2021-12-02 11:18:29 | INFO : Logging experiment exp126d_traintest_musicnet_aligned_pitch_cnn_extremelywide_test10files_augall_AdamW
2021-12-02 11:18:29 | INFO : Experiment config: do training = True
2021-12-02 11:18:29 | INFO : Experiment config: do validation = True
2021-12-02 11:18:29 | INFO : Experiment config: do testing = True
2021-12-02 11:18:29 | INFO : Training set parameters: {'context': 75, 'stride': 50, 'compression': 10, 'aug:transpsemitones': 5, 'aug:randomeq': 20, 'aug:noisestd': 0.0001, 'aug:tuning': True}
2021-12-02 11:18:29 | INFO : Validation set parameters: {'context': 75, 'stride': 50, 'compression': 10}
2021-12-02 11:18:29 | INFO : Test set parameters: {'context': 75, 'stride': 1, 'compression': 10}
2021-12-02 11:18:29 | INFO : Training parameters: {'batch_size': 25, 'shuffle': True, 'num_workers': 16}
2021-12-02 11:18:29 | INFO : Trained model saved in /tsi/clusterhome/cweiss/models/exp126d_traintest_musicnet_aligned_pitch_cnn_extremelywide_test10files_augall_AdamW.pt
2021-12-02 11:18:29 | INFO : --- Training config: -----------------------------------------
2021-12-02 11:18:29 | INFO : Maximum number of epochs: 100
2021-12-02 11:18:29 | INFO : Criterion (Loss): BCELoss
2021-12-02 11:18:29 | INFO : Optimizer parameters: {'name': 'AdamW', 'initial_lr': 0.001, 'betas': (0.9, 0.999), 'eps': 1e-08, 'weight_decay': 0.01, 'amsgrad': False}
2021-12-02 11:18:29 | 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}
2021-12-02 11:18:29 | INFO : Early stopping parameters: {'use_early_stopping': True, 'mode': 'min', 'min_delta': 1e-05, 'patience': 12, 'percentage': False}
2021-12-02 11:18:29 | INFO : Test parameters: {'batch_size': 50, 'shuffle': False, 'num_workers': 8}
2021-12-02 11:18:29 | INFO : Save filewise results = True, in folder /tsi/clusterhome/cweiss/code/deep_pitch_estimation/experiments/results_filewise/exp126d_traintest_musicnet_aligned_pitch_cnn_extremelywide_test10files_augall_AdamW.csv
2021-12-02 11:18:29 | INFO : Save model predictions = True, in folder /tsi/clusterhome/cweiss/predictions/exp126d_traintest_musicnet_aligned_pitch_cnn_extremelywide_test10files_augall_AdamW
2021-12-02 11:18:29 | INFO : CUDA use_cuda: True
2021-12-02 11:18:29 | INFO : CUDA device: cuda:0
2021-12-02 11:18:38 | INFO : --- Model config: --------------------------------------------
2021-12-02 11:18:38 | INFO : Model: basic_cnn_segm_sigmoid
2021-12-02 11:18:38 | INFO : Model parameters: {'n_chan_input': 6, 'n_chan_layers': [280, 180, 120, 100], 'n_ch_out': 2, 'n_bins_in': 216, 'n_bins_out': 72, 'a_lrelu': 0.3, 'p_dropout': 0.2}
2021-12-02 11:18:38 | INFO :
==========================================================================================
Layer (type:depth-idx) Output Shape Param #
==========================================================================================
├─LayerNorm: 1-1 [1, 174, 6, 216] 2,592
├─Sequential: 1-2 [1, 280, 174, 216] --
| └─Conv2d: 2-1 [1, 280, 174, 216] 378,280
| └─LeakyReLU: 2-2 [1, 280, 174, 216] --
| └─MaxPool2d: 2-3 [1, 280, 174, 216] --
| └─Dropout: 2-4 [1, 280, 174, 216] --
├─Sequential: 1-3 [1, 180, 174, 72] --
| └─Conv2d: 2-5 [1, 180, 174, 72] 453,780
| └─LeakyReLU: 2-6 [1, 180, 174, 72] --
| └─MaxPool2d: 2-7 [1, 180, 174, 72] --
| └─Dropout: 2-8 [1, 180, 174, 72] --
├─Sequential: 1-4 [1, 120, 100, 72] --
| └─Conv2d: 2-9 [1, 120, 100, 72] 1,620,120
| └─LeakyReLU: 2-10 [1, 120, 100, 72] --
| └─Dropout: 2-11 [1, 120, 100, 72] --
├─Sequential: 1-5 [1, 1, 100, 72] --
| └─Conv2d: 2-12 [1, 100, 100, 72] 12,100
| └─LeakyReLU: 2-13 [1, 100, 100, 72] --
| └─Dropout: 2-14 [1, 100, 100, 72] --
| └─Conv2d: 2-15 [1, 1, 100, 72] 101
| └─Sigmoid: 2-16 [1, 1, 100, 72] --
==========================================================================================
Total params: 2,466,973
Trainable params: 2,466,973
Non-trainable params: 0
Total mult-adds (G): 31.64
==========================================================================================
Input size (MB): 0.90
Forward/backward pass size (MB): 116.76
Params size (MB): 9.87
Estimated Total Size (MB): 127.53
==========================================================================================
2021-12-02 11:18:41 | INFO : - file 2530_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-02 11:18:43 | INFO : - file 1822_Mozart_K421_StringQuartet.npy added to training set.
2021-12-02 11:18:44 | INFO : - file 1752_Schubert_D845_PianoSonata.npy added to training set.
2021-12-02 11:18:46 | INFO : - file 2297_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-02 11:18:46 | INFO : - file 2240_Bach_BWV862_WTKI.npy added to training set.
2021-12-02 11:18:47 | INFO : - file 2463_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-12-02 11:18:48 | INFO : - file 2550_Beethoven_OP78_PianoSonata.npy added to training set.
2021-12-02 11:18:50 | INFO : - file 2566_Beethoven_OP22_PianoSonata.npy added to training set.
2021-12-02 11:18:52 | INFO : - file 2492_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-02 11:18:53 | INFO : - file 2359_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-02 11:18:55 | INFO : - file 2138_Brahms_OP51NO1_StringQuartet.npy added to training set.
2021-12-02 11:18:57 | INFO : - file 1811_Mozart_K581_ClarinetQuintet.npy added to validation set.
2021-12-02 11:18:59 | INFO : - file 2127_Brahms_OP11_SerenadeNo.npy added to training set.
2021-12-02 11:19:03 | INFO : - file 2531_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-02 11:19:05 | INFO : - file 2116_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-02 11:19:06 | INFO : - file 2284_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-02 11:19:08 | INFO : - file 2379_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-12-02 11:19:08 | INFO : - file 2237_Bach_BWV868_WTKI.npy added to training set.
2021-12-02 11:19:11 | INFO : - file 2313_Beethoven_OP132_StringQuartet.npy added to training set.
2021-12-02 11:19:12 | INFO : - file 1755_Schubert_D784_PianoSonata.npy added to validation set.
2021-12-02 11:19:12 | INFO : - file 2405_Beethoven_OP110_PianoSonata.npy added to training set.
2021-12-02 11:19:13 | INFO : - file 2307_Bach_BWV863_WTKI.npy added to training set.
2021-12-02 11:19:17 | INFO : - file 2533_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-02 11:19:18 | INFO : - file 2200_Bach_BWV861_WTKI.npy added to training set.
2021-12-02 11:19:19 | INFO : - file 2567_Beethoven_OP90_PianoSonata.npy added to training set.
2021-12-02 11:19:21 | INFO : - file 2481_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-12-02 11:19:23 | INFO : - file 2334_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-12-02 11:19:23 | INFO : - file 2208_Bach_BWV855_WTKI.npy added to training set.
2021-12-02 11:19:25 | INFO : - file 1766_Schubert_OP142_4Impromptus.npy added to validation set.
2021-12-02 11:19:27 | INFO : - file 2169_Faure_OP45_PianoQuartet.npy added to training set.
2021-12-02 11:19:31 | INFO : - file 2148_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-02 11:19:32 | INFO : - file 2501_Beethoven_OP12NO3_ViolinSonata.npy added to training set.
2021-12-02 11:19:35 | INFO : - file 2614_Beethoven_OP10NO3_PianoSonata.npy added to training set.
2021-12-02 11:19:38 | INFO : - file 2557_Beethoven_OP109_PianoSonata.npy added to training set.
2021-12-02 11:19:39 | INFO : - file 2373_Beethoven_OP49NO1_PianoSonata.npy added to training set.
2021-12-02 11:19:42 | INFO : - file 1733_Schubert_D959_PianoSonata.npy added to validation set.
2021-12-02 11:19:43 | INFO : - file 2079_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-12-02 11:19:44 | INFO : - file 1835_Mozart_K590_StringQuartet.npy added to training set.
2021-12-02 11:19:45 | INFO : - file 1873_Mozart_K502_PianoTrio.npy added to training set.
2021-12-02 11:19:46 | INFO : - file 2424_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-12-02 11:19:47 | INFO : - file 2209_Bach_BWV849_WTKI.npy added to training set.
2021-12-02 11:19:48 | INFO : - file 2410_Beethoven_OP27NO1_PianoSonata.npy added to training set.
2021-12-02 11:19:50 | INFO : - file 2296_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-02 11:19:51 | INFO : - file 1817_Mozart_K375_Serenadein.npy added to training set.
2021-12-02 11:19:52 | INFO : - file 2472_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-02 11:19:53 | INFO : - file 2383_Beethoven_OP130_StringQuartet.npy added to training set.
2021-12-02 11:19:55 | INFO : - file 2462_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-12-02 11:19:57 | INFO : - file 2575_Beethoven_OP13_PianoSonata.npy added to training set.
2021-12-02 11:19:58 | INFO : - file 2320_Beethoven_OP38_Trioin.npy added to training set.
2021-12-02 11:19:58 | INFO : - file 2207_Bach_BWV855_WTKI.npy added to training set.
2021-12-02 11:20:00 | INFO : - file 2476_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-02 11:20:01 | INFO : - file 2371_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-12-02 11:20:03 | INFO : - file 2147_Brahms_OP36_StringSextet.npy added to training set.
2021-12-02 11:20:04 | INFO : - file 2215_Bach_BWV846_WTKI.npy added to training set.
2021-12-02 11:20:06 | INFO : - file 1777_Schubert_D850_PianoSonata.npy added to training set.
2021-12-02 11:20:07 | INFO : - file 2502_Beethoven_OP12NO3_ViolinSonata.npy added to training set.
2021-12-02 11:20:09 | INFO : - file 1922_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-02 11:20:10 | INFO : - file 1893_Mozart_K564_PianoTrio.npy added to training set.
2021-12-02 11:20:11 | INFO : - file 2186_Bach_BWV1006_ViolinPartita.npy added to training set.
2021-12-02 11:20:13 | INFO : - file 2160_Brahms_OP40_HornTrio.npy added to training set.
2021-12-02 11:20:15 | INFO : - file 2509_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-02 11:20:17 | INFO : - file 2505_Beethoven_OP103_Octetin.npy added to training set.
2021-12-02 11:20:18 | INFO : - file 2506_Beethoven_OP103_Octetin.npy added to training set.
2021-12-02 11:20:19 | INFO : - file 2628_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-12-02 11:20:20 | INFO : - file 2218_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-02 11:20:21 | INFO : - file 2529_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-12-02 11:20:22 | INFO : - file 2374_Beethoven_OP49NO1_PianoSonata.npy added to training set.
2021-12-02 11:20:24 | INFO : - file 2392_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-02 11:20:24 | INFO : - file 2231_Bach_BWV866_WTKI.npy added to training set.
2021-12-02 11:20:27 | INFO : - file 1813_Mozart_K581_ClarinetQuintet.npy added to training set.
2021-12-02 11:20:27 | INFO : - file 2196_Bach_BWV848_WTKI.npy added to training set.
2021-12-02 11:20:29 | INFO : - file 2158_Brahms_OP40_HornTrio.npy added to validation set.
2021-12-02 11:20:31 | INFO : - file 1872_Mozart_K502_PianoTrio.npy added to training set.
2021-12-02 11:20:34 | INFO : - file 2621_Beethoven_OP59NO1_StringQuartet.npy added to training set.
2021-12-02 11:20:36 | INFO : - file 2150_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-02 11:20:37 | INFO : - file 2217_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-02 11:20:38 | INFO : - file 2243_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-02 11:20:40 | INFO : - file 2433_Beethoven_OP135_StringQuartet.npy added to training set.
2021-12-02 11:20:41 | INFO : - file 2211_Bach_BWV857_WTKI.npy added to training set.
2021-12-02 11:20:43 | INFO : - file 1764_Schubert_OP142_4Impromptus.npy added to training set.
2021-12-02 11:20:45 | INFO : - file 2348_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-02 11:20:46 | INFO : - file 1932_Dvorak_OP96_StringQuartet.npy added to validation set.
2021-12-02 11:20:46 | INFO : - file 2232_Bach_BWV866_WTKI.npy added to training set.
2021-12-02 11:20:47 | INFO : - file 2203_Bach_BWV1013_Partitain.npy added to training set.
2021-12-02 11:20:50 | INFO : - file 2157_Brahms_OP18_StringSextet.npy added to validation set.
2021-12-02 11:20:52 | INFO : - file 2486_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-02 11:20:53 | INFO : - file 2393_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-02 11:20:54 | INFO : - file 2210_Bach_BWV849_WTKI.npy added to training set.
2021-12-02 11:20:55 | INFO : - file 2659_Bach_BWV1002_ViolinPartita.npy added to training set.
2021-12-02 11:20:56 | INFO : - file 1729_Schubert_OP114_PianoQuintet.npy added to validation set.
2021-12-02 11:20:58 | INFO : - file 2678_Beethoven_OP14NO2_PianoSonata.npy added to training set.
2021-12-02 11:21:00 | INFO : - file 2221_Bach_BWV1009_CelloSuite.npy added to validation set.
2021-12-02 11:21:00 | INFO : - file 2411_Beethoven_OP27NO1_PianoSonata.npy added to training set.
2021-12-02 11:21:02 | INFO : - file 2343_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-02 11:21:03 | INFO : - file 1818_Mozart_K375_Serenadein.npy added to training set.
2021-12-02 11:21:05 | INFO : - file 1919_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-02 11:21:06 | INFO : - file 2415_Beethoven_OP71_Sextetin.npy added to training set.
2021-12-02 11:21:06 | INFO : - file 2305_Bach_BWV859_WTKI.npy added to training set.
2021-12-02 11:21:08 | INFO : - file 2510_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-02 11:21:10 | INFO : - file 2608_Beethoven_OP31NO1_PianoSonata.npy added to training set.
2021-12-02 11:21:12 | INFO : - file 2532_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-02 11:21:15 | INFO : - file 2542_Beethoven_OP101_PianoSonata.npy added to training set.
2021-12-02 11:21:16 | INFO : - file 2118_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-02 11:21:18 | INFO : - file 1756_Schubert_D784_PianoSonata.npy added to validation set.
2021-12-02 11:21:20 | INFO : - file 1793_Mozart_K465_StringQuartet.npy added to training set.
2021-12-02 11:21:22 | INFO : - file 1758_Schubert_D958_PianoSonata.npy added to training set.
2021-12-02 11:21:23 | INFO : - file 2404_Beethoven_OP110_PianoSonata.npy added to training set.
2021-12-02 11:21:25 | INFO : - file 2491_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-02 11:21:26 | INFO : - file 2282_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-02 11:21:27 | INFO : - file 2304_Bach_BWV859_WTKI.npy added to training set.
2021-12-02 11:21:29 | INFO : - file 2149_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-02 11:21:31 | INFO : - file 2330_Beethoven_OP12NO1_ViolinSonata.npy added to training set.
2021-12-02 11:21:34 | INFO : - file 1916_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-02 11:21:35 | INFO : - file 2212_Bach_BWV857_WTKI.npy added to training set.
2021-12-02 11:21:36 | INFO : - file 2480_Beethoven_OP18NO5_StringQuartet.npy added to validation set.
2021-12-02 11:21:37 | INFO : - file 2214_Bach_BWV847_WTKI.npy added to training set.
2021-12-02 11:21:38 | INFO : - file 2195_Bach_BWV848_WTKI.npy added to training set.
2021-12-02 11:21:39 | INFO : - file 2477_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-02 11:21:40 | INFO : - file 2295_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-02 11:21:41 | INFO : - file 1768_Schubert_D664_PianoSonata.npy added to training set.
2021-12-02 11:21:42 | INFO : - file 2627_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-12-02 11:21:44 | INFO : - file 2431_Beethoven_OP135_StringQuartet.npy added to training set.
2021-12-02 11:21:44 | INFO : - file 2591_Beethoven_OP26_PianoSonata.npy added to training set.
2021-12-02 11:21:47 | INFO : - file 1775_Schubert_D850_PianoSonata.npy added to training set.
2021-12-02 11:21:48 | INFO : - file 2293_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-02 11:21:50 | INFO : - file 1791_Mozart_K465_StringQuartet.npy added to training set.
2021-12-02 11:21:50 | INFO : - file 2194_Bach_BWV858_WTKI.npy added to training set.
2021-12-02 11:21:54 | INFO : - file 1742_Schubert_OP163_StringQuintet.npy added to training set.
2021-12-02 11:21:57 | INFO : - file 1776_Schubert_D850_PianoSonata.npy added to training set.
2021-12-02 11:22:01 | INFO : - file 2112_Brahms_OP38_CelloSonata.npy added to training set.
2021-12-02 11:22:02 | INFO : - file 2423_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-12-02 11:22:04 | INFO : - file 2560_Beethoven_OP18NO2_StringQuartet.npy added to training set.
2021-12-02 11:22:05 | INFO : - file 2219_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-02 11:22:06 | INFO : - file 2420_Beethoven_OP12NO2_ViolinSonata.npy added to training set.
2021-12-02 11:22:08 | INFO : - file 1763_Schubert_OP142_4Impromptus.npy added to training set.
2021-12-02 11:22:09 | INFO : - file 2228_Bach_BWV851_WTKI.npy added to training set.
2021-12-02 11:22:12 | INFO : - file 2441_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-02 11:22:14 | INFO : - file 2570_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-02 11:22:16 | INFO : - file 1918_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-02 11:22:18 | INFO : - file 2451_Beethoven_OP18NO6_StringQuartet.npy added to training set.
2021-12-02 11:22:20 | INFO : - file 2177_Ravel_35_StringQuartet.npy added to training set.
2021-12-02 11:22:22 | INFO : - file 1788_Mozart_K465_StringQuartet.npy added to training set.
2021-12-02 11:22:24 | INFO : - file 2179_Ravel_35_StringQuartet.npy added to training set.
2021-12-02 11:22:26 | INFO : - file 2346_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-02 11:22:28 | INFO : - file 2376_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-12-02 11:22:29 | INFO : - file 2620_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-12-02 11:22:30 | INFO : - file 2390_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-02 11:22:32 | INFO : - file 2335_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-12-02 11:22:34 | INFO : - file 2403_Beethoven_OP18NO1_StringQuartet.npy added to training set.
2021-12-02 11:22:34 | INFO : - file 2247_Bach_BWV854_WTKI.npy added to training set.
2021-12-02 11:22:35 | INFO : - file 2432_Beethoven_OP135_StringQuartet.npy added to training set.
2021-12-02 11:22:35 | INFO : - file 2292_Bach_BWV864_WTKI.npy added to training set.
2021-12-02 11:22:36 | INFO : - file 2076_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-12-02 11:22:38 | INFO : - file 1790_Mozart_K465_StringQuartet.npy added to training set.
2021-12-02 11:22:38 | INFO : - file 2302_Bach_BWV850_WTKI.npy added to training set.
2021-12-02 11:22:40 | INFO : - file 2391_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-02 11:22:42 | INFO : - file 1933_Dvorak_OP96_StringQuartet.npy added to validation set.
2021-12-02 11:22:43 | INFO : - file 2514_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-02 11:22:45 | INFO : - file 1829_Mozart_K542_PianoTrio.npy added to training set.
2021-12-02 11:22:47 | INFO : - file 1923_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-02 11:22:50 | INFO : - file 2377_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-12-02 11:22:52 | INFO : - file 1931_Dvorak_OP96_StringQuartet.npy added to training set.
2021-12-02 11:22:53 | INFO : - file 2294_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-02 11:22:54 | INFO : - file 2384_Beethoven_OP130_StringQuartet.npy added to training set.
2021-12-02 11:22:55 | INFO : - file 2241_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-02 11:22:56 | INFO : - file 2242_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-02 11:22:57 | INFO : - file 2283_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-02 11:22:59 | INFO : - file 2632_Beethoven_OP14NO2_PianoSonata.npy added to validation set.
2021-12-02 11:23:01 | INFO : - file 1760_Schubert_D958_PianoSonata.npy added to training set.
2021-12-02 11:23:03 | INFO : - file 2568_Beethoven_OP90_PianoSonata.npy added to training set.
2021-12-02 11:23:05 | INFO : - file 2345_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-02 11:23:07 | INFO : - file 2576_Beethoven_OP13_PianoSonata.npy added to training set.
2021-12-02 11:23:08 | INFO : - file 2131_Brahms_OP11_SerenadeNo.npy added to training set.
2021-12-02 11:23:09 | INFO : - file 2537_Beethoven_OP49NO2_PianoSonata.npy added to training set.
2021-12-02 11:23:12 | INFO : - file 2607_Beethoven_OP31NO1_PianoSonata.npy added to training set.
2021-12-02 11:23:12 | INFO : - file 2230_Bach_BWV865_WTKI.npy added to training set.
2021-12-02 11:23:13 | INFO : - file 2167_Faure_OP45_PianoQuartet.npy added to validation set.
2021-12-02 11:23:15 | INFO : - file 2603_Beethoven_OP81NO1_PianoSonata.npy added to training set.
2021-12-02 11:23:16 | INFO : - file 2594_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-02 11:23:17 | INFO : - file 2204_Bach_BWV1013_Partitain.npy added to training set.
2021-12-02 11:23:19 | INFO : - file 2523_Beethoven_OP69_CelloSonata.npy added to training set.
2021-12-02 11:23:21 | INFO : - file 2357_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-02 11:23:24 | INFO : - file 2398_Beethoven_OP47_ViolinSonata.npy added to training set.
2021-12-02 11:23:25 | INFO : - file 2310_Bach_BWV860_WTKI.npy added to training set.
2021-12-02 11:23:26 | INFO : - file 2078_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-12-02 11:23:29 | INFO : - file 2521_Beethoven_OP69_CelloSonata.npy added to training set.
2021-12-02 11:23:31 | INFO : - file 2562_Beethoven_OP18NO2_StringQuartet.npy added to training set.
2021-12-02 11:23:32 | INFO : - file 1824_Mozart_K421_StringQuartet.npy added to training set.
2021-12-02 11:23:35 | INFO : - file 2318_Beethoven_OP38_Trioin.npy added to validation set.
2021-12-02 11:23:36 | INFO : - file 1773_Schubert_D568_PianoSonata.npy added to training set.
2021-12-02 11:23:40 | INFO : - file 2443_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-02 11:23:42 | INFO : - file 2114_Brahms_OP38_CelloSonata.npy added to training set.
2021-12-02 11:23:44 | INFO : - file 2488_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-02 11:23:45 | INFO : - file 2198_Bach_BWV867_WTKI.npy added to training set.
2021-12-02 11:23:46 | INFO : - file 2350_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-02 11:23:47 | INFO : - file 2595_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-02 11:23:49 | INFO : - file 1805_Mozart_K387_StringQuartet.npy added to validation set.
2021-12-02 11:23:50 | INFO : - file 2113_Brahms_OP38_CelloSonata.npy added to training set.
2021-12-02 11:23:52 | INFO : - file 2075_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-12-02 11:23:53 | INFO : - file 2516_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-02 11:23:54 | INFO : - file 2497_Beethoven_OP95_StringQuartet.npy added to training set.
2021-12-02 11:23:55 | INFO : - file 2507_Beethoven_OP103_Octetin.npy added to training set.
2021-12-02 11:23:57 | INFO : - file 2389_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-02 11:23:58 | INFO : - file 2222_Bach_BWV1009_CelloSuite.npy added to validation set.
2021-12-02 11:23:59 | INFO : - file 2372_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-12-02 11:24:01 | INFO : - file 2471_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-02 11:24:02 | INFO : - file 2105_Haydn_OP64NO5_QuartetNo.npy added to training set.
2021-12-02 11:24:04 | INFO : - file 2388_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-02 11:24:05 | INFO : - file 2213_Bach_BWV847_WTKI.npy added to training set.
2021-12-02 11:24:06 | INFO : - file 2417_Beethoven_OP71_Sextetin.npy added to training set.
2021-12-02 11:24:08 | INFO : - file 1751_Schubert_D845_PianoSonata.npy added to training set.
2021-12-02 11:24:09 | INFO : - file 1728_Schubert_OP114_PianoQuintet.npy added to training set.
2021-12-02 11:24:09 | INFO : - file 2227_Bach_BWV851_WTKI.npy added to training set.
2021-12-02 11:24:11 | INFO : - file 1734_Schubert_D959_PianoSonata.npy added to training set.
2021-12-02 11:24:11 | INFO : - file 2224_Bach_BWV852_WTKI.npy added to training set.
2021-12-02 11:24:12 | INFO : - file 2285_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-02 11:24:14 | INFO : - file 2159_Brahms_OP40_HornTrio.npy added to training set.
2021-12-02 11:24:15 | INFO : - file 2117_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-02 11:24:18 | INFO : - file 2155_Brahms_OP18_StringSextet.npy added to training set.
2021-12-02 11:24:21 | INFO : - file 1771_Schubert_D568_PianoSonata.npy added to training set.
2021-12-02 11:24:23 | INFO : - file 2571_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-02 11:24:24 | INFO : - file 2229_Bach_BWV865_WTKI.npy added to training set.
2021-12-02 11:24:26 | INFO : - file 2325_Beethoven_OP57_PianoSonata.npy added to training set.
2021-12-02 11:24:29 | INFO : - file 1749_Schubert_D845_PianoSonata.npy added to training set.
2021-12-02 11:24:31 | INFO : - file 2573_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-02 11:24:32 | INFO : - file 2596_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-02 11:24:33 | INFO : - file 2300_Bach_BWV853_WTKI.npy added to training set.
2021-12-02 11:24:35 | INFO : - file 2487_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-02 11:24:36 | INFO : - file 2119_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-02 11:24:39 | INFO : - file 1765_Schubert_OP142_4Impromptus.npy added to validation set.
2021-12-02 11:24:41 | INFO : - file 2528_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-12-02 11:24:42 | INFO : - file 1727_Schubert_OP114_PianoQuintet.npy added to training set.
2021-12-02 11:24:45 | INFO : - file 2314_Beethoven_OP132_StringQuartet.npy added to training set.
2021-12-02 11:24:46 | INFO : - file 2202_Bach_BWV1013_Partitain.npy added to training set.
2021-12-02 11:24:46 | INFO : - file 2239_Bach_BWV862_WTKI.npy added to training set.
2021-12-02 11:24:49 | INFO : - file 2444_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-02 11:24:51 | INFO : - file 2581_Beethoven_OP54_PianoSonata.npy added to training set.
2021-12-02 11:24:52 | INFO : - file 2244_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-02 11:24:54 | INFO : - file 1792_Mozart_K465_StringQuartet.npy added to training set.
2021-12-02 11:24:56 | INFO : - file 1812_Mozart_K581_ClarinetQuintet.npy added to training set.
2021-12-02 11:24:58 | INFO : - file 2490_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-02 11:24:59 | INFO : - file 2442_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-02 11:25:01 | INFO : - file 2564_Beethoven_OP22_PianoSonata.npy added to training set.
2021-12-02 11:25:04 | INFO : - file 2611_Beethoven_OP10NO3_PianoSonata.npy added to training set.
2021-12-02 11:25:05 | INFO : - file 2422_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-12-02 11:25:06 | INFO : - file 2483_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-12-02 11:25:07 | INFO : - file 2342_Beethoven_OP30NO3_ViolinSonata.npy added to validation set.
2021-12-02 11:25:11 | INFO : - file 2366_Beethoven_OP127_StringQuartet.npy added to training set.
2021-12-02 11:25:11 | INFO : - file 2358_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-02 11:25:12 | INFO : - file 2555_Beethoven_OP109_PianoSonata.npy added to training set.
2021-12-02 11:25:15 | INFO : - file 2622_Beethoven_OP59NO1_StringQuartet.npy added to training set.
2021-12-02 11:25:15 | INFO : - file 2289_Bach_BWV1002_ViolinPartita.npy added to validation set.
2021-12-02 11:25:16 | INFO : - file 2080_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-12-02 11:25:19 | INFO : - file 2588_Beethoven_OP26_PianoSonata.npy added to training set.
2021-12-02 11:25:20 | INFO : - file 2494_Beethoven_OP95_StringQuartet.npy added to training set.
2021-12-02 11:25:22 | INFO : - file 1789_Mozart_K465_StringQuartet.npy added to training set.
2021-12-02 11:25:24 | INFO : - file 2168_Faure_OP45_PianoQuartet.npy added to training set.
2021-12-02 11:25:26 | INFO : - file 1859_Mozart_K464_StringQuartet.npy added to training set.
2021-12-02 11:25:28 | INFO : - file 2586_Beethoven_OP102NO1_CelloSonata.npy added to training set.
2021-12-02 11:25:29 | INFO : - file 2478_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-02 11:25:34 | INFO : - file 2315_Beethoven_OP132_StringQuartet.npy added to validation set.
2021-12-02 11:25:34 | INFO : - file 2201_Bach_BWV861_WTKI.npy added to training set.
2021-12-02 11:25:35 | INFO : - file 2572_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-02 11:25:36 | INFO : - file 2238_Bach_BWV868_WTKI.npy added to training set.
2021-12-02 11:25:36 | INFO : - file 2248_Bach_BWV854_WTKI.npy added to training set.
2021-12-02 11:25:39 | INFO : - file 1735_Schubert_D959_PianoSonata.npy added to training set.
2021-12-02 11:25:40 | INFO : - file 2308_Bach_BWV863_WTKI.npy added to training set.
2021-12-02 11:25:43 | INFO : - file 2154_Brahms_OP18_StringSextet.npy added to training set.
2021-12-02 11:25:45 | INFO : - file 2140_Brahms_OP51NO1_StringQuartet.npy added to training set.
2021-12-02 11:25:46 | INFO : - file 2077_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-12-02 11:25:48 | INFO : - file 1807_Mozart_K387_StringQuartet.npy added to validation set.
2021-12-02 11:25:50 | INFO : - file 2406_Beethoven_OP110_PianoSonata.npy added to training set.
2021-12-02 11:25:52 | INFO : - file 1772_Schubert_D568_PianoSonata.npy added to training set.
2021-12-02 11:25:53 | INFO : - file 2156_Brahms_OP18_StringSextet.npy added to training set.
2021-12-02 11:25:56 | INFO : - file 1757_Schubert_D958_PianoSonata.npy added to training set.
2021-12-02 11:25:59 | INFO : - file 2436_Beethoven_OP53_PianoSonata.npy added to training set.
2021-12-02 11:26:00 | INFO : - file 2364_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-02 11:26:01 | INFO : - file 2538_Beethoven_OP49NO2_PianoSonata.npy added to training set.
2021-12-02 11:26:02 | INFO : - file 2336_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-12-02 11:26:03 | INFO : - file 2466_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-12-02 11:26:05 | INFO : - file 2677_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-12-02 11:26:06 | INFO : - file 2081_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-12-02 11:26:09 | INFO : - file 2151_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-02 11:26:10 | INFO : - file 2512_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-02 11:26:12 | INFO : - file 2083_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-12-02 11:26:13 | INFO : - file 2368_Beethoven_OP127_StringQuartet.npy added to training set.
2021-12-02 11:26:15 | INFO : - file 2082_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-12-02 11:26:16 | INFO : - file 2178_Ravel_35_StringQuartet.npy added to training set.
2021-12-02 11:26:19 | INFO : - file 2322_Beethoven_OP57_PianoSonata.npy added to training set.
2021-12-02 11:26:20 | INFO : - file 2633_Beethoven_OP14NO2_PianoSonata.npy added to validation set.
2021-12-02 11:26:21 | INFO : - file 2220_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-02 11:26:22 | INFO : - file 1828_Mozart_K542_PianoTrio.npy added to training set.
2021-12-02 11:26:24 | INFO : - file 2527_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-12-02 11:26:25 | INFO : - file 2540_Beethoven_OP101_PianoSonata.npy added to training set.
2021-12-02 11:26:27 | INFO : - file 2582_Beethoven_OP54_PianoSonata.npy added to training set.
2021-12-02 11:26:28 | INFO : - file 2225_Bach_BWV852_WTKI.npy added to training set.
2021-12-02 11:26:29 | INFO : - file 1876_Mozart_K496_PianoTrio.npy added to training set.
2021-12-02 11:26:32 | INFO : - file 2593_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-02 11:26:34 | INFO : - file 2482_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-12-02 11:26:36 | INFO : - file 2341_Beethoven_OP30NO3_ViolinSonata.npy added to validation set.
2021-12-02 11:26:37 | INFO : - file 2288_Bach_BWV1002_ViolinPartita.npy added to training set.
2021-12-02 11:26:39 | INFO : - file 2504_Beethoven_OP103_Octetin.npy added to training set.
2021-12-02 11:26:41 | INFO : - file 2381_Beethoven_OP130_StringQuartet.npy added to training set.
2021-12-02 11:26:43 | INFO : - file 2104_Haydn_OP64NO5_QuartetNo.npy added to training set.
2021-12-02 11:26:44 | INFO : - file 2365_Beethoven_OP127_StringQuartet.npy added to training set.
2021-12-02 11:26:46 | INFO : - file 1739_Schubert_OP99_PianoTrio.npy added to training set.
2021-12-02 11:26:50 | INFO : - file 1750_Schubert_D845_PianoSonata.npy added to training set.
2021-12-02 11:26:51 | INFO : - file 2473_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-02 11:26:52 | INFO : - file 2180_Ravel_35_StringQuartet.npy added to training set.
2021-12-02 11:26:55 | INFO : - file 2397_Beethoven_OP47_ViolinSonata.npy added to training set.
2021-12-02 11:26:57 | INFO : - file 2626_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-12-02 11:26:59 | INFO : - file 1730_Schubert_OP114_PianoQuintet.npy added to training set.
2021-12-02 11:27:01 | INFO : - file 2522_Beethoven_OP69_CelloSonata.npy added to training set.
2021-12-02 11:27:02 | INFO : - file 2619_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-12-02 11:27:02 | INFO : - file 2234_Bach_BWV856_WTKI.npy added to training set.
2021-12-02 11:27:03 | INFO : - file 2618_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-12-02 11:27:05 | INFO : - file 2161_Brahms_OP40_HornTrio.npy added to training set.
2021-12-02 11:27:08 | INFO : - file 2166_Faure_OP45_PianoQuartet.npy added to training set.
2021-12-02 11:27:10 | INFO : - file 2319_Beethoven_OP38_Trioin.npy added to training set.
2021-12-02 11:27:12 | INFO : - file 2590_Beethoven_OP26_PianoSonata.npy added to training set.
2021-12-02 11:27:12 | INFO : Training set & loader generated, length 94348
2021-12-02 11:27:12 | INFO : Validation set & loader generated, length 9238
2021-12-02 11:27:12 | INFO :
###################### START TRAINING ######################
2021-12-02 11:42:28 | INFO : Epoch #0 finished. Train Loss: 0.0886, Val Loss: 0.0801 with lr: 0.00100
2021-12-02 11:42:28 | INFO : .... model of epoch 0 saved.
2021-12-02 11:57:41 | INFO : Epoch #1 finished. Train Loss: 0.0822, Val Loss: 0.0770 with lr: 0.00100
2021-12-02 11:57:41 | INFO : .... model of epoch #1 saved.
2021-12-02 12:12:53 | INFO : Epoch #2 finished. Train Loss: 0.0799, Val Loss: 0.0795 with lr: 0.00100
2021-12-02 12:28:05 | INFO : Epoch #3 finished. Train Loss: 0.0789, Val Loss: 0.0768 with lr: 0.00100
2021-12-02 12:28:05 | INFO : .... model of epoch #3 saved.
2021-12-02 12:43:17 | INFO : Epoch #4 finished. Train Loss: 0.0782, Val Loss: 0.0761 with lr: 0.00100
2021-12-02 12:43:17 | INFO : .... model of epoch #4 saved.
2021-12-02 12:58:29 | INFO : Epoch #5 finished. Train Loss: 0.0774, Val Loss: 0.0747 with lr: 0.00100
2021-12-02 12:58:29 | INFO : .... model of epoch #5 saved.
2021-12-02 13:13:41 | INFO : Epoch #6 finished. Train Loss: 0.0769, Val Loss: 0.0768 with lr: 0.00100
2021-12-02 13:28:53 | INFO : Epoch #7 finished. Train Loss: 0.0764, Val Loss: 0.0776 with lr: 0.00100
2021-12-02 13:44:04 | INFO : Epoch #8 finished. Train Loss: 0.0759, Val Loss: 0.0774 with lr: 0.00100
2021-12-02 13:59:16 | INFO : Epoch #9 finished. Train Loss: 0.0756, Val Loss: 0.0781 with lr: 0.00100
2021-12-02 14:14:27 | INFO : Epoch #10 finished. Train Loss: 0.0754, Val Loss: 0.0734 with lr: 0.00100
2021-12-02 14:14:27 | INFO : .... model of epoch #10 saved.
2021-12-02 14:29:39 | INFO : Epoch #11 finished. Train Loss: 0.0750, Val Loss: 0.0754 with lr: 0.00100
2021-12-02 14:44:51 | INFO : Epoch #12 finished. Train Loss: 0.0746, Val Loss: 0.0731 with lr: 0.00100
2021-12-02 14:44:51 | INFO : .... model of epoch #12 saved.
2021-12-02 15:00:03 | INFO : Epoch #13 finished. Train Loss: 0.0744, Val Loss: 0.0738 with lr: 0.00100
2021-12-02 15:15:14 | INFO : Epoch #14 finished. Train Loss: 0.0744, Val Loss: 0.0757 with lr: 0.00100
2021-12-02 15:30:26 | INFO : Epoch #15 finished. Train Loss: 0.0739, Val Loss: 0.0737 with lr: 0.00100
2021-12-02 15:45:38 | INFO : Epoch #16 finished. Train Loss: 0.0740, Val Loss: 0.0754 with lr: 0.00100
2021-12-02 16:00:50 | INFO : Epoch #17 finished. Train Loss: 0.0736, Val Loss: 0.0731 with lr: 0.00100
2021-12-02 16:00:50 | INFO : .... model of epoch #17 saved.
2021-12-02 16:16:02 | INFO : Epoch #18 finished. Train Loss: 0.0736, Val Loss: 0.0743 with lr: 0.00100
2021-12-02 16:31:13 | INFO : Epoch #19 finished. Train Loss: 0.0734, Val Loss: 0.0734 with lr: 0.00100
2021-12-02 16:46:25 | INFO : Epoch #20 finished. Train Loss: 0.0732, Val Loss: 0.0728 with lr: 0.00100
2021-12-02 16:46:26 | INFO : .... model of epoch #20 saved.
2021-12-02 17:01:37 | INFO : Epoch #21 finished. Train Loss: 0.0732, Val Loss: 0.0738 with lr: 0.00100
2021-12-02 17:16:49 | INFO : Epoch #22 finished. Train Loss: 0.0732, Val Loss: 0.0745 with lr: 0.00100
2021-12-02 17:32:01 | INFO : Epoch #23 finished. Train Loss: 0.0730, Val Loss: 0.0729 with lr: 0.00100
2021-12-02 17:47:13 | INFO : Epoch #24 finished. Train Loss: 0.0729, Val Loss: 0.0764 with lr: 0.00100
2021-12-02 18:02:24 | INFO : Epoch #25 finished. Train Loss: 0.0728, Val Loss: 0.0731 with lr: 0.00100
2021-12-02 18:17:36 | INFO : Epoch #26 finished. Train Loss: 0.0727, Val Loss: 0.0772 with lr: 0.00100
2021-12-02 18:32:48 | INFO : Epoch #27 finished. Train Loss: 0.0692, Val Loss: 0.0714 with lr: 0.00050
2021-12-02 18:32:48 | INFO : .... model of epoch #27 saved.
2021-12-02 18:48:00 | INFO : Epoch #28 finished. Train Loss: 0.0688, Val Loss: 0.0707 with lr: 0.00050
2021-12-02 18:48:00 | INFO : .... model of epoch #28 saved.
2021-12-02 19:03:12 | INFO : Epoch #29 finished. Train Loss: 0.0685, Val Loss: 0.0710 with lr: 0.00050
2021-12-02 19:18:23 | INFO : Epoch #30 finished. Train Loss: 0.0682, Val Loss: 0.0708 with lr: 0.00050
2021-12-02 19:33:35 | INFO : Epoch #31 finished. Train Loss: 0.0680, Val Loss: 0.0702 with lr: 0.00050
2021-12-02 19:33:35 | INFO : .... model of epoch #31 saved.
2021-12-02 19:48:47 | INFO : Epoch #32 finished. Train Loss: 0.0679, Val Loss: 0.0710 with lr: 0.00050
2021-12-02 20:03:58 | INFO : Epoch #33 finished. Train Loss: 0.0678, Val Loss: 0.0719 with lr: 0.00050
2021-12-02 20:19:10 | INFO : Epoch #34 finished. Train Loss: 0.0678, Val Loss: 0.0744 with lr: 0.00050
2021-12-02 20:34:22 | INFO : Epoch #35 finished. Train Loss: 0.0675, Val Loss: 0.0729 with lr: 0.00050
2021-12-02 20:49:33 | INFO : Epoch #36 finished. Train Loss: 0.0673, Val Loss: 0.0713 with lr: 0.00050
2021-12-02 21:04:45 | INFO : Epoch #37 finished. Train Loss: 0.0673, Val Loss: 0.0707 with lr: 0.00050
2021-12-02 21:19:57 | INFO : Epoch #38 finished. Train Loss: 0.0650, Val Loss: 0.0698 with lr: 0.00025
2021-12-02 21:19:57 | INFO : .... model of epoch #38 saved.
2021-12-02 21:35:09 | INFO : Epoch #39 finished. Train Loss: 0.0647, Val Loss: 0.0708 with lr: 0.00025
2021-12-02 21:50:20 | INFO : Epoch #40 finished. Train Loss: 0.0643, Val Loss: 0.0699 with lr: 0.00025
2021-12-02 22:05:32 | INFO : Epoch #41 finished. Train Loss: 0.0641, Val Loss: 0.0702 with lr: 0.00025
2021-12-02 22:20:44 | INFO : Epoch #42 finished. Train Loss: 0.0639, Val Loss: 0.0698 with lr: 0.00025
2021-12-02 22:35:55 | INFO : Epoch #43 finished. Train Loss: 0.0638, Val Loss: 0.0704 with lr: 0.00025
2021-12-02 22:51:07 | INFO : Epoch #44 finished. Train Loss: 0.0637, Val Loss: 0.0698 with lr: 0.00025
2021-12-02 23:06:19 | INFO : Epoch #45 finished. Train Loss: 0.0624, Val Loss: 0.0698 with lr: 0.00013
2021-12-02 23:06:19 | INFO : .... model of epoch #45 saved.
2021-12-02 23:21:31 | INFO : Epoch #46 finished. Train Loss: 0.0619, Val Loss: 0.0696 with lr: 0.00013
2021-12-02 23:21:31 | INFO : .... model of epoch #46 saved.
2021-12-02 23:36:43 | INFO : Epoch #47 finished. Train Loss: 0.0617, Val Loss: 0.0708 with lr: 0.00013
2021-12-02 23:51:55 | INFO : Epoch #48 finished. Train Loss: 0.0616, Val Loss: 0.0697 with lr: 0.00013
2021-12-03 00:07:06 | INFO : Epoch #49 finished. Train Loss: 0.0616, Val Loss: 0.0708 with lr: 0.00013
2021-12-03 00:22:18 | INFO : Epoch #50 finished. Train Loss: 0.0616, Val Loss: 0.0704 with lr: 0.00013
2021-12-03 00:37:30 | INFO : Epoch #51 finished. Train Loss: 0.0614, Val Loss: 0.0699 with lr: 0.00013
2021-12-03 00:52:42 | INFO : Epoch #52 finished. Train Loss: 0.0612, Val Loss: 0.0704 with lr: 0.00013
2021-12-03 01:07:54 | INFO : Epoch #53 finished. Train Loss: 0.0604, Val Loss: 0.0705 with lr: 0.00006
2021-12-03 01:23:06 | INFO : Epoch #54 finished. Train Loss: 0.0602, Val Loss: 0.0702 with lr: 0.00006
2021-12-03 01:38:17 | INFO : Epoch #55 finished. Train Loss: 0.0601, Val Loss: 0.0705 with lr: 0.00006
2021-12-03 01:53:29 | INFO : Epoch #56 finished. Train Loss: 0.0601, Val Loss: 0.0704 with lr: 0.00006
2021-12-03 02:08:41 | INFO : Epoch #57 finished. Train Loss: 0.0599, Val Loss: 0.0717 with lr: 0.00006
2021-12-03 02:23:53 | INFO : Epoch #58 finished. Train Loss: 0.0599, Val Loss: 0.0710 with lr: 0.00006
2021-12-03 02:23:53 | INFO : ### trained model saved in /tsi/clusterhome/cweiss/models/exp126d_traintest_musicnet_aligned_pitch_cnn_extremelywide_test10files_augall_AdamW.pt
2021-12-03 02:23:53 | INFO :
###################### START TESTING ######################
2021-12-03 11:07:05 | INFO : ### trained model loaded from /tsi/clusterhome/cweiss/models/exp126d_traintest_musicnet_aligned_pitch_cnn_extremelywide_test10files_augall_AdamW.pt
2021-12-03 11:07:36 | INFO : file 2106_Haydn_OP64NO5_QuartetNo.npy tested. Cosine sim: 0.731365342699494
2021-12-03 11:07:55 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7476137385993658
2021-12-03 11:08:11 | INFO : file 2416_Beethoven_OP71_Sextetin.npy tested. Cosine sim: 0.6734012227523909
2021-12-03 11:08:22 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7947494708560392
2021-12-03 11:08:44 | INFO : file 1759_Schubert_D958_PianoSonata.npy tested. Cosine sim: 0.7407959758620999
2021-12-03 11:08:56 | INFO : file 2191_Bach_BWV1006_ViolinPartita.npy tested. Cosine sim: 0.8094502989368845
2021-12-03 11:09:52 | INFO : file 2629_Beethoven_OP96_ViolinSonata.npy tested. Cosine sim: 0.778180690802081
2021-12-03 11:10:06 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.5924897878312386
2021-12-03 11:10:22 | INFO : file 2556_Beethoven_OP109_PianoSonata.npy tested. Cosine sim: 0.79572188078849
2021-12-03 11:10:39 | INFO : file 2298_Bach_BWV1010_CelloSuite.npy tested. Cosine sim: 0.7284678064105099
2021-12-03 11:10:39 | INFO : ### Testing done. ################################################
2021-12-03 11:10:39 | INFO : # Results for large test set (10 files) #########################
2021-12-03 11:10:39 | INFO : Mean precision: 0.7039154400735652
2021-12-03 11:10:39 | INFO : Mean recall: 0.7165696370377835
2021-12-03 11:10:39 | INFO : Mean f_measure: 0.7067022818725044
2021-12-03 11:10:39 | INFO : Mean cosine_sim: 0.7392236215538593
2021-12-03 11:10:39 | INFO : Mean binary_crossentropy: 0.0703738523479646
2021-12-03 11:10:39 | INFO : Mean euclidean_distance: 0.8874411053770883
2021-12-03 11:10:39 | INFO : Mean binary_accuracy: 0.9806573345357409
2021-12-03 11:10:39 | INFO : Mean soft_accuracy: 0.9714812571154111
2021-12-03 11:10:39 | INFO : Mean accum_energy: 0.5217508944347242
2021-12-03 11:10:39 | INFO : Mean roc_auc_measure: 0.984561024024672
2021-12-03 11:10:39 | INFO : Mean average_precision_score: 0.7498313422921599
2021-12-03 11:10:39 | INFO : Mean Precision: 0.7039154400735652
2021-12-03 11:10:39 | INFO : Mean Recall: 0.7165696370377835
2021-12-03 11:10:39 | INFO : Mean Accuracy: 0.5504184710174986
2021-12-03 11:10:39 | INFO : Mean Substitution Error: 0.11774989769202819
2021-12-03 11:10:39 | INFO : Mean Miss Error: 0.1656804652701882
2021-12-03 11:10:39 | INFO : Mean False Alarm Error: 0.19318960948982614
2021-12-03 11:10:39 | INFO : Mean Total Error: 0.4766199724520425
2021-12-03 11:10:39 | INFO : Mean Chroma Precision: 0.726454925397278
2021-12-03 11:10:39 | INFO : Mean Chroma Recall: 0.7386724875531574
2021-12-03 11:10:39 | INFO : Mean Chroma Accuracy: 0.5770466304466302
2021-12-03 11:10:39 | INFO : Mean Chroma Substitution Error: 0.09564704717665441
2021-12-03 11:10:39 | INFO : Mean Chroma Miss Error: 0.1656804652701882
2021-12-03 11:10:39 | INFO : Mean Chroma False Alarm Error: 0.19318960948982614
2021-12-03 11:10:39 | INFO : Mean Chroma Total Error: 0.4545171219366688
2021-12-03 11:10:39 | INFO :
2021-12-03 11:10:39 | INFO : Framewise precision: 0.7253711527918991
2021-12-03 11:10:39 | INFO : Framewise recall: 0.7078003520877659
2021-12-03 11:10:39 | INFO : Framewise f_measure: 0.7127056542721182
2021-12-03 11:10:39 | INFO : Framewise cosine_sim: 0.7461561086126456
2021-12-03 11:10:39 | INFO : Framewise binary_crossentropy: 0.0818344639235415
2021-12-03 11:10:39 | INFO : Framewise euclidean_distance: 0.9670489549467649
2021-12-03 11:10:39 | INFO : Framewise binary_accuracy: 0.9781718012560857
2021-12-03 11:10:39 | INFO : Framewise soft_accuracy: 0.9677102763122697
2021-12-03 11:10:39 | INFO : Framewise accum_energy: 0.5230467619400269
2021-12-03 11:10:39 | INFO : Framewise roc_auc_measure: 0.9827087553582893
2021-12-03 11:10:39 | INFO : Framewise average_precision_score: 0.761151902763772
2021-12-03 11:10:39 | INFO : Framewise Precision: 0.7253711527918991
2021-12-03 11:10:39 | INFO : Framewise Recall: 0.7078003520877659
2021-12-03 11:10:39 | INFO : Framewise Accuracy: 0.5563624544218922
2021-12-03 11:10:39 | INFO : Framewise Substitution Error: 0.11564711009704136
2021-12-03 11:10:39 | INFO : Framewise Miss Error: 0.17655253781519306
2021-12-03 11:10:39 | INFO : Framewise False Alarm Error: 0.1637249704832904
2021-12-03 11:10:39 | INFO : Framewise Total Error: 0.45592461839552473
2021-12-03 11:10:39 | INFO : Framewise Chroma Precision: 0.7507202865754378
2021-12-03 11:10:39 | INFO : Framewise Chroma Recall: 0.7316928412307129
2021-12-03 11:10:39 | INFO : Framewise Chroma Accuracy: 0.5863811825191754
2021-12-03 11:10:39 | INFO : Framewise Chroma Substitution Error: 0.09175462095409434
2021-12-03 11:10:39 | INFO : Framewise Chroma Miss Error: 0.17655253781519306
2021-12-03 11:10:39 | INFO : Framewise Chroma False Alarm Error: 0.1637249704832904
2021-12-03 11:10:39 | INFO : Framewise Chroma Total Error: 0.4320321292525778
2021-12-03 11:10:51 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7581423868222527
2021-12-03 11:11:01 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7993144477795241
2021-12-03 11:11:10 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.5998931021503986
2021-12-03 11:11:10 | INFO : ### Testing done. ################################################
2021-12-03 11:11:10 | INFO : # Results for small test set (3 files), first 90s ##############
2021-12-03 11:11:10 | INFO : Mean precision: 0.6861191655207102
2021-12-03 11:11:10 | INFO : Mean recall: 0.6780916620469872
2021-12-03 11:11:10 | INFO : Mean f_measure: 0.6814637845430495
2021-12-03 11:11:10 | INFO : Mean cosine_sim: 0.7191166455840584
2021-12-03 11:11:10 | INFO : Mean binary_crossentropy: 0.07493886700572387
2021-12-03 11:11:10 | INFO : Mean euclidean_distance: 0.9411774485553633
2021-12-03 11:11:10 | INFO : Mean binary_accuracy: 0.9787662981859411
2021-12-03 11:11:10 | INFO : Mean soft_accuracy: 0.969518028121561
2021-12-03 11:11:10 | INFO : Mean accum_energy: 0.5152298559763003
2021-12-03 11:11:10 | INFO : Mean roc_auc_measure: 0.9831099999483662
2021-12-03 11:11:10 | INFO : Mean average_precision_score: 0.7265574697450613
2021-12-03 11:11:10 | INFO : Mean Precision: 0.6861191655207102
2021-12-03 11:11:10 | INFO : Mean Recall: 0.6780916620469872
2021-12-03 11:11:10 | INFO : Mean Accuracy: 0.5240141458059325
2021-12-03 11:11:10 | INFO : Mean Substitution Error: 0.11230257745947769
2021-12-03 11:11:10 | INFO : Mean Miss Error: 0.20960576049353508
2021-12-03 11:11:10 | INFO : Mean False Alarm Error: 0.199941735312404
2021-12-03 11:11:10 | INFO : Mean Total Error: 0.5218500732654168
2021-12-03 11:11:10 | INFO : Mean Chroma Precision: 0.7136283391479691
2021-12-03 11:11:10 | INFO : Mean Chroma Recall: 0.704958659119428
2021-12-03 11:11:10 | INFO : Mean Chroma Accuracy: 0.5547743017256432
2021-12-03 11:11:10 | INFO : Mean Chroma Substitution Error: 0.08543558038703691
2021-12-03 11:11:10 | INFO : Mean Chroma Miss Error: 0.20960576049353508
2021-12-03 11:11:10 | INFO : Mean Chroma False Alarm Error: 0.199941735312404
2021-12-03 11:11:10 | INFO : Mean Chroma Total Error: 0.49498307619297605
2021-12-03 11:11:10 | INFO :
2021-12-03 11:11:10 | INFO : Framewise precision: 0.6861191655207102
2021-12-03 11:11:10 | INFO : Framewise recall: 0.6780916620469872
2021-12-03 11:11:10 | INFO : Framewise f_measure: 0.6814637845430492
2021-12-03 11:11:10 | INFO : Framewise cosine_sim: 0.7191166455840584
2021-12-03 11:11:10 | INFO : Framewise binary_crossentropy: 0.07493886700572386
2021-12-03 11:11:10 | INFO : Framewise euclidean_distance: 0.9411774485553634
2021-12-03 11:11:10 | INFO : Framewise binary_accuracy: 0.978766298185941
2021-12-03 11:11:10 | INFO : Framewise soft_accuracy: 0.969518028121561
2021-12-03 11:11:10 | INFO : Framewise accum_energy: 0.5152298559763003
2021-12-03 11:11:10 | INFO : Framewise roc_auc_measure: 0.9831099999483663
2021-12-03 11:11:10 | INFO : Framewise average_precision_score: 0.7265574697450614
2021-12-03 11:11:10 | INFO : Framewise Precision: 0.6861191655207102
2021-12-03 11:11:10 | INFO : Framewise Recall: 0.6780916620469872
2021-12-03 11:11:10 | INFO : Framewise Accuracy: 0.5240141458059324
2021-12-03 11:11:10 | INFO : Framewise Substitution Error: 0.11230257745947768
2021-12-03 11:11:10 | INFO : Framewise Miss Error: 0.20960576049353505
2021-12-03 11:11:10 | INFO : Framewise False Alarm Error: 0.19994173531240403
2021-12-03 11:11:10 | INFO : Framewise Total Error: 0.5218500732654168
2021-12-03 11:11:10 | INFO : Framewise Chroma Precision: 0.713628339147969
2021-12-03 11:11:10 | INFO : Framewise Chroma Recall: 0.7049586591194282
2021-12-03 11:11:10 | INFO : Framewise Chroma Accuracy: 0.5547743017256432
2021-12-03 11:11:10 | INFO : Framewise Chroma Substitution Error: 0.08543558038703691
2021-12-03 11:11:10 | INFO : Framewise Chroma Miss Error: 0.20960576049353505
2021-12-03 11:11:10 | INFO : Framewise Chroma False Alarm Error: 0.19994173531240403
2021-12-03 11:11:10 | INFO : Framewise Chroma Total Error: 0.494983076192976
2021-12-03 11:11:29 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7476137385993658
2021-12-03 11:11:39 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7947494708560392
2021-12-03 11:11:51 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.5924897878312386
2021-12-03 11:11:51 | INFO : ### Testing done. ################################################
2021-12-03 11:11:51 | INFO : # Results for small test set (3 files), full ###################
2021-12-03 11:11:51 | INFO : Mean precision: 0.6800470648219076
2021-12-03 11:11:51 | INFO : Mean recall: 0.6617958748208856
2021-12-03 11:11:51 | INFO : Mean f_measure: 0.6702943591484227
2021-12-03 11:11:51 | INFO : Mean cosine_sim: 0.7116176657622145
2021-12-03 11:11:51 | INFO : Mean binary_crossentropy: 0.07719804022278064
2021-12-03 11:11:51 | INFO : Mean euclidean_distance: 0.9409428197037636
2021-12-03 11:11:51 | INFO : Mean binary_accuracy: 0.9782312682203577
2021-12-03 11:11:51 | INFO : Mean soft_accuracy: 0.9690628353453229
2021-12-03 11:11:51 | INFO : Mean accum_energy: 0.4922900437813056
2021-12-03 11:11:51 | INFO : Mean roc_auc_measure: 0.9812332280019858
2021-12-03 11:11:51 | INFO : Mean average_precision_score: 0.7126927400318563
2021-12-03 11:11:51 | INFO : Mean Precision: 0.6800470648219076
2021-12-03 11:11:51 | INFO : Mean Recall: 0.6617958748208856
2021-12-03 11:11:51 | INFO : Mean Accuracy: 0.5114617025994584
2021-12-03 11:11:51 | INFO : Mean Substitution Error: 0.12355411810602225
2021-12-03 11:11:51 | INFO : Mean Miss Error: 0.2146500070730921
2021-12-03 11:11:51 | INFO : Mean False Alarm Error: 0.18833883386574599
2021-12-03 11:11:51 | INFO : Mean Total Error: 0.5265429590448603
2021-12-03 11:11:51 | INFO : Mean Chroma Precision: 0.7103561796700529
2021-12-03 11:11:51 | INFO : Mean Chroma Recall: 0.6910371094402775
2021-12-03 11:11:51 | INFO : Mean Chroma Accuracy: 0.5451958468705236
2021-12-03 11:11:51 | INFO : Mean Chroma Substitution Error: 0.09431288348663036
2021-12-03 11:11:51 | INFO : Mean Chroma Miss Error: 0.2146500070730921
2021-12-03 11:11:51 | INFO : Mean Chroma False Alarm Error: 0.18833883386574599
2021-12-03 11:11:51 | INFO : Mean Chroma Total Error: 0.49730172442546844
2021-12-03 11:11:51 | INFO :
2021-12-03 11:11:51 | INFO : Framewise precision: 0.6799864121096186
2021-12-03 11:11:51 | INFO : Framewise recall: 0.672094573269937
2021-12-03 11:11:51 | INFO : Framewise f_measure: 0.6755120244117568
2021-12-03 11:11:51 | INFO : Framewise cosine_sim: 0.7117088985941472
2021-12-03 11:11:51 | INFO : Framewise binary_crossentropy: 0.07866135871845543
2021-12-03 11:11:51 | INFO : Framewise euclidean_distance: 0.9564007056355199
2021-12-03 11:11:51 | INFO : Framewise binary_accuracy: 0.9776466737120565
2021-12-03 11:11:51 | INFO : Framewise soft_accuracy: 0.9680191689397896
2021-12-03 11:11:51 | INFO : Framewise accum_energy: 0.49246656256950494
2021-12-03 11:11:51 | INFO : Framewise roc_auc_measure: 0.9816686230431424
2021-12-03 11:11:51 | INFO : Framewise average_precision_score: 0.7183148511510876
2021-12-03 11:11:51 | INFO : Framewise Precision: 0.6799864121096186
2021-12-03 11:11:51 | INFO : Framewise Recall: 0.672094573269937
2021-12-03 11:11:51 | INFO : Framewise Accuracy: 0.5169860285040804
2021-12-03 11:11:51 | INFO : Framewise Substitution Error: 0.12242188047351474
2021-12-03 11:11:51 | INFO : Framewise Miss Error: 0.20548354625654833
2021-12-03 11:11:51 | INFO : Framewise False Alarm Error: 0.19324199506863257
2021-12-03 11:11:51 | INFO : Framewise Total Error: 0.5211474217986957
2021-12-03 11:11:51 | INFO : Framewise Chroma Precision: 0.7087117200668402
2021-12-03 11:11:51 | INFO : Framewise Chroma Recall: 0.7001305192226568
2021-12-03 11:11:51 | INFO : Framewise Chroma Accuracy: 0.5492692642498761
2021-12-03 11:11:51 | INFO : Framewise Chroma Substitution Error: 0.09438593452079497
2021-12-03 11:11:51 | INFO : Framewise Chroma Miss Error: 0.20548354625654833
2021-12-03 11:11:51 | INFO : Framewise Chroma False Alarm Error: 0.19324199506863257
2021-12-03 11:11:51 | INFO : Framewise Chroma Total Error: 0.49311147584597576