2021-12-01 20:24:31 | INFO : Logging experiment exp127b_traintest_musicnet_aligned_pitch_cnn_deepwide_test10files_augall_AdamW 2021-12-01 20:24:31 | INFO : Experiment config: do training = True 2021-12-01 20:24:31 | INFO : Experiment config: do validation = True 2021-12-01 20:24:31 | INFO : Experiment config: do testing = True 2021-12-01 20:24:31 | INFO : Training set parameters: {'context': 75, 'stride': 50, 'compression': 10, 'aug:transpsemitones': 5, 'aug:randomeq': 20, 'aug:noisestd': 0.0001, 'aug:tuning': True} 2021-12-01 20:24:31 | INFO : Validation set parameters: {'context': 75, 'stride': 50, 'compression': 10} 2021-12-01 20:24:31 | INFO : Test set parameters: {'context': 75, 'stride': 1, 'compression': 10} 2021-12-01 20:24:31 | INFO : Training parameters: {'batch_size': 25, 'shuffle': True, 'num_workers': 16} 2021-12-01 20:24:31 | INFO : Trained model saved in /tsi/clusterhome/cweiss/models/exp127b_traintest_musicnet_aligned_pitch_cnn_deepwide_test10files_augall_AdamW.pt 2021-12-01 20:24:31 | INFO : --- Training config: ----------------------------------------- 2021-12-01 20:24:31 | INFO : Maximum number of epochs: 100 2021-12-01 20:24:31 | INFO : Criterion (Loss): BCELoss 2021-12-01 20:24:31 | INFO : Optimizer parameters: {'name': 'AdamW', 'initial_lr': 0.0002, 'betas': (0.9, 0.999), 'eps': 1e-08, 'weight_decay': 0.01, 'amsgrad': False} 2021-12-01 20:24:31 | INFO : Scheduler parameters: {'use_scheduler': True, 'name': 'ReduceLROnPlateau', 'mode': 'min', 'factor': 0.5, 'patience': 5, 'threshold': 0.0001, 'threshold_mode': 'rel', 'cooldown': 0, 'min_lr': 1e-06, 'eps': 1e-08, 'verbose': False} 2021-12-01 20:24:31 | INFO : Early stopping parameters: {'use_early_stopping': True, 'mode': 'min', 'min_delta': 1e-05, 'patience': 12, 'percentage': False} 2021-12-01 20:24:31 | INFO : Test parameters: {'batch_size': 50, 'shuffle': False, 'num_workers': 8} 2021-12-01 20:24:31 | INFO : Save filewise results = True, in folder /tsi/clusterhome/cweiss/code/deep_pitch_estimation/experiments/results_filewise/exp127b_traintest_musicnet_aligned_pitch_cnn_deepwide_test10files_augall_AdamW.csv 2021-12-01 20:24:31 | INFO : Save model predictions = True, in folder /tsi/clusterhome/cweiss/predictions/exp127b_traintest_musicnet_aligned_pitch_cnn_deepwide_test10files_augall_AdamW 2021-12-01 20:24:31 | INFO : CUDA use_cuda: True 2021-12-01 20:24:31 | INFO : CUDA device: cuda:0 2021-12-01 20:24:34 | INFO : --- Model config: -------------------------------------------- 2021-12-01 20:24:34 | INFO : Model: deep_cnn_segm_sigmoid 2021-12-01 20:24:34 | INFO : Model parameters: {'n_chan_input': 6, 'n_chan_layers': [40, 40, 30, 10], 'n_prefilt_layers': 5, 'residual': False, 'n_bins_in': 216, 'n_bins_out': 72, 'a_lrelu': 0.3, 'p_dropout': 0.2} 2021-12-01 20:24:35 | INFO : ========================================================================================== Layer (type:depth-idx) Output Shape Param # ========================================================================================== ├─LayerNorm: 1-1 [1, 174, 6, 216] 2,592 ├─Sequential: 1-2 [1, 40, 174, 216] -- | └─Conv2d: 2-1 [1, 40, 174, 216] 54,040 | └─LeakyReLU: 2-2 [1, 40, 174, 216] -- | └─MaxPool2d: 2-3 [1, 40, 174, 216] -- | └─Dropout: 2-4 [1, 40, 174, 216] -- ├─ModuleList: 1 [] -- | └─Sequential: 2-5 [1, 40, 174, 216] -- | | └─Conv2d: 3-1 [1, 40, 174, 216] 360,040 | | └─LeakyReLU: 3-2 [1, 40, 174, 216] -- | | └─MaxPool2d: 3-3 [1, 40, 174, 216] -- | | └─Dropout: 3-4 [1, 40, 174, 216] -- | └─Sequential: 2-6 [1, 40, 174, 216] -- | | └─Conv2d: 3-5 [1, 40, 174, 216] 360,040 | | └─LeakyReLU: 3-6 [1, 40, 174, 216] -- | | └─MaxPool2d: 3-7 [1, 40, 174, 216] -- | | └─Dropout: 3-8 [1, 40, 174, 216] -- | └─Sequential: 2-7 [1, 40, 174, 216] -- | | └─Conv2d: 3-9 [1, 40, 174, 216] 360,040 | | └─LeakyReLU: 3-10 [1, 40, 174, 216] -- | | └─MaxPool2d: 3-11 [1, 40, 174, 216] -- | | └─Dropout: 3-12 [1, 40, 174, 216] -- | └─Sequential: 2-8 [1, 40, 174, 216] -- | | └─Conv2d: 3-13 [1, 40, 174, 216] 360,040 | | └─LeakyReLU: 3-14 [1, 40, 174, 216] -- | | └─MaxPool2d: 3-15 [1, 40, 174, 216] -- | | └─Dropout: 3-16 [1, 40, 174, 216] -- ├─Sequential: 1-3 [1, 40, 174, 72] -- | └─Conv2d: 2-9 [1, 40, 174, 72] 14,440 | └─LeakyReLU: 2-10 [1, 40, 174, 72] -- | └─MaxPool2d: 2-11 [1, 40, 174, 72] -- | └─Dropout: 2-12 [1, 40, 174, 72] -- ├─Sequential: 1-4 [1, 30, 100, 72] -- | └─Conv2d: 2-13 [1, 30, 100, 72] 90,030 | └─LeakyReLU: 2-14 [1, 30, 100, 72] -- | └─Dropout: 2-15 [1, 30, 100, 72] -- ├─Sequential: 1-5 [1, 1, 100, 72] -- | └─Conv2d: 2-16 [1, 10, 100, 72] 310 | └─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: 1,601,583 Trainable params: 1,601,583 Non-trainable params: 0 Total mult-adds (G): 56.98 ========================================================================================== Input size (MB): 0.90 Forward/backward pass size (MB): 68.31 Params size (MB): 6.41 Estimated Total Size (MB): 75.62 ========================================================================================== 2021-12-01 20:24:35 | INFO : - file 2530_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-01 20:24:35 | INFO : - file 1822_Mozart_K421_StringQuartet.npy added to training set. 2021-12-01 20:24:35 | INFO : - file 1752_Schubert_D845_PianoSonata.npy added to training set. 2021-12-01 20:24:35 | INFO : - file 2297_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-01 20:24:35 | INFO : - file 2240_Bach_BWV862_WTKI.npy added to training set. 2021-12-01 20:24:35 | INFO : - file 2463_Beethoven_OP23_ViolinSonata.npy added to training set. 2021-12-01 20:24:35 | INFO : - file 2550_Beethoven_OP78_PianoSonata.npy added to training set. 2021-12-01 20:24:35 | INFO : - file 2566_Beethoven_OP22_PianoSonata.npy added to training set. 2021-12-01 20:24:36 | INFO : - file 2492_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-01 20:24:36 | INFO : - file 2359_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-01 20:24:36 | INFO : - file 2138_Brahms_OP51NO1_StringQuartet.npy added to training set. 2021-12-01 20:24:36 | INFO : - file 1811_Mozart_K581_ClarinetQuintet.npy added to validation set. 2021-12-01 20:24:36 | INFO : - file 2127_Brahms_OP11_SerenadeNo.npy added to training set. 2021-12-01 20:24:36 | INFO : - file 2531_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-01 20:24:36 | INFO : - file 2116_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-01 20:24:36 | INFO : - file 2284_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-01 20:24:36 | INFO : - file 2379_Beethoven_OP59NO2_StringQuartet.npy added to training set. 2021-12-01 20:24:36 | INFO : - file 2237_Bach_BWV868_WTKI.npy added to training set. 2021-12-01 20:24:37 | INFO : - file 2313_Beethoven_OP132_StringQuartet.npy added to training set. 2021-12-01 20:24:37 | INFO : - file 1755_Schubert_D784_PianoSonata.npy added to validation set. 2021-12-01 20:24:37 | INFO : - file 2405_Beethoven_OP110_PianoSonata.npy added to training set. 2021-12-01 20:24:37 | INFO : - file 2307_Bach_BWV863_WTKI.npy added to training set. 2021-12-01 20:24:37 | INFO : - file 2533_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-01 20:24:37 | INFO : - file 2200_Bach_BWV861_WTKI.npy added to training set. 2021-12-01 20:24:37 | INFO : - file 2567_Beethoven_OP90_PianoSonata.npy added to training set. 2021-12-01 20:24:37 | INFO : - file 2481_Beethoven_OP18NO5_StringQuartet.npy added to training set. 2021-12-01 20:24:37 | INFO : - file 2334_Beethoven_OP30NO3_ViolinSonata.npy added to training set. 2021-12-01 20:24:37 | INFO : - file 2208_Bach_BWV855_WTKI.npy added to training set. 2021-12-01 20:24:38 | INFO : - file 1766_Schubert_OP142_4Impromptus.npy added to validation set. 2021-12-01 20:24:38 | INFO : - file 2169_Faure_OP45_PianoQuartet.npy added to training set. 2021-12-01 20:24:38 | INFO : - file 2148_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-01 20:24:38 | INFO : - file 2501_Beethoven_OP12NO3_ViolinSonata.npy added to training set. 2021-12-01 20:24:38 | INFO : - file 2614_Beethoven_OP10NO3_PianoSonata.npy added to training set. 2021-12-01 20:24:38 | INFO : - file 2557_Beethoven_OP109_PianoSonata.npy added to training set. 2021-12-01 20:24:38 | INFO : - file 2373_Beethoven_OP49NO1_PianoSonata.npy added to training set. 2021-12-01 20:24:38 | INFO : - file 1733_Schubert_D959_PianoSonata.npy added to validation set. 2021-12-01 20:24:39 | INFO : - file 2079_Cambini_JOHN2_WindQuintet.npy added to training set. 2021-12-01 20:24:39 | INFO : - file 1835_Mozart_K590_StringQuartet.npy added to training set. 2021-12-01 20:24:39 | INFO : - file 1873_Mozart_K502_PianoTrio.npy added to training set. 2021-12-01 20:24:39 | INFO : - file 2424_Beethoven_OP2NO1_PianoSonata.npy added to training set. 2021-12-01 20:24:39 | INFO : - file 2209_Bach_BWV849_WTKI.npy added to training set. 2021-12-01 20:24:39 | INFO : - file 2410_Beethoven_OP27NO1_PianoSonata.npy added to training set. 2021-12-01 20:24:39 | INFO : - file 2296_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-01 20:24:39 | INFO : - file 1817_Mozart_K375_Serenadein.npy added to training set. 2021-12-01 20:24:39 | INFO : - file 2472_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-01 20:24:39 | INFO : - file 2383_Beethoven_OP130_StringQuartet.npy added to training set. 2021-12-01 20:24:39 | INFO : - file 2462_Beethoven_OP23_ViolinSonata.npy added to training set. 2021-12-01 20:24:39 | INFO : - file 2575_Beethoven_OP13_PianoSonata.npy added to training set. 2021-12-01 20:24:39 | INFO : - file 2320_Beethoven_OP38_Trioin.npy added to training set. 2021-12-01 20:24:39 | INFO : - file 2207_Bach_BWV855_WTKI.npy added to training set. 2021-12-01 20:24:40 | INFO : - file 2476_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-01 20:24:40 | INFO : - file 2371_Beethoven_OP14NO1_PianoSonata.npy added to training set. 2021-12-01 20:24:40 | INFO : - file 2147_Brahms_OP36_StringSextet.npy added to training set. 2021-12-01 20:24:40 | INFO : - file 2215_Bach_BWV846_WTKI.npy added to training set. 2021-12-01 20:24:40 | INFO : - file 1777_Schubert_D850_PianoSonata.npy added to training set. 2021-12-01 20:24:40 | INFO : - file 2502_Beethoven_OP12NO3_ViolinSonata.npy added to training set. 2021-12-01 20:24:40 | INFO : - file 1922_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-01 20:24:40 | INFO : - file 1893_Mozart_K564_PianoTrio.npy added to training set. 2021-12-01 20:24:40 | INFO : - file 2186_Bach_BWV1006_ViolinPartita.npy added to training set. 2021-12-01 20:24:40 | INFO : - file 2160_Brahms_OP40_HornTrio.npy added to training set. 2021-12-01 20:24:41 | INFO : - file 2509_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-01 20:24:41 | INFO : - file 2505_Beethoven_OP103_Octetin.npy added to training set. 2021-12-01 20:24:41 | INFO : - file 2506_Beethoven_OP103_Octetin.npy added to training set. 2021-12-01 20:24:41 | INFO : - file 2628_Beethoven_OP96_ViolinSonata.npy added to training set. 2021-12-01 20:24:41 | INFO : - file 2218_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-01 20:24:41 | INFO : - file 2529_Beethoven_OP10NO1_PianoSonata.npy added to training set. 2021-12-01 20:24:41 | INFO : - file 2374_Beethoven_OP49NO1_PianoSonata.npy added to training set. 2021-12-01 20:24:41 | INFO : - file 2392_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-01 20:24:41 | INFO : - file 2231_Bach_BWV866_WTKI.npy added to training set. 2021-12-01 20:24:41 | INFO : - file 1813_Mozart_K581_ClarinetQuintet.npy added to training set. 2021-12-01 20:24:41 | INFO : - file 2196_Bach_BWV848_WTKI.npy added to training set. 2021-12-01 20:24:41 | INFO : - file 2158_Brahms_OP40_HornTrio.npy added to validation set. 2021-12-01 20:24:41 | INFO : - file 1872_Mozart_K502_PianoTrio.npy added to training set. 2021-12-01 20:24:42 | INFO : - file 2621_Beethoven_OP59NO1_StringQuartet.npy added to training set. 2021-12-01 20:24:42 | INFO : - file 2150_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-01 20:24:42 | INFO : - file 2217_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-01 20:24:42 | INFO : - file 2243_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-01 20:24:42 | INFO : - file 2433_Beethoven_OP135_StringQuartet.npy added to training set. 2021-12-01 20:24:42 | INFO : - file 2211_Bach_BWV857_WTKI.npy added to training set. 2021-12-01 20:24:42 | INFO : - file 1764_Schubert_OP142_4Impromptus.npy added to training set. 2021-12-01 20:24:42 | INFO : - file 2348_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-01 20:24:42 | INFO : - file 1932_Dvorak_OP96_StringQuartet.npy added to validation set. 2021-12-01 20:24:42 | INFO : - file 2232_Bach_BWV866_WTKI.npy added to training set. 2021-12-01 20:24:42 | INFO : - file 2203_Bach_BWV1013_Partitain.npy added to training set. 2021-12-01 20:24:43 | INFO : - file 2157_Brahms_OP18_StringSextet.npy added to validation set. 2021-12-01 20:24:43 | INFO : - file 2486_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-01 20:24:43 | INFO : - file 2393_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-01 20:24:43 | INFO : - file 2210_Bach_BWV849_WTKI.npy added to training set. 2021-12-01 20:24:43 | INFO : - file 2659_Bach_BWV1002_ViolinPartita.npy added to training set. 2021-12-01 20:24:43 | INFO : - file 1729_Schubert_OP114_PianoQuintet.npy added to validation set. 2021-12-01 20:24:43 | INFO : - file 2678_Beethoven_OP14NO2_PianoSonata.npy added to training set. 2021-12-01 20:24:43 | INFO : - file 2221_Bach_BWV1009_CelloSuite.npy added to validation set. 2021-12-01 20:24:43 | INFO : - file 2411_Beethoven_OP27NO1_PianoSonata.npy added to training set. 2021-12-01 20:24:43 | INFO : - file 2343_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-01 20:24:43 | INFO : - file 1818_Mozart_K375_Serenadein.npy added to training set. 2021-12-01 20:24:44 | INFO : - file 1919_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-01 20:24:44 | INFO : - file 2415_Beethoven_OP71_Sextetin.npy added to training set. 2021-12-01 20:24:44 | INFO : - file 2305_Bach_BWV859_WTKI.npy added to training set. 2021-12-01 20:24:44 | INFO : - file 2510_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-01 20:24:44 | INFO : - file 2608_Beethoven_OP31NO1_PianoSonata.npy added to training set. 2021-12-01 20:24:44 | INFO : - file 2532_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-01 20:24:44 | INFO : - file 2542_Beethoven_OP101_PianoSonata.npy added to training set. 2021-12-01 20:24:44 | INFO : - file 2118_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-01 20:24:44 | INFO : - file 1756_Schubert_D784_PianoSonata.npy added to validation set. 2021-12-01 20:24:44 | INFO : - file 1793_Mozart_K465_StringQuartet.npy added to training set. 2021-12-01 20:24:45 | INFO : - file 1758_Schubert_D958_PianoSonata.npy added to training set. 2021-12-01 20:24:45 | INFO : - file 2404_Beethoven_OP110_PianoSonata.npy added to training set. 2021-12-01 20:24:45 | INFO : - file 2491_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-01 20:24:45 | INFO : - file 2282_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-01 20:24:45 | INFO : - file 2304_Bach_BWV859_WTKI.npy added to training set. 2021-12-01 20:24:45 | INFO : - file 2149_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-01 20:24:45 | INFO : - file 2330_Beethoven_OP12NO1_ViolinSonata.npy added to training set. 2021-12-01 20:24:45 | INFO : - file 1916_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-01 20:24:45 | INFO : - file 2212_Bach_BWV857_WTKI.npy added to training set. 2021-12-01 20:24:45 | INFO : - file 2480_Beethoven_OP18NO5_StringQuartet.npy added to validation set. 2021-12-01 20:24:45 | INFO : - file 2214_Bach_BWV847_WTKI.npy added to training set. 2021-12-01 20:24:45 | INFO : - file 2195_Bach_BWV848_WTKI.npy added to training set. 2021-12-01 20:24:46 | INFO : - file 2477_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-01 20:24:46 | INFO : - file 2295_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-01 20:24:46 | INFO : - file 1768_Schubert_D664_PianoSonata.npy added to training set. 2021-12-01 20:24:46 | INFO : - file 2627_Beethoven_OP96_ViolinSonata.npy added to training set. 2021-12-01 20:24:46 | INFO : - file 2431_Beethoven_OP135_StringQuartet.npy added to training set. 2021-12-01 20:24:46 | INFO : - file 2591_Beethoven_OP26_PianoSonata.npy added to training set. 2021-12-01 20:24:46 | INFO : - file 1775_Schubert_D850_PianoSonata.npy added to training set. 2021-12-01 20:24:46 | INFO : - file 2293_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-01 20:24:46 | INFO : - file 1791_Mozart_K465_StringQuartet.npy added to training set. 2021-12-01 20:24:46 | INFO : - file 2194_Bach_BWV858_WTKI.npy added to training set. 2021-12-01 20:24:46 | INFO : - file 1742_Schubert_OP163_StringQuintet.npy added to training set. 2021-12-01 20:24:47 | INFO : - file 1776_Schubert_D850_PianoSonata.npy added to training set. 2021-12-01 20:24:47 | INFO : - file 2112_Brahms_OP38_CelloSonata.npy added to training set. 2021-12-01 20:24:47 | INFO : - file 2423_Beethoven_OP2NO1_PianoSonata.npy added to training set. 2021-12-01 20:24:47 | INFO : - file 2560_Beethoven_OP18NO2_StringQuartet.npy added to training set. 2021-12-01 20:24:47 | INFO : - file 2219_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-01 20:24:47 | INFO : - file 2420_Beethoven_OP12NO2_ViolinSonata.npy added to training set. 2021-12-01 20:24:47 | INFO : - file 1763_Schubert_OP142_4Impromptus.npy added to training set. 2021-12-01 20:24:47 | INFO : - file 2228_Bach_BWV851_WTKI.npy added to training set. 2021-12-01 20:24:48 | INFO : - file 2441_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-01 20:24:48 | INFO : - file 2570_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-01 20:24:48 | INFO : - file 1918_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-01 20:24:48 | INFO : - file 2451_Beethoven_OP18NO6_StringQuartet.npy added to training set. 2021-12-01 20:24:48 | INFO : - file 2177_Ravel_35_StringQuartet.npy added to training set. 2021-12-01 20:24:48 | INFO : - file 1788_Mozart_K465_StringQuartet.npy added to training set. 2021-12-01 20:24:48 | INFO : - file 2179_Ravel_35_StringQuartet.npy added to training set. 2021-12-01 20:24:48 | INFO : - file 2346_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-01 20:24:48 | INFO : - file 2376_Beethoven_OP59NO2_StringQuartet.npy added to training set. 2021-12-01 20:24:48 | INFO : - file 2620_Beethoven_OP10NO2_PianoSonata.npy added to training set. 2021-12-01 20:24:49 | INFO : - file 2390_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-01 20:24:49 | INFO : - file 2335_Beethoven_OP30NO3_ViolinSonata.npy added to training set. 2021-12-01 20:24:49 | INFO : - file 2403_Beethoven_OP18NO1_StringQuartet.npy added to training set. 2021-12-01 20:24:49 | INFO : - file 2247_Bach_BWV854_WTKI.npy added to training set. 2021-12-01 20:24:49 | INFO : - file 2432_Beethoven_OP135_StringQuartet.npy added to training set. 2021-12-01 20:24:49 | INFO : - file 2292_Bach_BWV864_WTKI.npy added to training set. 2021-12-01 20:24:49 | INFO : - file 2076_Cambini_JOHN1_WindQuintet.npy added to training set. 2021-12-01 20:24:49 | INFO : - file 1790_Mozart_K465_StringQuartet.npy added to training set. 2021-12-01 20:24:49 | INFO : - file 2302_Bach_BWV850_WTKI.npy added to training set. 2021-12-01 20:24:49 | INFO : - file 2391_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-01 20:24:49 | INFO : - file 1933_Dvorak_OP96_StringQuartet.npy added to validation set. 2021-12-01 20:24:49 | INFO : - file 2514_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-01 20:24:49 | INFO : - file 1829_Mozart_K542_PianoTrio.npy added to training set. 2021-12-01 20:24:50 | INFO : - file 1923_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-01 20:24:50 | INFO : - file 2377_Beethoven_OP59NO2_StringQuartet.npy added to training set. 2021-12-01 20:24:50 | INFO : - file 1931_Dvorak_OP96_StringQuartet.npy added to training set. 2021-12-01 20:24:50 | INFO : - file 2294_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-01 20:24:50 | INFO : - file 2384_Beethoven_OP130_StringQuartet.npy added to training set. 2021-12-01 20:24:50 | INFO : - file 2241_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-01 20:24:50 | INFO : - file 2242_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-01 20:24:50 | INFO : - file 2283_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-01 20:24:50 | INFO : - file 2632_Beethoven_OP14NO2_PianoSonata.npy added to validation set. 2021-12-01 20:24:50 | INFO : - file 1760_Schubert_D958_PianoSonata.npy added to training set. 2021-12-01 20:24:51 | INFO : - file 2568_Beethoven_OP90_PianoSonata.npy added to training set. 2021-12-01 20:24:51 | INFO : - file 2345_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-01 20:24:51 | INFO : - file 2576_Beethoven_OP13_PianoSonata.npy added to training set. 2021-12-01 20:24:51 | INFO : - file 2131_Brahms_OP11_SerenadeNo.npy added to training set. 2021-12-01 20:24:51 | INFO : - file 2537_Beethoven_OP49NO2_PianoSonata.npy added to training set. 2021-12-01 20:24:51 | INFO : - file 2607_Beethoven_OP31NO1_PianoSonata.npy added to training set. 2021-12-01 20:24:51 | INFO : - file 2230_Bach_BWV865_WTKI.npy added to training set. 2021-12-01 20:24:51 | INFO : - file 2167_Faure_OP45_PianoQuartet.npy added to validation set. 2021-12-01 20:24:51 | INFO : - file 2603_Beethoven_OP81NO1_PianoSonata.npy added to training set. 2021-12-01 20:24:51 | INFO : - file 2594_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-01 20:24:51 | INFO : - file 2204_Bach_BWV1013_Partitain.npy added to training set. 2021-12-01 20:24:51 | INFO : - file 2523_Beethoven_OP69_CelloSonata.npy added to training set. 2021-12-01 20:24:52 | INFO : - file 2357_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-01 20:24:52 | INFO : - file 2398_Beethoven_OP47_ViolinSonata.npy added to training set. 2021-12-01 20:24:52 | INFO : - file 2310_Bach_BWV860_WTKI.npy added to training set. 2021-12-01 20:24:52 | INFO : - file 2078_Cambini_JOHN2_WindQuintet.npy added to training set. 2021-12-01 20:24:52 | INFO : - file 2521_Beethoven_OP69_CelloSonata.npy added to training set. 2021-12-01 20:24:52 | INFO : - file 2562_Beethoven_OP18NO2_StringQuartet.npy added to training set. 2021-12-01 20:24:52 | INFO : - file 1824_Mozart_K421_StringQuartet.npy added to training set. 2021-12-01 20:24:52 | INFO : - file 2318_Beethoven_OP38_Trioin.npy added to validation set. 2021-12-01 20:24:52 | INFO : - file 1773_Schubert_D568_PianoSonata.npy added to training set. 2021-12-01 20:24:53 | INFO : - file 2443_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-01 20:24:53 | INFO : - file 2114_Brahms_OP38_CelloSonata.npy added to training set. 2021-12-01 20:24:53 | INFO : - file 2488_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-01 20:24:53 | INFO : - file 2198_Bach_BWV867_WTKI.npy added to training set. 2021-12-01 20:24:53 | INFO : - file 2350_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-01 20:24:53 | INFO : - file 2595_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-01 20:24:53 | INFO : - file 1805_Mozart_K387_StringQuartet.npy added to validation set. 2021-12-01 20:24:53 | INFO : - file 2113_Brahms_OP38_CelloSonata.npy added to training set. 2021-12-01 20:24:53 | INFO : - file 2075_Cambini_JOHN1_WindQuintet.npy added to training set. 2021-12-01 20:24:54 | INFO : - file 2516_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-01 20:24:54 | INFO : - file 2497_Beethoven_OP95_StringQuartet.npy added to training set. 2021-12-01 20:24:54 | INFO : - file 2507_Beethoven_OP103_Octetin.npy added to training set. 2021-12-01 20:24:54 | INFO : - file 2389_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-01 20:24:54 | INFO : - file 2222_Bach_BWV1009_CelloSuite.npy added to validation set. 2021-12-01 20:24:54 | INFO : - file 2372_Beethoven_OP14NO1_PianoSonata.npy added to training set. 2021-12-01 20:24:54 | INFO : - file 2471_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-01 20:24:54 | INFO : - file 2105_Haydn_OP64NO5_QuartetNo.npy added to training set. 2021-12-01 20:24:54 | INFO : - file 2388_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-01 20:24:54 | INFO : - file 2213_Bach_BWV847_WTKI.npy added to training set. 2021-12-01 20:24:54 | INFO : - file 2417_Beethoven_OP71_Sextetin.npy added to training set. 2021-12-01 20:24:54 | INFO : - file 1751_Schubert_D845_PianoSonata.npy added to training set. 2021-12-01 20:24:54 | INFO : - file 1728_Schubert_OP114_PianoQuintet.npy added to training set. 2021-12-01 20:24:55 | INFO : - file 2227_Bach_BWV851_WTKI.npy added to training set. 2021-12-01 20:24:55 | INFO : - file 1734_Schubert_D959_PianoSonata.npy added to training set. 2021-12-01 20:24:55 | INFO : - file 2224_Bach_BWV852_WTKI.npy added to training set. 2021-12-01 20:24:55 | INFO : - file 2285_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-01 20:24:55 | INFO : - file 2159_Brahms_OP40_HornTrio.npy added to training set. 2021-12-01 20:24:55 | INFO : - file 2117_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-01 20:24:55 | INFO : - file 2155_Brahms_OP18_StringSextet.npy added to training set. 2021-12-01 20:24:55 | INFO : - file 1771_Schubert_D568_PianoSonata.npy added to training set. 2021-12-01 20:24:55 | INFO : - file 2571_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-01 20:24:55 | INFO : - file 2229_Bach_BWV865_WTKI.npy added to training set. 2021-12-01 20:24:56 | INFO : - file 2325_Beethoven_OP57_PianoSonata.npy added to training set. 2021-12-01 20:24:56 | INFO : - file 1749_Schubert_D845_PianoSonata.npy added to training set. 2021-12-01 20:24:56 | INFO : - file 2573_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-01 20:24:56 | INFO : - file 2596_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-01 20:24:56 | INFO : - file 2300_Bach_BWV853_WTKI.npy added to training set. 2021-12-01 20:24:56 | INFO : - file 2487_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-01 20:24:56 | INFO : - file 2119_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-01 20:24:56 | INFO : - file 1765_Schubert_OP142_4Impromptus.npy added to validation set. 2021-12-01 20:24:56 | INFO : - file 2528_Beethoven_OP10NO1_PianoSonata.npy added to training set. 2021-12-01 20:24:56 | INFO : - file 1727_Schubert_OP114_PianoQuintet.npy added to training set. 2021-12-01 20:24:57 | INFO : - file 2314_Beethoven_OP132_StringQuartet.npy added to training set. 2021-12-01 20:24:57 | INFO : - file 2202_Bach_BWV1013_Partitain.npy added to training set. 2021-12-01 20:24:57 | INFO : - file 2239_Bach_BWV862_WTKI.npy added to training set. 2021-12-01 20:24:57 | INFO : - file 2444_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-01 20:24:57 | INFO : - file 2581_Beethoven_OP54_PianoSonata.npy added to training set. 2021-12-01 20:24:57 | INFO : - file 2244_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-01 20:24:57 | INFO : - file 1792_Mozart_K465_StringQuartet.npy added to training set. 2021-12-01 20:24:57 | INFO : - file 1812_Mozart_K581_ClarinetQuintet.npy added to training set. 2021-12-01 20:24:57 | INFO : - file 2490_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-01 20:24:57 | INFO : - file 2442_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-01 20:24:58 | INFO : - file 2564_Beethoven_OP22_PianoSonata.npy added to training set. 2021-12-01 20:24:58 | INFO : - file 2611_Beethoven_OP10NO3_PianoSonata.npy added to training set. 2021-12-01 20:24:58 | INFO : - file 2422_Beethoven_OP2NO1_PianoSonata.npy added to training set. 2021-12-01 20:24:58 | INFO : - file 2483_Beethoven_OP18NO5_StringQuartet.npy added to training set. 2021-12-01 20:24:58 | INFO : - file 2342_Beethoven_OP30NO3_ViolinSonata.npy added to validation set. 2021-12-01 20:24:58 | INFO : - file 2366_Beethoven_OP127_StringQuartet.npy added to training set. 2021-12-01 20:24:58 | INFO : - file 2358_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-01 20:24:58 | INFO : - file 2555_Beethoven_OP109_PianoSonata.npy added to training set. 2021-12-01 20:24:58 | INFO : - file 2622_Beethoven_OP59NO1_StringQuartet.npy added to training set. 2021-12-01 20:24:58 | INFO : - file 2289_Bach_BWV1002_ViolinPartita.npy added to validation set. 2021-12-01 20:24:59 | INFO : - file 2080_Cambini_JOHN2_WindQuintet.npy added to training set. 2021-12-01 20:24:59 | INFO : - file 2588_Beethoven_OP26_PianoSonata.npy added to training set. 2021-12-01 20:24:59 | INFO : - file 2494_Beethoven_OP95_StringQuartet.npy added to training set. 2021-12-01 20:24:59 | INFO : - file 1789_Mozart_K465_StringQuartet.npy added to training set. 2021-12-01 20:24:59 | INFO : - file 2168_Faure_OP45_PianoQuartet.npy added to training set. 2021-12-01 20:24:59 | INFO : - file 1859_Mozart_K464_StringQuartet.npy added to training set. 2021-12-01 20:24:59 | INFO : - file 2586_Beethoven_OP102NO1_CelloSonata.npy added to training set. 2021-12-01 20:24:59 | INFO : - file 2478_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-01 20:25:00 | INFO : - file 2315_Beethoven_OP132_StringQuartet.npy added to validation set. 2021-12-01 20:25:00 | INFO : - file 2201_Bach_BWV861_WTKI.npy added to training set. 2021-12-01 20:25:00 | INFO : - file 2572_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-01 20:25:00 | INFO : - file 2238_Bach_BWV868_WTKI.npy added to training set. 2021-12-01 20:25:00 | INFO : - file 2248_Bach_BWV854_WTKI.npy added to training set. 2021-12-01 20:25:00 | INFO : - file 1735_Schubert_D959_PianoSonata.npy added to training set. 2021-12-01 20:25:00 | INFO : - file 2308_Bach_BWV863_WTKI.npy added to training set. 2021-12-01 20:25:00 | INFO : - file 2154_Brahms_OP18_StringSextet.npy added to training set. 2021-12-01 20:25:00 | INFO : - file 2140_Brahms_OP51NO1_StringQuartet.npy added to training set. 2021-12-01 20:25:00 | INFO : - file 2077_Cambini_JOHN1_WindQuintet.npy added to training set. 2021-12-01 20:25:00 | INFO : - file 1807_Mozart_K387_StringQuartet.npy added to validation set. 2021-12-01 20:25:01 | INFO : - file 2406_Beethoven_OP110_PianoSonata.npy added to training set. 2021-12-01 20:25:01 | INFO : - file 1772_Schubert_D568_PianoSonata.npy added to training set. 2021-12-01 20:25:01 | INFO : - file 2156_Brahms_OP18_StringSextet.npy added to training set. 2021-12-01 20:25:01 | INFO : - file 1757_Schubert_D958_PianoSonata.npy added to training set. 2021-12-01 20:25:01 | INFO : - file 2436_Beethoven_OP53_PianoSonata.npy added to training set. 2021-12-01 20:25:01 | INFO : - file 2364_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-01 20:25:01 | INFO : - file 2538_Beethoven_OP49NO2_PianoSonata.npy added to training set. 2021-12-01 20:25:01 | INFO : - file 2336_Beethoven_OP30NO3_ViolinSonata.npy added to training set. 2021-12-01 20:25:01 | INFO : - file 2466_Beethoven_OP23_ViolinSonata.npy added to training set. 2021-12-01 20:25:01 | INFO : - file 2677_Beethoven_OP14NO1_PianoSonata.npy added to training set. 2021-12-01 20:25:02 | INFO : - file 2081_Cambini_JOHN3_WindQuintet.npy added to validation set. 2021-12-01 20:25:02 | INFO : - file 2151_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-01 20:25:02 | INFO : - file 2512_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-01 20:25:02 | INFO : - file 2083_Cambini_JOHN3_WindQuintet.npy added to validation set. 2021-12-01 20:25:02 | INFO : - file 2368_Beethoven_OP127_StringQuartet.npy added to training set. 2021-12-01 20:25:02 | INFO : - file 2082_Cambini_JOHN3_WindQuintet.npy added to validation set. 2021-12-01 20:25:02 | INFO : - file 2178_Ravel_35_StringQuartet.npy added to training set. 2021-12-01 20:25:02 | INFO : - file 2322_Beethoven_OP57_PianoSonata.npy added to training set. 2021-12-01 20:25:02 | INFO : - file 2633_Beethoven_OP14NO2_PianoSonata.npy added to validation set. 2021-12-01 20:25:02 | INFO : - file 2220_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-01 20:25:02 | INFO : - file 1828_Mozart_K542_PianoTrio.npy added to training set. 2021-12-01 20:25:03 | INFO : - file 2527_Beethoven_OP10NO1_PianoSonata.npy added to training set. 2021-12-01 20:25:03 | INFO : - file 2540_Beethoven_OP101_PianoSonata.npy added to training set. 2021-12-01 20:25:03 | INFO : - file 2582_Beethoven_OP54_PianoSonata.npy added to training set. 2021-12-01 20:25:03 | INFO : - file 2225_Bach_BWV852_WTKI.npy added to training set. 2021-12-01 20:25:03 | INFO : - file 1876_Mozart_K496_PianoTrio.npy added to training set. 2021-12-01 20:25:03 | INFO : - file 2593_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-01 20:25:03 | INFO : - file 2482_Beethoven_OP18NO5_StringQuartet.npy added to training set. 2021-12-01 20:25:03 | INFO : - file 2341_Beethoven_OP30NO3_ViolinSonata.npy added to validation set. 2021-12-01 20:25:03 | INFO : - file 2288_Bach_BWV1002_ViolinPartita.npy added to training set. 2021-12-01 20:25:03 | INFO : - file 2504_Beethoven_OP103_Octetin.npy added to training set. 2021-12-01 20:25:04 | INFO : - file 2381_Beethoven_OP130_StringQuartet.npy added to training set. 2021-12-01 20:25:04 | INFO : - file 2104_Haydn_OP64NO5_QuartetNo.npy added to training set. 2021-12-01 20:25:04 | INFO : - file 2365_Beethoven_OP127_StringQuartet.npy added to training set. 2021-12-01 20:25:04 | INFO : - file 1739_Schubert_OP99_PianoTrio.npy added to training set. 2021-12-01 20:25:04 | INFO : - file 1750_Schubert_D845_PianoSonata.npy added to training set. 2021-12-01 20:25:04 | INFO : - file 2473_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-01 20:25:04 | INFO : - file 2180_Ravel_35_StringQuartet.npy added to training set. 2021-12-01 20:25:04 | INFO : - file 2397_Beethoven_OP47_ViolinSonata.npy added to training set. 2021-12-01 20:25:05 | INFO : - file 2626_Beethoven_OP96_ViolinSonata.npy added to training set. 2021-12-01 20:25:05 | INFO : - file 1730_Schubert_OP114_PianoQuintet.npy added to training set. 2021-12-01 20:25:05 | INFO : - file 2522_Beethoven_OP69_CelloSonata.npy added to training set. 2021-12-01 20:25:05 | INFO : - file 2619_Beethoven_OP10NO2_PianoSonata.npy added to training set. 2021-12-01 20:25:05 | INFO : - file 2234_Bach_BWV856_WTKI.npy added to training set. 2021-12-01 20:25:05 | INFO : - file 2618_Beethoven_OP10NO2_PianoSonata.npy added to training set. 2021-12-01 20:25:05 | INFO : - file 2161_Brahms_OP40_HornTrio.npy added to training set. 2021-12-01 20:25:05 | INFO : - file 2166_Faure_OP45_PianoQuartet.npy added to training set. 2021-12-01 20:25:05 | INFO : - file 2319_Beethoven_OP38_Trioin.npy added to training set. 2021-12-01 20:25:05 | INFO : - file 2590_Beethoven_OP26_PianoSonata.npy added to training set. 2021-12-01 20:25:05 | INFO : Training set & loader generated, length 94348 2021-12-01 20:25:05 | INFO : Validation set & loader generated, length 9238 2021-12-01 20:25:05 | INFO : ###################### START TRAINING ###################### 2021-12-01 20:35:51 | INFO : Epoch #0 finished. Train Loss: 0.0914, Val Loss: 0.0814 with lr: 0.00020 2021-12-01 20:35:52 | INFO : .... model of epoch 0 saved. 2021-12-01 20:46:33 | INFO : Epoch #1 finished. Train Loss: 0.0780, Val Loss: 0.0735 with lr: 0.00020 2021-12-01 20:46:33 | INFO : .... model of epoch #1 saved. 2021-12-01 20:57:14 | INFO : Epoch #2 finished. Train Loss: 0.0734, Val Loss: 0.0761 with lr: 0.00020 2021-12-01 21:07:55 | INFO : Epoch #3 finished. Train Loss: 0.0713, Val Loss: 0.0708 with lr: 0.00020 2021-12-01 21:07:55 | INFO : .... model of epoch #3 saved. 2021-12-01 21:18:37 | INFO : Epoch #4 finished. Train Loss: 0.0699, Val Loss: 0.0688 with lr: 0.00020 2021-12-01 21:18:37 | INFO : .... model of epoch #4 saved. 2021-12-01 21:29:18 | INFO : Epoch #5 finished. Train Loss: 0.0687, Val Loss: 0.0677 with lr: 0.00020 2021-12-01 21:29:18 | INFO : .... model of epoch #5 saved. 2021-12-01 21:39:59 | INFO : Epoch #6 finished. Train Loss: 0.0679, Val Loss: 0.0733 with lr: 0.00020 2021-12-01 21:50:40 | INFO : Epoch #7 finished. Train Loss: 0.0671, Val Loss: 0.0685 with lr: 0.00020 2021-12-01 22:01:22 | INFO : Epoch #8 finished. Train Loss: 0.0665, Val Loss: 0.0698 with lr: 0.00020 2021-12-01 22:12:03 | INFO : Epoch #9 finished. Train Loss: 0.0659, Val Loss: 0.0680 with lr: 0.00020 2021-12-01 22:22:44 | INFO : Epoch #10 finished. Train Loss: 0.0654, Val Loss: 0.0686 with lr: 0.00020 2021-12-01 22:33:25 | INFO : Epoch #11 finished. Train Loss: 0.0650, Val Loss: 0.0666 with lr: 0.00020 2021-12-01 22:33:25 | INFO : .... model of epoch #11 saved. 2021-12-01 22:44:06 | INFO : Epoch #12 finished. Train Loss: 0.0646, Val Loss: 0.0685 with lr: 0.00020 2021-12-01 22:54:47 | INFO : Epoch #13 finished. Train Loss: 0.0642, Val Loss: 0.0683 with lr: 0.00020 2021-12-01 23:05:28 | INFO : Epoch #14 finished. Train Loss: 0.0638, Val Loss: 0.0686 with lr: 0.00020 2021-12-01 23:16:10 | INFO : Epoch #15 finished. Train Loss: 0.0635, Val Loss: 0.0673 with lr: 0.00020 2021-12-01 23:26:51 | INFO : Epoch #16 finished. Train Loss: 0.0633, Val Loss: 0.0686 with lr: 0.00020 2021-12-01 23:37:32 | INFO : Epoch #17 finished. Train Loss: 0.0631, Val Loss: 0.0704 with lr: 0.00020 2021-12-01 23:48:13 | INFO : Epoch #18 finished. Train Loss: 0.0605, Val Loss: 0.0653 with lr: 0.00010 2021-12-01 23:48:13 | INFO : .... model of epoch #18 saved. 2021-12-01 23:58:54 | INFO : Epoch #19 finished. Train Loss: 0.0600, Val Loss: 0.0639 with lr: 0.00010 2021-12-01 23:58:54 | INFO : .... model of epoch #19 saved. 2021-12-02 00:09:36 | INFO : Epoch #20 finished. Train Loss: 0.0597, Val Loss: 0.0668 with lr: 0.00010 2021-12-02 00:20:18 | INFO : Epoch #21 finished. Train Loss: 0.0596, Val Loss: 0.0650 with lr: 0.00010 2021-12-02 00:30:59 | INFO : Epoch #22 finished. Train Loss: 0.0593, Val Loss: 0.0662 with lr: 0.00010 2021-12-02 00:41:40 | INFO : Epoch #23 finished. Train Loss: 0.0591, Val Loss: 0.0645 with lr: 0.00010 2021-12-02 00:52:22 | INFO : Epoch #24 finished. Train Loss: 0.0589, Val Loss: 0.0644 with lr: 0.00010 2021-12-02 01:03:03 | INFO : Epoch #25 finished. Train Loss: 0.0589, Val Loss: 0.0662 with lr: 0.00010 2021-12-02 01:13:44 | INFO : Epoch #26 finished. Train Loss: 0.0573, Val Loss: 0.0644 with lr: 0.00005 2021-12-02 01:24:26 | INFO : Epoch #27 finished. Train Loss: 0.0571, Val Loss: 0.0652 with lr: 0.00005 2021-12-02 01:35:07 | INFO : Epoch #28 finished. Train Loss: 0.0569, Val Loss: 0.0644 with lr: 0.00005 2021-12-02 01:45:48 | INFO : Epoch #29 finished. Train Loss: 0.0567, Val Loss: 0.0647 with lr: 0.00005 2021-12-02 01:56:29 | INFO : Epoch #30 finished. Train Loss: 0.0566, Val Loss: 0.0659 with lr: 0.00005 2021-12-02 02:07:11 | INFO : Epoch #31 finished. Train Loss: 0.0563, Val Loss: 0.0642 with lr: 0.00005 2021-12-02 02:07:11 | INFO : ### trained model saved in /tsi/clusterhome/cweiss/models/exp127b_traintest_musicnet_aligned_pitch_cnn_deepwide_test10files_augall_AdamW.pt 2021-12-02 02:07:11 | INFO : ###################### START TESTING ###################### 2021-12-02 02:07:36 | INFO : file 2106_Haydn_OP64NO5_QuartetNo.npy tested. Cosine sim: 0.7436323738176626 2021-12-02 02:07:53 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.761715210714862 2021-12-02 02:08:07 | INFO : file 2416_Beethoven_OP71_Sextetin.npy tested. Cosine sim: 0.6817602947961969 2021-12-02 02:08:17 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7807909024441146 2021-12-02 02:08:34 | INFO : file 1759_Schubert_D958_PianoSonata.npy tested. Cosine sim: 0.7616499299597187 2021-12-02 02:08:45 | INFO : file 2191_Bach_BWV1006_ViolinPartita.npy tested. Cosine sim: 0.8298691051446653 2021-12-02 02:09:29 | INFO : file 2629_Beethoven_OP96_ViolinSonata.npy tested. Cosine sim: 0.8015988101578083 2021-12-02 02:09:41 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.6172216465652932 2021-12-02 02:09:55 | INFO : file 2556_Beethoven_OP109_PianoSonata.npy tested. Cosine sim: 0.8094094725650818 2021-12-02 02:10:09 | INFO : file 2298_Bach_BWV1010_CelloSuite.npy tested. Cosine sim: 0.7203870254076801 2021-12-02 02:10:09 | INFO : ### Testing done. ################################################ 2021-12-02 02:10:09 | INFO : # Results for large test set (10 files) ######################### 2021-12-02 02:10:09 | INFO : Mean precision: 0.6816728176238176 2021-12-02 02:10:09 | INFO : Mean recall: 0.8092175264305645 2021-12-02 02:10:09 | INFO : Mean f_measure: 0.7378426324448671 2021-12-02 02:10:09 | INFO : Mean cosine_sim: 0.7508034771573084 2021-12-02 02:10:09 | INFO : Mean binary_crossentropy: 0.06861121473146241 2021-12-02 02:10:09 | INFO : Mean euclidean_distance: 0.8658119901350714 2021-12-02 02:10:09 | INFO : Mean binary_accuracy: 0.9811533046687609 2021-12-02 02:10:09 | INFO : Mean soft_accuracy: 0.9680387855884046 2021-12-02 02:10:09 | INFO : Mean accum_energy: 0.5755230784925978 2021-12-02 02:10:09 | INFO : Mean roc_auc_measure: 0.9870748646909545 2021-12-02 02:10:09 | INFO : Mean average_precision_score: 0.785679637436884 2021-12-02 02:10:09 | INFO : Mean Precision: 0.6816728176238176 2021-12-02 02:10:09 | INFO : Mean Recall: 0.8092175264305645 2021-12-02 02:10:09 | INFO : Mean Accuracy: 0.5883687831702175 2021-12-02 02:10:09 | INFO : Mean Substitution Error: 0.1108523704378835 2021-12-02 02:10:09 | INFO : Mean Miss Error: 0.07993010313155194 2021-12-02 02:10:09 | INFO : Mean False Alarm Error: 0.2806829623352083 2021-12-02 02:10:09 | INFO : Mean Total Error: 0.4714654359046436 2021-12-02 02:10:09 | INFO : Mean Chroma Precision: 0.6985118401787227 2021-12-02 02:10:09 | INFO : Mean Chroma Recall: 0.8293361344833201 2021-12-02 02:10:09 | INFO : Mean Chroma Accuracy: 0.6112033703760844 2021-12-02 02:10:09 | INFO : Mean Chroma Substitution Error: 0.09073376238512784 2021-12-02 02:10:09 | INFO : Mean Chroma Miss Error: 0.07993010313155194 2021-12-02 02:10:09 | INFO : Mean Chroma False Alarm Error: 0.2806829623352083 2021-12-02 02:10:09 | INFO : Mean Chroma Total Error: 0.45134682785188807 2021-12-02 02:10:09 | INFO : 2021-12-02 02:10:09 | INFO : Framewise precision: 0.7019297919929224 2021-12-02 02:10:09 | INFO : Framewise recall: 0.8061845357880473 2021-12-02 02:10:09 | INFO : Framewise f_measure: 0.7479795093114278 2021-12-02 02:10:09 | INFO : Framewise cosine_sim: 0.7606635908448416 2021-12-02 02:10:09 | INFO : Framewise binary_crossentropy: 0.07778852316353999 2021-12-02 02:10:09 | INFO : Framewise euclidean_distance: 0.9289530201717411 2021-12-02 02:10:09 | INFO : Framewise binary_accuracy: 0.9792940679354148 2021-12-02 02:10:09 | INFO : Framewise soft_accuracy: 0.9643991764367636 2021-12-02 02:10:09 | INFO : Framewise accum_energy: 0.5834470218091724 2021-12-02 02:10:09 | INFO : Framewise roc_auc_measure: 0.9854318558793674 2021-12-02 02:10:09 | INFO : Framewise average_precision_score: 0.79631537197592 2021-12-02 02:10:09 | INFO : Framewise Precision: 0.7019297919929224 2021-12-02 02:10:09 | INFO : Framewise Recall: 0.8061845357880473 2021-12-02 02:10:09 | INFO : Framewise Accuracy: 0.6002652770337189 2021-12-02 02:10:09 | INFO : Framewise Substitution Error: 0.10902906445660382 2021-12-02 02:10:09 | INFO : Framewise Miss Error: 0.08478639975534916 2021-12-02 02:10:09 | INFO : Framewise False Alarm Error: 0.24714788754745692 2021-12-02 02:10:09 | INFO : Framewise Total Error: 0.44096335175940987 2021-12-02 02:10:09 | INFO : Framewise Chroma Precision: 0.7215772846520496 2021-12-02 02:10:09 | INFO : Framewise Chroma Recall: 0.8285529995975142 2021-12-02 02:10:09 | INFO : Framewise Chroma Accuracy: 0.6272596378104051 2021-12-02 02:10:09 | INFO : Framewise Chroma Substitution Error: 0.08666060064713695 2021-12-02 02:10:09 | INFO : Framewise Chroma Miss Error: 0.08478639975534916 2021-12-02 02:10:09 | INFO : Framewise Chroma False Alarm Error: 0.24714788754745692 2021-12-02 02:10:09 | INFO : Framewise Chroma Total Error: 0.4185948879499431 2021-12-02 02:10:19 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7701417165288975 2021-12-02 02:10:27 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7852687961182007 2021-12-02 02:10:35 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.6286519851396625 2021-12-02 02:10:35 | INFO : ### Testing done. ################################################ 2021-12-02 02:10:35 | INFO : # Results for small test set (3 files), first 90s ############## 2021-12-02 02:10:35 | INFO : Mean precision: 0.6521390541026802 2021-12-02 02:10:35 | INFO : Mean recall: 0.7893856317788491 2021-12-02 02:10:35 | INFO : Mean f_measure: 0.7135172558702004 2021-12-02 02:10:35 | INFO : Mean cosine_sim: 0.7280208325955869 2021-12-02 02:10:35 | INFO : Mean binary_crossentropy: 0.07284814684115663 2021-12-02 02:10:35 | INFO : Mean euclidean_distance: 0.9374035154963885 2021-12-02 02:10:35 | INFO : Mean binary_accuracy: 0.978624574829932 2021-12-02 02:10:35 | INFO : Mean soft_accuracy: 0.9653788630383038 2021-12-02 02:10:35 | INFO : Mean accum_energy: 0.5658122755450984 2021-12-02 02:10:35 | INFO : Mean roc_auc_measure: 0.9869350705571458 2021-12-02 02:10:35 | INFO : Mean average_precision_score: 0.7596590331369099 2021-12-02 02:10:35 | INFO : Mean Precision: 0.6521390541026802 2021-12-02 02:10:35 | INFO : Mean Recall: 0.7893856317788491 2021-12-02 02:10:35 | INFO : Mean Accuracy: 0.5607650340773956 2021-12-02 02:10:35 | INFO : Mean Substitution Error: 0.10759885407471148 2021-12-02 02:10:35 | INFO : Mean Miss Error: 0.10301551414643934 2021-12-02 02:10:35 | INFO : Mean False Alarm Error: 0.32393269025902344 2021-12-02 02:10:35 | INFO : Mean Total Error: 0.5345470584801743 2021-12-02 02:10:35 | INFO : Mean Chroma Precision: 0.6698922351458257 2021-12-02 02:10:35 | INFO : Mean Chroma Recall: 0.8118003936613851 2021-12-02 02:10:35 | INFO : Mean Chroma Accuracy: 0.5835941731432518 2021-12-02 02:10:35 | INFO : Mean Chroma Substitution Error: 0.08518409219217556 2021-12-02 02:10:35 | INFO : Mean Chroma Miss Error: 0.10301551414643934 2021-12-02 02:10:35 | INFO : Mean Chroma False Alarm Error: 0.32393269025902344 2021-12-02 02:10:35 | INFO : Mean Chroma Total Error: 0.5121322965976384 2021-12-02 02:10:35 | INFO : 2021-12-02 02:10:35 | INFO : Framewise precision: 0.6521390541026802 2021-12-02 02:10:35 | INFO : Framewise recall: 0.7893856317788492 2021-12-02 02:10:35 | INFO : Framewise f_measure: 0.7135172558702003 2021-12-02 02:10:35 | INFO : Framewise cosine_sim: 0.7280208325955869 2021-12-02 02:10:35 | INFO : Framewise binary_crossentropy: 0.07284814684115663 2021-12-02 02:10:35 | INFO : Framewise euclidean_distance: 0.9374035154963885 2021-12-02 02:10:35 | INFO : Framewise binary_accuracy: 0.978624574829932 2021-12-02 02:10:35 | INFO : Framewise soft_accuracy: 0.9653788630383038 2021-12-02 02:10:35 | INFO : Framewise accum_energy: 0.5658122755450983 2021-12-02 02:10:35 | INFO : Framewise roc_auc_measure: 0.9869350705571457 2021-12-02 02:10:35 | INFO : Framewise average_precision_score: 0.7596590331369099 2021-12-02 02:10:35 | INFO : Framewise Precision: 0.6521390541026802 2021-12-02 02:10:35 | INFO : Framewise Recall: 0.7893856317788492 2021-12-02 02:10:35 | INFO : Framewise Accuracy: 0.5607650340773956 2021-12-02 02:10:35 | INFO : Framewise Substitution Error: 0.10759885407471151 2021-12-02 02:10:35 | INFO : Framewise Miss Error: 0.10301551414643932 2021-12-02 02:10:35 | INFO : Framewise False Alarm Error: 0.3239326902590235 2021-12-02 02:10:35 | INFO : Framewise Total Error: 0.5345470584801743 2021-12-02 02:10:35 | INFO : Framewise Chroma Precision: 0.6698922351458257 2021-12-02 02:10:35 | INFO : Framewise Chroma Recall: 0.8118003936613851 2021-12-02 02:10:35 | INFO : Framewise Chroma Accuracy: 0.5835941731432517 2021-12-02 02:10:35 | INFO : Framewise Chroma Substitution Error: 0.08518409219217554 2021-12-02 02:10:35 | INFO : Framewise Chroma Miss Error: 0.10301551414643932 2021-12-02 02:10:35 | INFO : Framewise Chroma False Alarm Error: 0.3239326902590235 2021-12-02 02:10:35 | INFO : Framewise Chroma Total Error: 0.5121322965976383 2021-12-02 02:10:50 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.761715210714862 2021-12-02 02:10:58 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7807909024441146 2021-12-02 02:11:08 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.6172216465652932 2021-12-02 02:11:08 | INFO : ### Testing done. ################################################ 2021-12-02 02:11:08 | INFO : # Results for small test set (3 files), full ################### 2021-12-02 02:11:08 | INFO : Mean precision: 0.6451727604484025 2021-12-02 02:11:08 | INFO : Mean recall: 0.7747647216414846 2021-12-02 02:11:08 | INFO : Mean f_measure: 0.7034930878123072 2021-12-02 02:11:08 | INFO : Mean cosine_sim: 0.7199092532414233 2021-12-02 02:11:08 | INFO : Mean binary_crossentropy: 0.07506098259284859 2021-12-02 02:11:08 | INFO : Mean euclidean_distance: 0.9381591691848508 2021-12-02 02:11:08 | INFO : Mean binary_accuracy: 0.978032241293783 2021-12-02 02:11:08 | INFO : Mean soft_accuracy: 0.965030358535147 2021-12-02 02:11:08 | INFO : Mean accum_energy: 0.5439985788746652 2021-12-02 02:11:08 | INFO : Mean roc_auc_measure: 0.9850827777567619 2021-12-02 02:11:08 | INFO : Mean average_precision_score: 0.7447142962884096 2021-12-02 02:11:08 | INFO : Mean Precision: 0.6451727604484025 2021-12-02 02:11:08 | INFO : Mean Recall: 0.7747647216414846 2021-12-02 02:11:08 | INFO : Mean Accuracy: 0.5487901374488303 2021-12-02 02:11:08 | INFO : Mean Substitution Error: 0.12152427136634192 2021-12-02 02:11:08 | INFO : Mean Miss Error: 0.10371100699217346 2021-12-02 02:11:08 | INFO : Mean False Alarm Error: 0.31430127471062885 2021-12-02 02:11:08 | INFO : Mean Total Error: 0.5395365530691443 2021-12-02 02:11:08 | INFO : Mean Chroma Precision: 0.66601169850457 2021-12-02 02:11:08 | INFO : Mean Chroma Recall: 0.8006643618845724 2021-12-02 02:11:08 | INFO : Mean Chroma Accuracy: 0.5755029192859299 2021-12-02 02:11:08 | INFO : Mean Chroma Substitution Error: 0.09562463112325419 2021-12-02 02:11:08 | INFO : Mean Chroma Miss Error: 0.10371100699217346 2021-12-02 02:11:08 | INFO : Mean Chroma False Alarm Error: 0.31430127471062885 2021-12-02 02:11:08 | INFO : Mean Chroma Total Error: 0.5136369128260565 2021-12-02 02:11:08 | INFO : 2021-12-02 02:11:08 | INFO : Framewise precision: 0.649374913693027 2021-12-02 02:11:08 | INFO : Framewise recall: 0.7822581754682312 2021-12-02 02:11:08 | INFO : Framewise f_measure: 0.7091805030266951 2021-12-02 02:11:08 | INFO : Framewise cosine_sim: 0.7223430023451389 2021-12-02 02:11:08 | INFO : Framewise binary_crossentropy: 0.0764693347840658 2021-12-02 02:11:08 | INFO : Framewise euclidean_distance: 0.948009637175918 2021-12-02 02:11:08 | INFO : Framewise binary_accuracy: 0.9776691059666475 2021-12-02 02:11:08 | INFO : Framewise soft_accuracy: 0.9642342580290402 2021-12-02 02:11:08 | INFO : Framewise accum_energy: 0.5449269708271917 2021-12-02 02:11:08 | INFO : Framewise roc_auc_measure: 0.9853373107429495 2021-12-02 02:11:08 | INFO : Framewise average_precision_score: 0.7499988715121099 2021-12-02 02:11:08 | INFO : Framewise Precision: 0.649374913693027 2021-12-02 02:11:08 | INFO : Framewise Recall: 0.7822581754682312 2021-12-02 02:11:08 | INFO : Framewise Accuracy: 0.5553657576349234 2021-12-02 02:11:08 | INFO : Framewise Substitution Error: 0.11950644916828002 2021-12-02 02:11:08 | INFO : Framewise Miss Error: 0.09823537536348893 2021-12-02 02:11:08 | INFO : Framewise False Alarm Error: 0.31136646875881085 2021-12-02 02:11:08 | INFO : Framewise Total Error: 0.5291082932905797 2021-12-02 02:11:08 | INFO : Framewise Chroma Precision: 0.6699872188367887 2021-12-02 02:11:08 | INFO : Framewise Chroma Recall: 0.8078474862507105 2021-12-02 02:11:08 | INFO : Framewise Chroma Accuracy: 0.5820937821392096 2021-12-02 02:11:08 | INFO : Framewise Chroma Substitution Error: 0.09391713838580062 2021-12-02 02:11:08 | INFO : Framewise Chroma Miss Error: 0.09823537536348893 2021-12-02 02:11:08 | INFO : Framewise Chroma False Alarm Error: 0.31136646875881085 2021-12-02 02:11:08 | INFO : Framewise Chroma Total Error: 0.5035189825081005