0.717926159584899
2021-12-06 10:33:39 | INFO : Mean cosine_sim: 0.7336783021088514
2021-12-06 10:33:39 | INFO : Mean binary_crossentropy: 0.07071988033583859
2021-12-06 10:33:39 | INFO : Mean euclidean_distance: 0.9175791467635409
2021-12-06 10:33:39 | INFO : Mean binary_accuracy: 0.9801894368858655
2021-12-06 10:33:39 | INFO : Mean soft_accuracy: 0.9681451440277428
2021-12-06 10:33:39 | INFO : Mean accum_energy: 0.5515551918399533
2021-12-06 10:33:39 | INFO : Mean roc_auc_measure: 0.9862612287397324
2021-12-06 10:33:39 | INFO : Mean average_precision_score: 0.7547988356264851
2021-12-06 10:33:39 | INFO : Mean Precision: 0.6895735653858025
2021-12-06 10:33:39 | INFO : Mean Recall: 0.7499854770295634
2021-12-06 10:33:39 | INFO : Mean Accuracy: 0.5665889419892621
2021-12-06 10:33:39 | INFO : Mean Substitution Error: 0.10247055656615488
2021-12-06 10:33:39 | INFO : Mean Miss Error: 0.14754396640428177
2021-12-06 10:33:39 | INFO : Mean False Alarm Error: 0.24279077774739277
2021-12-06 10:33:39 | INFO : Mean Total Error: 0.49280530071782946
2021-12-06 10:33:39 | INFO : Mean Chroma Precision: 0.7065143867646944
2021-12-06 10:33:39 | INFO : Mean Chroma Recall: 0.7690224116334115
2021-12-06 10:33:39 | INFO : Mean Chroma Accuracy: 0.5874571129214767
2021-12-06 10:33:39 | INFO : Mean Chroma Substitution Error: 0.08343362196230665
2021-12-06 10:33:39 | INFO : Mean Chroma Miss Error: 0.14754396640428177
2021-12-06 10:33:39 | INFO : Mean Chroma False Alarm Error: 0.24279077774739277
2021-12-06 10:33:39 | INFO : Mean Chroma Total Error: 0.47376836611398127
2021-12-06 10:33:39 | INFO :
2021-12-06 10:33:39 | INFO : Framewise precision: 0.6895735653858026
2021-12-06 10:33:39 | INFO : Framewise recall: 0.7499854770295633
2021-12-06 10:33:39 | INFO : Framewise f_measure: 0.717926159584899
2021-12-06 10:33:39 | INFO : Framewise cosine_sim: 0.7336783021088513
2021-12-06 10:33:39 | INFO : Framewise binary_crossentropy: 0.0707198803358386
2021-12-06 10:33:39 | INFO : Framewise euclidean_distance: 0.9175791467635409
2021-12-06 10:33:39 | INFO : Framewise binary_accuracy: 0.9801894368858656
2021-12-06 10:33:39 | INFO : Framewise soft_accuracy: 0.9681451440277425
2021-12-06 10:33:39 | INFO : Framewise accum_energy: 0.5515551918399533
2021-12-06 10:33:39 | INFO : Framewise roc_auc_measure: 0.9862612287397327
2021-12-06 10:33:39 | INFO : Framewise average_precision_score: 0.7547988356264851
2021-12-06 10:33:39 | INFO : Framewise Precision: 0.6895735653858026
2021-12-06 10:33:39 | INFO : Framewise Recall: 0.7499854770295633
2021-12-06 10:33:39 | INFO : Framewise Accuracy: 0.5665889419892621
2021-12-06 10:33:39 | INFO : Framewise Substitution Error: 0.10247055656615488
2021-12-06 10:33:39 | INFO : Framewise Miss Error: 0.1475439664042818
2021-12-06 10:33:39 | INFO : Framewise False Alarm Error: 0.24279077774739277
2021-12-06 10:33:39 | INFO : Framewise Total Error: 0.4928053007178294
2021-12-06 10:33:39 | INFO : Framewise Chroma Precision: 0.7065143867646944
2021-12-06 10:33:39 | INFO : Framewise Chroma Recall: 0.7690224116334116
2021-12-06 10:33:39 | INFO : Framewise Chroma Accuracy: 0.5874571129214768
2021-12-06 10:33:39 | INFO : Framewise Chroma Substitution Error: 0.08343362196230666
2021-12-06 10:33:39 | INFO : Framewise Chroma Miss Error: 0.1475439664042818
2021-12-06 10:33:39 | INFO : Framewise Chroma False Alarm Error: 0.24279077774739277
2021-12-06 10:33:39 | INFO : Framewise Chroma Total Error: 0.4737683661139812
2021-12-06 10:34:04 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7654942922146545
2021-12-06 10:34:18 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7897236441727562
2021-12-06 10:34:35 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.6214537880875692
2021-12-06 10:34:35 | INFO : ### Testing done. ################################################
2021-12-06 10:34:35 | INFO : # Results for small test set (3 files), full ###################
2021-12-06 10:34:35 | INFO : Mean precision: 0.6809272891519971
2021-12-06 10:34:35 | INFO : Mean recall: 0.7405984220274379
2021-12-06 10:34:35 | INFO : Mean f_measure: 0.7091178389861739
2021-12-06 10:34:35 | INFO : Mean cosine_sim: 0.7255572414916599
2021-12-06 10:34:35 | INFO : Mean binary_crossentropy: 0.07244575584210998
2021-12-06 10:34:35 | INFO : Mean euclidean_distance: 0.9161113322474143
2021-12-06 10:34:35 | INFO : Mean binary_accuracy: 0.9796462088595851
2021-12-06 10:34:35 | INFO : Mean soft_accuracy: 0.9678963882233339
2021-12-06 10:34:35 | INFO : Mean accum_energy: 0.5312215584531575
2021-12-06 10:34:35 | INFO : Mean roc_auc_measure: 0.9851116098103101
2021-12-06 10:34:35 | INFO : Mean average_precision_score: 0.7416385082930151
2021-12-06 10:34:35 | INFO : Mean Precision: 0.6809272891519971
2021-12-06 10:34:35 | INFO : Mean Recall: 0.7405984220274379
2021-12-06 10:34:35 | INFO : Mean Accuracy: 0.5558848664260738
2021-12-06 10:34:35 | INFO : Mean Substitution Error: 0.11753932483854634
2021-12-06 10:34:35 | INFO : Mean Miss Error: 0.14186225313401576
2021-12-06 10:34:35 | INFO : Mean False Alarm Error: 0.2348454311429792
2021-12-06 10:34:35 | INFO : Mean Total Error: 0.4942470091155413
2021-12-06 10:34:35 | INFO : Mean Chroma Precision: 0.7018735203307173
2021-12-06 10:34:35 | INFO : Mean Chroma Recall: 0.763724637178384
2021-12-06 10:34:35 | INFO : Mean Chroma Accuracy: 0.5815663318213077
2021-12-06 10:34:35 | INFO : Mean Chroma Substitution Error: 0.09441310968760018
2021-12-06 10:34:35 | INFO : Mean Chroma Miss Error: 0.14186225313401576
2021-12-06 10:34:35 | INFO : Mean Chroma False Alarm Error: 0.2348454311429792
2021-12-06 10:34:35 | INFO : Mean Chroma Total Error: 0.4711207939645952
2021-12-06 10:34:35 | INFO :
2021-12-06 10:34:35 | INFO : Framewise precision: 0.6880417350260898
2021-12-06 10:34:35 | INFO : Framewise recall: 0.7399158507778422
2021-12-06 10:34:35 | INFO : Framewise f_measure: 0.7125989583287498
2021-12-06 10:34:35 | INFO : Framewise cosine_sim: 0.7274901946906333
2021-12-06 10:34:35 | INFO : Framewise binary_crossentropy: 0.0737744126345897
2021-12-06 10:34:35 | INFO : Framewise euclidean_distance: 0.9274461896324527
2021-12-06 10:34:35 | INFO : Framewise binary_accuracy: 0.9792634576911062
2021-12-06 10:34:35 | INFO : Framewise soft_accuracy: 0.9671606944417589
2021-12-06 10:34:35 | INFO : Framewise accum_energy: 0.5268984301053685
2021-12-06 10:34:35 | INFO : Framewise roc_auc_measure: 0.9854142955819001
2021-12-06 10:34:35 | INFO : Framewise average_precision_score: 0.7468765960931484
2021-12-06 10:34:35 | INFO : Framewise Precision: 0.6880417350260898
2021-12-06 10:34:35 | INFO : Framewise Recall: 0.7399158507778422
2021-12-06 10:34:35 | INFO : Framewise Accuracy: 0.5595842908601528
2021-12-06 10:34:35 | INFO : Framewise Substitution Error: 0.11641558439402425
2021-12-06 10:34:35 | INFO : Framewise Miss Error: 0.14366856482813364
2021-12-06 10:34:35 | INFO : Framewise False Alarm Error: 0.22496486150057884
2021-12-06 10:34:35 | INFO : Framewise Total Error: 0.4850490107227367
2021-12-06 10:34:35 | INFO : Framewise Chroma Precision: 0.709211560526092
2021-12-06 10:34:35 | INFO : Framewise Chroma Recall: 0.7630604697933017
2021-12-06 10:34:35 | INFO : Framewise Chroma Accuracy: 0.5857107476740128
2021-12-06 10:34:35 | INFO : Framewise Chroma Substitution Error: 0.09327096537856473
2021-12-06 10:34:35 | INFO : Framewise Chroma Miss Error: 0.14366856482813364
2021-12-06 10:34:35 | INFO : Framewise Chroma False Alarm Error: 0.22496486150057884
2021-12-06 10:34:35 | INFO : Framewise Chroma Total Error: 0.4619043917072773