2021-12-01 13:15:45 | INFO : Logging experiment exp127a_traintest_musicnet_aligned_pitch_cnn_deepbasic_test10files_augall_AdamW
2021-12-01 13:15:45 | INFO : Experiment config: do training = True
2021-12-01 13:15:45 | INFO : Experiment config: do validation = True
2021-12-01 13:15:45 | INFO : Experiment config: do testing = True
2021-12-01 13:15:45 | 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 13:15:45 | INFO : Validation set parameters: {'context': 75, 'stride': 50, 'compression': 10}
2021-12-01 13:15:45 | INFO : Test set parameters: {'context': 75, 'stride': 1, 'compression': 10}
2021-12-01 13:15:45 | INFO : Training parameters: {'batch_size': 25, 'shuffle': True, 'num_workers': 16}
2021-12-01 13:15:45 | INFO : Trained model saved in /tsi/clusterhome/cweiss/models/exp127a_traintest_musicnet_aligned_pitch_cnn_deepbasic_test10files_augall_AdamW.pt
2021-12-01 13:15:45 | INFO : --- Training config: -----------------------------------------
2021-12-01 13:15:45 | INFO : Maximum number of epochs: 100
2021-12-01 13:15:45 | INFO : Criterion (Loss): BCELoss
2021-12-01 13:15:45 | 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 13:15:45 | 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 13:15:45 | INFO : Early stopping parameters: {'use_early_stopping': True, 'mode': 'min', 'min_delta': 1e-05, 'patience': 12, 'percentage': False}
2021-12-01 13:15:45 | INFO : Test parameters: {'batch_size': 50, 'shuffle': False, 'num_workers': 8}
2021-12-01 13:15:45 | INFO : Save filewise results = True, in folder /tsi/clusterhome/cweiss/code/deep_pitch_estimation/experiments/results_filewise/exp127a_traintest_musicnet_aligned_pitch_cnn_deepbasic_test10files_augall_AdamW.csv
2021-12-01 13:15:45 | INFO : Save model predictions = True, in folder /tsi/clusterhome/cweiss/predictions/exp127a_traintest_musicnet_aligned_pitch_cnn_deepbasic_test10files_augall_AdamW
2021-12-01 13:15:45 | INFO : CUDA use_cuda: True
2021-12-01 13:15:45 | INFO : CUDA device: cuda:0
2021-12-01 13:15:48 | INFO : --- Model config: --------------------------------------------
2021-12-01 13:15:48 | INFO : Model: deep_cnn_segm_sigmoid
2021-12-01 13:15:48 | INFO : Model parameters: {'n_chan_input': 6, 'n_chan_layers': [20, 20, 10, 1], 'n_prefilt_layers': 5, 'residual': False, 'n_bins_in': 216, 'n_bins_out': 72, 'a_lrelu': 0.3, 'p_dropout': 0.2}
2021-12-01 13:15:48 | 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 13:15:51 | INFO : - file 2530_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-01 13:15:53 | INFO : - file 1822_Mozart_K421_StringQuartet.npy added to training set.
2021-12-01 13:15:54 | INFO : - file 1752_Schubert_D845_PianoSonata.npy added to training set.
2021-12-01 13:15:56 | INFO : - file 2297_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-01 13:15:56 | INFO : - file 2240_Bach_BWV862_WTKI.npy added to training set.
2021-12-01 13:15:57 | INFO : - file 2463_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-12-01 13:15:58 | INFO : - file 2550_Beethoven_OP78_PianoSonata.npy added to training set.
2021-12-01 13:16:00 | INFO : - file 2566_Beethoven_OP22_PianoSonata.npy added to training set.
2021-12-01 13:16:02 | INFO : - file 2492_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-01 13:16:03 | INFO : - file 2359_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-01 13:16:05 | INFO : - file 2138_Brahms_OP51NO1_StringQuartet.npy added to training set.
2021-12-01 13:16:07 | INFO : - file 1811_Mozart_K581_ClarinetQuintet.npy added to validation set.
2021-12-01 13:16:08 | INFO : - file 2127_Brahms_OP11_SerenadeNo.npy added to training set.
2021-12-01 13:16:08 | INFO : - file 2531_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-01 13:16:08 | INFO : - file 2116_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-01 13:16:09 | INFO : - file 2284_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-01 13:16:09 | INFO : - file 2379_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-12-01 13:16:09 | INFO : - file 2237_Bach_BWV868_WTKI.npy added to training set.
2021-12-01 13:16:09 | INFO : - file 2313_Beethoven_OP132_StringQuartet.npy added to training set.
2021-12-01 13:16:09 | INFO : - file 1755_Schubert_D784_PianoSonata.npy added to validation set.
2021-12-01 13:16:09 | INFO : - file 2405_Beethoven_OP110_PianoSonata.npy added to training set.
2021-12-01 13:16:09 | INFO : - file 2307_Bach_BWV863_WTKI.npy added to training set.
2021-12-01 13:16:09 | INFO : - file 2533_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-01 13:16:09 | INFO : - file 2200_Bach_BWV861_WTKI.npy added to training set.
2021-12-01 13:16:09 | INFO : - file 2567_Beethoven_OP90_PianoSonata.npy added to training set.
2021-12-01 13:16:09 | INFO : - file 2481_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-12-01 13:16:09 | INFO : - file 2334_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-12-01 13:16:10 | INFO : - file 2208_Bach_BWV855_WTKI.npy added to training set.
2021-12-01 13:16:10 | INFO : - file 1766_Schubert_OP142_4Impromptus.npy added to validation set.
2021-12-01 13:16:10 | INFO : - file 2169_Faure_OP45_PianoQuartet.npy added to training set.
2021-12-01 13:16:10 | INFO : - file 2148_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-01 13:16:10 | INFO : - file 2501_Beethoven_OP12NO3_ViolinSonata.npy added to training set.
2021-12-01 13:16:10 | INFO : - file 2614_Beethoven_OP10NO3_PianoSonata.npy added to training set.
2021-12-01 13:16:10 | INFO : - file 2557_Beethoven_OP109_PianoSonata.npy added to training set.
2021-12-01 13:16:10 | INFO : - file 2373_Beethoven_OP49NO1_PianoSonata.npy added to training set.
2021-12-01 13:16:11 | INFO : - file 1733_Schubert_D959_PianoSonata.npy added to validation set.
2021-12-01 13:16:11 | INFO : - file 2079_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-12-01 13:16:11 | INFO : - file 1835_Mozart_K590_StringQuartet.npy added to training set.
2021-12-01 13:16:11 | INFO : - file 1873_Mozart_K502_PianoTrio.npy added to training set.
2021-12-01 13:16:11 | INFO : - file 2424_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-12-01 13:16:11 | INFO : - file 2209_Bach_BWV849_WTKI.npy added to training set.
2021-12-01 13:16:11 | INFO : - file 2410_Beethoven_OP27NO1_PianoSonata.npy added to training set.
2021-12-01 13:16:11 | INFO : - file 2296_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-01 13:16:11 | INFO : - file 1817_Mozart_K375_Serenadein.npy added to training set.
2021-12-01 13:16:11 | INFO : - file 2472_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-01 13:16:11 | INFO : - file 2383_Beethoven_OP130_StringQuartet.npy added to training set.
2021-12-01 13:16:11 | INFO : - file 2462_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-12-01 13:16:11 | INFO : - file 2575_Beethoven_OP13_PianoSonata.npy added to training set.
2021-12-01 13:16:11 | INFO : - file 2320_Beethoven_OP38_Trioin.npy added to training set.
2021-12-01 13:16:11 | INFO : - file 2207_Bach_BWV855_WTKI.npy added to training set.
2021-12-01 13:16:12 | INFO : - file 2476_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-01 13:16:12 | INFO : - file 2371_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-12-01 13:16:12 | INFO : - file 2147_Brahms_OP36_StringSextet.npy added to training set.
2021-12-01 13:16:12 | INFO : - file 2215_Bach_BWV846_WTKI.npy added to training set.
2021-12-01 13:16:12 | INFO : - file 1777_Schubert_D850_PianoSonata.npy added to training set.
2021-12-01 13:16:12 | INFO : - file 2502_Beethoven_OP12NO3_ViolinSonata.npy added to training set.
2021-12-01 13:16:12 | INFO : - file 1922_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-01 13:16:12 | INFO : - file 1893_Mozart_K564_PianoTrio.npy added to training set.
2021-12-01 13:16:12 | INFO : - file 2186_Bach_BWV1006_ViolinPartita.npy added to training set.
2021-12-01 13:16:12 | INFO : - file 2160_Brahms_OP40_HornTrio.npy added to training set.
2021-12-01 13:16:12 | INFO : - file 2509_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-01 13:16:13 | INFO : - file 2505_Beethoven_OP103_Octetin.npy added to training set.
2021-12-01 13:16:13 | INFO : - file 2506_Beethoven_OP103_Octetin.npy added to training set.
2021-12-01 13:16:13 | INFO : - file 2628_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-12-01 13:16:13 | INFO : - file 2218_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-01 13:16:13 | INFO : - file 2529_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-12-01 13:16:13 | INFO : - file 2374_Beethoven_OP49NO1_PianoSonata.npy added to training set.
2021-12-01 13:16:13 | INFO : - file 2392_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-01 13:16:13 | INFO : - file 2231_Bach_BWV866_WTKI.npy added to training set.
2021-12-01 13:16:13 | INFO : - file 1813_Mozart_K581_ClarinetQuintet.npy added to training set.
2021-12-01 13:16:13 | INFO : - file 2196_Bach_BWV848_WTKI.npy added to training set.
2021-12-01 13:16:13 | INFO : - file 2158_Brahms_OP40_HornTrio.npy added to validation set.
2021-12-01 13:16:13 | INFO : - file 1872_Mozart_K502_PianoTrio.npy added to training set.
2021-12-01 13:16:14 | INFO : - file 2621_Beethoven_OP59NO1_StringQuartet.npy added to training set.
2021-12-01 13:16:14 | INFO : - file 2150_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-01 13:16:14 | INFO : - file 2217_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-01 13:16:14 | INFO : - file 2243_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-01 13:16:14 | INFO : - file 2433_Beethoven_OP135_StringQuartet.npy added to training set.
2021-12-01 13:16:14 | INFO : - file 2211_Bach_BWV857_WTKI.npy added to training set.
2021-12-01 13:16:14 | INFO : - file 1764_Schubert_OP142_4Impromptus.npy added to training set.
2021-12-01 13:16:14 | INFO : - file 2348_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-01 13:16:14 | INFO : - file 1932_Dvorak_OP96_StringQuartet.npy added to validation set.
2021-12-01 13:16:14 | INFO : - file 2232_Bach_BWV866_WTKI.npy added to training set.
2021-12-01 13:16:14 | INFO : - file 2203_Bach_BWV1013_Partitain.npy added to training set.
2021-12-01 13:16:15 | INFO : - file 2157_Brahms_OP18_StringSextet.npy added to validation set.
2021-12-01 13:16:15 | INFO : - file 2486_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-01 13:16:15 | INFO : - file 2393_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-01 13:16:15 | INFO : - file 2210_Bach_BWV849_WTKI.npy added to training set.
2021-12-01 13:16:15 | INFO : - file 2659_Bach_BWV1002_ViolinPartita.npy added to training set.
2021-12-01 13:16:15 | INFO : - file 1729_Schubert_OP114_PianoQuintet.npy added to validation set.
2021-12-01 13:16:15 | INFO : - file 2678_Beethoven_OP14NO2_PianoSonata.npy added to training set.
2021-12-01 13:16:15 | INFO : - file 2221_Bach_BWV1009_CelloSuite.npy added to validation set.
2021-12-01 13:16:15 | INFO : - file 2411_Beethoven_OP27NO1_PianoSonata.npy added to training set.
2021-12-01 13:16:15 | INFO : - file 2343_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-01 13:16:15 | INFO : - file 1818_Mozart_K375_Serenadein.npy added to training set.
2021-12-01 13:16:15 | INFO : - file 1919_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-01 13:16:15 | INFO : - file 2415_Beethoven_OP71_Sextetin.npy added to training set.
2021-12-01 13:16:16 | INFO : - file 2305_Bach_BWV859_WTKI.npy added to training set.
2021-12-01 13:16:16 | INFO : - file 2510_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-01 13:16:16 | INFO : - file 2608_Beethoven_OP31NO1_PianoSonata.npy added to training set.
2021-12-01 13:16:16 | INFO : - file 2532_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-01 13:16:16 | INFO : - file 2542_Beethoven_OP101_PianoSonata.npy added to training set.
2021-12-01 13:16:16 | INFO : - file 2118_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-01 13:16:16 | INFO : - file 1756_Schubert_D784_PianoSonata.npy added to validation set.
2021-12-01 13:16:16 | INFO : - file 1793_Mozart_K465_StringQuartet.npy added to training set.
2021-12-01 13:16:16 | INFO : - file 1758_Schubert_D958_PianoSonata.npy added to training set.
2021-12-01 13:16:16 | INFO : - file 2404_Beethoven_OP110_PianoSonata.npy added to training set.
2021-12-01 13:16:17 | INFO : - file 2491_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-01 13:16:17 | INFO : - file 2282_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-01 13:16:17 | INFO : - file 2304_Bach_BWV859_WTKI.npy added to training set.
2021-12-01 13:16:17 | INFO : - file 2149_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-01 13:16:17 | INFO : - file 2330_Beethoven_OP12NO1_ViolinSonata.npy added to training set.
2021-12-01 13:16:17 | INFO : - file 1916_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-01 13:16:17 | INFO : - file 2212_Bach_BWV857_WTKI.npy added to training set.
2021-12-01 13:16:17 | INFO : - file 2480_Beethoven_OP18NO5_StringQuartet.npy added to validation set.
2021-12-01 13:16:17 | INFO : - file 2214_Bach_BWV847_WTKI.npy added to training set.
2021-12-01 13:16:17 | INFO : - file 2195_Bach_BWV848_WTKI.npy added to training set.
2021-12-01 13:16:17 | INFO : - file 2477_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-01 13:16:17 | INFO : - file 2295_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-01 13:16:17 | INFO : - file 1768_Schubert_D664_PianoSonata.npy added to training set.
2021-12-01 13:16:18 | INFO : - file 2627_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-12-01 13:16:18 | INFO : - file 2431_Beethoven_OP135_StringQuartet.npy added to training set.
2021-12-01 13:16:18 | INFO : - file 2591_Beethoven_OP26_PianoSonata.npy added to training set.
2021-12-01 13:16:18 | INFO : - file 1775_Schubert_D850_PianoSonata.npy added to training set.
2021-12-01 13:16:18 | INFO : - file 2293_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-01 13:16:18 | INFO : - file 1791_Mozart_K465_StringQuartet.npy added to training set.
2021-12-01 13:16:18 | INFO : - file 2194_Bach_BWV858_WTKI.npy added to training set.
2021-12-01 13:16:18 | INFO : - file 1742_Schubert_OP163_StringQuintet.npy added to training set.
2021-12-01 13:16:18 | INFO : - file 1776_Schubert_D850_PianoSonata.npy added to training set.
2021-12-01 13:16:19 | INFO : - file 2112_Brahms_OP38_CelloSonata.npy added to training set.
2021-12-01 13:16:19 | INFO : - file 2423_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-12-01 13:16:19 | INFO : - file 2560_Beethoven_OP18NO2_StringQuartet.npy added to training set.
2021-12-01 13:16:19 | INFO : - file 2219_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-01 13:16:19 | INFO : - file 2420_Beethoven_OP12NO2_ViolinSonata.npy added to training set.
2021-12-01 13:16:19 | INFO : - file 1763_Schubert_OP142_4Impromptus.npy added to training set.
2021-12-01 13:16:19 | INFO : - file 2228_Bach_BWV851_WTKI.npy added to training set.
2021-12-01 13:16:19 | INFO : - file 2441_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-01 13:16:20 | INFO : - file 2570_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-01 13:16:20 | INFO : - file 1918_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-01 13:16:20 | INFO : - file 2451_Beethoven_OP18NO6_StringQuartet.npy added to training set.
2021-12-01 13:16:20 | INFO : - file 2177_Ravel_35_StringQuartet.npy added to training set.
2021-12-01 13:16:20 | INFO : - file 1788_Mozart_K465_StringQuartet.npy added to training set.
2021-12-01 13:16:20 | INFO : - file 2179_Ravel_35_StringQuartet.npy added to training set.
2021-12-01 13:16:20 | INFO : - file 2346_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-01 13:16:21 | INFO : - file 2376_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-12-01 13:16:21 | INFO : - file 2620_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-12-01 13:16:21 | INFO : - file 2390_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-01 13:16:21 | INFO : - file 2335_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-12-01 13:16:21 | INFO : - file 2403_Beethoven_OP18NO1_StringQuartet.npy added to training set.
2021-12-01 13:16:21 | INFO : - file 2247_Bach_BWV854_WTKI.npy added to training set.
2021-12-01 13:16:21 | INFO : - file 2432_Beethoven_OP135_StringQuartet.npy added to training set.
2021-12-01 13:16:21 | INFO : - file 2292_Bach_BWV864_WTKI.npy added to training set.
2021-12-01 13:16:21 | INFO : - file 2076_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-12-01 13:16:21 | INFO : - file 1790_Mozart_K465_StringQuartet.npy added to training set.
2021-12-01 13:16:21 | INFO : - file 2302_Bach_BWV850_WTKI.npy added to training set.
2021-12-01 13:16:22 | INFO : - file 2391_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-01 13:16:22 | INFO : - file 1933_Dvorak_OP96_StringQuartet.npy added to validation set.
2021-12-01 13:16:22 | INFO : - file 2514_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-01 13:16:22 | INFO : - file 1829_Mozart_K542_PianoTrio.npy added to training set.
2021-12-01 13:16:22 | INFO : - file 1923_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-01 13:16:22 | INFO : - file 2377_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-12-01 13:16:22 | INFO : - file 1931_Dvorak_OP96_StringQuartet.npy added to training set.
2021-12-01 13:16:22 | INFO : - file 2294_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-01 13:16:22 | INFO : - file 2384_Beethoven_OP130_StringQuartet.npy added to training set.
2021-12-01 13:16:23 | INFO : - file 2241_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-01 13:16:23 | INFO : - file 2242_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-01 13:16:23 | INFO : - file 2283_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-01 13:16:23 | INFO : - file 2632_Beethoven_OP14NO2_PianoSonata.npy added to validation set.
2021-12-01 13:16:23 | INFO : - file 1760_Schubert_D958_PianoSonata.npy added to training set.
2021-12-01 13:16:23 | INFO : - file 2568_Beethoven_OP90_PianoSonata.npy added to training set.
2021-12-01 13:16:23 | INFO : - file 2345_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-01 13:16:23 | INFO : - file 2576_Beethoven_OP13_PianoSonata.npy added to training set.
2021-12-01 13:16:24 | INFO : - file 2131_Brahms_OP11_SerenadeNo.npy added to training set.
2021-12-01 13:16:24 | INFO : - file 2537_Beethoven_OP49NO2_PianoSonata.npy added to training set.
2021-12-01 13:16:24 | INFO : - file 2607_Beethoven_OP31NO1_PianoSonata.npy added to training set.
2021-12-01 13:16:24 | INFO : - file 2230_Bach_BWV865_WTKI.npy added to training set.
2021-12-01 13:16:24 | INFO : - file 2167_Faure_OP45_PianoQuartet.npy added to validation set.
2021-12-01 13:16:24 | INFO : - file 2603_Beethoven_OP81NO1_PianoSonata.npy added to training set.
2021-12-01 13:16:24 | INFO : - file 2594_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-01 13:16:24 | INFO : - file 2204_Bach_BWV1013_Partitain.npy added to training set.
2021-12-01 13:16:24 | INFO : - file 2523_Beethoven_OP69_CelloSonata.npy added to training set.
2021-12-01 13:16:24 | INFO : - file 2357_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-01 13:16:25 | INFO : - file 2398_Beethoven_OP47_ViolinSonata.npy added to training set.
2021-12-01 13:16:25 | INFO : - file 2310_Bach_BWV860_WTKI.npy added to training set.
2021-12-01 13:16:26 | INFO : - file 2078_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-12-01 13:16:29 | INFO : - file 2521_Beethoven_OP69_CelloSonata.npy added to training set.
2021-12-01 13:16:31 | INFO : - file 2562_Beethoven_OP18NO2_StringQuartet.npy added to training set.
2021-12-01 13:16:32 | INFO : - file 1824_Mozart_K421_StringQuartet.npy added to training set.
2021-12-01 13:16:34 | INFO : - file 2318_Beethoven_OP38_Trioin.npy added to validation set.
2021-12-01 13:16:36 | INFO : - file 1773_Schubert_D568_PianoSonata.npy added to training set.
2021-12-01 13:16:40 | INFO : - file 2443_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-01 13:16:42 | INFO : - file 2114_Brahms_OP38_CelloSonata.npy added to training set.
2021-12-01 13:16:43 | INFO : - file 2488_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-01 13:16:44 | INFO : - file 2198_Bach_BWV867_WTKI.npy added to training set.
2021-12-01 13:16:45 | INFO : - file 2350_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-01 13:16:47 | INFO : - file 2595_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-01 13:16:48 | INFO : - file 1805_Mozart_K387_StringQuartet.npy added to validation set.
2021-12-01 13:16:50 | INFO : - file 2113_Brahms_OP38_CelloSonata.npy added to training set.
2021-12-01 13:16:51 | INFO : - file 2075_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-12-01 13:16:52 | INFO : - file 2516_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-01 13:16:52 | INFO : - file 2497_Beethoven_OP95_StringQuartet.npy added to training set.
2021-12-01 13:16:52 | INFO : - file 2507_Beethoven_OP103_Octetin.npy added to training set.
2021-12-01 13:16:52 | INFO : - file 2389_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-01 13:16:52 | INFO : - file 2222_Bach_BWV1009_CelloSuite.npy added to validation set.
2021-12-01 13:16:52 | INFO : - file 2372_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-12-01 13:16:52 | INFO : - file 2471_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-01 13:16:52 | INFO : - file 2105_Haydn_OP64NO5_QuartetNo.npy added to training set.
2021-12-01 13:16:52 | INFO : - file 2388_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-01 13:16:53 | INFO : - file 2213_Bach_BWV847_WTKI.npy added to training set.
2021-12-01 13:16:53 | INFO : - file 2417_Beethoven_OP71_Sextetin.npy added to training set.
2021-12-01 13:16:53 | INFO : - file 1751_Schubert_D845_PianoSonata.npy added to training set.
2021-12-01 13:16:53 | INFO : - file 1728_Schubert_OP114_PianoQuintet.npy added to training set.
2021-12-01 13:16:53 | INFO : - file 2227_Bach_BWV851_WTKI.npy added to training set.
2021-12-01 13:16:53 | INFO : - file 1734_Schubert_D959_PianoSonata.npy added to training set.
2021-12-01 13:16:53 | INFO : - file 2224_Bach_BWV852_WTKI.npy added to training set.
2021-12-01 13:16:53 | INFO : - file 2285_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-01 13:16:53 | INFO : - file 2159_Brahms_OP40_HornTrio.npy added to training set.
2021-12-01 13:16:53 | INFO : - file 2117_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-01 13:16:54 | INFO : - file 2155_Brahms_OP18_StringSextet.npy added to training set.
2021-12-01 13:16:54 | INFO : - file 1771_Schubert_D568_PianoSonata.npy added to training set.
2021-12-01 13:16:54 | INFO : - file 2571_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-01 13:16:54 | INFO : - file 2229_Bach_BWV865_WTKI.npy added to training set.
2021-12-01 13:16:54 | INFO : - file 2325_Beethoven_OP57_PianoSonata.npy added to training set.
2021-12-01 13:16:54 | INFO : - file 1749_Schubert_D845_PianoSonata.npy added to training set.
2021-12-01 13:16:54 | INFO : - file 2573_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-01 13:16:55 | INFO : - file 2596_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-01 13:16:55 | INFO : - file 2300_Bach_BWV853_WTKI.npy added to training set.
2021-12-01 13:16:55 | INFO : - file 2487_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-01 13:16:55 | INFO : - file 2119_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-01 13:16:55 | INFO : - file 1765_Schubert_OP142_4Impromptus.npy added to validation set.
2021-12-01 13:16:55 | INFO : - file 2528_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-12-01 13:16:55 | INFO : - file 1727_Schubert_OP114_PianoQuintet.npy added to training set.
2021-12-01 13:16:55 | INFO : - file 2314_Beethoven_OP132_StringQuartet.npy added to training set.
2021-12-01 13:16:56 | INFO : - file 2202_Bach_BWV1013_Partitain.npy added to training set.
2021-12-01 13:16:56 | 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 13:16:56 | INFO : - file 2581_Beethoven_OP54_PianoSonata.npy added to training set.
2021-12-01 13:16:56 | INFO : - file 2244_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-01 13:16:56 | INFO : - file 1792_Mozart_K465_StringQuartet.npy added to training set.
2021-12-01 13:16:56 | INFO : - file 1812_Mozart_K581_ClarinetQuintet.npy added to training set.
2021-12-01 13:16:56 | INFO : - file 2490_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-01 13:16:57 | INFO : - file 2442_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-01 13:16:57 | INFO : - file 2564_Beethoven_OP22_PianoSonata.npy added to training set.
2021-12-01 13:16:57 | INFO : - file 2611_Beethoven_OP10NO3_PianoSonata.npy added to training set.
2021-12-01 13:16:57 | INFO : - file 2422_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-12-01 13:16:57 | INFO : - file 2483_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-12-01 13:16:57 | INFO : - file 2342_Beethoven_OP30NO3_ViolinSonata.npy added to validation set.
2021-12-01 13:16:57 | INFO : - file 2366_Beethoven_OP127_StringQuartet.npy added to training set.
2021-12-01 13:16:57 | INFO : - file 2358_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-01 13:16:57 | INFO : - file 2555_Beethoven_OP109_PianoSonata.npy added to training set.
2021-12-01 13:16:58 | INFO : - file 2622_Beethoven_OP59NO1_StringQuartet.npy added to training set.
2021-12-01 13:16:58 | INFO : - file 2289_Bach_BWV1002_ViolinPartita.npy added to validation set.
2021-12-01 13:16:58 | INFO : - file 2080_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-12-01 13:16:58 | INFO : - file 2588_Beethoven_OP26_PianoSonata.npy added to training set.
2021-12-01 13:16:58 | INFO : - file 2494_Beethoven_OP95_StringQuartet.npy added to training set.
2021-12-01 13:16:58 | INFO : - file 1789_Mozart_K465_StringQuartet.npy added to training set.
2021-12-01 13:16:58 | INFO : - file 2168_Faure_OP45_PianoQuartet.npy added to training set.
2021-12-01 13:16:58 | INFO : - file 1859_Mozart_K464_StringQuartet.npy added to training set.
2021-12-01 13:16:59 | INFO : - file 2586_Beethoven_OP102NO1_CelloSonata.npy added to training set.
2021-12-01 13:16:59 | INFO : - file 2478_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-01 13:16:59 | INFO : - file 2315_Beethoven_OP132_StringQuartet.npy added to validation set.
2021-12-01 13:16:59 | INFO : - file 2201_Bach_BWV861_WTKI.npy added to training set.
2021-12-01 13:16:59 | INFO : - file 2572_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-01 13:16:59 | INFO : - file 2238_Bach_BWV868_WTKI.npy added to training set.
2021-12-01 13:16:59 | INFO : - file 2248_Bach_BWV854_WTKI.npy added to training set.
2021-12-01 13:16:59 | INFO : - file 1735_Schubert_D959_PianoSonata.npy added to training set.
2021-12-01 13:16:59 | INFO : - file 2308_Bach_BWV863_WTKI.npy added to training set.
2021-12-01 13:17:00 | INFO : - file 2154_Brahms_OP18_StringSextet.npy added to training set.
2021-12-01 13:17:00 | INFO : - file 2140_Brahms_OP51NO1_StringQuartet.npy added to training set.
2021-12-01 13:17:00 | INFO : - file 2077_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-12-01 13:17:00 | INFO : - file 1807_Mozart_K387_StringQuartet.npy added to validation set.
2021-12-01 13:17:00 | INFO : - file 2406_Beethoven_OP110_PianoSonata.npy added to training set.
2021-12-01 13:17:00 | INFO : - file 1772_Schubert_D568_PianoSonata.npy added to training set.
2021-12-01 13:17:00 | INFO : - file 2156_Brahms_OP18_StringSextet.npy added to training set.
2021-12-01 13:17:01 | INFO : - file 1757_Schubert_D958_PianoSonata.npy added to training set.
2021-12-01 13:17:01 | INFO : - file 2436_Beethoven_OP53_PianoSonata.npy added to training set.
2021-12-01 13:17:01 | INFO : - file 2364_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-01 13:17:01 | INFO : - file 2538_Beethoven_OP49NO2_PianoSonata.npy added to training set.
2021-12-01 13:17:01 | INFO : - file 2336_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-12-01 13:17:01 | INFO : - file 2466_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-12-01 13:17:01 | INFO : - file 2677_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-12-01 13:17:01 | INFO : - file 2081_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-12-01 13:17:02 | INFO : - file 2151_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-01 13:17:02 | INFO : - file 2512_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-01 13:17:02 | INFO : - file 2083_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-12-01 13:17:02 | INFO : - file 2368_Beethoven_OP127_StringQuartet.npy added to training set.
2021-12-01 13:17:02 | INFO : - file 2082_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-12-01 13:17:02 | INFO : - file 2178_Ravel_35_StringQuartet.npy added to training set.
2021-12-01 13:17:02 | INFO : - file 2322_Beethoven_OP57_PianoSonata.npy added to training set.
2021-12-01 13:17:02 | INFO : - file 2633_Beethoven_OP14NO2_PianoSonata.npy added to validation set.
2021-12-01 13:17:03 | INFO : - file 2220_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-01 13:17:03 | INFO : - file 1828_Mozart_K542_PianoTrio.npy added to training set.
2021-12-01 13:17:03 | INFO : - file 2527_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-12-01 13:17:03 | INFO : - file 2540_Beethoven_OP101_PianoSonata.npy added to training set.
2021-12-01 13:17:03 | INFO : - file 2582_Beethoven_OP54_PianoSonata.npy added to training set.
2021-12-01 13:17:03 | INFO : - file 2225_Bach_BWV852_WTKI.npy added to training set.
2021-12-01 13:17:03 | INFO : - file 1876_Mozart_K496_PianoTrio.npy added to training set.
2021-12-01 13:17:03 | INFO : - file 2593_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-01 13:17:03 | INFO : - file 2482_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-12-01 13:17:04 | INFO : - file 2341_Beethoven_OP30NO3_ViolinSonata.npy added to validation set.
2021-12-01 13:17:04 | INFO : - file 2288_Bach_BWV1002_ViolinPartita.npy added to training set.
2021-12-01 13:17:04 | INFO : - file 2504_Beethoven_OP103_Octetin.npy added to training set.
2021-12-01 13:17:04 | INFO : - file 2381_Beethoven_OP130_StringQuartet.npy added to training set.
2021-12-01 13:17:04 | INFO : - file 2104_Haydn_OP64NO5_QuartetNo.npy added to training set.
2021-12-01 13:17:04 | INFO : - file 2365_Beethoven_OP127_StringQuartet.npy added to training set.
2021-12-01 13:17:04 | INFO : - file 1739_Schubert_OP99_PianoTrio.npy added to training set.
2021-12-01 13:17:05 | INFO : - file 1750_Schubert_D845_PianoSonata.npy added to training set.
2021-12-01 13:17:05 | INFO : - file 2473_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-01 13:17:05 | INFO : - file 2180_Ravel_35_StringQuartet.npy added to training set.
2021-12-01 13:17:05 | INFO : - file 2397_Beethoven_OP47_ViolinSonata.npy added to training set.
2021-12-01 13:17:07 | INFO : - file 2626_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-12-01 13:17:08 | INFO : - file 1730_Schubert_OP114_PianoQuintet.npy added to training set.
2021-12-01 13:17:10 | INFO : - file 2522_Beethoven_OP69_CelloSonata.npy added to training set.
2021-12-01 13:17:11 | INFO : - file 2619_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-12-01 13:17:11 | INFO : - file 2234_Bach_BWV856_WTKI.npy added to training set.
2021-12-01 13:17:13 | INFO : - file 2618_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-12-01 13:17:14 | INFO : - file 2161_Brahms_OP40_HornTrio.npy added to training set.
2021-12-01 13:17:17 | INFO : - file 2166_Faure_OP45_PianoQuartet.npy added to training set.
2021-12-01 13:17:20 | INFO : - file 2319_Beethoven_OP38_Trioin.npy added to training set.
2021-12-01 13:17:21 | INFO : - file 2590_Beethoven_OP26_PianoSonata.npy added to training set.
2021-12-01 13:17:21 | INFO : Training set & loader generated, length 94348
2021-12-01 13:17:21 | INFO : Validation set & loader generated, length 9238
2021-12-01 13:17:21 | INFO :
###################### START TRAINING ######################
2021-12-01 13:21:44 | INFO : Epoch #0 finished. Train Loss: 0.1336, Val Loss: 0.1095 with lr: 0.00100
2021-12-01 13:21:44 | INFO : .... model of epoch 0 saved.
2021-12-01 13:26:05 | INFO : Epoch #1 finished. Train Loss: 0.1017, Val Loss: 0.1025 with lr: 0.00100
2021-12-01 13:26:05 | INFO : .... model of epoch #1 saved.
2021-12-01 13:30:26 | INFO : Epoch #2 finished. Train Loss: 0.0992, Val Loss: 0.0972 with lr: 0.00100
2021-12-01 13:30:26 | INFO : .... model of epoch #2 saved.
2021-12-01 13:34:47 | INFO : Epoch #3 finished. Train Loss: 0.0978, Val Loss: 0.0952 with lr: 0.00100
2021-12-01 13:34:47 | INFO : .... model of epoch #3 saved.
2021-12-01 13:39:09 | INFO : Epoch #4 finished. Train Loss: 0.0968, Val Loss: 0.0936 with lr: 0.00100
2021-12-01 13:39:09 | INFO : .... model of epoch #4 saved.
2021-12-01 13:43:28 | INFO : Epoch #5 finished. Train Loss: 0.0962, Val Loss: 0.0968 with lr: 0.00100
2021-12-01 13:47:48 | INFO : Epoch #6 finished. Train Loss: 0.0956, Val Loss: 0.0953 with lr: 0.00100
2021-12-01 13:52:10 | INFO : Epoch #7 finished. Train Loss: 0.0953, Val Loss: 0.0938 with lr: 0.00100
2021-12-01 13:56:30 | INFO : Epoch #8 finished. Train Loss: 0.0950, Val Loss: 0.0945 with lr: 0.00100
2021-12-01 14:00:50 | INFO : Epoch #9 finished. Train Loss: 0.0948, Val Loss: 0.0936 with lr: 0.00100
2021-12-01 14:05:09 | INFO : Epoch #10 finished. Train Loss: 0.0942, Val Loss: 0.0938 with lr: 0.00100
2021-12-01 14:09:32 | INFO : Epoch #11 finished. Train Loss: 0.0914, Val Loss: 0.0932 with lr: 0.00050
2021-12-01 14:09:32 | INFO : .... model of epoch #11 saved.
2021-12-01 14:13:54 | INFO : Epoch #12 finished. Train Loss: 0.0909, Val Loss: 0.0906 with lr: 0.00050
2021-12-01 14:13:54 | INFO : .... model of epoch #12 saved.
2021-12-01 14:18:17 | INFO : Epoch #13 finished. Train Loss: 0.0906, Val Loss: 0.0910 with lr: 0.00050
2021-12-01 14:22:39 | INFO : Epoch #14 finished. Train Loss: 0.0907, Val Loss: 0.0902 with lr: 0.00050
2021-12-01 14:22:40 | INFO : .... model of epoch #14 saved.
2021-12-01 14:27:02 | INFO : Epoch #15 finished. Train Loss: 0.0904, Val Loss: 0.0934 with lr: 0.00050
2021-12-01 14:31:25 | INFO : Epoch #16 finished. Train Loss: 0.0902, Val Loss: 0.0920 with lr: 0.00050
2021-12-01 14:35:47 | INFO : Epoch #17 finished. Train Loss: 0.0901, Val Loss: 0.0900 with lr: 0.00050
2021-12-01 14:35:48 | INFO : .... model of epoch #17 saved.
2021-12-01 14:40:10 | INFO : Epoch #18 finished. Train Loss: 0.0898, Val Loss: 0.0899 with lr: 0.00050
2021-12-01 14:40:10 | INFO : .... model of epoch #18 saved.
2021-12-01 14:44:33 | INFO : Epoch #19 finished. Train Loss: 0.0900, Val Loss: 0.0906 with lr: 0.00050
2021-12-01 14:48:55 | INFO : Epoch #20 finished. Train Loss: 0.0898, Val Loss: 0.0896 with lr: 0.00050
2021-12-01 14:48:55 | INFO : .... model of epoch #20 saved.
2021-12-01 14:53:18 | INFO : Epoch #21 finished. Train Loss: 0.0900, Val Loss: 0.0915 with lr: 0.00050
2021-12-01 14:57:40 | INFO : Epoch #22 finished. Train Loss: 0.0896, Val Loss: 0.0929 with lr: 0.00050
2021-12-01 15:02:03 | INFO : Epoch #23 finished. Train Loss: 0.0898, Val Loss: 0.0898 with lr: 0.00050
2021-12-01 15:06:25 | INFO : Epoch #24 finished. Train Loss: 0.0894, Val Loss: 0.0891 with lr: 0.00050
2021-12-01 15:06:25 | INFO : .... model of epoch #24 saved.
2021-12-01 15:10:48 | INFO : Epoch #25 finished. Train Loss: 0.0894, Val Loss: 0.0892 with lr: 0.00050
2021-12-01 15:15:11 | INFO : Epoch #26 finished. Train Loss: 0.0893, Val Loss: 0.0913 with lr: 0.00050
2021-12-01 15:19:33 | INFO : Epoch #27 finished. Train Loss: 0.0893, Val Loss: 0.0899 with lr: 0.00050
2021-12-01 15:23:55 | INFO : Epoch #28 finished. Train Loss: 0.0895, Val Loss: 0.0928 with lr: 0.00050
2021-12-01 15:28:18 | INFO : Epoch #29 finished. Train Loss: 0.0895, Val Loss: 0.0900 with lr: 0.00050
2021-12-01 15:32:41 | INFO : Epoch #30 finished. Train Loss: 0.0894, Val Loss: 0.0902 with lr: 0.00050
2021-12-01 15:37:03 | INFO : Epoch #31 finished. Train Loss: 0.0876, Val Loss: 0.0895 with lr: 0.00025
2021-12-01 15:41:26 | INFO : Epoch #32 finished. Train Loss: 0.0871, Val Loss: 0.0895 with lr: 0.00025
2021-12-01 15:45:48 | INFO : Epoch #33 finished. Train Loss: 0.0871, Val Loss: 0.0885 with lr: 0.00025
2021-12-01 15:45:48 | INFO : .... model of epoch #33 saved.
2021-12-01 15:50:10 | INFO : Epoch #34 finished. Train Loss: 0.0870, Val Loss: 0.0890 with lr: 0.00025
2021-12-01 15:54:33 | INFO : Epoch #35 finished. Train Loss: 0.0867, Val Loss: 0.0901 with lr: 0.00025
2021-12-01 15:58:55 | INFO : Epoch #36 finished. Train Loss: 0.0867, Val Loss: 0.0903 with lr: 0.00025
2021-12-01 16:03:18 | INFO : Epoch #37 finished. Train Loss: 0.0868, Val Loss: 0.0897 with lr: 0.00025
2021-12-01 16:07:40 | INFO : Epoch #38 finished. Train Loss: 0.0868, Val Loss: 0.0884 with lr: 0.00025
2021-12-01 16:07:40 | INFO : .... model of epoch #38 saved.
2021-12-01 16:12:03 | INFO : Epoch #39 finished. Train Loss: 0.0867, Val Loss: 0.0876 with lr: 0.00025
2021-12-01 16:12:03 | INFO : .... model of epoch #39 saved.
2021-12-01 16:16:26 | INFO : Epoch #40 finished. Train Loss: 0.0867, Val Loss: 0.0886 with lr: 0.00025
2021-12-01 16:20:48 | INFO : Epoch #41 finished. Train Loss: 0.0865, Val Loss: 0.0889 with lr: 0.00025
2021-12-01 16:25:10 | INFO : Epoch #42 finished. Train Loss: 0.0866, Val Loss: 0.0899 with lr: 0.00025
2021-12-01 16:29:33 | INFO : Epoch #43 finished. Train Loss: 0.0866, Val Loss: 0.0886 with lr: 0.00025
2021-12-01 16:33:55 | INFO : Epoch #44 finished. Train Loss: 0.0865, Val Loss: 0.0903 with lr: 0.00025
2021-12-01 16:38:18 | INFO : Epoch #45 finished. Train Loss: 0.0864, Val Loss: 0.0898 with lr: 0.00025
2021-12-01 16:42:40 | INFO : Epoch #46 finished. Train Loss: 0.0856, Val Loss: 0.0885 with lr: 0.00013
2021-12-01 16:47:02 | INFO : Epoch #47 finished. Train Loss: 0.0853, Val Loss: 0.0887 with lr: 0.00013
2021-12-01 16:51:24 | INFO : Epoch #48 finished. Train Loss: 0.0853, Val Loss: 0.0891 with lr: 0.00013
2021-12-01 16:55:44 | INFO : Epoch #49 finished. Train Loss: 0.0852, Val Loss: 0.0896 with lr: 0.00013
2021-12-01 17:00:03 | INFO : Epoch #50 finished. Train Loss: 0.0852, Val Loss: 0.0884 with lr: 0.00013
2021-12-01 17:04:23 | INFO : Epoch #51 finished. Train Loss: 0.0852, Val Loss: 0.0890 with lr: 0.00013
2021-12-01 17:04:23 | INFO : ### trained model saved in /tsi/clusterhome/cweiss/models/exp127a_traintest_musicnet_aligned_pitch_cnn_deepbasic_test10files_augall_AdamW.pt
2021-12-01 17:04:23 | INFO :
###################### START TESTING ######################
2021-12-01 17:04:38 | INFO : file 2106_Haydn_OP64NO5_QuartetNo.npy tested. Cosine sim: 0.7368259725991602
2021-12-01 17:04:46 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7562457274726717
2021-12-01 17:04:52 | INFO : file 2416_Beethoven_OP71_Sextetin.npy tested. Cosine sim: 0.6850580193742206
2021-12-01 17:04:57 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7744613826128497
2021-12-01 17:05:05 | INFO : file 1759_Schubert_D958_PianoSonata.npy tested. Cosine sim: 0.7552326998471599
2021-12-01 17:05:10 | INFO : file 2191_Bach_BWV1006_ViolinPartita.npy tested. Cosine sim: 0.8060092744423669
2021-12-01 17:05:32 | INFO : file 2629_Beethoven_OP96_ViolinSonata.npy tested. Cosine sim: 0.7950019056451423
2021-12-01 17:05:37 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.6138622927279308
2021-12-01 17:05:44 | INFO : file 2556_Beethoven_OP109_PianoSonata.npy tested. Cosine sim: 0.7987388230073721
2021-12-01 17:05:51 | INFO : file 2298_Bach_BWV1010_CelloSuite.npy tested. Cosine sim: 0.6879963669205915
2021-12-01 17:05:51 | INFO : ### Testing done. ################################################
2021-12-01 17:05:51 | INFO : # Results for large test set (10 files) #########################
2021-12-01 17:05:51 | INFO : Mean precision: 0.8401530485544242
2021-12-01 17:05:51 | INFO : Mean recall: 0.4269373207916193
2021-12-01 17:05:51 | INFO : Mean f_measure: 0.5541925698963833
2021-12-01 17:05:51 | INFO : Mean cosine_sim: 0.7409432464649466
2021-12-01 17:05:51 | INFO : Mean binary_crossentropy: 0.0787437992710918
2021-12-01 17:05:51 | INFO : Mean euclidean_distance: 1.00259862772453
2021-12-01 17:05:51 | INFO : Mean binary_accuracy: 0.978274834225811
2021-12-01 17:05:51 | INFO : Mean soft_accuracy: 0.9675635242362837
2021-12-01 17:05:51 | INFO : Mean accum_energy: 0.3308994132902868
2021-12-01 17:05:51 | INFO : Mean roc_auc_measure: 0.9865744045197303
2021-12-01 17:05:51 | INFO : Mean average_precision_score: 0.7671513667456543
2021-12-01 17:05:51 | INFO : Mean Precision: 0.8401530485544242
2021-12-01 17:05:51 | INFO : Mean Recall: 0.4269373207916193
2021-12-01 17:05:51 | INFO : Mean Accuracy: 0.39173407196167975
2021-12-01 17:05:51 | INFO : Mean Substitution Error: 0.0453307210367001
2021-12-01 17:05:51 | INFO : Mean Miss Error: 0.5277319581716805
2021-12-01 17:05:51 | INFO : Mean False Alarm Error: 0.03913006229253052
2021-12-01 17:05:51 | INFO : Mean Total Error: 0.6121927415009113
2021-12-01 17:05:51 | INFO : Mean Chroma Precision: 0.8570008632808201
2021-12-01 17:05:51 | INFO : Mean Chroma Recall: 0.4353148151806976
2021-12-01 17:05:51 | INFO : Mean Chroma Accuracy: 0.40268793979766204
2021-12-01 17:05:51 | INFO : Mean Chroma Substitution Error: 0.036953226647621754
2021-12-01 17:05:51 | INFO : Mean Chroma Miss Error: 0.5277319581716805
2021-12-01 17:05:51 | INFO : Mean Chroma False Alarm Error: 0.03913006229253052
2021-12-01 17:05:51 | INFO : Mean Chroma Total Error: 0.603815247111833
2021-12-01 17:05:51 | INFO :
2021-12-01 17:05:51 | INFO : Framewise precision: 0.8569696486451627
2021-12-01 17:05:51 | INFO : Framewise recall: 0.4204006045058211
2021-12-01 17:05:51 | INFO : Framewise f_measure: 0.5549457329513308
2021-12-01 17:05:51 | INFO : Framewise cosine_sim: 0.751729081449034
2021-12-01 17:05:51 | INFO : Framewise binary_crossentropy: 0.0921333576874207
2021-12-01 17:05:51 | INFO : Framewise euclidean_distance: 1.0996352572835835
2021-12-01 17:05:51 | INFO : Framewise binary_accuracy: 0.9744430130081775
2021-12-01 17:05:51 | INFO : Framewise soft_accuracy: 0.963044292811926
2021-12-01 17:05:51 | INFO : Framewise accum_energy: 0.3328870958581066
2021-12-01 17:05:51 | INFO : Framewise roc_auc_measure: 0.9854849899643899
2021-12-01 17:05:51 | INFO : Framewise average_precision_score: 0.7821860267281311
2021-12-01 17:05:51 | INFO : Framewise Precision: 0.8569696486451627
2021-12-01 17:05:51 | INFO : Framewise Recall: 0.4204006045058211
2021-12-01 17:05:51 | INFO : Framewise Accuracy: 0.3900488002963975
2021-12-01 17:05:51 | INFO : Framewise Substitution Error: 0.041664549332869005
2021-12-01 17:05:51 | INFO : Framewise Miss Error: 0.5379348461613102
2021-12-01 17:05:51 | INFO : Framewise False Alarm Error: 0.03204792955555147
2021-12-01 17:05:51 | INFO : Framewise Total Error: 0.6116473250497307
2021-12-01 17:05:51 | INFO : Framewise Chroma Precision: 0.8770977038255788
2021-12-01 17:05:51 | INFO : Framewise Chroma Recall: 0.4302090024254914
2021-12-01 17:05:51 | INFO : Framewise Chroma Accuracy: 0.40303809401053564
2021-12-01 17:05:51 | INFO : Framewise Chroma Substitution Error: 0.03185615141319863
2021-12-01 17:05:51 | INFO : Framewise Chroma Miss Error: 0.5379348461613102
2021-12-01 17:05:51 | INFO : Framewise Chroma False Alarm Error: 0.03204792955555147
2021-12-01 17:05:51 | INFO : Framewise Chroma Total Error: 0.6018389271300604
2021-12-01 17:05:57 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7676190543313844
2021-12-01 17:06:02 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7770401311621067
2021-12-01 17:06:06 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.6195728467795696
2021-12-01 17:06:06 | INFO : ### Testing done. ################################################
2021-12-01 17:06:06 | INFO : # Results for small test set (3 files), first 90s ##############
2021-12-01 17:06:06 | INFO : Mean precision: 0.834131196086485
2021-12-01 17:06:06 | INFO : Mean recall: 0.36444452745053985
2021-12-01 17:06:06 | INFO : Mean f_measure: 0.5064669937271269
2021-12-01 17:06:06 | INFO : Mean cosine_sim: 0.7214106774243536
2021-12-01 17:06:06 | INFO : Mean binary_crossentropy: 0.08403246355098472
2021-12-01 17:06:06 | INFO : Mean euclidean_distance: 1.0559801499972437
2021-12-01 17:06:06 | INFO : Mean binary_accuracy: 0.9760026927437643
2021-12-01 17:06:06 | INFO : Mean soft_accuracy: 0.965412347889857
2021-12-01 17:06:06 | INFO : Mean accum_energy: 0.3112860414423512
2021-12-01 17:06:06 | INFO : Mean roc_auc_measure: 0.985813712918457
2021-12-01 17:06:06 | INFO : Mean average_precision_score: 0.7403697847042547
2021-12-01 17:06:06 | INFO : Mean Precision: 0.834131196086485
2021-12-01 17:06:06 | INFO : Mean Recall: 0.36444452745053985
2021-12-01 17:06:06 | INFO : Mean Accuracy: 0.34315461296756916
2021-12-01 17:06:06 | INFO : Mean Substitution Error: 0.035363832284797454
2021-12-01 17:06:06 | INFO : Mean Miss Error: 0.6001916402646627
2021-12-01 17:06:06 | INFO : Mean False Alarm Error: 0.03295749839104204
2021-12-01 17:06:06 | INFO : Mean Total Error: 0.6685129709405023
2021-12-01 17:06:06 | INFO : Mean Chroma Precision: 0.8525545416335177
2021-12-01 17:06:06 | INFO : Mean Chroma Recall: 0.3722606521773189
2021-12-01 17:06:06 | INFO : Mean Chroma Accuracy: 0.3529801458756407
2021-12-01 17:06:06 | INFO : Mean Chroma Substitution Error: 0.02754770755801836
2021-12-01 17:06:06 | INFO : Mean Chroma Miss Error: 0.6001916402646627
2021-12-01 17:06:06 | INFO : Mean Chroma False Alarm Error: 0.03295749839104204
2021-12-01 17:06:06 | INFO : Mean Chroma Total Error: 0.660696846213723
2021-12-01 17:06:06 | INFO :
2021-12-01 17:06:06 | INFO : Framewise precision: 0.834131196086485
2021-12-01 17:06:06 | INFO : Framewise recall: 0.36444452745053985
2021-12-01 17:06:06 | INFO : Framewise f_measure: 0.506466993727127
2021-12-01 17:06:06 | INFO : Framewise cosine_sim: 0.7214106774243535
2021-12-01 17:06:06 | INFO : Framewise binary_crossentropy: 0.08403246355098473
2021-12-01 17:06:06 | INFO : Framewise euclidean_distance: 1.0559801499972434
2021-12-01 17:06:06 | INFO : Framewise binary_accuracy: 0.9760026927437642
2021-12-01 17:06:06 | INFO : Framewise soft_accuracy: 0.965412347889857
2021-12-01 17:06:06 | INFO : Framewise accum_energy: 0.3112860414423513
2021-12-01 17:06:06 | INFO : Framewise roc_auc_measure: 0.9858137129184571
2021-12-01 17:06:06 | INFO : Framewise average_precision_score: 0.7403697847042549
2021-12-01 17:06:06 | INFO : Framewise Precision: 0.834131196086485
2021-12-01 17:06:06 | INFO : Framewise Recall: 0.36444452745053985
2021-12-01 17:06:06 | INFO : Framewise Accuracy: 0.34315461296756916
2021-12-01 17:06:06 | INFO : Framewise Substitution Error: 0.03536383228479745
2021-12-01 17:06:06 | INFO : Framewise Miss Error: 0.6001916402646628
2021-12-01 17:06:06 | INFO : Framewise False Alarm Error: 0.03295749839104205
2021-12-01 17:06:06 | INFO : Framewise Total Error: 0.6685129709405022
2021-12-01 17:06:06 | INFO : Framewise Chroma Precision: 0.8525545416335176
2021-12-01 17:06:06 | INFO : Framewise Chroma Recall: 0.37226065217731896
2021-12-01 17:06:06 | INFO : Framewise Chroma Accuracy: 0.35298014587564064
2021-12-01 17:06:06 | INFO : Framewise Chroma Substitution Error: 0.027547707558018362
2021-12-01 17:06:06 | INFO : Framewise Chroma Miss Error: 0.6001916402646628
2021-12-01 17:06:06 | INFO : Framewise Chroma False Alarm Error: 0.03295749839104205
2021-12-01 17:06:06 | INFO : Framewise Chroma Total Error: 0.660696846213723
2021-12-01 17:06:13 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7562457274726717
2021-12-01 17:06:17 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7744613826128497
2021-12-01 17:06:23 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.6138622927279308
2021-12-01 17:06:23 | INFO : ### Testing done. ################################################
2021-12-01 17:06:23 | INFO : # Results for small test set (3 files), full ###################
2021-12-01 17:06:23 | INFO : Mean precision: 0.8248338998645885
2021-12-01 17:06:23 | INFO : Mean recall: 0.3573403502487758
2021-12-01 17:06:23 | INFO : Mean f_measure: 0.4977942814838443
2021-12-01 17:06:23 | INFO : Mean cosine_sim: 0.7148564676044841
2021-12-01 17:06:23 | INFO : Mean binary_crossentropy: 0.08614421134595496
2021-12-01 17:06:23 | INFO : Mean euclidean_distance: 1.0541994598016324
2021-12-01 17:06:23 | INFO : Mean binary_accuracy: 0.9756269301181839
2021-12-01 17:06:23 | INFO : Mean soft_accuracy: 0.9650251440136347
2021-12-01 17:06:23 | INFO : Mean accum_energy: 0.2964700118744183
2021-12-01 17:06:23 | INFO : Mean roc_auc_measure: 0.9838349215687753
2021-12-01 17:06:23 | INFO : Mean average_precision_score: 0.727958234954992
2021-12-01 17:06:23 | INFO : Mean Precision: 0.8248338998645885
2021-12-01 17:06:23 | INFO : Mean Recall: 0.3573403502487758
2021-12-01 17:06:23 | INFO : Mean Accuracy: 0.3355223713448456
2021-12-01 17:06:23 | INFO : Mean Substitution Error: 0.040929016837088605
2021-12-01 17:06:23 | INFO : Mean Miss Error: 0.6017306329141356
2021-12-01 17:06:23 | INFO : Mean False Alarm Error: 0.030517545149639586
2021-12-01 17:06:23 | INFO : Mean Total Error: 0.6731771949008638
2021-12-01 17:06:23 | INFO : Mean Chroma Precision: 0.845837321121773
2021-12-01 17:06:23 | INFO : Mean Chroma Recall: 0.3661768515572721
2021-12-01 17:06:23 | INFO : Mean Chroma Accuracy: 0.3465554864059168
2021-12-01 17:06:23 | INFO : Mean Chroma Substitution Error: 0.03209251552859226
2021-12-01 17:06:23 | INFO : Mean Chroma Miss Error: 0.6017306329141356
2021-12-01 17:06:23 | INFO : Mean Chroma False Alarm Error: 0.030517545149639586
2021-12-01 17:06:23 | INFO : Mean Chroma Total Error: 0.6643406935923675
2021-12-01 17:06:23 | INFO :
2021-12-01 17:06:23 | INFO : Framewise precision: 0.8271376210952994
2021-12-01 17:06:23 | INFO : Framewise recall: 0.35907225270706833
2021-12-01 17:06:23 | INFO : Framewise f_measure: 0.4999803663430956
2021-12-01 17:06:23 | INFO : Framewise cosine_sim: 0.717309678198979
2021-12-01 17:06:23 | INFO : Framewise binary_crossentropy: 0.08835861878306339
2021-12-01 17:06:23 | INFO : Framewise euclidean_distance: 1.0704458584133245
2021-12-01 17:06:23 | INFO : Framewise binary_accuracy: 0.9747578978152646
2021-12-01 17:06:23 | INFO : Framewise soft_accuracy: 0.9639913761889385
2021-12-01 17:06:23 | INFO : Framewise accum_energy: 0.29714854491275866
2021-12-01 17:06:23 | INFO : Framewise roc_auc_measure: 0.9841750875148799
2021-12-01 17:06:23 | INFO : Framewise average_precision_score: 0.7341033676044985
2021-12-01 17:06:23 | INFO : Framewise Precision: 0.8271376210952994
2021-12-01 17:06:23 | INFO : Framewise Recall: 0.35907225270706833
2021-12-01 17:06:23 | INFO : Framewise Accuracy: 0.3370692065821169
2021-12-01 17:06:23 | INFO : Framewise Substitution Error: 0.04111657993050417
2021-12-01 17:06:23 | INFO : Framewise Miss Error: 0.5998111673624276
2021-12-01 17:06:23 | INFO : Framewise False Alarm Error: 0.029895277005155485
2021-12-01 17:06:23 | INFO : Framewise Total Error: 0.6708230242980874
2021-12-01 17:06:23 | INFO : Framewise Chroma Precision: 0.8498443386123595
2021-12-01 17:06:23 | INFO : Framewise Chroma Recall: 0.3687282458858153
2021-12-01 17:06:23 | INFO : Framewise Chroma Accuracy: 0.34922084068222753
2021-12-01 17:06:23 | INFO : Framewise Chroma Substitution Error: 0.031460586751757134
2021-12-01 17:06:23 | INFO : Framewise Chroma Miss Error: 0.5998111673624276
2021-12-01 17:06:23 | INFO : Framewise Chroma False Alarm Error: 0.029895277005155485
2021-12-01 17:06:23 | INFO : Framewise Chroma Total Error: 0.6611670311193403