2021-12-02 11:18:39 | INFO : Logging experiment exp127c_traintest_musicnet_aligned_pitch_cnn_deepverywide_test10files_augall_AdamW
2021-12-02 11:18:39 | INFO : Experiment config: do training = True
2021-12-02 11:18:39 | INFO : Experiment config: do validation = True
2021-12-02 11:18:39 | INFO : Experiment config: do testing = True
2021-12-02 11:18:39 | 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 11:18:39 | INFO : Validation set parameters: {'context': 75, 'stride': 50, 'compression': 10}
2021-12-02 11:18:39 | INFO : Test set parameters: {'context': 75, 'stride': 1, 'compression': 10}
2021-12-02 11:18:39 | INFO : Training parameters: {'batch_size': 25, 'shuffle': True, 'num_workers': 16}
2021-12-02 11:18:39 | INFO : Trained model saved in /tsi/clusterhome/cweiss/models/exp127c_traintest_musicnet_aligned_pitch_cnn_deepverywide_test10files_augall_AdamW.pt
2021-12-02 11:18:39 | INFO : --- Training config: -----------------------------------------
2021-12-02 11:18:39 | INFO : Maximum number of epochs: 100
2021-12-02 11:18:39 | INFO : Criterion (Loss): BCELoss
2021-12-02 11:18:39 | INFO : Optimizer parameters: {'name': 'AdamW', 'initial_lr': 0.0002, 'betas': (0.9, 0.999), 'eps': 1e-08, 'weight_decay': 0.01, 'amsgrad': False}
2021-12-02 11:18:39 | 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 11:18:39 | INFO : Early stopping parameters: {'use_early_stopping': True, 'mode': 'min', 'min_delta': 1e-05, 'patience': 12, 'percentage': False}
2021-12-02 11:18:39 | INFO : Test parameters: {'batch_size': 50, 'shuffle': False, 'num_workers': 8}
2021-12-02 11:18:39 | INFO : Save filewise results = True, in folder /tsi/clusterhome/cweiss/code/deep_pitch_estimation/experiments/results_filewise/exp127c_traintest_musicnet_aligned_pitch_cnn_deepverywide_test10files_augall_AdamW.csv
2021-12-02 11:18:39 | INFO : Save model predictions = True, in folder /tsi/clusterhome/cweiss/predictions/exp127c_traintest_musicnet_aligned_pitch_cnn_deepverywide_test10files_augall_AdamW
2021-12-02 11:18:39 | INFO : CUDA use_cuda: True
2021-12-02 11:18:39 | INFO : CUDA device: cuda:0
2021-12-02 11:18:46 | INFO : --- Model config: --------------------------------------------
2021-12-02 11:18:46 | INFO : Model: deep_cnn_segm_sigmoid
2021-12-02 11:18:46 | INFO : Model parameters: {'n_chan_input': 6, 'n_chan_layers': [70, 70, 50, 10], 'n_prefilt_layers': 5, 'residual': False, 'n_bins_in': 216, 'n_bins_out': 72, 'a_lrelu': 0.3, 'p_dropout': 0.2}
2021-12-02 11:18:47 | INFO :
==========================================================================================
Layer (type:depth-idx) Output Shape Param #
==========================================================================================
├─LayerNorm: 1-1 [1, 174, 6, 216] 2,592
├─Sequential: 1-2 [1, 70, 174, 216] --
| └─Conv2d: 2-1 [1, 70, 174, 216] 94,570
| └─LeakyReLU: 2-2 [1, 70, 174, 216] --
| └─MaxPool2d: 2-3 [1, 70, 174, 216] --
| └─Dropout: 2-4 [1, 70, 174, 216] --
├─ModuleList: 1 [] --
| └─Sequential: 2-5 [1, 70, 174, 216] --
| | └─Conv2d: 3-1 [1, 70, 174, 216] 1,102,570
| | └─LeakyReLU: 3-2 [1, 70, 174, 216] --
| | └─MaxPool2d: 3-3 [1, 70, 174, 216] --
| | └─Dropout: 3-4 [1, 70, 174, 216] --
| └─Sequential: 2-6 [1, 70, 174, 216] --
| | └─Conv2d: 3-5 [1, 70, 174, 216] 1,102,570
| | └─LeakyReLU: 3-6 [1, 70, 174, 216] --
| | └─MaxPool2d: 3-7 [1, 70, 174, 216] --
| | └─Dropout: 3-8 [1, 70, 174, 216] --
| └─Sequential: 2-7 [1, 70, 174, 216] --
| | └─Conv2d: 3-9 [1, 70, 174, 216] 1,102,570
| | └─LeakyReLU: 3-10 [1, 70, 174, 216] --
| | └─MaxPool2d: 3-11 [1, 70, 174, 216] --
| | └─Dropout: 3-12 [1, 70, 174, 216] --
| └─Sequential: 2-8 [1, 70, 174, 216] --
| | └─Conv2d: 3-13 [1, 70, 174, 216] 1,102,570
| | └─LeakyReLU: 3-14 [1, 70, 174, 216] --
| | └─MaxPool2d: 3-15 [1, 70, 174, 216] --
| | └─Dropout: 3-16 [1, 70, 174, 216] --
├─Sequential: 1-3 [1, 70, 174, 72] --
| └─Conv2d: 2-9 [1, 70, 174, 72] 44,170
| └─LeakyReLU: 2-10 [1, 70, 174, 72] --
| └─MaxPool2d: 2-11 [1, 70, 174, 72] --
| └─Dropout: 2-12 [1, 70, 174, 72] --
├─Sequential: 1-4 [1, 50, 100, 72] --
| └─Conv2d: 2-13 [1, 50, 100, 72] 262,550
| └─LeakyReLU: 2-14 [1, 50, 100, 72] --
| └─Dropout: 2-15 [1, 50, 100, 72] --
├─Sequential: 1-5 [1, 1, 100, 72] --
| └─Conv2d: 2-16 [1, 10, 100, 72] 510
| └─LeakyReLU: 2-17 [1, 10, 100, 72] --
| └─Dropout: 2-18 [1, 10, 100, 72] --
| └─Conv2d: 2-19 [1, 1, 100, 72] 11
| └─Sigmoid: 2-20 [1, 1, 100, 72] --
==========================================================================================
Total params: 4,814,683
Trainable params: 4,814,683
Non-trainable params: 0
Total mult-adds (G): 171.75
==========================================================================================
Input size (MB): 0.90
Forward/backward pass size (MB): 117.57
Params size (MB): 19.26
Estimated Total Size (MB): 137.73
==========================================================================================
2021-12-02 11:18:50 | INFO : - file 2530_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-02 11:18:52 | INFO : - file 1822_Mozart_K421_StringQuartet.npy added to training set.
2021-12-02 11:18:53 | INFO : - file 1752_Schubert_D845_PianoSonata.npy added to training set.
2021-12-02 11:18:54 | INFO : - file 2297_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-02 11:18:55 | INFO : - file 2240_Bach_BWV862_WTKI.npy added to training set.
2021-12-02 11:18:56 | INFO : - file 2463_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-12-02 11:18:57 | INFO : - file 2550_Beethoven_OP78_PianoSonata.npy added to training set.
2021-12-02 11:18:59 | INFO : - file 2566_Beethoven_OP22_PianoSonata.npy added to training set.
2021-12-02 11:19:01 | INFO : - file 2492_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-02 11:19:02 | INFO : - file 2359_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-02 11:19:04 | INFO : - file 2138_Brahms_OP51NO1_StringQuartet.npy added to training set.
2021-12-02 11:19:06 | INFO : - file 1811_Mozart_K581_ClarinetQuintet.npy added to validation set.
2021-12-02 11:19:08 | INFO : - file 2127_Brahms_OP11_SerenadeNo.npy added to training set.
2021-12-02 11:19:12 | INFO : - file 2531_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-02 11:19:14 | INFO : - file 2116_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-02 11:19:15 | INFO : - file 2284_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-02 11:19:16 | INFO : - file 2379_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-12-02 11:19:17 | INFO : - file 2237_Bach_BWV868_WTKI.npy added to training set.
2021-12-02 11:19:19 | INFO : - file 2313_Beethoven_OP132_StringQuartet.npy added to training set.
2021-12-02 11:19:20 | INFO : - file 1755_Schubert_D784_PianoSonata.npy added to validation set.
2021-12-02 11:19:21 | INFO : - file 2405_Beethoven_OP110_PianoSonata.npy added to training set.
2021-12-02 11:19:21 | INFO : - file 2307_Bach_BWV863_WTKI.npy added to training set.
2021-12-02 11:19:26 | INFO : - file 2533_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-02 11:19:26 | INFO : - file 2200_Bach_BWV861_WTKI.npy added to training set.
2021-12-02 11:19:28 | INFO : - file 2567_Beethoven_OP90_PianoSonata.npy added to training set.
2021-12-02 11:19:30 | INFO : - file 2481_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-12-02 11:19:31 | INFO : - file 2334_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-12-02 11:19:32 | INFO : - file 2208_Bach_BWV855_WTKI.npy added to training set.
2021-12-02 11:19:34 | INFO : - file 1766_Schubert_OP142_4Impromptus.npy added to validation set.
2021-12-02 11:19:36 | INFO : - file 2169_Faure_OP45_PianoQuartet.npy added to training set.
2021-12-02 11:19:39 | INFO : - file 2148_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-02 11:19:41 | INFO : - file 2501_Beethoven_OP12NO3_ViolinSonata.npy added to training set.
2021-12-02 11:19:43 | INFO : - file 2614_Beethoven_OP10NO3_PianoSonata.npy added to training set.
2021-12-02 11:19:47 | INFO : - file 2557_Beethoven_OP109_PianoSonata.npy added to training set.
2021-12-02 11:19:48 | INFO : - file 2373_Beethoven_OP49NO1_PianoSonata.npy added to training set.
2021-12-02 11:19:50 | INFO : - file 1733_Schubert_D959_PianoSonata.npy added to validation set.
2021-12-02 11:19:51 | INFO : - file 2079_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-12-02 11:19:52 | INFO : - file 1835_Mozart_K590_StringQuartet.npy added to training set.
2021-12-02 11:19:54 | INFO : - file 1873_Mozart_K502_PianoTrio.npy added to training set.
2021-12-02 11:19:55 | INFO : - file 2424_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-12-02 11:19:56 | INFO : - file 2209_Bach_BWV849_WTKI.npy added to training set.
2021-12-02 11:19:57 | INFO : - file 2410_Beethoven_OP27NO1_PianoSonata.npy added to training set.
2021-12-02 11:19:58 | INFO : - file 2296_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-02 11:19:59 | INFO : - file 1817_Mozart_K375_Serenadein.npy added to training set.
2021-12-02 11:20:00 | INFO : - file 2472_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-02 11:20:02 | INFO : - file 2383_Beethoven_OP130_StringQuartet.npy added to training set.
2021-12-02 11:20:04 | INFO : - file 2462_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-12-02 11:20:05 | INFO : - file 2575_Beethoven_OP13_PianoSonata.npy added to training set.
2021-12-02 11:20:06 | INFO : - file 2320_Beethoven_OP38_Trioin.npy added to training set.
2021-12-02 11:20:06 | INFO : - file 2207_Bach_BWV855_WTKI.npy added to training set.
2021-12-02 11:20:08 | INFO : - file 2476_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-02 11:20:09 | INFO : - file 2371_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-12-02 11:20:11 | INFO : - file 2147_Brahms_OP36_StringSextet.npy added to training set.
2021-12-02 11:20:12 | INFO : - file 2215_Bach_BWV846_WTKI.npy added to training set.
2021-12-02 11:20:15 | INFO : - file 1777_Schubert_D850_PianoSonata.npy added to training set.
2021-12-02 11:20:16 | INFO : - file 2502_Beethoven_OP12NO3_ViolinSonata.npy added to training set.
2021-12-02 11:20:17 | INFO : - file 1922_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-02 11:20:19 | INFO : - file 1893_Mozart_K564_PianoTrio.npy added to training set.
2021-12-02 11:20:20 | INFO : - file 2186_Bach_BWV1006_ViolinPartita.npy added to training set.
2021-12-02 11:20:22 | INFO : - file 2160_Brahms_OP40_HornTrio.npy added to training set.
2021-12-02 11:20:24 | INFO : - file 2509_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-02 11:20:26 | INFO : - file 2505_Beethoven_OP103_Octetin.npy added to training set.
2021-12-02 11:20:26 | INFO : - file 2506_Beethoven_OP103_Octetin.npy added to training set.
2021-12-02 11:20:27 | INFO : - file 2628_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-12-02 11:20:28 | INFO : - file 2218_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-02 11:20:29 | INFO : - file 2529_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-12-02 11:20:30 | INFO : - file 2374_Beethoven_OP49NO1_PianoSonata.npy added to training set.
2021-12-02 11:20:32 | INFO : - file 2392_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-02 11:20:32 | INFO : - file 2231_Bach_BWV866_WTKI.npy added to training set.
2021-12-02 11:20:35 | INFO : - file 1813_Mozart_K581_ClarinetQuintet.npy added to training set.
2021-12-02 11:20:35 | INFO : - file 2196_Bach_BWV848_WTKI.npy added to training set.
2021-12-02 11:20:37 | INFO : - file 2158_Brahms_OP40_HornTrio.npy added to validation set.
2021-12-02 11:20:39 | INFO : - file 1872_Mozart_K502_PianoTrio.npy added to training set.
2021-12-02 11:20:42 | INFO : - file 2621_Beethoven_OP59NO1_StringQuartet.npy added to training set.
2021-12-02 11:20:45 | INFO : - file 2150_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-02 11:20:45 | INFO : - file 2217_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-02 11:20:46 | INFO : - file 2243_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-02 11:20:48 | INFO : - file 2433_Beethoven_OP135_StringQuartet.npy added to training set.
2021-12-02 11:20:49 | INFO : - file 2211_Bach_BWV857_WTKI.npy added to training set.
2021-12-02 11:20:51 | INFO : - file 1764_Schubert_OP142_4Impromptus.npy added to training set.
2021-12-02 11:20:53 | INFO : - file 2348_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-02 11:20:54 | INFO : - file 1932_Dvorak_OP96_StringQuartet.npy added to validation set.
2021-12-02 11:20:54 | INFO : - file 2232_Bach_BWV866_WTKI.npy added to training set.
2021-12-02 11:20:55 | INFO : - file 2203_Bach_BWV1013_Partitain.npy added to training set.
2021-12-02 11:20:58 | INFO : - file 2157_Brahms_OP18_StringSextet.npy added to validation set.
2021-12-02 11:21:00 | INFO : - file 2486_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-02 11:21:01 | INFO : - file 2393_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-02 11:21:02 | INFO : - file 2210_Bach_BWV849_WTKI.npy added to training set.
2021-12-02 11:21:03 | INFO : - file 2659_Bach_BWV1002_ViolinPartita.npy added to training set.
2021-12-02 11:21:04 | INFO : - file 1729_Schubert_OP114_PianoQuintet.npy added to validation set.
2021-12-02 11:21:06 | INFO : - file 2678_Beethoven_OP14NO2_PianoSonata.npy added to training set.
2021-12-02 11:21:07 | INFO : - file 2221_Bach_BWV1009_CelloSuite.npy added to validation set.
2021-12-02 11:21:08 | INFO : - file 2411_Beethoven_OP27NO1_PianoSonata.npy added to training set.
2021-12-02 11:21:09 | INFO : - file 2343_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-02 11:21:11 | INFO : - file 1818_Mozart_K375_Serenadein.npy added to training set.
2021-12-02 11:21:13 | INFO : - file 1919_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-02 11:21:14 | INFO : - file 2415_Beethoven_OP71_Sextetin.npy added to training set.
2021-12-02 11:21:14 | INFO : - file 2305_Bach_BWV859_WTKI.npy added to training set.
2021-12-02 11:21:16 | INFO : - file 2510_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-02 11:21:18 | INFO : - file 2608_Beethoven_OP31NO1_PianoSonata.npy added to training set.
2021-12-02 11:21:20 | INFO : - file 2532_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-02 11:21:23 | INFO : - file 2542_Beethoven_OP101_PianoSonata.npy added to training set.
2021-12-02 11:21:24 | INFO : - file 2118_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-02 11:21:25 | INFO : - file 1756_Schubert_D784_PianoSonata.npy added to validation set.
2021-12-02 11:21:28 | INFO : - file 1793_Mozart_K465_StringQuartet.npy added to training set.
2021-12-02 11:21:30 | INFO : - file 1758_Schubert_D958_PianoSonata.npy added to training set.
2021-12-02 11:21:31 | INFO : - file 2404_Beethoven_OP110_PianoSonata.npy added to training set.
2021-12-02 11:21:33 | INFO : - file 2491_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-02 11:21:34 | INFO : - file 2282_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-02 11:21:35 | INFO : - file 2304_Bach_BWV859_WTKI.npy added to training set.
2021-12-02 11:21:37 | INFO : - file 2149_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-02 11:21:39 | INFO : - file 2330_Beethoven_OP12NO1_ViolinSonata.npy added to training set.
2021-12-02 11:21:42 | INFO : - file 1916_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-02 11:21:43 | INFO : - file 2212_Bach_BWV857_WTKI.npy added to training set.
2021-12-02 11:21:44 | INFO : - file 2480_Beethoven_OP18NO5_StringQuartet.npy added to validation set.
2021-12-02 11:21:45 | INFO : - file 2214_Bach_BWV847_WTKI.npy added to training set.
2021-12-02 11:21:45 | INFO : - file 2195_Bach_BWV848_WTKI.npy added to training set.
2021-12-02 11:21:46 | INFO : - file 2477_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-02 11:21:47 | INFO : - file 2295_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-02 11:21:49 | INFO : - file 1768_Schubert_D664_PianoSonata.npy added to training set.
2021-12-02 11:21:50 | INFO : - file 2627_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-12-02 11:21:51 | INFO : - file 2431_Beethoven_OP135_StringQuartet.npy added to training set.
2021-12-02 11:21:52 | INFO : - file 2591_Beethoven_OP26_PianoSonata.npy added to training set.
2021-12-02 11:21:55 | INFO : - file 1775_Schubert_D850_PianoSonata.npy added to training set.
2021-12-02 11:21:56 | INFO : - file 2293_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-02 11:21:57 | INFO : - file 1791_Mozart_K465_StringQuartet.npy added to training set.
2021-12-02 11:21:58 | INFO : - file 2194_Bach_BWV858_WTKI.npy added to training set.
2021-12-02 11:22:02 | INFO : - file 1742_Schubert_OP163_StringQuintet.npy added to training set.
2021-12-02 11:22:05 | INFO : - file 1776_Schubert_D850_PianoSonata.npy added to training set.
2021-12-02 11:22:08 | INFO : - file 2112_Brahms_OP38_CelloSonata.npy added to training set.
2021-12-02 11:22:10 | INFO : - file 2423_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-12-02 11:22:11 | INFO : - file 2560_Beethoven_OP18NO2_StringQuartet.npy added to training set.
2021-12-02 11:22:12 | INFO : - file 2219_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-02 11:22:13 | INFO : - file 2420_Beethoven_OP12NO2_ViolinSonata.npy added to training set.
2021-12-02 11:22:16 | INFO : - file 1763_Schubert_OP142_4Impromptus.npy added to training set.
2021-12-02 11:22:16 | INFO : - file 2228_Bach_BWV851_WTKI.npy added to training set.
2021-12-02 11:22:20 | INFO : - file 2441_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-02 11:22:22 | INFO : - file 2570_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-02 11:22:23 | INFO : - file 1918_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-02 11:22:25 | INFO : - file 2451_Beethoven_OP18NO6_StringQuartet.npy added to training set.
2021-12-02 11:22:27 | INFO : - file 2177_Ravel_35_StringQuartet.npy added to training set.
2021-12-02 11:22:29 | INFO : - file 1788_Mozart_K465_StringQuartet.npy added to training set.
2021-12-02 11:22:32 | INFO : - file 2179_Ravel_35_StringQuartet.npy added to training set.
2021-12-02 11:22:33 | INFO : - file 2346_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-02 11:22:35 | INFO : - file 2376_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-12-02 11:22:36 | INFO : - file 2620_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-12-02 11:22:38 | INFO : - file 2390_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-02 11:22:40 | INFO : - file 2335_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-12-02 11:22:41 | INFO : - file 2403_Beethoven_OP18NO1_StringQuartet.npy added to training set.
2021-12-02 11:22:41 | INFO : - file 2247_Bach_BWV854_WTKI.npy added to training set.
2021-12-02 11:22:42 | INFO : - file 2432_Beethoven_OP135_StringQuartet.npy added to training set.
2021-12-02 11:22:43 | INFO : - file 2292_Bach_BWV864_WTKI.npy added to training set.
2021-12-02 11:22:44 | INFO : - file 2076_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-12-02 11:22:45 | INFO : - file 1790_Mozart_K465_StringQuartet.npy added to training set.
2021-12-02 11:22:45 | INFO : - file 2302_Bach_BWV850_WTKI.npy added to training set.
2021-12-02 11:22:47 | INFO : - file 2391_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-02 11:22:49 | INFO : - file 1933_Dvorak_OP96_StringQuartet.npy added to validation set.
2021-12-02 11:22:51 | INFO : - file 2514_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-02 11:22:52 | INFO : - file 1829_Mozart_K542_PianoTrio.npy added to training set.
2021-12-02 11:22:54 | INFO : - file 1923_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-02 11:22:57 | INFO : - file 2377_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-12-02 11:22:59 | INFO : - file 1931_Dvorak_OP96_StringQuartet.npy added to training set.
2021-12-02 11:23:00 | INFO : - file 2294_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-02 11:23:01 | INFO : - file 2384_Beethoven_OP130_StringQuartet.npy added to training set.
2021-12-02 11:23:02 | INFO : - file 2241_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-02 11:23:04 | INFO : - file 2242_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-02 11:23:04 | INFO : - file 2283_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-02 11:23:06 | INFO : - file 2632_Beethoven_OP14NO2_PianoSonata.npy added to validation set.
2021-12-02 11:23:09 | INFO : - file 1760_Schubert_D958_PianoSonata.npy added to training set.
2021-12-02 11:23:11 | INFO : - file 2568_Beethoven_OP90_PianoSonata.npy added to training set.
2021-12-02 11:23:12 | INFO : - file 2345_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-02 11:23:14 | INFO : - file 2576_Beethoven_OP13_PianoSonata.npy added to training set.
2021-12-02 11:23:15 | INFO : - file 2131_Brahms_OP11_SerenadeNo.npy added to training set.
2021-12-02 11:23:16 | INFO : - file 2537_Beethoven_OP49NO2_PianoSonata.npy added to training set.
2021-12-02 11:23:19 | INFO : - file 2607_Beethoven_OP31NO1_PianoSonata.npy added to training set.
2021-12-02 11:23:19 | INFO : - file 2230_Bach_BWV865_WTKI.npy added to training set.
2021-12-02 11:23:20 | INFO : - file 2167_Faure_OP45_PianoQuartet.npy added to validation set.
2021-12-02 11:23:22 | INFO : - file 2603_Beethoven_OP81NO1_PianoSonata.npy added to training set.
2021-12-02 11:23:23 | INFO : - file 2594_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-02 11:23:24 | INFO : - file 2204_Bach_BWV1013_Partitain.npy added to training set.
2021-12-02 11:23:26 | INFO : - file 2523_Beethoven_OP69_CelloSonata.npy added to training set.
2021-12-02 11:23:28 | INFO : - file 2357_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-02 11:23:31 | INFO : - file 2398_Beethoven_OP47_ViolinSonata.npy added to training set.
2021-12-02 11:23:32 | INFO : - file 2310_Bach_BWV860_WTKI.npy added to training set.
2021-12-02 11:23:33 | INFO : - file 2078_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-12-02 11:23:36 | INFO : - file 2521_Beethoven_OP69_CelloSonata.npy added to training set.
2021-12-02 11:23:38 | INFO : - file 2562_Beethoven_OP18NO2_StringQuartet.npy added to training set.
2021-12-02 11:23:39 | INFO : - file 1824_Mozart_K421_StringQuartet.npy added to training set.
2021-12-02 11:23:41 | INFO : - file 2318_Beethoven_OP38_Trioin.npy added to validation set.
2021-12-02 11:23:43 | INFO : - file 1773_Schubert_D568_PianoSonata.npy added to training set.
2021-12-02 11:23:47 | INFO : - file 2443_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-02 11:23:49 | INFO : - file 2114_Brahms_OP38_CelloSonata.npy added to training set.
2021-12-02 11:23:51 | INFO : - file 2488_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-02 11:23:52 | INFO : - file 2198_Bach_BWV867_WTKI.npy added to training set.
2021-12-02 11:23:53 | INFO : - file 2350_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-02 11:23:54 | INFO : - file 2595_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-02 11:23:56 | INFO : - file 1805_Mozart_K387_StringQuartet.npy added to validation set.
2021-12-02 11:23:57 | INFO : - file 2113_Brahms_OP38_CelloSonata.npy added to training set.
2021-12-02 11:23:58 | INFO : - file 2075_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-12-02 11:24:00 | INFO : - file 2516_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-02 11:24:01 | INFO : - file 2497_Beethoven_OP95_StringQuartet.npy added to training set.
2021-12-02 11:24:02 | INFO : - file 2507_Beethoven_OP103_Octetin.npy added to training set.
2021-12-02 11:24:04 | INFO : - file 2389_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-02 11:24:05 | INFO : - file 2222_Bach_BWV1009_CelloSuite.npy added to validation set.
2021-12-02 11:24:06 | INFO : - file 2372_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-12-02 11:24:08 | INFO : - file 2471_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-02 11:24:09 | INFO : - file 2105_Haydn_OP64NO5_QuartetNo.npy added to training set.
2021-12-02 11:24:11 | INFO : - file 2388_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-02 11:24:12 | INFO : - file 2213_Bach_BWV847_WTKI.npy added to training set.
2021-12-02 11:24:13 | INFO : - file 2417_Beethoven_OP71_Sextetin.npy added to training set.
2021-12-02 11:24:15 | INFO : - file 1751_Schubert_D845_PianoSonata.npy added to training set.
2021-12-02 11:24:16 | INFO : - file 1728_Schubert_OP114_PianoQuintet.npy added to training set.
2021-12-02 11:24:16 | INFO : - file 2227_Bach_BWV851_WTKI.npy added to training set.
2021-12-02 11:24:18 | INFO : - file 1734_Schubert_D959_PianoSonata.npy added to training set.
2021-12-02 11:24:18 | INFO : - file 2224_Bach_BWV852_WTKI.npy added to training set.
2021-12-02 11:24:19 | INFO : - file 2285_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-02 11:24:21 | INFO : - file 2159_Brahms_OP40_HornTrio.npy added to training set.
2021-12-02 11:24:22 | INFO : - file 2117_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-02 11:24:25 | INFO : - file 2155_Brahms_OP18_StringSextet.npy added to training set.
2021-12-02 11:24:27 | INFO : - file 1771_Schubert_D568_PianoSonata.npy added to training set.
2021-12-02 11:24:30 | INFO : - file 2571_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-02 11:24:31 | INFO : - file 2229_Bach_BWV865_WTKI.npy added to training set.
2021-12-02 11:24:33 | INFO : - file 2325_Beethoven_OP57_PianoSonata.npy added to training set.
2021-12-02 11:24:36 | INFO : - file 1749_Schubert_D845_PianoSonata.npy added to training set.
2021-12-02 11:24:37 | INFO : - file 2573_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-02 11:24:39 | INFO : - file 2596_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-02 11:24:40 | INFO : - file 2300_Bach_BWV853_WTKI.npy added to training set.
2021-12-02 11:24:41 | INFO : - file 2487_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-02 11:24:42 | INFO : - file 2119_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-02 11:24:45 | INFO : - file 1765_Schubert_OP142_4Impromptus.npy added to validation set.
2021-12-02 11:24:47 | INFO : - file 2528_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-12-02 11:24:49 | INFO : - file 1727_Schubert_OP114_PianoQuintet.npy added to training set.
2021-12-02 11:24:51 | INFO : - file 2314_Beethoven_OP132_StringQuartet.npy added to training set.
2021-12-02 11:24:52 | INFO : - file 2202_Bach_BWV1013_Partitain.npy added to training set.
2021-12-02 11:24:53 | INFO : - file 2239_Bach_BWV862_WTKI.npy added to training set.
2021-12-02 11:24:56 | INFO : - file 2444_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-02 11:24:57 | INFO : - file 2581_Beethoven_OP54_PianoSonata.npy added to training set.
2021-12-02 11:24:58 | INFO : - file 2244_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-02 11:25:00 | INFO : - file 1792_Mozart_K465_StringQuartet.npy added to training set.
2021-12-02 11:25:02 | INFO : - file 1812_Mozart_K581_ClarinetQuintet.npy added to training set.
2021-12-02 11:25:05 | INFO : - file 2490_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-02 11:25:05 | INFO : - file 2442_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-02 11:25:08 | INFO : - file 2564_Beethoven_OP22_PianoSonata.npy added to training set.
2021-12-02 11:25:10 | INFO : - file 2611_Beethoven_OP10NO3_PianoSonata.npy added to training set.
2021-12-02 11:25:11 | INFO : - file 2422_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-12-02 11:25:13 | INFO : - file 2483_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-12-02 11:25:13 | INFO : - file 2342_Beethoven_OP30NO3_ViolinSonata.npy added to validation set.
2021-12-02 11:25:17 | INFO : - file 2366_Beethoven_OP127_StringQuartet.npy added to training set.
2021-12-02 11:25:18 | INFO : - file 2358_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-02 11:25:19 | INFO : - file 2555_Beethoven_OP109_PianoSonata.npy added to training set.
2021-12-02 11:25:21 | INFO : - file 2622_Beethoven_OP59NO1_StringQuartet.npy added to training set.
2021-12-02 11:25:22 | INFO : - file 2289_Bach_BWV1002_ViolinPartita.npy added to validation set.
2021-12-02 11:25:23 | INFO : - file 2080_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-12-02 11:25:25 | INFO : - file 2588_Beethoven_OP26_PianoSonata.npy added to training set.
2021-12-02 11:25:26 | INFO : - file 2494_Beethoven_OP95_StringQuartet.npy added to training set.
2021-12-02 11:25:28 | INFO : - file 1789_Mozart_K465_StringQuartet.npy added to training set.
2021-12-02 11:25:31 | INFO : - file 2168_Faure_OP45_PianoQuartet.npy added to training set.
2021-12-02 11:25:32 | INFO : - file 1859_Mozart_K464_StringQuartet.npy added to training set.
2021-12-02 11:25:34 | INFO : - file 2586_Beethoven_OP102NO1_CelloSonata.npy added to training set.
2021-12-02 11:25:36 | INFO : - file 2478_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-02 11:25:40 | INFO : - file 2315_Beethoven_OP132_StringQuartet.npy added to validation set.
2021-12-02 11:25:41 | INFO : - file 2201_Bach_BWV861_WTKI.npy added to training set.
2021-12-02 11:25:42 | INFO : - file 2572_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-02 11:25:42 | INFO : - file 2238_Bach_BWV868_WTKI.npy added to training set.
2021-12-02 11:25:42 | INFO : - file 2248_Bach_BWV854_WTKI.npy added to training set.
2021-12-02 11:25:45 | INFO : - file 1735_Schubert_D959_PianoSonata.npy added to training set.
2021-12-02 11:25:46 | INFO : - file 2308_Bach_BWV863_WTKI.npy added to training set.
2021-12-02 11:25:50 | INFO : - file 2154_Brahms_OP18_StringSextet.npy added to training set.
2021-12-02 11:25:51 | INFO : - file 2140_Brahms_OP51NO1_StringQuartet.npy added to training set.
2021-12-02 11:25:52 | INFO : - file 2077_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-12-02 11:25:54 | INFO : - file 1807_Mozart_K387_StringQuartet.npy added to validation set.
2021-12-02 11:25:57 | INFO : - file 2406_Beethoven_OP110_PianoSonata.npy added to training set.
2021-12-02 11:25:58 | INFO : - file 1772_Schubert_D568_PianoSonata.npy added to training set.
2021-12-02 11:25:59 | INFO : - file 2156_Brahms_OP18_StringSextet.npy added to training set.
2021-12-02 11:26:02 | INFO : - file 1757_Schubert_D958_PianoSonata.npy added to training set.
2021-12-02 11:26:05 | INFO : - file 2436_Beethoven_OP53_PianoSonata.npy added to training set.
2021-12-02 11:26:06 | INFO : - file 2364_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-02 11:26:07 | INFO : - file 2538_Beethoven_OP49NO2_PianoSonata.npy added to training set.
2021-12-02 11:26:08 | INFO : - file 2336_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-12-02 11:26:09 | INFO : - file 2466_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-12-02 11:26:11 | INFO : - file 2677_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-12-02 11:26:13 | INFO : - file 2081_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-12-02 11:26:15 | INFO : - file 2151_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-02 11:26:17 | INFO : - file 2512_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-02 11:26:18 | INFO : - file 2083_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-12-02 11:26:19 | INFO : - file 2368_Beethoven_OP127_StringQuartet.npy added to training set.
2021-12-02 11:26:21 | INFO : - file 2082_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-12-02 11:26:22 | INFO : - file 2178_Ravel_35_StringQuartet.npy added to training set.
2021-12-02 11:26:25 | INFO : - file 2322_Beethoven_OP57_PianoSonata.npy added to training set.
2021-12-02 11:26:26 | INFO : - file 2633_Beethoven_OP14NO2_PianoSonata.npy added to validation set.
2021-12-02 11:26:27 | INFO : - file 2220_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-02 11:26:29 | INFO : - file 1828_Mozart_K542_PianoTrio.npy added to training set.
2021-12-02 11:26:30 | INFO : - file 2527_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-12-02 11:26:31 | INFO : - file 2540_Beethoven_OP101_PianoSonata.npy added to training set.
2021-12-02 11:26:33 | INFO : - file 2582_Beethoven_OP54_PianoSonata.npy added to training set.
2021-12-02 11:26:34 | INFO : - file 2225_Bach_BWV852_WTKI.npy added to training set.
2021-12-02 11:26:35 | INFO : - file 1876_Mozart_K496_PianoTrio.npy added to training set.
2021-12-02 11:26:38 | INFO : - file 2593_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-02 11:26:40 | INFO : - file 2482_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-12-02 11:26:42 | INFO : - file 2341_Beethoven_OP30NO3_ViolinSonata.npy added to validation set.
2021-12-02 11:26:43 | INFO : - file 2288_Bach_BWV1002_ViolinPartita.npy added to training set.
2021-12-02 11:26:45 | INFO : - file 2504_Beethoven_OP103_Octetin.npy added to training set.
2021-12-02 11:26:47 | INFO : - file 2381_Beethoven_OP130_StringQuartet.npy added to training set.
2021-12-02 11:26:49 | INFO : - file 2104_Haydn_OP64NO5_QuartetNo.npy added to training set.
2021-12-02 11:26:50 | INFO : - file 2365_Beethoven_OP127_StringQuartet.npy added to training set.
2021-12-02 11:26:52 | INFO : - file 1739_Schubert_OP99_PianoTrio.npy added to training set.
2021-12-02 11:26:56 | INFO : - file 1750_Schubert_D845_PianoSonata.npy added to training set.
2021-12-02 11:26:57 | INFO : - file 2473_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-02 11:26:58 | INFO : - file 2180_Ravel_35_StringQuartet.npy added to training set.
2021-12-02 11:27:01 | INFO : - file 2397_Beethoven_OP47_ViolinSonata.npy added to training set.
2021-12-02 11:27:03 | INFO : - file 2626_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-12-02 11:27:05 | INFO : - file 1730_Schubert_OP114_PianoQuintet.npy added to training set.
2021-12-02 11:27:07 | INFO : - file 2522_Beethoven_OP69_CelloSonata.npy added to training set.
2021-12-02 11:27:08 | INFO : - file 2619_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-12-02 11:27:08 | INFO : - file 2234_Bach_BWV856_WTKI.npy added to training set.
2021-12-02 11:27:09 | INFO : - file 2618_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-12-02 11:27:11 | INFO : - file 2161_Brahms_OP40_HornTrio.npy added to training set.
2021-12-02 11:27:14 | INFO : - file 2166_Faure_OP45_PianoQuartet.npy added to training set.
2021-12-02 11:27:16 | INFO : - file 2319_Beethoven_OP38_Trioin.npy added to training set.
2021-12-02 11:27:18 | INFO : - file 2590_Beethoven_OP26_PianoSonata.npy added to training set.
2021-12-02 11:27:18 | INFO : Training set & loader generated, length 94348
2021-12-02 11:27:18 | INFO : Validation set & loader generated, length 9238
2021-12-02 11:27:18 | INFO :
###################### START TRAINING ######################
2021-12-02 12:42:17 | INFO : Epoch #0 finished. Train Loss: 0.0933, Val Loss: 0.0811 with lr: 0.00020
2021-12-02 12:42:17 | INFO : .... model of epoch 0 saved.
2021-12-02 13:57:05 | INFO : Epoch #1 finished. Train Loss: 0.0777, Val Loss: 0.0743 with lr: 0.00020
2021-12-02 13:57:05 | INFO : .... model of epoch #1 saved.
2021-12-02 15:11:53 | INFO : Epoch #2 finished. Train Loss: 0.0731, Val Loss: 0.0717 with lr: 0.00020
2021-12-02 15:11:54 | INFO : .... model of epoch #2 saved.
2021-12-02 16:26:41 | INFO : Epoch #3 finished. Train Loss: 0.0709, Val Loss: 0.0706 with lr: 0.00020
2021-12-02 16:26:41 | INFO : .... model of epoch #3 saved.
2021-12-02 17:41:29 | INFO : Epoch #4 finished. Train Loss: 0.0693, Val Loss: 0.0702 with lr: 0.00020
2021-12-02 17:41:29 | INFO : .... model of epoch #4 saved.
2021-12-02 18:56:17 | INFO : Epoch #5 finished. Train Loss: 0.0681, Val Loss: 0.0676 with lr: 0.00020
2021-12-02 18:56:17 | INFO : .... model of epoch #5 saved.
2021-12-02 20:11:05 | INFO : Epoch #6 finished. Train Loss: 0.0672, Val Loss: 0.0706 with lr: 0.00020
2021-12-02 21:25:53 | INFO : Epoch #7 finished. Train Loss: 0.0661, Val Loss: 0.0676 with lr: 0.00020
2021-12-02 22:40:41 | INFO : Epoch #8 finished. Train Loss: 0.0652, Val Loss: 0.0669 with lr: 0.00020
2021-12-02 22:40:41 | INFO : .... model of epoch #8 saved.
2021-12-02 23:55:30 | INFO : Epoch #9 finished. Train Loss: 0.0646, Val Loss: 0.0662 with lr: 0.00020
2021-12-02 23:55:30 | INFO : .... model of epoch #9 saved.
2021-12-03 01:10:18 | INFO : Epoch #10 finished. Train Loss: 0.0642, Val Loss: 0.0667 with lr: 0.00020
2021-12-03 02:25:06 | INFO : Epoch #11 finished. Train Loss: 0.0639, Val Loss: 0.0679 with lr: 0.00020
2021-12-03 03:39:53 | INFO : Epoch #12 finished. Train Loss: 0.0634, Val Loss: 0.0653 with lr: 0.00020
2021-12-03 03:39:54 | INFO : .... model of epoch #12 saved.
2021-12-03 04:54:41 | INFO : Epoch #13 finished. Train Loss: 0.0627, Val Loss: 0.0680 with lr: 0.00020
2021-12-03 06:09:29 | INFO : Epoch #14 finished. Train Loss: 0.0625, Val Loss: 0.0704 with lr: 0.00020
2021-12-03 07:24:17 | INFO : Epoch #15 finished. Train Loss: 0.0620, Val Loss: 0.0671 with lr: 0.00020
2021-12-03 08:39:05 | INFO : Epoch #16 finished. Train Loss: 0.0618, Val Loss: 0.0669 with lr: 0.00020
2021-12-03 09:53:53 | INFO : Epoch #17 finished. Train Loss: 0.0613, Val Loss: 0.0673 with lr: 0.00020
2021-12-03 11:08:41 | INFO : Epoch #18 finished. Train Loss: 0.0611, Val Loss: 0.0707 with lr: 0.00020
2021-12-03 12:23:29 | INFO : Epoch #19 finished. Train Loss: 0.0575, Val Loss: 0.0668 with lr: 0.00010
2021-12-03 13:40:03 | INFO : Epoch #20 finished. Train Loss: 0.0566, Val Loss: 0.0653 with lr: 0.00010
2021-12-03 13:40:03 | INFO : .... model of epoch #20 saved.
2021-12-03 15:03:40 | INFO : Epoch #21 finished. Train Loss: 0.0562, Val Loss: 0.0674 with lr: 0.00010
2021-12-03 16:25:55 | INFO : Epoch #22 finished. Train Loss: 0.0559, Val Loss: 0.0647 with lr: 0.00010
2021-12-03 16:25:55 | INFO : .... model of epoch #22 saved.
2021-12-03 17:48:56 | INFO : Epoch #23 finished. Train Loss: 0.0554, Val Loss: 0.0658 with lr: 0.00010
2021-12-03 19:12:00 | INFO : Epoch #24 finished. Train Loss: 0.0550, Val Loss: 0.0649 with lr: 0.00010
2021-12-03 20:34:30 | INFO : Epoch #25 finished. Train Loss: 0.0547, Val Loss: 0.0661 with lr: 0.00010
2021-12-03 21:57:05 | INFO : Epoch #26 finished. Train Loss: 0.0544, Val Loss: 0.0652 with lr: 0.00010
2021-12-03 23:20:32 | INFO : Epoch #27 finished. Train Loss: 0.0542, Val Loss: 0.0681 with lr: 0.00010
2021-12-04 00:42:42 | INFO : Epoch #28 finished. Train Loss: 0.0538, Val Loss: 0.0676 with lr: 0.00010
2021-12-04 02:04:04 | INFO : Epoch #29 finished. Train Loss: 0.0514, Val Loss: 0.0656 with lr: 0.00005
2021-12-04 03:18:51 | INFO : Epoch #30 finished. Train Loss: 0.0509, Val Loss: 0.0668 with lr: 0.00005
2021-12-04 04:33:35 | INFO : Epoch #31 finished. Train Loss: 0.0505, Val Loss: 0.0684 with lr: 0.00005
2021-12-04 05:48:19 | INFO : Epoch #32 finished. Train Loss: 0.0502, Val Loss: 0.0651 with lr: 0.00005
2021-12-04 07:03:03 | INFO : Epoch #33 finished. Train Loss: 0.0499, Val Loss: 0.0668 with lr: 0.00005
2021-12-04 08:17:48 | INFO : Epoch #34 finished. Train Loss: 0.0498, Val Loss: 0.0682 with lr: 0.00005
2021-12-04 08:17:48 | INFO : ### trained model saved in /tsi/clusterhome/cweiss/models/exp127c_traintest_musicnet_aligned_pitch_cnn_deepverywide_test10files_augall_AdamW.pt
2021-12-04 08:17:48 | INFO :
###################### START TESTING ######################
2021-12-04 12:33:33 | INFO : ### trained model loaded from /tsi/clusterhome/cweiss/models/exp127c_traintest_musicnet_aligned_pitch_cnn_deepverywide_test10files_augall_AdamW.pt
2021-12-04 12:34:15 | INFO : file 2106_Haydn_OP64NO5_QuartetNo.npy tested. Cosine sim: 0.7503687891437625
2021-12-04 12:34:44 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.761456626744681
2021-12-04 12:35:07 | INFO : file 2416_Beethoven_OP71_Sextetin.npy tested. Cosine sim: 0.6797060809497072
2021-12-04 12:35:23 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7915111244269967
2021-12-04 12:35:53 | INFO : file 1759_Schubert_D958_PianoSonata.npy tested. Cosine sim: 0.7587699449941645
2021-12-04 12:36:10 | INFO : file 2191_Bach_BWV1006_ViolinPartita.npy tested. Cosine sim: 0.8013745985073811
2021-12-04 12:37:26 | INFO : file 2629_Beethoven_OP96_ViolinSonata.npy tested. Cosine sim: 0.8042169248275559
2021-12-04 12:37:45 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.615520862897345
2021-12-04 12:38:08 | INFO : file 2556_Beethoven_OP109_PianoSonata.npy tested. Cosine sim: 0.8114365703919645
2021-12-04 12:38:31 | INFO : file 2298_Bach_BWV1010_CelloSuite.npy tested. Cosine sim: 0.7177403099611811
2021-12-04 12:38:31 | INFO : ### Testing done. ################################################
2021-12-04 12:38:31 | INFO : # Results for large test set (10 files) #########################
2021-12-04 12:38:31 | INFO : Mean precision: 0.7522295715914831
2021-12-04 12:38:31 | INFO : Mean recall: 0.7097130366365951
2021-12-04 12:38:31 | INFO : Mean f_measure: 0.7281241002756161
2021-12-04 12:38:31 | INFO : Mean cosine_sim: 0.749210183284474
2021-12-04 12:38:31 | INFO : Mean binary_crossentropy: 0.06796005875237102
2021-12-04 12:38:31 | INFO : Mean euclidean_distance: 0.8886036690226579
2021-12-04 12:38:31 | INFO : Mean binary_accuracy: 0.982712558621191
2021-12-04 12:38:31 | INFO : Mean soft_accuracy: 0.9691895341265999
2021-12-04 12:38:31 | INFO : Mean accum_energy: 0.4809307019815924
2021-12-04 12:38:31 | INFO : Mean roc_auc_measure: 0.9869757035920792
2021-12-04 12:38:31 | INFO : Mean average_precision_score: 0.7816456191555502
2021-12-04 12:38:31 | INFO : Mean Precision: 0.7522295715914831
2021-12-04 12:38:31 | INFO : Mean Recall: 0.7097130366365951
2021-12-04 12:38:31 | INFO : Mean Accuracy: 0.5758171520632348
2021-12-04 12:38:31 | INFO : Mean Substitution Error: 0.10136007259324323
2021-12-04 12:38:31 | INFO : Mean Miss Error: 0.18892689077016164
2021-12-04 12:38:31 | INFO : Mean False Alarm Error: 0.1393972428636438
2021-12-04 12:38:31 | INFO : Mean Total Error: 0.4296842062270486
2021-12-04 12:38:31 | INFO : Mean Chroma Precision: 0.7709841999647384
2021-12-04 12:38:31 | INFO : Mean Chroma Recall: 0.7270092899931009
2021-12-04 12:38:31 | INFO : Mean Chroma Accuracy: 0.5979942472755496
2021-12-04 12:38:31 | INFO : Mean Chroma Substitution Error: 0.0840638192367374
2021-12-04 12:38:31 | INFO : Mean Chroma Miss Error: 0.18892689077016164
2021-12-04 12:38:31 | INFO : Mean Chroma False Alarm Error: 0.1393972428636438
2021-12-04 12:38:31 | INFO : Mean Chroma Total Error: 0.41238795287054286
2021-12-04 12:38:31 | INFO :
2021-12-04 12:38:31 | INFO : Framewise precision: 0.7734661222584015
2021-12-04 12:38:31 | INFO : Framewise recall: 0.7025116061887987
2021-12-04 12:38:31 | INFO : Framewise f_measure: 0.733652180379614
2021-12-04 12:38:31 | INFO : Framewise cosine_sim: 0.760531849874491
2021-12-04 12:38:31 | INFO : Framewise binary_crossentropy: 0.07832039379816741
2021-12-04 12:38:31 | INFO : Framewise euclidean_distance: 0.9651378871648094
2021-12-04 12:38:31 | INFO : Framewise binary_accuracy: 0.9804056676617904
2021-12-04 12:38:31 | INFO : Framewise soft_accuracy: 0.9652170664634371
2021-12-04 12:38:31 | INFO : Framewise accum_energy: 0.48436114497879124
2021-12-04 12:38:31 | INFO : Framewise roc_auc_measure: 0.9858183310510695
2021-12-04 12:38:31 | INFO : Framewise average_precision_score: 0.79350357697505
2021-12-04 12:38:31 | INFO : Framewise Precision: 0.7734661222584015
2021-12-04 12:38:31 | INFO : Framewise Recall: 0.7025116061887987
2021-12-04 12:38:31 | INFO : Framewise Accuracy: 0.5816120105727183
2021-12-04 12:38:31 | INFO : Framewise Substitution Error: 0.09761815927613997
2021-12-04 12:38:31 | INFO : Framewise Miss Error: 0.19987023453506167
2021-12-04 12:38:31 | INFO : Framewise False Alarm Error: 0.11640064427783153
2021-12-04 12:38:31 | INFO : Framewise Total Error: 0.41388903808903316
2021-12-04 12:38:31 | INFO : Framewise Chroma Precision: 0.7953331217970517
2021-12-04 12:38:31 | INFO : Framewise Chroma Recall: 0.7218343843747145
2021-12-04 12:38:31 | INFO : Framewise Chroma Accuracy: 0.6074676412290896
2021-12-04 12:38:31 | INFO : Framewise Chroma Substitution Error: 0.0782953810902241
2021-12-04 12:38:31 | INFO : Framewise Chroma Miss Error: 0.19987023453506167
2021-12-04 12:38:31 | INFO : Framewise Chroma False Alarm Error: 0.11640064427783153
2021-12-04 12:38:31 | INFO : Framewise Chroma Total Error: 0.3945662599031172
2021-12-04 12:38:47 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7758580007339123
2021-12-04 12:39:01 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7945524103424083
2021-12-04 12:39:14 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.6294565106253439
2021-12-04 12:39:14 | INFO : ### Testing done. ################################################
2021-12-04 12:39:14 | INFO : # Results for small test set (3 files), first 90s ##############
2021-12-04 12:39:14 | INFO : Mean precision: 0.736710731795626
2021-12-04 12:39:14 | INFO : Mean recall: 0.6791016377596936
2021-12-04 12:39:14 | INFO : Mean f_measure: 0.7062737710571817
2021-12-04 12:39:14 | INFO : Mean cosine_sim: 0.7332889739005548
2021-12-04 12:39:14 | INFO : Mean binary_crossentropy: 0.07187439110316186
2021-12-04 12:39:14 | INFO : Mean euclidean_distance: 0.942244588828736
2021-12-04 12:39:14 | INFO : Mean binary_accuracy: 0.980993716931217
2021-12-04 12:39:14 | INFO : Mean soft_accuracy: 0.9668931911569761
2021-12-04 12:39:14 | INFO : Mean accum_energy: 0.4742580932766802
2021-12-04 12:39:14 | INFO : Mean roc_auc_measure: 0.9865033157344101
2021-12-04 12:39:14 | INFO : Mean average_precision_score: 0.7557449772052972
2021-12-04 12:39:14 | INFO : Mean Precision: 0.736710731795626
2021-12-04 12:39:14 | INFO : Mean Recall: 0.6791016377596936
2021-12-04 12:39:14 | INFO : Mean Accuracy: 0.5521697003873579
2021-12-04 12:39:14 | INFO : Mean Substitution Error: 0.09474198255916551
2021-12-04 12:39:14 | INFO : Mean Miss Error: 0.226156379681141
2021-12-04 12:39:14 | INFO : Mean False Alarm Error: 0.15462490595707187
2021-12-04 12:39:14 | INFO : Mean Total Error: 0.4755232681973784
2021-12-04 12:39:14 | INFO : Mean Chroma Precision: 0.7575951084400137
2021-12-04 12:39:14 | INFO : Mean Chroma Recall: 0.6988244111075241
2021-12-04 12:39:14 | INFO : Mean Chroma Accuracy: 0.5756924750342031
2021-12-04 12:39:14 | INFO : Mean Chroma Substitution Error: 0.07501920921133493
2021-12-04 12:39:14 | INFO : Mean Chroma Miss Error: 0.226156379681141
2021-12-04 12:39:14 | INFO : Mean Chroma False Alarm Error: 0.15462490595707187
2021-12-04 12:39:14 | INFO : Mean Chroma Total Error: 0.45580049484954777
2021-12-04 12:39:14 | INFO :
2021-12-04 12:39:14 | INFO : Framewise precision: 0.736710731795626
2021-12-04 12:39:14 | INFO : Framewise recall: 0.6791016377596935
2021-12-04 12:39:14 | INFO : Framewise f_measure: 0.7062737710571817
2021-12-04 12:39:14 | INFO : Framewise cosine_sim: 0.7332889739005549
2021-12-04 12:39:14 | INFO : Framewise binary_crossentropy: 0.07187439110316186
2021-12-04 12:39:14 | INFO : Framewise euclidean_distance: 0.9422445888287361
2021-12-04 12:39:14 | INFO : Framewise binary_accuracy: 0.980993716931217
2021-12-04 12:39:14 | INFO : Framewise soft_accuracy: 0.9668931911569761
2021-12-04 12:39:14 | INFO : Framewise accum_energy: 0.4742580932766802
2021-12-04 12:39:14 | INFO : Framewise roc_auc_measure: 0.9865033157344102
2021-12-04 12:39:14 | INFO : Framewise average_precision_score: 0.7557449772052972
2021-12-04 12:39:14 | INFO : Framewise Precision: 0.736710731795626
2021-12-04 12:39:14 | INFO : Framewise Recall: 0.6791016377596935
2021-12-04 12:39:14 | INFO : Framewise Accuracy: 0.5521697003873579
2021-12-04 12:39:14 | INFO : Framewise Substitution Error: 0.09474198255916551
2021-12-04 12:39:14 | INFO : Framewise Miss Error: 0.226156379681141
2021-12-04 12:39:14 | INFO : Framewise False Alarm Error: 0.15462490595707187
2021-12-04 12:39:14 | INFO : Framewise Total Error: 0.4755232681973784
2021-12-04 12:39:14 | INFO : Framewise Chroma Precision: 0.7575951084400137
2021-12-04 12:39:14 | INFO : Framewise Chroma Recall: 0.6988244111075241
2021-12-04 12:39:14 | INFO : Framewise Chroma Accuracy: 0.5756924750342032
2021-12-04 12:39:14 | INFO : Framewise Chroma Substitution Error: 0.07501920921133494
2021-12-04 12:39:14 | INFO : Framewise Chroma Miss Error: 0.226156379681141
2021-12-04 12:39:14 | INFO : Framewise Chroma False Alarm Error: 0.15462490595707187
2021-12-04 12:39:14 | INFO : Framewise Chroma Total Error: 0.45580049484954777
2021-12-04 12:39:39 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.761456626744681
2021-12-04 12:39:52 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7915111244269967
2021-12-04 12:40:09 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.615520862897345
2021-12-04 12:40:09 | INFO : ### Testing done. ################################################
2021-12-04 12:40:09 | INFO : # Results for small test set (3 files), full ###################
2021-12-04 12:40:09 | INFO : Mean precision: 0.7279941568877734
2021-12-04 12:40:09 | INFO : Mean recall: 0.661617064292959
2021-12-04 12:40:09 | INFO : Mean f_measure: 0.6930049264080584
2021-12-04 12:40:09 | INFO : Mean cosine_sim: 0.7228295380230074
2021-12-04 12:40:09 | INFO : Mean binary_crossentropy: 0.07399408409739185
2021-12-04 12:40:09 | INFO : Mean euclidean_distance: 0.9419162550027651
2021-12-04 12:40:09 | INFO : Mean binary_accuracy: 0.9803205872391505
2021-12-04 12:40:09 | INFO : Mean soft_accuracy: 0.9666141676750749
2021-12-04 12:40:09 | INFO : Mean accum_energy: 0.45325658629739224
2021-12-04 12:40:09 | INFO : Mean roc_auc_measure: 0.9848522460704512
2021-12-04 12:40:09 | INFO : Mean average_precision_score: 0.7394888520487015
2021-12-04 12:40:09 | INFO : Mean Precision: 0.7279941568877734
2021-12-04 12:40:09 | INFO : Mean Recall: 0.661617064292959
2021-12-04 12:40:09 | INFO : Mean Accuracy: 0.5365349953263366
2021-12-04 12:40:09 | INFO : Mean Substitution Error: 0.10538029482856588
2021-12-04 12:40:09 | INFO : Mean Miss Error: 0.2330026408784752
2021-12-04 12:40:09 | INFO : Mean False Alarm Error: 0.1463361240657106
2021-12-04 12:40:09 | INFO : Mean Total Error: 0.4847190597727516
2021-12-04 12:40:09 | INFO : Mean Chroma Precision: 0.7524514254749676
2021-12-04 12:40:09 | INFO : Mean Chroma Recall: 0.6841652022687862
2021-12-04 12:40:09 | INFO : Mean Chroma Accuracy: 0.5637678268118327
2021-12-04 12:40:09 | INFO : Mean Chroma Substitution Error: 0.08283215685273854
2021-12-04 12:40:09 | INFO : Mean Chroma Miss Error: 0.2330026408784752
2021-12-04 12:40:09 | INFO : Mean Chroma False Alarm Error: 0.1463361240657106
2021-12-04 12:40:09 | INFO : Mean Chroma Total Error: 0.46217092179692426
2021-12-04 12:40:09 | INFO :
2021-12-04 12:40:09 | INFO : Framewise precision: 0.7322952744368425
2021-12-04 12:40:09 | INFO : Framewise recall: 0.6668854887962966
2021-12-04 12:40:09 | INFO : Framewise f_measure: 0.6978818102152492
2021-12-04 12:40:09 | INFO : Framewise cosine_sim: 0.724267056150553
2021-12-04 12:40:09 | INFO : Framewise binary_crossentropy: 0.07552552456814378
2021-12-04 12:40:09 | INFO : Framewise euclidean_distance: 0.9532605632757383
2021-12-04 12:40:09 | INFO : Framewise binary_accuracy: 0.9799214704924464
2021-12-04 12:40:09 | INFO : Framewise soft_accuracy: 0.9657694663796783
2021-12-04 12:40:09 | INFO : Framewise accum_energy: 0.45411560426915537
2021-12-04 12:40:09 | INFO : Framewise roc_auc_measure: 0.9851262078648259
2021-12-04 12:40:09 | INFO : Framewise average_precision_score: 0.744563701944896
2021-12-04 12:40:09 | INFO : Framewise Precision: 0.7322952744368425
2021-12-04 12:40:09 | INFO : Framewise Recall: 0.6668854887962966
2021-12-04 12:40:09 | INFO : Framewise Accuracy: 0.5419406820592538
2021-12-04 12:40:09 | INFO : Framewise Substitution Error: 0.10371160019068626
2021-12-04 12:40:09 | INFO : Framewise Miss Error: 0.2294029110130173
2021-12-04 12:40:09 | INFO : Framewise False Alarm Error: 0.14400961176135504
2021-12-04 12:40:09 | INFO : Framewise Total Error: 0.47712412296505863
2021-12-04 12:40:09 | INFO : Framewise Chroma Precision: 0.7559231413201338
2021-12-04 12:40:09 | INFO : Framewise Chroma Recall: 0.6886883953425352
2021-12-04 12:40:09 | INFO : Framewise Chroma Accuracy: 0.568426728314706
2021-12-04 12:40:09 | INFO : Framewise Chroma Substitution Error: 0.08190869364444758
2021-12-04 12:40:09 | INFO : Framewise Chroma Miss Error: 0.2294029110130173
2021-12-04 12:40:09 | INFO : Framewise Chroma False Alarm Error: 0.14400961176135504
2021-12-04 12:40:09 | INFO : Framewise Chroma Total Error: 0.4553212164188199