2021-12-16 10:00:48 | INFO : Logging experiment exp128c_traintest_musicnet_aligned_pitch_cnn_deepresnetverywide_test10files_augall_AdamW_rerun3
2021-12-16 10:00:48 | INFO : Experiment config: do training = True
2021-12-16 10:00:48 | INFO : Experiment config: do validation = True
2021-12-16 10:00:48 | INFO : Experiment config: do testing = True
2021-12-16 10:00:48 | INFO : Training set parameters: {'context': 75, 'stride': 50, 'compression': 10, 'aug:transpsemitones': 5, 'aug:randomeq': 20, 'aug:noisestd': 0.0001, 'aug:tuning': True}
2021-12-16 10:00:48 | INFO : Validation set parameters: {'context': 75, 'stride': 50, 'compression': 10}
2021-12-16 10:00:48 | INFO : Test set parameters: {'context': 75, 'stride': 1, 'compression': 10}
2021-12-16 10:00:48 | INFO : Training parameters: {'batch_size': 25, 'shuffle': True, 'num_workers': 16}
2021-12-16 10:00:48 | INFO : Trained model saved in /tsi/clusterhome/cweiss/models/exp128c_traintest_musicnet_aligned_pitch_cnn_deepresnetverywide_test10files_augall_AdamW_rerun3.pt
2021-12-16 10:00:48 | INFO : --- Training config: -----------------------------------------
2021-12-16 10:00:48 | INFO : Maximum number of epochs: 100
2021-12-16 10:00:48 | INFO : Criterion (Loss): BCELoss
2021-12-16 10:00:48 | INFO : Optimizer parameters: {'name': 'AdamW', 'initial_lr': 0.0002, 'betas': (0.9, 0.999), 'eps': 1e-08, 'weight_decay': 0.01, 'amsgrad': False}
2021-12-16 10:00:48 | 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}
2021-12-16 10:00:48 | INFO : Early stopping parameters: {'use_early_stopping': True, 'mode': 'min', 'min_delta': 1e-05, 'patience': 12, 'percentage': False}
2021-12-16 10:00:48 | INFO : Test parameters: {'batch_size': 50, 'shuffle': False, 'num_workers': 8}
2021-12-16 10:00:48 | INFO : Save filewise results = True, in folder /tsi/clusterhome/cweiss/code/deep_pitch_estimation/experiments/results_filewise/exp128c_traintest_musicnet_aligned_pitch_cnn_deepresnetverywide_test10files_augall_AdamW_rerun3.csv
2021-12-16 10:00:48 | INFO : Save model predictions = True, in folder /tsi/clusterhome/cweiss/predictions/exp128c_traintest_musicnet_aligned_pitch_cnn_deepresnetverywide_test10files_augall_AdamW_rerun3
2021-12-16 10:00:48 | INFO : CUDA use_cuda: True
2021-12-16 10:00:48 | INFO : CUDA device: cuda:0
2021-12-16 10:00:56 | INFO : --- Model config: --------------------------------------------
2021-12-16 10:00:56 | INFO : Model: deep_cnn_segm_sigmoid
2021-12-16 10:00:56 | INFO : Model parameters: {'n_chan_input': 6, 'n_chan_layers': [70, 70, 50, 10], 'n_prefilt_layers': 5, 'residual': True, 'n_bins_in': 216, 'n_bins_out': 72, 'a_lrelu': 0.3, 'p_dropout': 0.2}
2021-12-16 10:00:56 | 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
==========================================================================================
2021-12-16 10:00:59 | INFO : - file 2530_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-16 10:01:01 | INFO : - file 1822_Mozart_K421_StringQuartet.npy added to training set.
2021-12-16 10:01:03 | INFO : - file 1752_Schubert_D845_PianoSonata.npy added to training set.
2021-12-16 10:01:04 | INFO : - file 2297_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-16 10:01:05 | INFO : - file 2240_Bach_BWV862_WTKI.npy added to training set.
2021-12-16 10:01:06 | INFO : - file 2463_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-12-16 10:01:07 | INFO : - file 2550_Beethoven_OP78_PianoSonata.npy added to training set.
2021-12-16 10:01:08 | INFO : - file 2566_Beethoven_OP22_PianoSonata.npy added to training set.
2021-12-16 10:01:10 | INFO : - file 2492_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-16 10:01:12 | INFO : - file 2359_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-16 10:01:14 | INFO : - file 2138_Brahms_OP51NO1_StringQuartet.npy added to training set.
2021-12-16 10:01:16 | INFO : - file 1811_Mozart_K581_ClarinetQuintet.npy added to validation set.
2021-12-16 10:01:18 | INFO : - file 2127_Brahms_OP11_SerenadeNo.npy added to training set.
2021-12-16 10:01:23 | INFO : - file 2531_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-16 10:01:24 | INFO : - file 2116_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-16 10:01:25 | INFO : - file 2284_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-16 10:01:27 | INFO : - file 2379_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-12-16 10:01:27 | INFO : - file 2237_Bach_BWV868_WTKI.npy added to training set.
2021-12-16 10:01:30 | INFO : - file 2313_Beethoven_OP132_StringQuartet.npy added to training set.
2021-12-16 10:01:31 | INFO : - file 1755_Schubert_D784_PianoSonata.npy added to validation set.
2021-12-16 10:01:31 | INFO : - file 2405_Beethoven_OP110_PianoSonata.npy added to training set.
2021-12-16 10:01:32 | INFO : - file 2307_Bach_BWV863_WTKI.npy added to training set.
2021-12-16 10:01:36 | INFO : - file 2533_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-16 10:01:37 | INFO : - file 2200_Bach_BWV861_WTKI.npy added to training set.
2021-12-16 10:01:39 | INFO : - file 2567_Beethoven_OP90_PianoSonata.npy added to training set.
2021-12-16 10:01:40 | INFO : - file 2481_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-12-16 10:01:42 | INFO : - file 2334_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-12-16 10:01:43 | INFO : - file 2208_Bach_BWV855_WTKI.npy added to training set.
2021-12-16 10:01:44 | INFO : - file 1766_Schubert_OP142_4Impromptus.npy added to validation set.
2021-12-16 10:01:47 | INFO : - file 2169_Faure_OP45_PianoQuartet.npy added to training set.
2021-12-16 10:01:50 | INFO : - file 2148_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-16 10:01:52 | INFO : - file 2501_Beethoven_OP12NO3_ViolinSonata.npy added to training set.
2021-12-16 10:01:55 | INFO : - file 2614_Beethoven_OP10NO3_PianoSonata.npy added to training set.
2021-12-16 10:01:58 | INFO : - file 2557_Beethoven_OP109_PianoSonata.npy added to training set.
2021-12-16 10:01:59 | INFO : - file 2373_Beethoven_OP49NO1_PianoSonata.npy added to training set.
2021-12-16 10:02:02 | INFO : - file 1733_Schubert_D959_PianoSonata.npy added to validation set.
2021-12-16 10:02:03 | INFO : - file 2079_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-12-16 10:02:04 | INFO : - file 1835_Mozart_K590_StringQuartet.npy added to training set.
2021-12-16 10:02:06 | INFO : - file 1873_Mozart_K502_PianoTrio.npy added to training set.
2021-12-16 10:02:06 | INFO : - file 2424_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-12-16 10:02:07 | INFO : - file 2209_Bach_BWV849_WTKI.npy added to training set.
2021-12-16 10:02:09 | INFO : - file 2410_Beethoven_OP27NO1_PianoSonata.npy added to training set.
2021-12-16 10:02:10 | INFO : - file 2296_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-16 10:02:11 | INFO : - file 1817_Mozart_K375_Serenadein.npy added to training set.
2021-12-16 10:02:12 | INFO : - file 2472_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-16 10:02:13 | INFO : - file 2383_Beethoven_OP130_StringQuartet.npy added to training set.
2021-12-16 10:02:16 | INFO : - file 2462_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-12-16 10:02:17 | INFO : - file 2575_Beethoven_OP13_PianoSonata.npy added to training set.
2021-12-16 10:02:18 | INFO : - file 2320_Beethoven_OP38_Trioin.npy added to training set.
2021-12-16 10:02:18 | INFO : - file 2207_Bach_BWV855_WTKI.npy added to training set.
2021-12-16 10:02:20 | INFO : - file 2476_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-16 10:02:21 | INFO : - file 2371_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-12-16 10:02:23 | INFO : - file 2147_Brahms_OP36_StringSextet.npy added to training set.
2021-12-16 10:02:24 | INFO : - file 2215_Bach_BWV846_WTKI.npy added to training set.
2021-12-16 10:02:27 | INFO : - file 1777_Schubert_D850_PianoSonata.npy added to training set.
2021-12-16 10:02:28 | INFO : - file 2502_Beethoven_OP12NO3_ViolinSonata.npy added to training set.
2021-12-16 10:02:30 | INFO : - file 1922_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-16 10:02:31 | INFO : - file 1893_Mozart_K564_PianoTrio.npy added to training set.
2021-12-16 10:02:32 | INFO : - file 2186_Bach_BWV1006_ViolinPartita.npy added to training set.
2021-12-16 10:02:34 | INFO : - file 2160_Brahms_OP40_HornTrio.npy added to training set.
2021-12-16 10:02:36 | INFO : - file 2509_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-16 10:02:38 | INFO : - file 2505_Beethoven_OP103_Octetin.npy added to training set.
2021-12-16 10:02:39 | INFO : - file 2506_Beethoven_OP103_Octetin.npy added to training set.
2021-12-16 10:02:40 | INFO : - file 2628_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-12-16 10:02:41 | INFO : - file 2218_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-16 10:02:42 | INFO : - file 2529_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-12-16 10:02:43 | INFO : - file 2374_Beethoven_OP49NO1_PianoSonata.npy added to training set.
2021-12-16 10:02:45 | INFO : - file 2392_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-16 10:02:45 | INFO : - file 2231_Bach_BWV866_WTKI.npy added to training set.
2021-12-16 10:02:48 | INFO : - file 1813_Mozart_K581_ClarinetQuintet.npy added to training set.
2021-12-16 10:02:48 | INFO : - file 2196_Bach_BWV848_WTKI.npy added to training set.
2021-12-16 10:02:50 | INFO : - file 2158_Brahms_OP40_HornTrio.npy added to validation set.
2021-12-16 10:02:52 | INFO : - file 1872_Mozart_K502_PianoTrio.npy added to training set.
2021-12-16 10:02:55 | INFO : - file 2621_Beethoven_OP59NO1_StringQuartet.npy added to training set.
2021-12-16 10:02:58 | INFO : - file 2150_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-16 10:02:59 | INFO : - file 2217_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-16 10:02:59 | INFO : - file 2243_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-16 10:03:01 | INFO : - file 2433_Beethoven_OP135_StringQuartet.npy added to training set.
2021-12-16 10:03:02 | INFO : - file 2211_Bach_BWV857_WTKI.npy added to training set.
2021-12-16 10:03:04 | INFO : - file 1764_Schubert_OP142_4Impromptus.npy added to training set.
2021-12-16 10:03:06 | INFO : - file 2348_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-16 10:03:08 | INFO : - file 1932_Dvorak_OP96_StringQuartet.npy added to validation set.
2021-12-16 10:03:08 | INFO : - file 2232_Bach_BWV866_WTKI.npy added to training set.
2021-12-16 10:03:09 | INFO : - file 2203_Bach_BWV1013_Partitain.npy added to training set.
2021-12-16 10:03:12 | INFO : - file 2157_Brahms_OP18_StringSextet.npy added to validation set.
2021-12-16 10:03:14 | INFO : - file 2486_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-16 10:03:15 | INFO : - file 2393_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-16 10:03:16 | INFO : - file 2210_Bach_BWV849_WTKI.npy added to training set.
2021-12-16 10:03:17 | INFO : - file 2659_Bach_BWV1002_ViolinPartita.npy added to training set.
2021-12-16 10:03:19 | INFO : - file 1729_Schubert_OP114_PianoQuintet.npy added to validation set.
2021-12-16 10:03:21 | INFO : - file 2678_Beethoven_OP14NO2_PianoSonata.npy added to training set.
2021-12-16 10:03:22 | INFO : - file 2221_Bach_BWV1009_CelloSuite.npy added to validation set.
2021-12-16 10:03:22 | INFO : - file 2411_Beethoven_OP27NO1_PianoSonata.npy added to training set.
2021-12-16 10:03:24 | INFO : - file 2343_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-16 10:03:25 | INFO : - file 1818_Mozart_K375_Serenadein.npy added to training set.
2021-12-16 10:03:27 | INFO : - file 1919_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-16 10:03:28 | INFO : - file 2415_Beethoven_OP71_Sextetin.npy added to training set.
2021-12-16 10:03:29 | INFO : - file 2305_Bach_BWV859_WTKI.npy added to training set.
2021-12-16 10:03:31 | INFO : - file 2510_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-16 10:03:32 | INFO : - file 2608_Beethoven_OP31NO1_PianoSonata.npy added to training set.
2021-12-16 10:03:35 | INFO : - file 2532_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-16 10:03:38 | INFO : - file 2542_Beethoven_OP101_PianoSonata.npy added to training set.
2021-12-16 10:03:39 | INFO : - file 2118_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-16 10:03:40 | INFO : - file 1756_Schubert_D784_PianoSonata.npy added to validation set.
2021-12-16 10:03:43 | INFO : - file 1793_Mozart_K465_StringQuartet.npy added to training set.
2021-12-16 10:03:44 | INFO : - file 1758_Schubert_D958_PianoSonata.npy added to training set.
2021-12-16 10:03:46 | INFO : - file 2404_Beethoven_OP110_PianoSonata.npy added to training set.
2021-12-16 10:03:48 | INFO : - file 2491_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-16 10:03:49 | INFO : - file 2282_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-16 10:03:50 | INFO : - file 2304_Bach_BWV859_WTKI.npy added to training set.
2021-12-16 10:03:52 | INFO : - file 2149_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-16 10:03:54 | INFO : - file 2330_Beethoven_OP12NO1_ViolinSonata.npy added to training set.
2021-12-16 10:03:57 | INFO : - file 1916_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-16 10:03:58 | INFO : - file 2212_Bach_BWV857_WTKI.npy added to training set.
2021-12-16 10:04:00 | INFO : - file 2480_Beethoven_OP18NO5_StringQuartet.npy added to validation set.
2021-12-16 10:04:00 | INFO : - file 2214_Bach_BWV847_WTKI.npy added to training set.
2021-12-16 10:04:01 | INFO : - file 2195_Bach_BWV848_WTKI.npy added to training set.
2021-12-16 10:04:02 | INFO : - file 2477_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-16 10:04:03 | INFO : - file 2295_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-16 10:04:04 | INFO : - file 1768_Schubert_D664_PianoSonata.npy added to training set.
2021-12-16 10:04:06 | INFO : - file 2627_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-12-16 10:04:07 | INFO : - file 2431_Beethoven_OP135_StringQuartet.npy added to training set.
2021-12-16 10:04:08 | INFO : - file 2591_Beethoven_OP26_PianoSonata.npy added to training set.
2021-12-16 10:04:10 | INFO : - file 1775_Schubert_D850_PianoSonata.npy added to training set.
2021-12-16 10:04:12 | INFO : - file 2293_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-16 10:04:13 | INFO : - file 1791_Mozart_K465_StringQuartet.npy added to training set.
2021-12-16 10:04:14 | INFO : - file 2194_Bach_BWV858_WTKI.npy added to training set.
2021-12-16 10:04:18 | INFO : - file 1742_Schubert_OP163_StringQuintet.npy added to training set.
2021-12-16 10:04:21 | INFO : - file 1776_Schubert_D850_PianoSonata.npy added to training set.
2021-12-16 10:04:25 | INFO : - file 2112_Brahms_OP38_CelloSonata.npy added to training set.
2021-12-16 10:04:26 | INFO : - file 2423_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-12-16 10:04:28 | INFO : - file 2560_Beethoven_OP18NO2_StringQuartet.npy added to training set.
2021-12-16 10:04:29 | INFO : - file 2219_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-16 10:04:30 | INFO : - file 2420_Beethoven_OP12NO2_ViolinSonata.npy added to training set.
2021-12-16 10:04:32 | INFO : - file 1763_Schubert_OP142_4Impromptus.npy added to training set.
2021-12-16 10:04:33 | INFO : - file 2228_Bach_BWV851_WTKI.npy added to training set.
2021-12-16 10:04:36 | INFO : - file 2441_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-16 10:04:39 | INFO : - file 2570_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-16 10:04:40 | INFO : - file 1918_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-16 10:04:42 | INFO : - file 2451_Beethoven_OP18NO6_StringQuartet.npy added to training set.
2021-12-16 10:04:44 | INFO : - file 2177_Ravel_35_StringQuartet.npy added to training set.
2021-12-16 10:04:46 | INFO : - file 1788_Mozart_K465_StringQuartet.npy added to training set.
2021-12-16 10:04:48 | INFO : - file 2179_Ravel_35_StringQuartet.npy added to training set.
2021-12-16 10:04:50 | INFO : - file 2346_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-16 10:04:52 | INFO : - file 2376_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-12-16 10:04:53 | INFO : - file 2620_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-12-16 10:04:55 | INFO : - file 2390_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-16 10:04:57 | INFO : - file 2335_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-12-16 10:04:58 | INFO : - file 2403_Beethoven_OP18NO1_StringQuartet.npy added to training set.
2021-12-16 10:04:58 | INFO : - file 2247_Bach_BWV854_WTKI.npy added to training set.
2021-12-16 10:04:59 | INFO : - file 2432_Beethoven_OP135_StringQuartet.npy added to training set.
2021-12-16 10:05:00 | INFO : - file 2292_Bach_BWV864_WTKI.npy added to training set.
2021-12-16 10:05:01 | INFO : - file 2076_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-12-16 10:05:02 | INFO : - file 1790_Mozart_K465_StringQuartet.npy added to training set.
2021-12-16 10:05:03 | INFO : - file 2302_Bach_BWV850_WTKI.npy added to training set.
2021-12-16 10:05:05 | INFO : - file 2391_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-16 10:05:06 | INFO : - file 1933_Dvorak_OP96_StringQuartet.npy added to validation set.
2021-12-16 10:05:08 | INFO : - file 2514_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-16 10:05:10 | INFO : - file 1829_Mozart_K542_PianoTrio.npy added to training set.
2021-12-16 10:05:11 | INFO : - file 1923_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-16 10:05:15 | INFO : - file 2377_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-12-16 10:05:17 | INFO : - file 1931_Dvorak_OP96_StringQuartet.npy added to training set.
2021-12-16 10:05:18 | INFO : - file 2294_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-16 10:05:19 | INFO : - file 2384_Beethoven_OP130_StringQuartet.npy added to training set.
2021-12-16 10:05:20 | INFO : - file 2241_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-16 10:05:21 | INFO : - file 2242_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-16 10:05:22 | INFO : - file 2283_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-16 10:05:23 | INFO : - file 2632_Beethoven_OP14NO2_PianoSonata.npy added to validation set.
2021-12-16 10:05:26 | INFO : - file 1760_Schubert_D958_PianoSonata.npy added to training set.
2021-12-16 10:05:28 | INFO : - file 2568_Beethoven_OP90_PianoSonata.npy added to training set.
2021-12-16 10:05:30 | INFO : - file 2345_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-16 10:05:31 | INFO : - file 2576_Beethoven_OP13_PianoSonata.npy added to training set.
2021-12-16 10:05:33 | INFO : - file 2131_Brahms_OP11_SerenadeNo.npy added to training set.
2021-12-16 10:05:34 | INFO : - file 2537_Beethoven_OP49NO2_PianoSonata.npy added to training set.
2021-12-16 10:05:37 | INFO : - file 2607_Beethoven_OP31NO1_PianoSonata.npy added to training set.
2021-12-16 10:05:37 | INFO : - file 2230_Bach_BWV865_WTKI.npy added to training set.
2021-12-16 10:05:38 | INFO : - file 2167_Faure_OP45_PianoQuartet.npy added to validation set.
2021-12-16 10:05:40 | INFO : - file 2603_Beethoven_OP81NO1_PianoSonata.npy added to training set.
2021-12-16 10:05:41 | INFO : - file 2594_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-16 10:05:42 | INFO : - file 2204_Bach_BWV1013_Partitain.npy added to training set.
2021-12-16 10:05:44 | INFO : - file 2523_Beethoven_OP69_CelloSonata.npy added to training set.
2021-12-16 10:05:46 | INFO : - file 2357_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-16 10:05:50 | INFO : - file 2398_Beethoven_OP47_ViolinSonata.npy added to training set.
2021-12-16 10:05:50 | INFO : - file 2310_Bach_BWV860_WTKI.npy added to training set.
2021-12-16 10:05:51 | INFO : - file 2078_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-12-16 10:05:55 | INFO : - file 2521_Beethoven_OP69_CelloSonata.npy added to training set.
2021-12-16 10:05:56 | INFO : - file 2562_Beethoven_OP18NO2_StringQuartet.npy added to training set.
2021-12-16 10:05:57 | INFO : - file 1824_Mozart_K421_StringQuartet.npy added to training set.
2021-12-16 10:06:00 | INFO : - file 2318_Beethoven_OP38_Trioin.npy added to validation set.
2021-12-16 10:06:01 | INFO : - file 1773_Schubert_D568_PianoSonata.npy added to training set.
2021-12-16 10:06:06 | INFO : - file 2443_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-16 10:06:07 | INFO : - file 2114_Brahms_OP38_CelloSonata.npy added to training set.
2021-12-16 10:06:09 | INFO : - file 2488_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-16 10:06:10 | INFO : - file 2198_Bach_BWV867_WTKI.npy added to training set.
2021-12-16 10:06:12 | INFO : - file 2350_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-16 10:06:13 | INFO : - file 2595_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-16 10:06:14 | INFO : - file 1805_Mozart_K387_StringQuartet.npy added to validation set.
2021-12-16 10:06:16 | INFO : - file 2113_Brahms_OP38_CelloSonata.npy added to training set.
2021-12-16 10:06:17 | INFO : - file 2075_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-12-16 10:06:19 | INFO : - file 2516_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-16 10:06:20 | INFO : - file 2497_Beethoven_OP95_StringQuartet.npy added to training set.
2021-12-16 10:06:21 | INFO : - file 2507_Beethoven_OP103_Octetin.npy added to training set.
2021-12-16 10:06:23 | INFO : - file 2389_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-16 10:06:24 | INFO : - file 2222_Bach_BWV1009_CelloSuite.npy added to validation set.
2021-12-16 10:06:25 | INFO : - file 2372_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-12-16 10:06:27 | INFO : - file 2471_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-16 10:06:28 | INFO : - file 2105_Haydn_OP64NO5_QuartetNo.npy added to training set.
2021-12-16 10:06:30 | INFO : - file 2388_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-16 10:06:31 | INFO : - file 2213_Bach_BWV847_WTKI.npy added to training set.
2021-12-16 10:06:32 | INFO : - file 2417_Beethoven_OP71_Sextetin.npy added to training set.
2021-12-16 10:06:34 | INFO : - file 1751_Schubert_D845_PianoSonata.npy added to training set.
2021-12-16 10:06:35 | INFO : - file 1728_Schubert_OP114_PianoQuintet.npy added to training set.
2021-12-16 10:06:35 | INFO : - file 2227_Bach_BWV851_WTKI.npy added to training set.
2021-12-16 10:06:37 | INFO : - file 1734_Schubert_D959_PianoSonata.npy added to training set.
2021-12-16 10:06:37 | INFO : - file 2224_Bach_BWV852_WTKI.npy added to training set.
2021-12-16 10:06:38 | INFO : - file 2285_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-16 10:06:40 | INFO : - file 2159_Brahms_OP40_HornTrio.npy added to training set.
2021-12-16 10:06:41 | INFO : - file 2117_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-16 10:06:44 | INFO : - file 2155_Brahms_OP18_StringSextet.npy added to training set.
2021-12-16 10:06:47 | INFO : - file 1771_Schubert_D568_PianoSonata.npy added to training set.
2021-12-16 10:06:49 | INFO : - file 2571_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-16 10:06:50 | INFO : - file 2229_Bach_BWV865_WTKI.npy added to training set.
2021-12-16 10:06:53 | INFO : - file 2325_Beethoven_OP57_PianoSonata.npy added to training set.
2021-12-16 10:06:56 | INFO : - file 1749_Schubert_D845_PianoSonata.npy added to training set.
2021-12-16 10:06:57 | INFO : - file 2573_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-16 10:06:58 | INFO : - file 2596_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-16 10:07:00 | INFO : - file 2300_Bach_BWV853_WTKI.npy added to training set.
2021-12-16 10:07:01 | INFO : - file 2487_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-16 10:07:02 | INFO : - file 2119_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-16 10:07:05 | INFO : - file 1765_Schubert_OP142_4Impromptus.npy added to validation set.
2021-12-16 10:07:07 | INFO : - file 2528_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-12-16 10:07:09 | INFO : - file 1727_Schubert_OP114_PianoQuintet.npy added to training set.
2021-12-16 10:07:12 | INFO : - file 2314_Beethoven_OP132_StringQuartet.npy added to training set.
2021-12-16 10:07:12 | INFO : - file 2202_Bach_BWV1013_Partitain.npy added to training set.
2021-12-16 10:07:13 | INFO : - file 2239_Bach_BWV862_WTKI.npy added to training set.
2021-12-16 10:07:16 | INFO : - file 2444_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-16 10:07:18 | INFO : - file 2581_Beethoven_OP54_PianoSonata.npy added to training set.
2021-12-16 10:07:19 | INFO : - file 2244_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-16 10:07:21 | INFO : - file 1792_Mozart_K465_StringQuartet.npy added to training set.
2021-12-16 10:07:23 | INFO : - file 1812_Mozart_K581_ClarinetQuintet.npy added to training set.
2021-12-16 10:07:25 | INFO : - file 2490_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-16 10:07:26 | INFO : - file 2442_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-16 10:07:28 | INFO : - file 2564_Beethoven_OP22_PianoSonata.npy added to training set.
2021-12-16 10:07:30 | INFO : - file 2611_Beethoven_OP10NO3_PianoSonata.npy added to training set.
2021-12-16 10:07:31 | INFO : - file 2422_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-12-16 10:07:33 | INFO : - file 2483_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-12-16 10:07:34 | INFO : - file 2342_Beethoven_OP30NO3_ViolinSonata.npy added to validation set.
2021-12-16 10:07:38 | INFO : - file 2366_Beethoven_OP127_StringQuartet.npy added to training set.
2021-12-16 10:07:38 | INFO : - file 2358_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-16 10:07:39 | INFO : - file 2555_Beethoven_OP109_PianoSonata.npy added to training set.
2021-12-16 10:07:42 | INFO : - file 2622_Beethoven_OP59NO1_StringQuartet.npy added to training set.
2021-12-16 10:07:42 | INFO : - file 2289_Bach_BWV1002_ViolinPartita.npy added to validation set.
2021-12-16 10:07:43 | INFO : - file 2080_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-12-16 10:07:46 | INFO : - file 2588_Beethoven_OP26_PianoSonata.npy added to training set.
2021-12-16 10:07:47 | INFO : - file 2494_Beethoven_OP95_StringQuartet.npy added to training set.
2021-12-16 10:07:49 | INFO : - file 1789_Mozart_K465_StringQuartet.npy added to training set.
2021-12-16 10:07:52 | INFO : - file 2168_Faure_OP45_PianoQuartet.npy added to training set.
2021-12-16 10:07:53 | INFO : - file 1859_Mozart_K464_StringQuartet.npy added to training set.
2021-12-16 10:07:55 | INFO : - file 2586_Beethoven_OP102NO1_CelloSonata.npy added to training set.
2021-12-16 10:07:56 | INFO : - file 2478_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-16 10:08:01 | INFO : - file 2315_Beethoven_OP132_StringQuartet.npy added to validation set.
2021-12-16 10:08:02 | INFO : - file 2201_Bach_BWV861_WTKI.npy added to training set.
2021-12-16 10:08:02 | INFO : - file 2572_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-16 10:08:03 | INFO : - file 2238_Bach_BWV868_WTKI.npy added to training set.
2021-12-16 10:08:03 | INFO : - file 2248_Bach_BWV854_WTKI.npy added to training set.
2021-12-16 10:08:06 | INFO : - file 1735_Schubert_D959_PianoSonata.npy added to training set.
2021-12-16 10:08:07 | INFO : - file 2308_Bach_BWV863_WTKI.npy added to training set.
2021-12-16 10:08:11 | INFO : - file 2154_Brahms_OP18_StringSextet.npy added to training set.
2021-12-16 10:08:12 | INFO : - file 2140_Brahms_OP51NO1_StringQuartet.npy added to training set.
2021-12-16 10:08:13 | INFO : - file 2077_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-12-16 10:08:15 | INFO : - file 1807_Mozart_K387_StringQuartet.npy added to validation set.
2021-12-16 10:08:18 | INFO : - file 2406_Beethoven_OP110_PianoSonata.npy added to training set.
2021-12-16 10:08:20 | INFO : - file 1772_Schubert_D568_PianoSonata.npy added to training set.
2021-12-16 10:08:21 | INFO : - file 2156_Brahms_OP18_StringSextet.npy added to training set.
2021-12-16 10:08:24 | INFO : - file 1757_Schubert_D958_PianoSonata.npy added to training set.
2021-12-16 10:08:27 | INFO : - file 2436_Beethoven_OP53_PianoSonata.npy added to training set.
2021-12-16 10:08:28 | INFO : - file 2364_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-16 10:08:29 | INFO : - file 2538_Beethoven_OP49NO2_PianoSonata.npy added to training set.
2021-12-16 10:08:30 | INFO : - file 2336_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-12-16 10:08:31 | INFO : - file 2466_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-12-16 10:08:33 | INFO : - file 2677_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-12-16 10:08:34 | INFO : - file 2081_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-12-16 10:08:36 | INFO : - file 2151_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-16 10:08:38 | INFO : - file 2512_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-16 10:08:39 | INFO : - file 2083_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-12-16 10:08:41 | INFO : - file 2368_Beethoven_OP127_StringQuartet.npy added to training set.
2021-12-16 10:08:43 | INFO : - file 2082_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-12-16 10:08:44 | INFO : - file 2178_Ravel_35_StringQuartet.npy added to training set.
2021-12-16 10:08:47 | INFO : - file 2322_Beethoven_OP57_PianoSonata.npy added to training set.
2021-12-16 10:08:48 | INFO : - file 2633_Beethoven_OP14NO2_PianoSonata.npy added to validation set.
2021-12-16 10:08:49 | INFO : - file 2220_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-16 10:08:51 | INFO : - file 1828_Mozart_K542_PianoTrio.npy added to training set.
2021-12-16 10:08:52 | INFO : - file 2527_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-12-16 10:08:53 | INFO : - file 2540_Beethoven_OP101_PianoSonata.npy added to training set.
2021-12-16 10:08:55 | INFO : - file 2582_Beethoven_OP54_PianoSonata.npy added to training set.
2021-12-16 10:08:56 | INFO : - file 2225_Bach_BWV852_WTKI.npy added to training set.
2021-12-16 10:08:58 | INFO : - file 1876_Mozart_K496_PianoTrio.npy added to training set.
2021-12-16 10:09:00 | INFO : - file 2593_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-16 10:09:02 | INFO : - file 2482_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-12-16 10:09:04 | INFO : - file 2341_Beethoven_OP30NO3_ViolinSonata.npy added to validation set.
2021-12-16 10:09:05 | INFO : - file 2288_Bach_BWV1002_ViolinPartita.npy added to training set.
2021-12-16 10:09:07 | INFO : - file 2504_Beethoven_OP103_Octetin.npy added to training set.
2021-12-16 10:09:09 | INFO : - file 2381_Beethoven_OP130_StringQuartet.npy added to training set.
2021-12-16 10:09:11 | INFO : - file 2104_Haydn_OP64NO5_QuartetNo.npy added to training set.
2021-12-16 10:09:13 | INFO : - file 2365_Beethoven_OP127_StringQuartet.npy added to training set.
2021-12-16 10:09:15 | INFO : - file 1739_Schubert_OP99_PianoTrio.npy added to training set.
2021-12-16 10:09:18 | INFO : - file 1750_Schubert_D845_PianoSonata.npy added to training set.
2021-12-16 10:09:20 | INFO : - file 2473_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-16 10:09:21 | INFO : - file 2180_Ravel_35_StringQuartet.npy added to training set.
2021-12-16 10:09:24 | INFO : - file 2397_Beethoven_OP47_ViolinSonata.npy added to training set.
2021-12-16 10:09:26 | INFO : - file 2626_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-12-16 10:09:28 | INFO : - file 1730_Schubert_OP114_PianoQuintet.npy added to training set.
2021-12-16 10:09:29 | INFO : - file 2522_Beethoven_OP69_CelloSonata.npy added to training set.
2021-12-16 10:09:30 | INFO : - file 2619_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-12-16 10:09:31 | INFO : - file 2234_Bach_BWV856_WTKI.npy added to training set.
2021-12-16 10:09:32 | INFO : - file 2618_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-12-16 10:09:34 | INFO : - file 2161_Brahms_OP40_HornTrio.npy added to training set.
2021-12-16 10:09:37 | INFO : - file 2166_Faure_OP45_PianoQuartet.npy added to training set.
2021-12-16 10:09:40 | INFO : - file 2319_Beethoven_OP38_Trioin.npy added to training set.
2021-12-16 10:09:41 | INFO : - file 2590_Beethoven_OP26_PianoSonata.npy added to training set.
2021-12-16 10:09:41 | INFO : Training set & loader generated, length 94348
2021-12-16 10:09:41 | INFO : Validation set & loader generated, length 9238
2021-12-16 10:09:41 | INFO :
###################### START TRAINING ######################
2021-12-16 11:25:14 | INFO : Epoch #0 finished. Train Loss: 0.0872, Val Loss: 0.0808 with lr: 0.00020
2021-12-16 11:25:15 | INFO : .... model of epoch 0 saved.
2021-12-16 12:40:27 | INFO : Epoch #1 finished. Train Loss: 0.0759, Val Loss: 0.0736 with lr: 0.00020
2021-12-16 12:40:28 | INFO : .... model of epoch #1 saved.
2021-12-16 13:55:50 | INFO : Epoch #2 finished. Train Loss: 0.0716, Val Loss: 0.0737 with lr: 0.00020
2021-12-16 15:11:09 | INFO : Epoch #3 finished. Train Loss: 0.0697, Val Loss: 0.0685 with lr: 0.00020
2021-12-16 15:11:09 | INFO : .... model of epoch #3 saved.
2021-12-16 16:26:35 | INFO : Epoch #4 finished. Train Loss: 0.0685, Val Loss: 0.0710 with lr: 0.00020
2021-12-16 17:41:55 | INFO : Epoch #5 finished. Train Loss: 0.0676, Val Loss: 0.0687 with lr: 0.00020
2021-12-16 18:57:18 | INFO : Epoch #6 finished. Train Loss: 0.0665, Val Loss: 0.0700 with lr: 0.00020
2021-12-16 20:12:34 | INFO : Epoch #7 finished. Train Loss: 0.0657, Val Loss: 0.0663 with lr: 0.00020
2021-12-16 20:12:35 | INFO : .... model of epoch #7 saved.
2021-12-16 21:27:57 | INFO : Epoch #8 finished. Train Loss: 0.0649, Val Loss: 0.0692 with lr: 0.00020
2021-12-16 22:43:15 | INFO : Epoch #9 finished. Train Loss: 0.0643, Val Loss: 0.0647 with lr: 0.00020
2021-12-16 22:43:16 | INFO : .... model of epoch #9 saved.
2021-12-16 23:58:36 | INFO : Epoch #10 finished. Train Loss: 0.0637, Val Loss: 0.0668 with lr: 0.00020
2021-12-17 01:13:58 | INFO : Epoch #11 finished. Train Loss: 0.0635, Val Loss: 0.0673 with lr: 0.00020
2021-12-17 02:29:18 | INFO : Epoch #12 finished. Train Loss: 0.0629, Val Loss: 0.0655 with lr: 0.00020
2021-12-17 03:44:42 | INFO : Epoch #13 finished. Train Loss: 0.0626, Val Loss: 0.0665 with lr: 0.00020
2021-12-17 05:00:02 | INFO : Epoch #14 finished. Train Loss: 0.0619, Val Loss: 0.0662 with lr: 0.00020
2021-12-17 06:15:21 | INFO : Epoch #15 finished. Train Loss: 0.0616, Val Loss: 0.0653 with lr: 0.00020
2021-12-17 07:30:42 | INFO : Epoch #16 finished. Train Loss: 0.0582, Val Loss: 0.0641 with lr: 0.00010
2021-12-17 07:30:42 | INFO : .... model of epoch #16 saved.
2021-12-17 08:46:04 | INFO : Epoch #17 finished. Train Loss: 0.0572, Val Loss: 0.0647 with lr: 0.00010
2021-12-17 10:01:25 | INFO : Epoch #18 finished. Train Loss: 0.0570, Val Loss: 0.0648 with lr: 0.00010
2021-12-17 11:16:48 | INFO : Epoch #19 finished. Train Loss: 0.0567, Val Loss: 0.0638 with lr: 0.00010
2021-12-17 11:16:49 | INFO : .... model of epoch #19 saved.
2021-12-17 12:32:06 | INFO : Epoch #20 finished. Train Loss: 0.0560, Val Loss: 0.0658 with lr: 0.00010
2021-12-17 13:47:29 | INFO : Epoch #21 finished. Train Loss: 0.0558, Val Loss: 0.0645 with lr: 0.00010
2021-12-17 15:02:50 | INFO : Epoch #22 finished. Train Loss: 0.0555, Val Loss: 0.0638 with lr: 0.00010
2021-12-17 15:02:50 | INFO : .... model of epoch #22 saved.
2021-12-17 16:18:12 | INFO : Epoch #23 finished. Train Loss: 0.0552, Val Loss: 0.0654 with lr: 0.00010
2021-12-17 17:33:29 | INFO : Epoch #24 finished. Train Loss: 0.0548, Val Loss: 0.0655 with lr: 0.00010
2021-12-17 18:48:48 | INFO : Epoch #25 finished. Train Loss: 0.0546, Val Loss: 0.0652 with lr: 0.00010
2021-12-17 20:04:13 | INFO : Epoch #26 finished. Train Loss: 0.0542, Val Loss: 0.0664 with lr: 0.00010
2021-12-17 21:19:36 | INFO : Epoch #27 finished. Train Loss: 0.0538, Val Loss: 0.0664 with lr: 0.00010
2021-12-17 22:34:54 | INFO : Epoch #28 finished. Train Loss: 0.0537, Val Loss: 0.0657 with lr: 0.00010
2021-12-17 23:50:14 | INFO : Epoch #29 finished. Train Loss: 0.0511, Val Loss: 0.0665 with lr: 0.00005
2021-12-18 01:05:33 | INFO : Epoch #30 finished. Train Loss: 0.0505, Val Loss: 0.0693 with lr: 0.00005
2021-12-18 02:20:54 | INFO : Epoch #31 finished. Train Loss: 0.0502, Val Loss: 0.0656 with lr: 0.00005
2021-12-18 03:36:11 | INFO : Epoch #32 finished. Train Loss: 0.0499, Val Loss: 0.0674 with lr: 0.00005
2021-12-18 04:51:31 | INFO : Epoch #33 finished. Train Loss: 0.0496, Val Loss: 0.0664 with lr: 0.00005
2021-12-18 06:06:50 | INFO : Epoch #34 finished. Train Loss: 0.0494, Val Loss: 0.0685 with lr: 0.00005
2021-12-18 06:06:50 | INFO : ### trained model saved in /tsi/clusterhome/cweiss/models/exp128c_traintest_musicnet_aligned_pitch_cnn_deepresnetverywide_test10files_augall_AdamW_rerun3.pt
2021-12-18 06:06:50 | INFO :
###################### START TESTING ######################
2021-12-18 13:50:06 | INFO : ### trained model loaded from /tsi/clusterhome/cweiss/models/exp128c_traintest_musicnet_aligned_pitch_cnn_deepresnetverywide_test10files_augall_AdamW_rerun3.pt
2021-12-18 13:50:50 | INFO : file 2106_Haydn_OP64NO5_QuartetNo.npy tested. Cosine sim: 0.7524344395103445
2021-12-18 13:51:19 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7692772040290268
2021-12-18 13:51:42 | INFO : file 2416_Beethoven_OP71_Sextetin.npy tested. Cosine sim: 0.6774010626865048
2021-12-18 13:51:58 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7909748800358474
2021-12-18 13:52:29 | INFO : file 1759_Schubert_D958_PianoSonata.npy tested. Cosine sim: 0.759984009760714
2021-12-18 13:52:47 | INFO : file 2191_Bach_BWV1006_ViolinPartita.npy tested. Cosine sim: 0.8072711615715394
2021-12-18 13:54:05 | INFO : file 2629_Beethoven_OP96_ViolinSonata.npy tested. Cosine sim: 0.8071135986057718
2021-12-18 13:54:25 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.6112768204812778
2021-12-18 13:54:49 | INFO : file 2556_Beethoven_OP109_PianoSonata.npy tested. Cosine sim: 0.8122406631768468
2021-12-18 13:55:12 | INFO : file 2298_Bach_BWV1010_CelloSuite.npy tested. Cosine sim: 0.7199959924276175
2021-12-18 13:55:12 | INFO : ### Testing done. ################################################
2021-12-18 13:55:12 | INFO : # Results for large test set (10 files) #########################
2021-12-18 13:55:12 | INFO : Mean precision: 0.700652962627607
2021-12-18 13:55:12 | INFO : Mean recall: 0.7818307741298922
2021-12-18 13:55:12 | INFO : Mean f_measure: 0.7364400231810591
2021-12-18 13:55:12 | INFO : Mean cosine_sim: 0.7507969832285492
2021-12-18 13:55:12 | INFO : Mean binary_crossentropy: 0.06484046597340715
2021-12-18 13:55:12 | INFO : Mean euclidean_distance: 0.8489781164257136
2021-12-18 13:55:12 | INFO : Mean binary_accuracy: 0.9819629592018755
2021-12-18 13:55:12 | INFO : Mean soft_accuracy: 0.9725156298055231
2021-12-18 13:55:12 | INFO : Mean accum_energy: 0.5598986528257917
2021-12-18 13:55:12 | INFO : Mean roc_auc_measure: 0.9870758509518508
2021-12-18 13:55:12 | INFO : Mean average_precision_score: 0.7821986884585648
2021-12-18 13:55:12 | INFO : Mean Precision: 0.700652962627607
2021-12-18 13:55:12 | INFO : Mean Recall: 0.7818307741298922
2021-12-18 13:55:12 | INFO : Mean Accuracy: 0.586398437103772
2021-12-18 13:55:12 | INFO : Mean Substitution Error: 0.11079548185830772
2021-12-18 13:55:12 | INFO : Mean Miss Error: 0.10737374401180014
2021-12-18 13:55:12 | INFO : Mean False Alarm Error: 0.23711294727569193
2021-12-18 13:55:12 | INFO : Mean Total Error: 0.4552821731457998
2021-12-18 13:55:12 | INFO : Mean Chroma Precision: 0.7176100200811185
2021-12-18 13:55:12 | INFO : Mean Chroma Recall: 0.8005495422610434
2021-12-18 13:55:12 | INFO : Mean Chroma Accuracy: 0.6085661692733043
2021-12-18 13:55:12 | INFO : Mean Chroma Substitution Error: 0.09207671372715667
2021-12-18 13:55:12 | INFO : Mean Chroma Miss Error: 0.10737374401180014
2021-12-18 13:55:12 | INFO : Mean Chroma False Alarm Error: 0.23711294727569193
2021-12-18 13:55:12 | INFO : Mean Chroma Total Error: 0.4365634050146487
2021-12-18 13:55:12 | INFO :
2021-12-18 13:55:12 | INFO : Framewise precision: 0.7270765960244047
2021-12-18 13:55:12 | INFO : Framewise recall: 0.7749276165423832
2021-12-18 13:55:12 | INFO : Framewise f_measure: 0.7471517934227959
2021-12-18 13:55:12 | INFO : Framewise cosine_sim: 0.7625572142796464
2021-12-18 13:55:12 | INFO : Framewise binary_crossentropy: 0.07431988640445257
2021-12-18 13:55:12 | INFO : Framewise euclidean_distance: 0.9125480878930385
2021-12-18 13:55:12 | INFO : Framewise binary_accuracy: 0.9802203723661232
2021-12-18 13:55:12 | INFO : Framewise soft_accuracy: 0.9692993332371449
2021-12-18 13:55:12 | INFO : Framewise accum_energy: 0.5652330031784811
2021-12-18 13:55:12 | INFO : Framewise roc_auc_measure: 0.9854770873730276
2021-12-18 13:55:12 | INFO : Framewise average_precision_score: 0.7947571294313454
2021-12-18 13:55:12 | INFO : Framewise Precision: 0.7270765960244047
2021-12-18 13:55:12 | INFO : Framewise Recall: 0.7749276165423832
2021-12-18 13:55:12 | INFO : Framewise Accuracy: 0.5991085662237381
2021-12-18 13:55:12 | INFO : Framewise Substitution Error: 0.10824629281117708
2021-12-18 13:55:12 | INFO : Framewise Miss Error: 0.11682609064644006
2021-12-18 13:55:12 | INFO : Framewise False Alarm Error: 0.19775619991536544
2021-12-18 13:55:12 | INFO : Framewise Total Error: 0.4228285833729827
2021-12-18 13:55:12 | INFO : Framewise Chroma Precision: 0.747485582701115
2021-12-18 13:55:12 | INFO : Framewise Chroma Recall: 0.7961848691202559
2021-12-18 13:55:12 | INFO : Framewise Chroma Accuracy: 0.6260192874646455
2021-12-18 13:55:12 | INFO : Framewise Chroma Substitution Error: 0.08698904023330421
2021-12-18 13:55:12 | INFO : Framewise Chroma Miss Error: 0.11682609064644006
2021-12-18 13:55:12 | INFO : Framewise Chroma False Alarm Error: 0.19775619991536544
2021-12-18 13:55:12 | INFO : Framewise Chroma Total Error: 0.4015713307951097
2021-12-18 13:55:29 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7817097902554148
2021-12-18 13:55:42 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7949973577983247
2021-12-18 13:55:56 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.6215131348239785
2021-12-18 13:55:56 | INFO : ### Testing done. ################################################
2021-12-18 13:55:56 | INFO : # Results for small test set (3 files), first 90s ##############
2021-12-18 13:55:56 | INFO : Mean precision: 0.6870693023565523
2021-12-18 13:55:56 | INFO : Mean recall: 0.7493665880993201
2021-12-18 13:55:56 | INFO : Mean f_measure: 0.7154836391893801
2021-12-18 13:55:56 | INFO : Mean cosine_sim: 0.7327400942925726
2021-12-18 13:55:56 | INFO : Mean binary_crossentropy: 0.06850850388900777
2021-12-18 13:55:56 | INFO : Mean euclidean_distance: 0.9150160894404772
2021-12-18 13:55:56 | INFO : Mean binary_accuracy: 0.9798504818594104
2021-12-18 13:55:56 | INFO : Mean soft_accuracy: 0.9703313904676961
2021-12-18 13:55:56 | INFO : Mean accum_energy: 0.5447990044123142
2021-12-18 13:55:56 | INFO : Mean roc_auc_measure: 0.9866747103203509
2021-12-18 13:55:56 | INFO : Mean average_precision_score: 0.7583051059192417
2021-12-18 13:55:56 | INFO : Mean Precision: 0.6870693023565523
2021-12-18 13:55:56 | INFO : Mean Recall: 0.7493665880993201
2021-12-18 13:55:56 | INFO : Mean Accuracy: 0.5640370381723481
2021-12-18 13:55:56 | INFO : Mean Substitution Error: 0.10187025101188325
2021-12-18 13:55:56 | INFO : Mean Miss Error: 0.14876316088879668
2021-12-18 13:55:56 | INFO : Mean False Alarm Error: 0.25602730272983854
2021-12-18 13:55:56 | INFO : Mean Total Error: 0.5066607146305184
2021-12-18 13:55:56 | INFO : Mean Chroma Precision: 0.7037608871093596
2021-12-18 13:55:56 | INFO : Mean Chroma Recall: 0.768998677496199
2021-12-18 13:55:56 | INFO : Mean Chroma Accuracy: 0.5845745731869034
2021-12-18 13:55:56 | INFO : Mean Chroma Substitution Error: 0.08223816161500429
2021-12-18 13:55:56 | INFO : Mean Chroma Miss Error: 0.14876316088879668
2021-12-18 13:55:56 | INFO : Mean Chroma False Alarm Error: 0.25602730272983854
2021-12-18 13:55:56 | INFO : Mean Chroma Total Error: 0.48702862523363954
2021-12-18 13:55:56 | INFO :
2021-12-18 13:55:56 | INFO : Framewise precision: 0.6870693023565523
2021-12-18 13:55:56 | INFO : Framewise recall: 0.74936658809932
2021-12-18 13:55:56 | INFO : Framewise f_measure: 0.7154836391893802
2021-12-18 13:55:56 | INFO : Framewise cosine_sim: 0.7327400942925727
2021-12-18 13:55:56 | INFO : Framewise binary_crossentropy: 0.06850850388900778
2021-12-18 13:55:56 | INFO : Framewise euclidean_distance: 0.9150160894404772
2021-12-18 13:55:56 | INFO : Framewise binary_accuracy: 0.9798504818594104
2021-12-18 13:55:56 | INFO : Framewise soft_accuracy: 0.9703313904676961
2021-12-18 13:55:56 | INFO : Framewise accum_energy: 0.5447990044123142
2021-12-18 13:55:56 | INFO : Framewise roc_auc_measure: 0.9866747103203509
2021-12-18 13:55:56 | INFO : Framewise average_precision_score: 0.7583051059192417
2021-12-18 13:55:56 | INFO : Framewise Precision: 0.6870693023565523
2021-12-18 13:55:56 | INFO : Framewise Recall: 0.74936658809932
2021-12-18 13:55:56 | INFO : Framewise Accuracy: 0.5640370381723481
2021-12-18 13:55:56 | INFO : Framewise Substitution Error: 0.10187025101188327
2021-12-18 13:55:56 | INFO : Framewise Miss Error: 0.14876316088879668
2021-12-18 13:55:56 | INFO : Framewise False Alarm Error: 0.2560273027298385
2021-12-18 13:55:56 | INFO : Framewise Total Error: 0.5066607146305184
2021-12-18 13:55:56 | INFO : Framewise Chroma Precision: 0.7037608871093595
2021-12-18 13:55:56 | INFO : Framewise Chroma Recall: 0.7689986774961991
2021-12-18 13:55:56 | INFO : Framewise Chroma Accuracy: 0.5845745731869034
2021-12-18 13:55:56 | INFO : Framewise Chroma Substitution Error: 0.08223816161500429
2021-12-18 13:55:56 | INFO : Framewise Chroma Miss Error: 0.14876316088879668
2021-12-18 13:55:56 | INFO : Framewise Chroma False Alarm Error: 0.2560273027298385
2021-12-18 13:55:56 | INFO : Framewise Chroma Total Error: 0.4870286252336395
2021-12-18 13:56:22 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7692772040290268
2021-12-18 13:56:35 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7909748800358474
2021-12-18 13:56:53 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.6112768204812778
2021-12-18 13:56:53 | INFO : ### Testing done. ################################################
2021-12-18 13:56:53 | INFO : # Results for small test set (3 files), full ###################
2021-12-18 13:56:53 | INFO : Mean precision: 0.6799527388853436
2021-12-18 13:56:53 | INFO : Mean recall: 0.7361223402078036
2021-12-18 13:56:53 | INFO : Mean f_measure: 0.7056046840156078
2021-12-18 13:56:53 | INFO : Mean cosine_sim: 0.7238429681820507
2021-12-18 13:56:53 | INFO : Mean binary_crossentropy: 0.07101153760391919
2021-12-18 13:56:53 | INFO : Mean euclidean_distance: 0.9150945761556276
2021-12-18 13:56:53 | INFO : Mean binary_accuracy: 0.9792806501851055
2021-12-18 13:56:53 | INFO : Mean soft_accuracy: 0.9701297409592705
2021-12-18 13:56:53 | INFO : Mean accum_energy: 0.5240907318406196
2021-12-18 13:56:53 | INFO : Mean roc_auc_measure: 0.9852151256577891
2021-12-18 13:56:53 | INFO : Mean average_precision_score: 0.7435923751362418
2021-12-18 13:56:53 | INFO : Mean Precision: 0.6799527388853436
2021-12-18 13:56:53 | INFO : Mean Recall: 0.7361223402078036
2021-12-18 13:56:53 | INFO : Mean Accuracy: 0.5518599235272998
2021-12-18 13:56:53 | INFO : Mean Substitution Error: 0.11678751606802779
2021-12-18 13:56:53 | INFO : Mean Miss Error: 0.14709014372416862
2021-12-18 13:56:53 | INFO : Mean False Alarm Error: 0.24628549054979945
2021-12-18 13:56:53 | INFO : Mean Total Error: 0.5101631503419959
2021-12-18 13:56:53 | INFO : Mean Chroma Precision: 0.6993469261579901
2021-12-18 13:56:53 | INFO : Mean Chroma Recall: 0.7585184685418259
2021-12-18 13:56:53 | INFO : Mean Chroma Accuracy: 0.5756099852554409
2021-12-18 13:56:53 | INFO : Mean Chroma Substitution Error: 0.09439138773400535
2021-12-18 13:56:53 | INFO : Mean Chroma Miss Error: 0.14709014372416862
2021-12-18 13:56:53 | INFO : Mean Chroma False Alarm Error: 0.24628549054979945
2021-12-18 13:56:53 | INFO : Mean Chroma Total Error: 0.4877670220079735
2021-12-18 13:56:53 | INFO :
2021-12-18 13:56:53 | INFO : Framewise precision: 0.6864335736567446
2021-12-18 13:56:53 | INFO : Framewise recall: 0.7411444867641231
2021-12-18 13:56:53 | INFO : Framewise f_measure: 0.7115346242316659
2021-12-18 13:56:53 | INFO : Framewise cosine_sim: 0.7264248666331758
2021-12-18 13:56:53 | INFO : Framewise binary_crossentropy: 0.07184756092680217
2021-12-18 13:56:53 | INFO : Framewise euclidean_distance: 0.9213292311339326
2021-12-18 13:56:53 | INFO : Framewise binary_accuracy: 0.9790341501997303
2021-12-18 13:56:53 | INFO : Framewise soft_accuracy: 0.9696589303527922
2021-12-18 13:56:53 | INFO : Framewise accum_energy: 0.5275553103355929
2021-12-18 13:56:53 | INFO : Framewise roc_auc_measure: 0.9856482500596758
2021-12-18 13:56:53 | INFO : Framewise average_precision_score: 0.7497558515464792
2021-12-18 13:56:53 | INFO : Framewise Precision: 0.6864335736567446
2021-12-18 13:56:53 | INFO : Framewise Recall: 0.7411444867641231
2021-12-18 13:56:53 | INFO : Framewise Accuracy: 0.5587319201856709
2021-12-18 13:56:53 | INFO : Framewise Substitution Error: 0.11527075942009242
2021-12-18 13:56:53 | INFO : Framewise Miss Error: 0.1435847538157845
2021-12-18 13:56:53 | INFO : Framewise False Alarm Error: 0.23866474958811462
2021-12-18 13:56:53 | INFO : Framewise Total Error: 0.49752026282399153
2021-12-18 13:56:53 | INFO : Framewise Chroma Precision: 0.7059850854758084
2021-12-18 13:56:53 | INFO : Framewise Chroma Recall: 0.7635142403069518
2021-12-18 13:56:53 | INFO : Framewise Chroma Accuracy: 0.5829500687808991
2021-12-18 13:56:53 | INFO : Framewise Chroma Substitution Error: 0.09290100587726371
2021-12-18 13:56:53 | INFO : Framewise Chroma Miss Error: 0.1435847538157845
2021-12-18 13:56:53 | INFO : Framewise Chroma False Alarm Error: 0.23866474958811462
2021-12-18 13:56:53 | INFO : Framewise Chroma Total Error: 0.47515050928116287