2021-12-11 10:03:56 | INFO : Logging experiment exp214c_traintest_bigmix_aligned_pitch_cnn_deepresnetwide_test10files_augall_AdamW_smallepochs_rerun1 2021-12-11 10:03:56 | INFO : Experiment config: do training = True 2021-12-11 10:03:56 | INFO : Experiment config: do validation = True 2021-12-11 10:03:56 | INFO : Experiment config: do testing = True 2021-12-11 10:03:56 | INFO : Training set parameters: {'context': 75, 'stride': 35, 'compression': 10, 'aug:transpsemitones': 5, 'aug:randomeq': 20, 'aug:noisestd': 0.0001, 'aug:tuning': True} 2021-12-11 10:03:56 | INFO : Validation set parameters: {'context': 75, 'stride': 35, 'compression': 10} 2021-12-11 10:03:56 | INFO : Test set parameters: {'context': 75, 'stride': 1, 'compression': 10} 2021-12-11 10:03:56 | INFO : Training parameters: {'batch_size': 25, 'shuffle': True, 'num_workers': 16} 2021-12-11 10:03:56 | INFO : Trained model saved in /tsi/clusterhome/cweiss/models/exp214c_traintest_bigmix_aligned_pitch_cnn_deepresnetwide_test10files_augall_AdamW_smallepochs_rerun1.pt 2021-12-11 10:03:56 | INFO : --- Training config: ----------------------------------------- 2021-12-11 10:03:56 | INFO : Maximum number of epochs: 100 2021-12-11 10:03:56 | INFO : Criterion (Loss): BCELoss 2021-12-11 10:03:56 | INFO : Optimizer parameters: {'name': 'AdamW', 'initial_lr': 0.0002, 'betas': (0.9, 0.999), 'eps': 1e-08, 'weight_decay': 0.01, 'amsgrad': False} 2021-12-11 10:03:56 | 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} 2021-12-11 10:03:56 | INFO : Early stopping parameters: {'use_early_stopping': True, 'mode': 'min', 'min_delta': 1e-05, 'patience': 12, 'percentage': False} 2021-12-11 10:03:56 | INFO : Test parameters: {'batch_size': 50, 'shuffle': False, 'num_workers': 8} 2021-12-11 10:03:56 | INFO : Save filewise results = True, in folder /tsi/clusterhome/cweiss/code/deep_pitch_estimation/experiments/results_filewise/exp214c_traintest_bigmix_aligned_pitch_cnn_deepresnetwide_test10files_augall_AdamW_smallepochs_rerun1.csv 2021-12-11 10:03:56 | INFO : Save model predictions = True, in folder /tsi/clusterhome/cweiss/predictions/exp214c_traintest_bigmix_aligned_pitch_cnn_deepresnetwide_test10files_augall_AdamW_smallepochs_rerun1 2021-12-11 10:03:56 | INFO : CUDA use_cuda: True 2021-12-11 10:03:56 | INFO : CUDA device: cuda:0 2021-12-11 10:04:14 | INFO : --- Model config: -------------------------------------------- 2021-12-11 10:04:14 | INFO : Model: deep_cnn_segm_sigmoid 2021-12-11 10:04:14 | INFO : Model parameters: {'n_chan_input': 6, 'n_chan_layers': [40, 40, 30, 10], 'n_prefilt_layers': 5, 'residual': True, 'n_bins_in': 216, 'n_bins_out': 72, 'a_lrelu': 0.3, 'p_dropout': 0.2} 2021-12-11 10:04:15 | 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 ========================================================================================== 2021-12-11 10:04:22 | INFO : - file 2530_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-11 10:04:27 | INFO : - file 1822_Mozart_K421_StringQuartet.npy added to training set. 2021-12-11 10:04:31 | INFO : - file 1752_Schubert_D845_PianoSonata.npy added to training set. 2021-12-11 10:04:34 | INFO : - file 2297_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-11 10:04:35 | INFO : - file 2240_Bach_BWV862_WTKI.npy added to training set. 2021-12-11 10:04:38 | INFO : - file 2463_Beethoven_OP23_ViolinSonata.npy added to training set. 2021-12-11 10:04:39 | INFO : - file 2550_Beethoven_OP78_PianoSonata.npy added to training set. 2021-12-11 10:04:43 | INFO : - file 2566_Beethoven_OP22_PianoSonata.npy added to training set. 2021-12-11 10:04:47 | INFO : - file 2492_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-11 10:04:50 | INFO : - file 2359_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-11 10:04:54 | INFO : - file 2138_Brahms_OP51NO1_StringQuartet.npy added to training set. 2021-12-11 10:04:58 | INFO : - file 1811_Mozart_K581_ClarinetQuintet.npy added to validation set. 2021-12-11 10:05:02 | INFO : - file 2127_Brahms_OP11_SerenadeNo.npy added to training set. 2021-12-11 10:05:11 | INFO : - file 2531_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-11 10:05:14 | INFO : - file 2116_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-11 10:05:16 | INFO : - file 2284_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-11 10:05:19 | INFO : - file 2379_Beethoven_OP59NO2_StringQuartet.npy added to training set. 2021-12-11 10:05:20 | INFO : - file 2237_Bach_BWV868_WTKI.npy added to training set. 2021-12-11 10:05:25 | INFO : - file 2313_Beethoven_OP132_StringQuartet.npy added to training set. 2021-12-11 10:05:27 | INFO : - file 1755_Schubert_D784_PianoSonata.npy added to validation set. 2021-12-11 10:05:28 | INFO : - file 2405_Beethoven_OP110_PianoSonata.npy added to training set. 2021-12-11 10:05:30 | INFO : - file 2307_Bach_BWV863_WTKI.npy added to training set. 2021-12-11 10:05:42 | INFO : - file 2533_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-11 10:05:44 | INFO : - file 2200_Bach_BWV861_WTKI.npy added to training set. 2021-12-11 10:05:49 | INFO : - file 2567_Beethoven_OP90_PianoSonata.npy added to training set. 2021-12-11 10:05:53 | INFO : - file 2481_Beethoven_OP18NO5_StringQuartet.npy added to validation set. 2021-12-11 10:05:58 | INFO : - file 2334_Beethoven_OP30NO3_ViolinSonata.npy added to training set. 2021-12-11 10:06:00 | INFO : - file 2208_Bach_BWV855_WTKI.npy added to training set. 2021-12-11 10:06:05 | INFO : - file 1766_Schubert_OP142_4Impromptus.npy added to validation set. 2021-12-11 10:06:12 | INFO : - file 2169_Faure_OP45_PianoQuartet.npy added to training set. 2021-12-11 10:06:22 | INFO : - file 2148_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-11 10:06:27 | INFO : - file 2501_Beethoven_OP12NO3_ViolinSonata.npy added to training set. 2021-12-11 10:06:35 | INFO : - file 2614_Beethoven_OP10NO3_PianoSonata.npy added to training set. 2021-12-11 10:06:44 | INFO : - file 2557_Beethoven_OP109_PianoSonata.npy added to training set. 2021-12-11 10:06:48 | INFO : - file 2373_Beethoven_OP49NO1_PianoSonata.npy added to training set. 2021-12-11 10:06:55 | INFO : - file 1733_Schubert_D959_PianoSonata.npy added to validation set. 2021-12-11 10:06:59 | INFO : - file 2079_Cambini_JOHN2_WindQuintet.npy added to training set. 2021-12-11 10:07:02 | INFO : - file 1835_Mozart_K590_StringQuartet.npy added to training set. 2021-12-11 10:07:07 | INFO : - file 1873_Mozart_K502_PianoTrio.npy added to training set. 2021-12-11 10:07:09 | INFO : - file 2424_Beethoven_OP2NO1_PianoSonata.npy added to training set. 2021-12-11 10:07:11 | INFO : - file 2209_Bach_BWV849_WTKI.npy added to training set. 2021-12-11 10:07:15 | INFO : - file 2410_Beethoven_OP27NO1_PianoSonata.npy added to training set. 2021-12-11 10:07:19 | INFO : - file 2296_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-11 10:07:22 | INFO : - file 1817_Mozart_K375_Serenadein.npy added to training set. 2021-12-11 10:07:25 | INFO : - file 2472_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-11 10:07:29 | INFO : - file 2383_Beethoven_OP130_StringQuartet.npy added to training set. 2021-12-11 10:07:35 | INFO : - file 2462_Beethoven_OP23_ViolinSonata.npy added to training set. 2021-12-11 10:07:39 | INFO : - file 2575_Beethoven_OP13_PianoSonata.npy added to training set. 2021-12-11 10:07:41 | INFO : - file 2320_Beethoven_OP38_Trioin.npy added to training set. 2021-12-11 10:07:42 | INFO : - file 2207_Bach_BWV855_WTKI.npy added to training set. 2021-12-11 10:07:48 | INFO : - file 2476_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-11 10:07:51 | INFO : - file 2371_Beethoven_OP14NO1_PianoSonata.npy added to training set. 2021-12-11 10:07:56 | INFO : - file 2147_Brahms_OP36_StringSextet.npy added to training set. 2021-12-11 10:07:58 | INFO : - file 2215_Bach_BWV846_WTKI.npy added to training set. 2021-12-11 10:08:06 | INFO : - file 1777_Schubert_D850_PianoSonata.npy added to training set. 2021-12-11 10:08:09 | INFO : - file 2502_Beethoven_OP12NO3_ViolinSonata.npy added to training set. 2021-12-11 10:08:13 | INFO : - file 1922_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-11 10:08:17 | INFO : - file 1893_Mozart_K564_PianoTrio.npy added to training set. 2021-12-11 10:08:20 | INFO : - file 2186_Bach_BWV1006_ViolinPartita.npy added to validation set. 2021-12-11 10:08:25 | INFO : - file 2160_Brahms_OP40_HornTrio.npy added to training set. 2021-12-11 10:08:31 | INFO : - file 2509_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-11 10:08:37 | INFO : - file 2505_Beethoven_OP103_Octetin.npy added to training set. 2021-12-11 10:08:39 | INFO : - file 2506_Beethoven_OP103_Octetin.npy added to training set. 2021-12-11 10:08:41 | INFO : - file 2628_Beethoven_OP96_ViolinSonata.npy added to training set. 2021-12-11 10:08:43 | INFO : - file 2218_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-11 10:08:46 | INFO : - file 2529_Beethoven_OP10NO1_PianoSonata.npy added to training set. 2021-12-11 10:08:48 | INFO : - file 2374_Beethoven_OP49NO1_PianoSonata.npy added to training set. 2021-12-11 10:08:53 | INFO : - file 2392_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-11 10:08:55 | INFO : - file 2231_Bach_BWV866_WTKI.npy added to training set. 2021-12-11 10:09:02 | INFO : - file 1813_Mozart_K581_ClarinetQuintet.npy added to training set. 2021-12-11 10:09:03 | INFO : - file 2196_Bach_BWV848_WTKI.npy added to training set. 2021-12-11 10:09:08 | INFO : - file 2158_Brahms_OP40_HornTrio.npy added to validation set. 2021-12-11 10:09:14 | INFO : - file 1872_Mozart_K502_PianoTrio.npy added to training set. 2021-12-11 10:09:22 | INFO : - file 2621_Beethoven_OP59NO1_StringQuartet.npy added to training set. 2021-12-11 10:09:28 | INFO : - file 2150_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-11 10:09:30 | INFO : - file 2217_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-11 10:09:32 | INFO : - file 2243_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-11 10:09:36 | INFO : - file 2433_Beethoven_OP135_StringQuartet.npy added to training set. 2021-12-11 10:09:38 | INFO : - file 2211_Bach_BWV857_WTKI.npy added to training set. 2021-12-11 10:09:42 | INFO : - file 1764_Schubert_OP142_4Impromptus.npy added to training set. 2021-12-11 10:09:46 | INFO : - file 2348_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-11 10:09:48 | INFO : - file 1932_Dvorak_OP96_StringQuartet.npy added to validation set. 2021-12-11 10:09:49 | INFO : - file 2232_Bach_BWV866_WTKI.npy added to training set. 2021-12-11 10:09:50 | INFO : - file 2203_Bach_BWV1013_Partitain.npy added to training set. 2021-12-11 10:09:56 | INFO : - file 2157_Brahms_OP18_StringSextet.npy added to validation set. 2021-12-11 10:10:00 | INFO : - file 2486_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-11 10:10:03 | INFO : - file 2393_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-11 10:10:05 | INFO : - file 2210_Bach_BWV849_WTKI.npy added to training set. 2021-12-11 10:10:06 | INFO : - file 2659_Bach_BWV1002_ViolinPartita.npy added to training set. 2021-12-11 10:10:09 | INFO : - file 1729_Schubert_OP114_PianoQuintet.npy added to validation set. 2021-12-11 10:10:13 | INFO : - file 2678_Beethoven_OP14NO2_PianoSonata.npy added to training set. 2021-12-11 10:10:15 | INFO : - file 2221_Bach_BWV1009_CelloSuite.npy added to validation set. 2021-12-11 10:10:16 | INFO : - file 2411_Beethoven_OP27NO1_PianoSonata.npy added to training set. 2021-12-11 10:10:19 | INFO : - file 2343_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-11 10:10:22 | INFO : - file 1818_Mozart_K375_Serenadein.npy added to training set. 2021-12-11 10:10:26 | INFO : - file 1919_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-11 10:10:28 | INFO : - file 2415_Beethoven_OP71_Sextetin.npy added to training set. 2021-12-11 10:10:29 | INFO : - file 2305_Bach_BWV859_WTKI.npy added to training set. 2021-12-11 10:10:32 | INFO : - file 2510_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-11 10:10:35 | INFO : - file 2608_Beethoven_OP31NO1_PianoSonata.npy added to training set. 2021-12-11 10:10:40 | INFO : - file 2532_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-11 10:10:45 | INFO : - file 2542_Beethoven_OP101_PianoSonata.npy added to training set. 2021-12-11 10:10:47 | INFO : - file 2118_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-11 10:10:49 | INFO : - file 1756_Schubert_D784_PianoSonata.npy added to validation set. 2021-12-11 10:10:51 | INFO : - file 1793_Mozart_K465_StringQuartet.npy added to training set. 2021-12-11 10:10:54 | INFO : - file 1758_Schubert_D958_PianoSonata.npy added to training set. 2021-12-11 10:10:55 | INFO : - file 2404_Beethoven_OP110_PianoSonata.npy added to training set. 2021-12-11 10:10:57 | INFO : - file 2491_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-11 10:10:58 | INFO : - file 2282_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-11 10:10:59 | INFO : - file 2304_Bach_BWV859_WTKI.npy added to training set. 2021-12-11 10:11:01 | INFO : - file 2149_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-11 10:11:04 | INFO : - file 2330_Beethoven_OP12NO1_ViolinSonata.npy added to training set. 2021-12-11 10:11:07 | INFO : - file 1916_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-11 10:11:08 | INFO : - file 2212_Bach_BWV857_WTKI.npy added to training set. 2021-12-11 10:11:09 | INFO : - file 2480_Beethoven_OP18NO5_StringQuartet.npy added to validation set. 2021-12-11 10:11:10 | INFO : - file 2214_Bach_BWV847_WTKI.npy added to training set. 2021-12-11 10:11:11 | INFO : - file 2195_Bach_BWV848_WTKI.npy added to training set. 2021-12-11 10:11:12 | INFO : - file 2477_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-11 10:11:13 | INFO : - file 2295_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-11 10:11:14 | INFO : - file 1768_Schubert_D664_PianoSonata.npy added to training set. 2021-12-11 10:11:15 | INFO : - file 2627_Beethoven_OP96_ViolinSonata.npy added to training set. 2021-12-11 10:11:17 | INFO : - file 2431_Beethoven_OP135_StringQuartet.npy added to training set. 2021-12-11 10:11:18 | INFO : - file 2591_Beethoven_OP26_PianoSonata.npy added to training set. 2021-12-11 10:11:20 | INFO : - file 1775_Schubert_D850_PianoSonata.npy added to training set. 2021-12-11 10:11:22 | INFO : - file 2293_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-11 10:11:23 | INFO : - file 1791_Mozart_K465_StringQuartet.npy added to training set. 2021-12-11 10:11:24 | INFO : - file 2194_Bach_BWV858_WTKI.npy added to validation set. 2021-12-11 10:11:28 | INFO : - file 1742_Schubert_OP163_StringQuintet.npy added to training set. 2021-12-11 10:11:31 | INFO : - file 1776_Schubert_D850_PianoSonata.npy added to training set. 2021-12-11 10:11:35 | INFO : - file 2112_Brahms_OP38_CelloSonata.npy added to training set. 2021-12-11 10:11:36 | INFO : - file 2423_Beethoven_OP2NO1_PianoSonata.npy added to training set. 2021-12-11 10:11:38 | INFO : - file 2560_Beethoven_OP18NO2_StringQuartet.npy added to training set. 2021-12-11 10:11:39 | INFO : - file 2219_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-11 10:11:40 | INFO : - file 2420_Beethoven_OP12NO2_ViolinSonata.npy added to training set. 2021-12-11 10:11:43 | INFO : - file 1763_Schubert_OP142_4Impromptus.npy added to training set. 2021-12-11 10:11:44 | INFO : - file 2228_Bach_BWV851_WTKI.npy added to training set. 2021-12-11 10:11:47 | INFO : - file 2441_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-11 10:11:49 | INFO : - file 2570_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-11 10:11:51 | INFO : - file 1918_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-11 10:11:53 | INFO : - file 2451_Beethoven_OP18NO6_StringQuartet.npy added to training set. 2021-12-11 10:11:55 | INFO : - file 2177_Ravel_35_StringQuartet.npy added to training set. 2021-12-11 10:11:58 | INFO : - file 1788_Mozart_K465_StringQuartet.npy added to training set. 2021-12-11 10:12:00 | INFO : - file 2179_Ravel_35_StringQuartet.npy added to training set. 2021-12-11 10:12:01 | INFO : - file 2346_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-11 10:12:04 | INFO : - file 2376_Beethoven_OP59NO2_StringQuartet.npy added to training set. 2021-12-11 10:12:05 | INFO : - file 2620_Beethoven_OP10NO2_PianoSonata.npy added to training set. 2021-12-11 10:12:07 | INFO : - file 2390_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-11 10:12:09 | INFO : - file 2335_Beethoven_OP30NO3_ViolinSonata.npy added to training set. 2021-12-11 10:12:10 | INFO : - file 2403_Beethoven_OP18NO1_StringQuartet.npy added to training set. 2021-12-11 10:12:11 | INFO : - file 2247_Bach_BWV854_WTKI.npy added to training set. 2021-12-11 10:12:12 | INFO : - file 2432_Beethoven_OP135_StringQuartet.npy added to training set. 2021-12-11 10:12:12 | INFO : - file 2292_Bach_BWV864_WTKI.npy added to training set. 2021-12-11 10:12:13 | INFO : - file 2076_Cambini_JOHN1_WindQuintet.npy added to training set. 2021-12-11 10:12:14 | INFO : - file 1790_Mozart_K465_StringQuartet.npy added to training set. 2021-12-11 10:12:15 | INFO : - file 2302_Bach_BWV850_WTKI.npy added to training set. 2021-12-11 10:12:17 | INFO : - file 2391_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-11 10:12:19 | INFO : - file 1933_Dvorak_OP96_StringQuartet.npy added to validation set. 2021-12-11 10:12:21 | INFO : - file 2514_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-11 10:12:22 | INFO : - file 1829_Mozart_K542_PianoTrio.npy added to validation set. 2021-12-11 10:12:24 | INFO : - file 1923_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-11 10:12:28 | INFO : - file 2377_Beethoven_OP59NO2_StringQuartet.npy added to training set. 2021-12-11 10:12:30 | INFO : - file 1931_Dvorak_OP96_StringQuartet.npy added to training set. 2021-12-11 10:12:31 | INFO : - file 2294_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-11 10:12:32 | INFO : - file 2384_Beethoven_OP130_StringQuartet.npy added to training set. 2021-12-11 10:12:33 | INFO : - file 2241_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-11 10:12:34 | INFO : - file 2242_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-11 10:12:35 | INFO : - file 2283_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-11 10:12:37 | INFO : - file 2632_Beethoven_OP14NO2_PianoSonata.npy added to validation set. 2021-12-11 10:12:40 | INFO : - file 1760_Schubert_D958_PianoSonata.npy added to training set. 2021-12-11 10:12:42 | INFO : - file 2568_Beethoven_OP90_PianoSonata.npy added to training set. 2021-12-11 10:12:44 | INFO : - file 2345_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-11 10:12:45 | INFO : - file 2576_Beethoven_OP13_PianoSonata.npy added to training set. 2021-12-11 10:12:46 | INFO : - file 2131_Brahms_OP11_SerenadeNo.npy added to training set. 2021-12-11 10:12:47 | INFO : - file 2537_Beethoven_OP49NO2_PianoSonata.npy added to training set. 2021-12-11 10:12:50 | INFO : - file 2607_Beethoven_OP31NO1_PianoSonata.npy added to training set. 2021-12-11 10:12:51 | INFO : - file 2230_Bach_BWV865_WTKI.npy added to training set. 2021-12-11 10:12:51 | INFO : - file 2167_Faure_OP45_PianoQuartet.npy added to validation set. 2021-12-11 10:12:53 | INFO : - file 2603_Beethoven_OP81NO1_PianoSonata.npy added to training set. 2021-12-11 10:12:55 | INFO : - file 2594_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-11 10:12:55 | INFO : - file 2204_Bach_BWV1013_Partitain.npy added to training set. 2021-12-11 10:12:58 | INFO : - file 2523_Beethoven_OP69_CelloSonata.npy added to training set. 2021-12-11 10:12:59 | INFO : - file 2357_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-11 10:13:03 | INFO : - file 2398_Beethoven_OP47_ViolinSonata.npy added to training set. 2021-12-11 10:13:04 | INFO : - file 2310_Bach_BWV860_WTKI.npy added to training set. 2021-12-11 10:13:05 | INFO : - file 2078_Cambini_JOHN2_WindQuintet.npy added to training set. 2021-12-11 10:13:09 | INFO : - file 2521_Beethoven_OP69_CelloSonata.npy added to training set. 2021-12-11 10:13:10 | INFO : - file 2562_Beethoven_OP18NO2_StringQuartet.npy added to training set. 2021-12-11 10:13:11 | INFO : - file 1824_Mozart_K421_StringQuartet.npy added to training set. 2021-12-11 10:13:14 | INFO : - file 2318_Beethoven_OP38_Trioin.npy added to validation set. 2021-12-11 10:13:16 | INFO : - file 1773_Schubert_D568_PianoSonata.npy added to training set. 2021-12-11 10:13:20 | INFO : - file 2443_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-11 10:13:22 | INFO : - file 2114_Brahms_OP38_CelloSonata.npy added to training set. 2021-12-11 10:13:24 | INFO : - file 2488_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-11 10:13:25 | INFO : - file 2198_Bach_BWV867_WTKI.npy added to training set. 2021-12-11 10:13:26 | INFO : - file 2350_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-11 10:13:28 | INFO : - file 2595_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-11 10:13:29 | INFO : - file 1805_Mozart_K387_StringQuartet.npy added to validation set. 2021-12-11 10:13:31 | INFO : - file 2113_Brahms_OP38_CelloSonata.npy added to training set. 2021-12-11 10:13:32 | INFO : - file 2075_Cambini_JOHN1_WindQuintet.npy added to training set. 2021-12-11 10:13:34 | INFO : - file 2516_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-11 10:13:35 | INFO : - file 2497_Beethoven_OP95_StringQuartet.npy added to training set. 2021-12-11 10:13:36 | INFO : - file 2507_Beethoven_OP103_Octetin.npy added to training set. 2021-12-11 10:13:38 | INFO : - file 2389_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-11 10:13:39 | INFO : - file 2222_Bach_BWV1009_CelloSuite.npy added to validation set. 2021-12-11 10:13:40 | INFO : - file 2372_Beethoven_OP14NO1_PianoSonata.npy added to training set. 2021-12-11 10:13:42 | INFO : - file 2471_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-11 10:13:44 | INFO : - file 2105_Haydn_OP64NO5_QuartetNo.npy added to training set. 2021-12-11 10:13:46 | INFO : - file 2388_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-11 10:13:46 | INFO : - file 2213_Bach_BWV847_WTKI.npy added to training set. 2021-12-11 10:13:49 | INFO : - file 2629_Beethoven_OP96_ViolinSonata.npy added to validation set. 2021-12-11 10:13:50 | INFO : - file 2417_Beethoven_OP71_Sextetin.npy added to training set. 2021-12-11 10:13:52 | INFO : - file 1751_Schubert_D845_PianoSonata.npy added to training set. 2021-12-11 10:13:53 | INFO : - file 1728_Schubert_OP114_PianoQuintet.npy added to training set. 2021-12-11 10:13:54 | INFO : - file 2227_Bach_BWV851_WTKI.npy added to training set. 2021-12-11 10:13:55 | INFO : - file 1734_Schubert_D959_PianoSonata.npy added to training set. 2021-12-11 10:13:56 | INFO : - file 2224_Bach_BWV852_WTKI.npy added to training set. 2021-12-11 10:13:57 | INFO : - file 2285_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-11 10:13:59 | INFO : - file 2159_Brahms_OP40_HornTrio.npy added to training set. 2021-12-11 10:14:00 | INFO : - file 2117_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-11 10:14:03 | INFO : - file 2155_Brahms_OP18_StringSextet.npy added to training set. 2021-12-11 10:14:06 | INFO : - file 1771_Schubert_D568_PianoSonata.npy added to training set. 2021-12-11 10:14:08 | INFO : - file 2571_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-11 10:14:09 | INFO : - file 2229_Bach_BWV865_WTKI.npy added to training set. 2021-12-11 10:14:12 | INFO : - file 2325_Beethoven_OP57_PianoSonata.npy added to training set. 2021-12-11 10:14:15 | INFO : - file 1749_Schubert_D845_PianoSonata.npy added to training set. 2021-12-11 10:14:16 | INFO : - file 2573_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-11 10:14:18 | INFO : - file 2596_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-11 10:14:19 | INFO : - file 2300_Bach_BWV853_WTKI.npy added to training set. 2021-12-11 10:14:20 | INFO : - file 2487_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-11 10:14:22 | INFO : - file 2119_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-11 10:14:25 | INFO : - file 1765_Schubert_OP142_4Impromptus.npy added to validation set. 2021-12-11 10:14:27 | INFO : - file 2528_Beethoven_OP10NO1_PianoSonata.npy added to training set. 2021-12-11 10:14:29 | INFO : - file 1727_Schubert_OP114_PianoQuintet.npy added to training set. 2021-12-11 10:14:32 | INFO : - file 2314_Beethoven_OP132_StringQuartet.npy added to training set. 2021-12-11 10:14:32 | INFO : - file 2202_Bach_BWV1013_Partitain.npy added to training set. 2021-12-11 10:14:33 | INFO : - file 2239_Bach_BWV862_WTKI.npy added to training set. 2021-12-11 10:14:36 | INFO : - file 2444_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-11 10:14:38 | INFO : - file 2581_Beethoven_OP54_PianoSonata.npy added to training set. 2021-12-11 10:14:39 | INFO : - file 2244_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-11 10:14:41 | INFO : - file 1792_Mozart_K465_StringQuartet.npy added to training set. 2021-12-11 10:14:43 | INFO : - file 1812_Mozart_K581_ClarinetQuintet.npy added to training set. 2021-12-11 10:14:46 | INFO : - file 2490_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-11 10:14:47 | INFO : - file 2442_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-11 10:14:49 | INFO : - file 2564_Beethoven_OP22_PianoSonata.npy added to training set. 2021-12-11 10:14:52 | INFO : - file 2611_Beethoven_OP10NO3_PianoSonata.npy added to training set. 2021-12-11 10:14:53 | INFO : - file 2422_Beethoven_OP2NO1_PianoSonata.npy added to training set. 2021-12-11 10:14:54 | INFO : - file 2483_Beethoven_OP18NO5_StringQuartet.npy added to training set. 2021-12-11 10:14:55 | INFO : - file 2342_Beethoven_OP30NO3_ViolinSonata.npy added to validation set. 2021-12-11 10:15:00 | INFO : - file 2366_Beethoven_OP127_StringQuartet.npy added to training set. 2021-12-11 10:15:00 | INFO : - file 2358_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-11 10:15:01 | INFO : - file 2555_Beethoven_OP109_PianoSonata.npy added to training set. 2021-12-11 10:15:04 | INFO : - file 2622_Beethoven_OP59NO1_StringQuartet.npy added to training set. 2021-12-11 10:15:05 | INFO : - file 2289_Bach_BWV1002_ViolinPartita.npy added to validation set. 2021-12-11 10:15:06 | INFO : - file 2080_Cambini_JOHN2_WindQuintet.npy added to training set. 2021-12-11 10:15:08 | INFO : - file 2588_Beethoven_OP26_PianoSonata.npy added to training set. 2021-12-11 10:15:09 | INFO : - file 2494_Beethoven_OP95_StringQuartet.npy added to training set. 2021-12-11 10:15:11 | INFO : - file 1789_Mozart_K465_StringQuartet.npy added to training set. 2021-12-11 10:15:14 | INFO : - file 2168_Faure_OP45_PianoQuartet.npy added to training set. 2021-12-11 10:15:16 | INFO : - file 1859_Mozart_K464_StringQuartet.npy added to training set. 2021-12-11 10:15:18 | INFO : - file 2586_Beethoven_OP102NO1_CelloSonata.npy added to training set. 2021-12-11 10:15:19 | INFO : - file 2478_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-11 10:15:24 | INFO : - file 2315_Beethoven_OP132_StringQuartet.npy added to validation set. 2021-12-11 10:15:25 | INFO : - file 2201_Bach_BWV861_WTKI.npy added to training set. 2021-12-11 10:15:26 | INFO : - file 2572_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-11 10:15:26 | INFO : - file 2238_Bach_BWV868_WTKI.npy added to training set. 2021-12-11 10:15:26 | INFO : - file 2248_Bach_BWV854_WTKI.npy added to training set. 2021-12-11 10:15:29 | INFO : - file 1735_Schubert_D959_PianoSonata.npy added to training set. 2021-12-11 10:15:30 | INFO : - file 2308_Bach_BWV863_WTKI.npy added to training set. 2021-12-11 10:15:34 | INFO : - file 2154_Brahms_OP18_StringSextet.npy added to training set. 2021-12-11 10:15:36 | INFO : - file 2140_Brahms_OP51NO1_StringQuartet.npy added to training set. 2021-12-11 10:15:37 | INFO : - file 2077_Cambini_JOHN1_WindQuintet.npy added to training set. 2021-12-11 10:15:39 | INFO : - file 1807_Mozart_K387_StringQuartet.npy added to validation set. 2021-12-11 10:15:42 | INFO : - file 2406_Beethoven_OP110_PianoSonata.npy added to training set. 2021-12-11 10:15:44 | INFO : - file 1772_Schubert_D568_PianoSonata.npy added to training set. 2021-12-11 10:15:45 | INFO : - file 2156_Brahms_OP18_StringSextet.npy added to training set. 2021-12-11 10:15:48 | INFO : - file 1757_Schubert_D958_PianoSonata.npy added to training set. 2021-12-11 10:15:51 | INFO : - file 2436_Beethoven_OP53_PianoSonata.npy added to training set. 2021-12-11 10:15:52 | INFO : - file 2364_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-11 10:15:53 | INFO : - file 2538_Beethoven_OP49NO2_PianoSonata.npy added to training set. 2021-12-11 10:15:54 | INFO : - file 2336_Beethoven_OP30NO3_ViolinSonata.npy added to training set. 2021-12-11 10:15:56 | INFO : - file 2466_Beethoven_OP23_ViolinSonata.npy added to training set. 2021-12-11 10:15:58 | INFO : - file 2677_Beethoven_OP14NO1_PianoSonata.npy added to training set. 2021-12-11 10:15:59 | INFO : - file 2081_Cambini_JOHN3_WindQuintet.npy added to validation set. 2021-12-11 10:16:01 | INFO : - file 2151_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-11 10:16:03 | INFO : - file 2512_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-11 10:16:04 | INFO : - file 2083_Cambini_JOHN3_WindQuintet.npy added to validation set. 2021-12-11 10:16:06 | INFO : - file 2368_Beethoven_OP127_StringQuartet.npy added to training set. 2021-12-11 10:16:08 | INFO : - file 2082_Cambini_JOHN3_WindQuintet.npy added to validation set. 2021-12-11 10:16:10 | INFO : - file 2178_Ravel_35_StringQuartet.npy added to training set. 2021-12-11 10:16:12 | INFO : - file 2322_Beethoven_OP57_PianoSonata.npy added to training set. 2021-12-11 10:16:13 | INFO : - file 2633_Beethoven_OP14NO2_PianoSonata.npy added to validation set. 2021-12-11 10:16:15 | INFO : - file 2220_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-11 10:16:16 | INFO : - file 1828_Mozart_K542_PianoTrio.npy added to validation set. 2021-12-11 10:16:18 | INFO : - file 2527_Beethoven_OP10NO1_PianoSonata.npy added to training set. 2021-12-11 10:16:19 | INFO : - file 2540_Beethoven_OP101_PianoSonata.npy added to training set. 2021-12-11 10:16:21 | INFO : - file 2582_Beethoven_OP54_PianoSonata.npy added to training set. 2021-12-11 10:16:22 | INFO : - file 2225_Bach_BWV852_WTKI.npy added to training set. 2021-12-11 10:16:23 | INFO : - file 1876_Mozart_K496_PianoTrio.npy added to training set. 2021-12-11 10:16:26 | INFO : - file 2593_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-11 10:16:28 | INFO : - file 2482_Beethoven_OP18NO5_StringQuartet.npy added to training set. 2021-12-11 10:16:30 | INFO : - file 2341_Beethoven_OP30NO3_ViolinSonata.npy added to validation set. 2021-12-11 10:16:31 | INFO : - file 2288_Bach_BWV1002_ViolinPartita.npy added to training set. 2021-12-11 10:16:33 | INFO : - file 2504_Beethoven_OP103_Octetin.npy added to training set. 2021-12-11 10:16:36 | INFO : - file 2381_Beethoven_OP130_StringQuartet.npy added to training set. 2021-12-11 10:16:37 | INFO : - file 2104_Haydn_OP64NO5_QuartetNo.npy added to training set. 2021-12-11 10:16:39 | INFO : - file 2365_Beethoven_OP127_StringQuartet.npy added to training set. 2021-12-11 10:16:41 | INFO : - file 1739_Schubert_OP99_PianoTrio.npy added to training set. 2021-12-11 10:16:45 | INFO : - file 1750_Schubert_D845_PianoSonata.npy added to training set. 2021-12-11 10:16:46 | INFO : - file 2473_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-11 10:16:48 | INFO : - file 2180_Ravel_35_StringQuartet.npy added to training set. 2021-12-11 10:16:51 | INFO : - file 2397_Beethoven_OP47_ViolinSonata.npy added to training set. 2021-12-11 10:16:53 | INFO : - file 2626_Beethoven_OP96_ViolinSonata.npy added to training set. 2021-12-11 10:16:55 | INFO : - file 1730_Schubert_OP114_PianoQuintet.npy added to training set. 2021-12-11 10:16:57 | INFO : - file 2522_Beethoven_OP69_CelloSonata.npy added to training set. 2021-12-11 10:16:58 | INFO : - file 2619_Beethoven_OP10NO2_PianoSonata.npy added to training set. 2021-12-11 10:16:58 | INFO : - file 2234_Bach_BWV856_WTKI.npy added to training set. 2021-12-11 10:17:00 | INFO : - file 2618_Beethoven_OP10NO2_PianoSonata.npy added to training set. 2021-12-11 10:17:02 | INFO : - file 2161_Brahms_OP40_HornTrio.npy added to training set. 2021-12-11 10:17:04 | INFO : - file 2166_Faure_OP45_PianoQuartet.npy added to training set. 2021-12-11 10:17:07 | INFO : - file 2319_Beethoven_OP38_Trioin.npy added to training set. 2021-12-11 10:17:09 | INFO : - file 2590_Beethoven_OP26_PianoSonata.npy added to training set. 2021-12-11 10:17:09 | INFO : ######## Training set MusicNet generated, length 133177 ###### 2021-12-11 10:17:09 | INFO : ######## Validation set MusicNet generated, length 15491 ###### 2021-12-11 10:17:10 | INFO : - file Schubert_D911-06_AL98.npy added to training set. 2021-12-11 10:17:11 | INFO : - file Schubert_D911-11_OL06.npy added to training set. 2021-12-11 10:17:12 | INFO : - file Schubert_D911-10_FI80.npy added to training set. 2021-12-11 10:17:13 | INFO : - file Schubert_D911-05_FI80.npy added to training set. 2021-12-11 10:17:14 | INFO : - file Schubert_D911-06_QU98.npy added to training set. 2021-12-11 10:17:15 | INFO : - file Schubert_D911-04_FI80.npy added to training set. 2021-12-11 10:17:16 | INFO : - file Schubert_D911-05_QU98.npy added to training set. 2021-12-11 10:17:17 | INFO : - file Schubert_D911-12_AL98.npy added to training set. 2021-12-11 10:17:18 | INFO : - file Schubert_D911-10_AL98.npy added to training set. 2021-12-11 10:17:19 | INFO : - file Schubert_D911-04_FI55.npy added to training set. 2021-12-11 10:17:19 | INFO : - file Schubert_D911-04_AL98.npy added to training set. 2021-12-11 10:17:20 | INFO : - file Schubert_D911-14_TR99.npy added to validation set. 2021-12-11 10:17:21 | INFO : - file Schubert_D911-10_FI55.npy added to training set. 2021-12-11 10:17:22 | INFO : - file Schubert_D911-02_FI55.npy added to training set. 2021-12-11 10:17:22 | INFO : - file Schubert_D911-03_AL98.npy added to training set. 2021-12-11 10:17:23 | INFO : - file Schubert_D911-10_OL06.npy added to training set. 2021-12-11 10:17:24 | INFO : - file Schubert_D911-15_FI66.npy added to validation set. 2021-12-11 10:17:25 | INFO : - file Schubert_D911-05_FI55.npy added to training set. 2021-12-11 10:17:26 | INFO : - file Schubert_D911-09_FI55.npy added to training set. 2021-12-11 10:17:26 | INFO : - file Schubert_D911-13_OL06.npy added to training set. 2021-12-11 10:17:27 | INFO : - file Schubert_D911-03_QU98.npy added to training set. 2021-12-11 10:17:28 | INFO : - file Schubert_D911-15_TR99.npy added to validation set. 2021-12-11 10:17:28 | INFO : - file Schubert_D911-13_QU98.npy added to training set. 2021-12-11 10:17:29 | INFO : - file Schubert_D911-13_AL98.npy added to training set. 2021-12-11 10:17:29 | INFO : - file Schubert_D911-08_FI80.npy added to training set. 2021-12-11 10:17:30 | INFO : - file Schubert_D911-13_FI80.npy added to training set. 2021-12-11 10:17:31 | INFO : - file Schubert_D911-16_FI66.npy added to validation set. 2021-12-11 10:17:31 | INFO : - file Schubert_D911-03_OL06.npy added to training set. 2021-12-11 10:17:33 | INFO : - file Schubert_D911-11_FI55.npy added to training set. 2021-12-11 10:17:33 | INFO : - file Schubert_D911-02_OL06.npy added to training set. 2021-12-11 10:17:34 | INFO : - file Schubert_D911-06_FI80.npy added to training set. 2021-12-11 10:17:36 | INFO : - file Schubert_D911-01_FI80.npy added to training set. 2021-12-11 10:17:37 | INFO : - file Schubert_D911-01_AL98.npy added to training set. 2021-12-11 10:17:39 | INFO : - file Schubert_D911-01_OL06.npy added to training set. 2021-12-11 10:17:40 | INFO : - file Schubert_D911-16_TR99.npy added to validation set. 2021-12-11 10:17:40 | INFO : - file Schubert_D911-03_FI80.npy added to training set. 2021-12-11 10:17:41 | INFO : - file Schubert_D911-04_QU98.npy added to training set. 2021-12-11 10:17:42 | INFO : - file Schubert_D911-11_AL98.npy added to training set. 2021-12-11 10:17:43 | INFO : - file Schubert_D911-10_QU98.npy added to training set. 2021-12-11 10:17:44 | INFO : - file Schubert_D911-13_FI55.npy added to training set. 2021-12-11 10:17:45 | INFO : - file Schubert_D911-09_AL98.npy added to training set. 2021-12-11 10:17:46 | INFO : - file Schubert_D911-01_QU98.npy added to training set. 2021-12-11 10:17:47 | INFO : - file Schubert_D911-04_OL06.npy added to training set. 2021-12-11 10:17:49 | INFO : - file Schubert_D911-05_AL98.npy added to training set. 2021-12-11 10:17:50 | INFO : - file Schubert_D911-02_QU98.npy added to training set. 2021-12-11 10:17:51 | INFO : - file Schubert_D911-07_OL06.npy added to training set. 2021-12-11 10:17:52 | INFO : - file Schubert_D911-11_FI80.npy added to training set. 2021-12-11 10:17:54 | INFO : - file Schubert_D911-06_OL06.npy added to training set. 2021-12-11 10:17:54 | INFO : - file Schubert_D911-07_QU98.npy added to training set. 2021-12-11 10:17:56 | INFO : - file Schubert_D911-01_FI55.npy added to training set. 2021-12-11 10:17:57 | INFO : - file Schubert_D911-03_FI55.npy added to training set. 2021-12-11 10:17:58 | INFO : - file Schubert_D911-05_OL06.npy added to training set. 2021-12-11 10:17:59 | INFO : - file Schubert_D911-12_QU98.npy added to training set. 2021-12-11 10:18:00 | INFO : - file Schubert_D911-14_FI66.npy added to validation set. 2021-12-11 10:18:01 | INFO : - file Schubert_D911-11_QU98.npy added to training set. 2021-12-11 10:18:02 | INFO : - file Schubert_D911-06_FI55.npy added to training set. 2021-12-11 10:18:03 | INFO : - file Schubert_D911-02_AL98.npy added to training set. 2021-12-11 10:18:04 | INFO : - file Schubert_D911-09_OL06.npy added to training set. 2021-12-11 10:18:04 | INFO : - file Schubert_D911-12_FI80.npy added to training set. 2021-12-11 10:18:05 | INFO : - file Schubert_D911-08_OL06.npy added to training set. 2021-12-11 10:18:06 | INFO : - file Schubert_D911-09_FI80.npy added to training set. 2021-12-11 10:18:06 | INFO : - file Schubert_D911-09_QU98.npy added to training set. 2021-12-11 10:18:07 | INFO : - file Schubert_D911-07_FI55.npy added to training set. 2021-12-11 10:18:08 | INFO : - file Schubert_D911-02_FI80.npy added to training set. 2021-12-11 10:18:09 | INFO : - file Schubert_D911-08_QU98.npy added to training set. 2021-12-11 10:18:09 | INFO : - file Schubert_D911-08_FI55.npy added to training set. 2021-12-11 10:18:10 | INFO : - file Schubert_D911-07_FI80.npy added to training set. 2021-12-11 10:18:12 | INFO : - file Schubert_D911-07_AL98.npy added to training set. 2021-12-11 10:18:12 | INFO : - file Schubert_D911-12_FI55.npy added to training set. 2021-12-11 10:18:13 | INFO : - file Schubert_D911-08_AL98.npy added to training set. 2021-12-11 10:18:14 | INFO : - file Schubert_D911-12_OL06.npy added to training set. 2021-12-11 10:18:14 | INFO : ######## Training set SchubertWR generated, length 92820 ###### 2021-12-11 10:18:14 | INFO : ######## Validation set SchubertWR generated, length 9466 ###### 2021-12-11 10:18:14 | INFO : - file 01-AchGottundHerr.npy added to training set. 2021-12-11 10:18:14 | INFO : - file 06-DieSonne.npy added to validation set. 2021-12-11 10:18:14 | INFO : - file 05-DieNacht.npy added to validation set. 2021-12-11 10:18:14 | INFO : - file 03-ChristederdubistTagundLicht.npy added to training set. 2021-12-11 10:18:15 | INFO : - file 02-AchLiebenChristen.npy added to training set. 2021-12-11 10:18:15 | INFO : - file 04-ChristeDuBeistand.npy added to training set. 2021-12-11 10:18:15 | INFO : ######## Training set Bach10 generated, length 5421 ###### 2021-12-11 10:18:15 | INFO : ######## Validation set Bach10 generated, length 2827 ###### 2021-12-11 10:18:16 | INFO : - file mahler.npy added to training set. 2021-12-11 10:18:16 | INFO : - file beethoven.npy added to training set. 2021-12-11 10:18:16 | INFO : ######## Training set PHENICX-Anechoic generated, length 6884 ###### 2021-12-11 10:18:17 | INFO : - file CSD_Traditional_ElRossinyol.npy added to training set. 2021-12-11 10:18:18 | INFO : - file CSD_Guerrero_NinoDios_noalt.npy added to validation set. 2021-12-11 10:18:18 | INFO : - file CSD_Guerrero_NinoDios_nosop.npy added to validation set. 2021-12-11 10:18:19 | INFO : - file CSD_Guerrero_NinoDios_nobas.npy added to validation set. 2021-12-11 10:18:19 | INFO : - file CSD_Guerrero_NinoDios_noten.npy added to validation set. 2021-12-11 10:18:20 | INFO : - file CSD_Traditional_ElRossinyol_nobas.npy added to training set. 2021-12-11 10:18:20 | INFO : - file CSD_Traditional_ElRossinyol_noten.npy added to training set. 2021-12-11 10:18:21 | INFO : - file CSD_Traditional_ElRossinyol_nosop.npy added to training set. 2021-12-11 10:18:22 | INFO : - file CSD_Traditional_ElRossinyol_noalt.npy added to training set. 2021-12-11 10:18:22 | INFO : - file CSD_Guerrero_NinoDios.npy added to validation set. 2021-12-11 10:18:22 | INFO : ######## Training set ChoralSingingDataset generated, length 7274 ###### 2021-12-11 10:18:22 | INFO : ######## Validation set ChoralSingingDataset generated, length 5555 ###### 2021-12-11 10:18:22 | INFO : Training set & loader generated, length 245576 2021-12-11 10:18:22 | INFO : Validation set & loader generated, length 33339 2021-12-11 10:18:22 | INFO : ###################### START TRAINING ###################### 2021-12-11 10:30:06 | INFO : Epoch #0 finished. Train Loss: 0.0914, Val Loss: 0.0779 with lr: 0.00020 2021-12-11 10:30:07 | INFO : .... model of epoch 0 saved. 2021-12-11 10:41:48 | INFO : Epoch #1 finished. Train Loss: 0.0788, Val Loss: 0.0723 with lr: 0.00020 2021-12-11 10:41:48 | INFO : .... model of epoch #1 saved. 2021-12-11 10:53:31 | INFO : Epoch #2 finished. Train Loss: 0.0744, Val Loss: 0.0678 with lr: 0.00020 2021-12-11 10:53:31 | INFO : .... model of epoch #2 saved. 2021-12-11 11:05:14 | INFO : Epoch #3 finished. Train Loss: 0.0712, Val Loss: 0.0696 with lr: 0.00020 2021-12-11 11:16:56 | INFO : Epoch #4 finished. Train Loss: 0.0695, Val Loss: 0.0694 with lr: 0.00020 2021-12-11 11:28:38 | INFO : Epoch #5 finished. Train Loss: 0.0680, Val Loss: 0.0664 with lr: 0.00020 2021-12-11 11:28:39 | INFO : .... model of epoch #5 saved. 2021-12-11 11:40:22 | INFO : Epoch #6 finished. Train Loss: 0.0669, Val Loss: 0.0663 with lr: 0.00020 2021-12-11 11:40:22 | INFO : .... model of epoch #6 saved. 2021-12-11 11:52:05 | INFO : Epoch #7 finished. Train Loss: 0.0661, Val Loss: 0.0661 with lr: 0.00020 2021-12-11 11:52:05 | INFO : .... model of epoch #7 saved. 2021-12-11 12:03:47 | INFO : Epoch #8 finished. Train Loss: 0.0650, Val Loss: 0.0651 with lr: 0.00020 2021-12-11 12:03:47 | INFO : .... model of epoch #8 saved. 2021-12-11 12:15:29 | INFO : Epoch #9 finished. Train Loss: 0.0645, Val Loss: 0.0647 with lr: 0.00020 2021-12-11 12:15:30 | INFO : .... model of epoch #9 saved. 2021-12-11 12:27:12 | INFO : Epoch #10 finished. Train Loss: 0.0638, Val Loss: 0.0651 with lr: 0.00020 2021-12-11 12:38:56 | INFO : Epoch #11 finished. Train Loss: 0.0633, Val Loss: 0.0667 with lr: 0.00020 2021-12-11 12:50:38 | INFO : Epoch #12 finished. Train Loss: 0.0628, Val Loss: 0.0643 with lr: 0.00020 2021-12-11 12:50:38 | INFO : .... model of epoch #12 saved. 2021-12-11 13:02:21 | INFO : Epoch #13 finished. Train Loss: 0.0623, Val Loss: 0.0654 with lr: 0.00020 2021-12-11 13:14:04 | INFO : Epoch #14 finished. Train Loss: 0.0620, Val Loss: 0.0681 with lr: 0.00020 2021-12-11 13:25:49 | INFO : Epoch #15 finished. Train Loss: 0.0614, Val Loss: 0.0649 with lr: 0.00020 2021-12-11 13:37:34 | INFO : Epoch #16 finished. Train Loss: 0.0615, Val Loss: 0.0681 with lr: 0.00020 2021-12-11 13:49:17 | INFO : Epoch #17 finished. Train Loss: 0.0609, Val Loss: 0.0668 with lr: 0.00020 2021-12-11 14:01:03 | INFO : Epoch #18 finished. Train Loss: 0.0606, Val Loss: 0.0666 with lr: 0.00020 2021-12-11 14:12:45 | INFO : Epoch #19 finished. Train Loss: 0.0576, Val Loss: 0.0655 with lr: 0.00010 2021-12-11 14:24:28 | INFO : Epoch #20 finished. Train Loss: 0.0572, Val Loss: 0.0636 with lr: 0.00010 2021-12-11 14:24:28 | INFO : .... model of epoch #20 saved. 2021-12-11 14:36:11 | INFO : Epoch #21 finished. Train Loss: 0.0569, Val Loss: 0.0645 with lr: 0.00010 2021-12-11 14:47:54 | INFO : Epoch #22 finished. Train Loss: 0.0568, Val Loss: 0.0642 with lr: 0.00010 2021-12-11 14:59:36 | INFO : Epoch #23 finished. Train Loss: 0.0567, Val Loss: 0.0669 with lr: 0.00010 2021-12-11 15:11:19 | INFO : Epoch #24 finished. Train Loss: 0.0565, Val Loss: 0.0697 with lr: 0.00010 2021-12-11 15:23:01 | INFO : Epoch #25 finished. Train Loss: 0.0561, Val Loss: 0.0646 with lr: 0.00010 2021-12-11 15:34:44 | INFO : Epoch #26 finished. Train Loss: 0.0563, Val Loss: 0.0652 with lr: 0.00010 2021-12-11 15:46:27 | INFO : Epoch #27 finished. Train Loss: 0.0545, Val Loss: 0.0642 with lr: 0.00005 2021-12-11 15:58:09 | INFO : Epoch #28 finished. Train Loss: 0.0542, Val Loss: 0.0650 with lr: 0.00005 2021-12-11 16:09:51 | INFO : Epoch #29 finished. Train Loss: 0.0542, Val Loss: 0.0631 with lr: 0.00005 2021-12-11 16:09:51 | INFO : .... model of epoch #29 saved. 2021-12-11 16:21:34 | INFO : Epoch #30 finished. Train Loss: 0.0540, Val Loss: 0.0658 with lr: 0.00005 2021-12-11 16:33:16 | INFO : Epoch #31 finished. Train Loss: 0.0538, Val Loss: 0.0636 with lr: 0.00005 2021-12-11 16:44:59 | INFO : Epoch #32 finished. Train Loss: 0.0536, Val Loss: 0.0663 with lr: 0.00005 2021-12-11 16:56:42 | INFO : Epoch #33 finished. Train Loss: 0.0537, Val Loss: 0.0651 with lr: 0.00005 2021-12-11 17:08:25 | INFO : Epoch #34 finished. Train Loss: 0.0536, Val Loss: 0.0654 with lr: 0.00005 2021-12-11 17:20:08 | INFO : Epoch #35 finished. Train Loss: 0.0536, Val Loss: 0.0653 with lr: 0.00005 2021-12-11 17:31:52 | INFO : Epoch #36 finished. Train Loss: 0.0526, Val Loss: 0.0648 with lr: 0.00003 2021-12-11 17:43:35 | INFO : Epoch #37 finished. Train Loss: 0.0522, Val Loss: 0.0656 with lr: 0.00003 2021-12-11 17:55:17 | INFO : Epoch #38 finished. Train Loss: 0.0524, Val Loss: 0.0660 with lr: 0.00003 2021-12-11 18:07:00 | INFO : Epoch #39 finished. Train Loss: 0.0523, Val Loss: 0.0659 with lr: 0.00003 2021-12-11 18:18:43 | INFO : Epoch #40 finished. Train Loss: 0.0523, Val Loss: 0.0633 with lr: 0.00003 2021-12-11 18:30:26 | INFO : Epoch #41 finished. Train Loss: 0.0521, Val Loss: 0.0649 with lr: 0.00003 2021-12-11 18:30:26 | INFO : ### trained model saved in /tsi/clusterhome/cweiss/models/exp214c_traintest_bigmix_aligned_pitch_cnn_deepresnetwide_test10files_augall_AdamW_smallepochs_rerun1.pt 2021-12-11 18:30:26 | INFO : ###################### START TESTING ###################### 2021-12-11 18:30:54 | INFO : file 2106_Haydn_OP64NO5_QuartetNo.npy tested. Av. Prec: 0.7247674028797407 2021-12-11 18:31:11 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Av. Prec: 0.7863689389753118 2021-12-11 18:31:25 | INFO : file 2416_Beethoven_OP71_Sextetin.npy tested. Av. Prec: 0.6291899055285535 2021-12-11 18:31:36 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Av. Prec: 0.8186775636125943 2021-12-11 18:31:54 | INFO : file 1759_Schubert_D958_PianoSonata.npy tested. Av. Prec: 0.7921040453923947 2021-12-11 18:32:05 | INFO : file 2191_Bach_BWV1006_ViolinPartita.npy tested. Av. Prec: 0.8029709568482122 2021-12-11 18:32:50 | INFO : file 2629_Beethoven_OP96_ViolinSonata.npy tested. Av. Prec: 0.8303943995023347 2021-12-11 18:33:02 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Av. Prec: 0.5062351795215445 2021-12-11 18:33:17 | INFO : file 2556_Beethoven_OP109_PianoSonata.npy tested. Av. Prec: 0.8279476511747996 2021-12-11 18:33:31 | INFO : file 2298_Bach_BWV1010_CelloSuite.npy tested. Av. Prec: 0.6933277835856858 2021-12-11 18:33:31 | INFO : ### Dataset MusicNet tested. Individual results: ################################ 2021-12-11 18:33:31 | INFO : Mean precision: 0.648174775893782 2021-12-11 18:33:31 | INFO : Mean recall: 0.7970019368680055 2021-12-11 18:33:31 | INFO : Mean f_measure: 0.7116975702494265 2021-12-11 18:33:31 | INFO : Mean cosine_sim: 0.7219558723989723 2021-12-11 18:33:31 | INFO : Mean binary_crossentropy: 0.07290544632080205 2021-12-11 18:33:31 | INFO : Mean euclidean_distance: 0.9270080322762112 2021-12-11 18:33:31 | INFO : Mean binary_accuracy: 0.9792883639930686 2021-12-11 18:33:31 | INFO : Mean soft_accuracy: 0.965418561020528 2021-12-11 18:33:31 | INFO : Mean accum_energy: 0.5430873503168092 2021-12-11 18:33:31 | INFO : Mean roc_auc_measure: 0.9863865800475295 2021-12-11 18:33:31 | INFO : Mean average_precision_score: 0.7411983827021171 2021-12-11 18:33:31 | INFO : Mean Precision: 0.648174775893782 2021-12-11 18:33:31 | INFO : Mean Recall: 0.7970019368680055 2021-12-11 18:33:31 | INFO : Mean Accuracy: 0.5577304568195829 2021-12-11 18:33:31 | INFO : Mean Substitution Error: 0.1279966325009691 2021-12-11 18:33:31 | INFO : Mean Miss Error: 0.07500143063102536 2021-12-11 18:33:31 | INFO : Mean False Alarm Error: 0.3292712092595615 2021-12-11 18:33:31 | INFO : Mean Total Error: 0.5322692723915561 2021-12-11 18:33:31 | INFO : Mean Chroma Precision: 0.6648489117982479 2021-12-11 18:33:31 | INFO : Mean Chroma Recall: 0.8181798278685275 2021-12-11 18:33:31 | INFO : Mean Chroma Accuracy: 0.5798356026892645 2021-12-11 18:33:31 | INFO : Mean Chroma Substitution Error: 0.10681874150044708 2021-12-11 18:33:31 | INFO : Mean Chroma Miss Error: 0.07500143063102536 2021-12-11 18:33:31 | INFO : Mean Chroma False Alarm Error: 0.3292712092595615 2021-12-11 18:33:31 | INFO : Mean Chroma Total Error: 0.511091381391034 2021-12-11 18:33:31 | INFO : 2021-12-11 18:33:31 | INFO : Framewise precision: 0.6778901587120536 2021-12-11 18:33:31 | INFO : Framewise recall: 0.7957543024125255 2021-12-11 18:33:31 | INFO : Framewise f_measure: 0.7284759430534422 2021-12-11 18:33:31 | INFO : Framewise cosine_sim: 0.7395181264164539 2021-12-11 18:33:31 | INFO : Framewise binary_crossentropy: 0.08062946143317389 2021-12-11 18:33:31 | INFO : Framewise euclidean_distance: 0.9790210186622273 2021-12-11 18:33:31 | INFO : Framewise binary_accuracy: 0.9778621155251653 2021-12-11 18:33:31 | INFO : Framewise soft_accuracy: 0.9625289190112123 2021-12-11 18:33:31 | INFO : Framewise accum_energy: 0.5548902423350227 2021-12-11 18:33:31 | INFO : Framewise roc_auc_measure: 0.9853692870162697 2021-12-11 18:33:31 | INFO : Framewise average_precision_score: 0.7606262361769983 2021-12-11 18:33:31 | INFO : Framewise Precision: 0.6778901587120536 2021-12-11 18:33:31 | INFO : Framewise Recall: 0.7957543024125255 2021-12-11 18:33:31 | INFO : Framewise Accuracy: 0.5773914702902743 2021-12-11 18:33:31 | INFO : Framewise Substitution Error: 0.12212519166155872 2021-12-11 18:33:31 | INFO : Framewise Miss Error: 0.08212050592591592 2021-12-11 18:33:31 | INFO : Framewise False Alarm Error: 0.2802046776165173 2021-12-11 18:33:31 | INFO : Framewise Total Error: 0.484450375203992 2021-12-11 18:33:31 | INFO : Framewise Chroma Precision: 0.6973163759680581 2021-12-11 18:33:31 | INFO : Framewise Chroma Recall: 0.8187152974073877 2021-12-11 18:33:31 | INFO : Framewise Chroma Accuracy: 0.6036112639702325 2021-12-11 18:33:31 | INFO : Framewise Chroma Substitution Error: 0.09916419666669671 2021-12-11 18:33:31 | INFO : Framewise Chroma Miss Error: 0.08212050592591592 2021-12-11 18:33:31 | INFO : Framewise Chroma False Alarm Error: 0.2802046776165173 2021-12-11 18:33:31 | INFO : Framewise Chroma Total Error: 0.46148938020912983 2021-12-11 18:33:52 | INFO : file Schubert_D911-20_SC06.npy tested. Av. Prec: 0.9305247384857458 2021-12-11 18:34:14 | INFO : file Schubert_D911-21_SC06.npy tested. Av. Prec: 0.8937793518570476 2021-12-11 18:34:35 | INFO : file Schubert_D911-21_HU33.npy tested. Av. Prec: 0.9031699662424989 2021-12-11 18:34:40 | INFO : file Schubert_D911-18_HU33.npy tested. Av. Prec: 0.7797616135875092 2021-12-11 18:34:49 | INFO : file Schubert_D911-22_HU33.npy tested. Av. Prec: 0.7737166429306791 2021-12-11 18:35:07 | INFO : file Schubert_D911-23_HU33.npy tested. Av. Prec: 0.7740924443961446 2021-12-11 18:35:29 | INFO : file Schubert_D911-20_HU33.npy tested. Av. Prec: 0.8931980378924333 2021-12-11 18:35:35 | INFO : file Schubert_D911-18_SC06.npy tested. Av. Prec: 0.838630477139887 2021-12-11 18:35:43 | INFO : file Schubert_D911-22_SC06.npy tested. Av. Prec: 0.8964469626377256 2021-12-11 18:36:00 | INFO : file Schubert_D911-24_HU33.npy tested. Av. Prec: 0.8262571003131091 2021-12-11 18:36:07 | INFO : file Schubert_D911-19_SC06.npy tested. Av. Prec: 0.8362797947555779 2021-12-11 18:36:23 | INFO : file Schubert_D911-23_SC06.npy tested. Av. Prec: 0.87685442257516 2021-12-11 18:36:42 | INFO : file Schubert_D911-24_SC06.npy tested. Av. Prec: 0.8718122629746501 2021-12-11 18:37:00 | INFO : file Schubert_D911-17_HU33.npy tested. Av. Prec: 0.75562458628413 2021-12-11 18:37:18 | INFO : file Schubert_D911-17_SC06.npy tested. Av. Prec: 0.7622354131642912 2021-12-11 18:37:26 | INFO : file Schubert_D911-19_HU33.npy tested. Av. Prec: 0.6368772042010215 2021-12-11 18:37:26 | INFO : ### Dataset Schubert_Winterreise tested. Individual results: ################################ 2021-12-11 18:37:26 | INFO : Mean precision: 0.7345609789926114 2021-12-11 18:37:26 | INFO : Mean recall: 0.8390572902379853 2021-12-11 18:37:26 | INFO : Mean f_measure: 0.7810621388767952 2021-12-11 18:37:26 | INFO : Mean cosine_sim: 0.797355074190544 2021-12-11 18:37:26 | INFO : Mean binary_crossentropy: 0.08732183157181633 2021-12-11 18:37:26 | INFO : Mean euclidean_distance: 1.0238137982641315 2021-12-11 18:37:26 | INFO : Mean binary_accuracy: 0.9755232436211903 2021-12-11 18:37:26 | INFO : Mean soft_accuracy: 0.9628950913956394 2021-12-11 18:37:26 | INFO : Mean accum_energy: 0.6461465429051908 2021-12-11 18:37:26 | INFO : Mean roc_auc_measure: 0.9851434662159119 2021-12-11 18:37:26 | INFO : Mean average_precision_score: 0.8280788137148506 2021-12-11 18:37:26 | INFO : Mean Precision: 0.7345609789926114 2021-12-11 18:37:26 | INFO : Mean Recall: 0.8390572902379853 2021-12-11 18:37:26 | INFO : Mean Accuracy: 0.6441411800994159 2021-12-11 18:37:26 | INFO : Mean Substitution Error: 0.08204286562323099 2021-12-11 18:37:26 | INFO : Mean Miss Error: 0.07889984413878377 2021-12-11 18:37:26 | INFO : Mean False Alarm Error: 0.2318529306913948 2021-12-11 18:37:26 | INFO : Mean Total Error: 0.39279564045340953 2021-12-11 18:37:26 | INFO : Mean Chroma Precision: 0.7557175319714585 2021-12-11 18:37:26 | INFO : Mean Chroma Recall: 0.8638210714433621 2021-12-11 18:37:26 | INFO : Mean Chroma Accuracy: 0.6743556674850995 2021-12-11 18:37:26 | INFO : Mean Chroma Substitution Error: 0.05727908441785417 2021-12-11 18:37:26 | INFO : Mean Chroma Miss Error: 0.07889984413878377 2021-12-11 18:37:26 | INFO : Mean Chroma False Alarm Error: 0.2318529306913948 2021-12-11 18:37:26 | INFO : Mean Chroma Total Error: 0.36803185924803267 2021-12-11 18:37:26 | INFO : 2021-12-11 18:37:26 | INFO : Framewise precision: 0.7425618885464746 2021-12-11 18:37:26 | INFO : Framewise recall: 0.8580203309798495 2021-12-11 18:37:26 | INFO : Framewise f_measure: 0.7939650446920562 2021-12-11 18:37:26 | INFO : Framewise cosine_sim: 0.8101580511624356 2021-12-11 18:37:26 | INFO : Framewise binary_crossentropy: 0.0817570805882517 2021-12-11 18:37:26 | INFO : Framewise euclidean_distance: 0.9901015965255829 2021-12-11 18:37:26 | INFO : Framewise binary_accuracy: 0.9768152095971657 2021-12-11 18:37:26 | INFO : Framewise soft_accuracy: 0.9651001568853254 2021-12-11 18:37:26 | INFO : Framewise accum_energy: 0.6704808695091208 2021-12-11 18:37:26 | INFO : Framewise roc_auc_measure: 0.9872708100425298 2021-12-11 18:37:26 | INFO : Framewise average_precision_score: 0.8435500128668029 2021-12-11 18:37:26 | INFO : Framewise Precision: 0.7425618885464746 2021-12-11 18:37:26 | INFO : Framewise Recall: 0.8580203309798495 2021-12-11 18:37:26 | INFO : Framewise Accuracy: 0.6615729346217178 2021-12-11 18:37:26 | INFO : Framewise Substitution Error: 0.07215555223284342 2021-12-11 18:37:26 | INFO : Framewise Miss Error: 0.0698241167873069 2021-12-11 18:37:26 | INFO : Framewise False Alarm Error: 0.23622084907752425 2021-12-11 18:37:26 | INFO : Framewise Total Error: 0.3782005180976746 2021-12-11 18:37:26 | INFO : Framewise Chroma Precision: 0.7606724299294977 2021-12-11 18:37:26 | INFO : Framewise Chroma Recall: 0.8793652609835569 2021-12-11 18:37:26 | INFO : Framewise Chroma Accuracy: 0.6881324085263133 2021-12-11 18:37:26 | INFO : Framewise Chroma Substitution Error: 0.05081062222913622 2021-12-11 18:37:26 | INFO : Framewise Chroma Miss Error: 0.0698241167873069 2021-12-11 18:37:26 | INFO : Framewise Chroma False Alarm Error: 0.23622084907752425 2021-12-11 18:37:26 | INFO : Framewise Chroma Total Error: 0.35685558809396745 2021-12-11 18:37:29 | INFO : file 09-Jesus.npy tested. Av. Prec: 0.9781535220916864 2021-12-11 18:37:33 | INFO : file 07-HerrGott.npy tested. Av. Prec: 0.9789230041028218 2021-12-11 18:37:38 | INFO : file 10-NunBitten.npy tested. Av. Prec: 0.9845159208664982 2021-12-11 18:37:42 | INFO : file 08-FuerDeinenThron.npy tested. Av. Prec: 0.9862804562325167 2021-12-11 18:37:42 | INFO : ### Dataset Bach10 tested. Individual results: ################################ 2021-12-11 18:37:42 | INFO : Mean precision: 0.8778725825410224 2021-12-11 18:37:42 | INFO : Mean recall: 0.9694341975026054 2021-12-11 18:37:42 | INFO : Mean f_measure: 0.9212851222620058 2021-12-11 18:37:42 | INFO : Mean cosine_sim: 0.8743899912919293 2021-12-11 18:37:42 | INFO : Mean binary_crossentropy: 0.031519182998381585 2021-12-11 18:37:42 | INFO : Mean euclidean_distance: 0.5292428301324397 2021-12-11 18:37:42 | INFO : Mean binary_accuracy: 0.9921443185099275 2021-12-11 18:37:42 | INFO : Mean soft_accuracy: 0.9832848742177469 2021-12-11 18:37:42 | INFO : Mean accum_energy: 0.7697229108453891 2021-12-11 18:37:42 | INFO : Mean roc_auc_measure: 0.9990820139625716 2021-12-11 18:37:42 | INFO : Mean average_precision_score: 0.9819682258233808 2021-12-11 18:37:42 | INFO : Mean Precision: 0.8778725825410224 2021-12-11 18:37:42 | INFO : Mean Recall: 0.9694341975026054 2021-12-11 18:37:42 | INFO : Mean Accuracy: 0.8541055113463524 2021-12-11 18:37:42 | INFO : Mean Substitution Error: 0.01426526464204441 2021-12-11 18:37:42 | INFO : Mean Miss Error: 0.016300537855350242 2021-12-11 18:37:42 | INFO : Mean False Alarm Error: 0.12085101534491996 2021-12-11 18:37:42 | INFO : Mean Total Error: 0.1514168178423146 2021-12-11 18:37:42 | INFO : Mean Chroma Precision: 0.8788747090015576 2021-12-11 18:37:42 | INFO : Mean Chroma Recall: 0.9705415239562452 2021-12-11 18:37:42 | INFO : Mean Chroma Accuracy: 0.8559185083742344 2021-12-11 18:37:42 | INFO : Mean Chroma Substitution Error: 0.013157938188404678 2021-12-11 18:37:42 | INFO : Mean Chroma Miss Error: 0.016300537855350242 2021-12-11 18:37:42 | INFO : Mean Chroma False Alarm Error: 0.12085101534491996 2021-12-11 18:37:42 | INFO : Mean Chroma Total Error: 0.15030949138867486 2021-12-11 18:37:42 | INFO : 2021-12-11 18:37:42 | INFO : Framewise precision: 0.8777192354765058 2021-12-11 18:37:42 | INFO : Framewise recall: 0.9702292770458922 2021-12-11 18:37:42 | INFO : Framewise f_measure: 0.9215678306348773 2021-12-11 18:37:42 | INFO : Framewise cosine_sim: 0.8745490586169965 2021-12-11 18:37:42 | INFO : Framewise binary_crossentropy: 0.031458584510645954 2021-12-11 18:37:42 | INFO : Framewise euclidean_distance: 0.5284072583945039 2021-12-11 18:37:42 | INFO : Framewise binary_accuracy: 0.9921715403023406 2021-12-11 18:37:42 | INFO : Framewise soft_accuracy: 0.9832986048782401 2021-12-11 18:37:42 | INFO : Framewise accum_energy: 0.7705530830394409 2021-12-11 18:37:42 | INFO : Framewise roc_auc_measure: 0.9990938842034007 2021-12-11 18:37:42 | INFO : Framewise average_precision_score: 0.9821750905346059 2021-12-11 18:37:42 | INFO : Framewise Precision: 0.8777192354765058 2021-12-11 18:37:42 | INFO : Framewise Recall: 0.9702292770458922 2021-12-11 18:37:42 | INFO : Framewise Accuracy: 0.8545932015540905 2021-12-11 18:37:42 | INFO : Framewise Substitution Error: 0.013881718984236098 2021-12-11 18:37:42 | INFO : Framewise Miss Error: 0.015889003969871644 2021-12-11 18:37:42 | INFO : Framewise False Alarm Error: 0.12151938529217597 2021-12-11 18:37:42 | INFO : Framewise Total Error: 0.1512901082462837 2021-12-11 18:37:42 | INFO : Framewise Chroma Precision: 0.8787410318220384 2021-12-11 18:37:42 | INFO : Framewise Chroma Recall: 0.9713593150261328 2021-12-11 18:37:42 | INFO : Framewise Chroma Accuracy: 0.8564438279219784 2021-12-11 18:37:42 | INFO : Framewise Chroma Substitution Error: 0.012751681003995624 2021-12-11 18:37:42 | INFO : Framewise Chroma Miss Error: 0.015889003969871644 2021-12-11 18:37:42 | INFO : Framewise Chroma False Alarm Error: 0.12151938529217597 2021-12-11 18:37:42 | INFO : Framewise Chroma Total Error: 0.1501600702660432 2021-12-11 18:37:54 | INFO : file bruckner.npy tested. Av. Prec: 0.8503758040789606 2021-12-11 18:38:14 | INFO : file mozart.npy tested. Av. Prec: 0.893634281674481 2021-12-11 18:38:14 | INFO : ### Dataset PHENICX-Anechoic tested. Individual results: ################################ 2021-12-11 18:38:14 | INFO : Mean precision: 0.8369562154356655 2021-12-11 18:38:14 | INFO : Mean recall: 0.8062337296870656 2021-12-11 18:38:14 | INFO : Mean f_measure: 0.819890470057864 2021-12-11 18:38:14 | INFO : Mean cosine_sim: 0.833478339200237 2021-12-11 18:38:14 | INFO : Mean binary_crossentropy: 0.1173447773779197 2021-12-11 18:38:14 | INFO : Mean euclidean_distance: 1.2102270692803485 2021-12-11 18:38:14 | INFO : Mean binary_accuracy: 0.9714760116910962 2021-12-11 18:38:14 | INFO : Mean soft_accuracy: 0.9472872887920032 2021-12-11 18:38:14 | INFO : Mean accum_energy: 0.6146527836867739 2021-12-11 18:38:14 | INFO : Mean roc_auc_measure: 0.9866915007115642 2021-12-11 18:38:14 | INFO : Mean average_precision_score: 0.8720050428767208 2021-12-11 18:38:14 | INFO : Mean Precision: 0.8369562154356655 2021-12-11 18:38:14 | INFO : Mean Recall: 0.8062337296870656 2021-12-11 18:38:14 | INFO : Mean Accuracy: 0.6949345928766588 2021-12-11 18:38:14 | INFO : Mean Substitution Error: 0.07096293534650513 2021-12-11 18:38:14 | INFO : Mean Miss Error: 0.1228033349664292 2021-12-11 18:38:14 | INFO : Mean False Alarm Error: 0.08831274443471744 2021-12-11 18:38:14 | INFO : Mean Total Error: 0.2820790147476518 2021-12-11 18:38:14 | INFO : Mean Chroma Precision: 0.8563861357728856 2021-12-11 18:38:14 | INFO : Mean Chroma Recall: 0.8247942370438246 2021-12-11 18:38:14 | INFO : Mean Chroma Accuracy: 0.7225588647580288 2021-12-11 18:38:14 | INFO : Mean Chroma Substitution Error: 0.05240242798974612 2021-12-11 18:38:14 | INFO : Mean Chroma Miss Error: 0.1228033349664292 2021-12-11 18:38:14 | INFO : Mean Chroma False Alarm Error: 0.08831274443471744 2021-12-11 18:38:14 | INFO : Mean Chroma Total Error: 0.2635185073908928 2021-12-11 18:38:14 | INFO : 2021-12-11 18:38:14 | INFO : Framewise precision: 0.8266296114610014 2021-12-11 18:38:14 | INFO : Framewise recall: 0.8261517331230722 2021-12-11 18:38:14 | INFO : Framewise f_measure: 0.825261598141993 2021-12-11 18:38:14 | INFO : Framewise cosine_sim: 0.8352737368585104 2021-12-11 18:38:14 | INFO : Framewise binary_crossentropy: 0.10173823033933156 2021-12-11 18:38:14 | INFO : Framewise euclidean_distance: 1.1189837476650941 2021-12-11 18:38:14 | INFO : Framewise binary_accuracy: 0.9749784429662478 2021-12-11 18:38:14 | INFO : Framewise soft_accuracy: 0.9532059072303468 2021-12-11 18:38:14 | INFO : Framewise accum_energy: 0.6302532755007781 2021-12-11 18:38:14 | INFO : Framewise roc_auc_measure: 0.9887946697179175 2021-12-11 18:38:14 | INFO : Framewise average_precision_score: 0.8816478786807185 2021-12-11 18:38:14 | INFO : Framewise Precision: 0.8266296114610014 2021-12-11 18:38:14 | INFO : Framewise Recall: 0.8261517331230722 2021-12-11 18:38:14 | INFO : Framewise Accuracy: 0.7026488859669008 2021-12-11 18:38:14 | INFO : Framewise Substitution Error: 0.06710505378412215 2021-12-11 18:38:14 | INFO : Framewise Miss Error: 0.10674321309280578 2021-12-11 18:38:14 | INFO : Framewise False Alarm Error: 0.1079634951135358 2021-12-11 18:38:14 | INFO : Framewise Total Error: 0.2818117619904637 2021-12-11 18:38:14 | INFO : Framewise Chroma Precision: 0.8449504732263343 2021-12-11 18:38:14 | INFO : Framewise Chroma Recall: 0.8443352934018888 2021-12-11 18:38:14 | INFO : Framewise Chroma Accuracy: 0.7294470104715716 2021-12-11 18:38:14 | INFO : Framewise Chroma Substitution Error: 0.04892149350530529 2021-12-11 18:38:14 | INFO : Framewise Chroma Miss Error: 0.10674321309280578 2021-12-11 18:38:14 | INFO : Framewise Chroma False Alarm Error: 0.1079634951135358 2021-12-11 18:38:14 | INFO : Framewise Chroma Total Error: 0.2636282017116468 2021-12-11 18:38:32 | INFO : file CSD_Bruckner_LocusIste_nosop.npy tested. Av. Prec: 0.8851758561075964 2021-12-11 18:38:50 | INFO : file CSD_Bruckner_LocusIste_nobas.npy tested. Av. Prec: 0.9355718342963124 2021-12-11 18:39:07 | INFO : file CSD_Bruckner_LocusIste.npy tested. Av. Prec: 0.9025472328729731 2021-12-11 18:39:25 | INFO : file CSD_Bruckner_LocusIste_noten.npy tested. Av. Prec: 0.9075266006117417 2021-12-11 18:39:43 | INFO : file CSD_Bruckner_LocusIste_noalt.npy tested. Av. Prec: 0.856157493063854 2021-12-11 18:39:43 | INFO : ### Dataset ChoralSingingDataset tested. Individual results: ################################ 2021-12-11 18:39:43 | INFO : Mean precision: 0.823475338027287 2021-12-11 18:39:43 | INFO : Mean recall: 0.8269246501957188 2021-12-11 18:39:43 | INFO : Mean f_measure: 0.8247865558945275 2021-12-11 18:39:43 | INFO : Mean cosine_sim: 0.8060562625775475 2021-12-11 18:39:43 | INFO : Mean binary_crossentropy: 0.04840879684541627 2021-12-11 18:39:43 | INFO : Mean euclidean_distance: 0.7138965981155854 2021-12-11 18:39:43 | INFO : Mean binary_accuracy: 0.9885457528362831 2021-12-11 18:39:43 | INFO : Mean soft_accuracy: 0.9767038475138359 2021-12-11 18:39:43 | INFO : Mean accum_energy: 0.5388026085320275 2021-12-11 18:39:43 | INFO : Mean roc_auc_measure: 0.9940856938961646 2021-12-11 18:39:43 | INFO : Mean average_precision_score: 0.8973958033904955 2021-12-11 18:39:43 | INFO : Mean Precision: 0.823475338027287 2021-12-11 18:39:43 | INFO : Mean Recall: 0.8269246501957188 2021-12-11 18:39:43 | INFO : Mean Accuracy: 0.7026566996294326 2021-12-11 18:39:43 | INFO : Mean Substitution Error: 0.05997029212428684 2021-12-11 18:39:43 | INFO : Mean Miss Error: 0.11310505767999438 2021-12-11 18:39:43 | INFO : Mean False Alarm Error: 0.11927612603791082 2021-12-11 18:39:43 | INFO : Mean Total Error: 0.29235147584219207 2021-12-11 18:39:43 | INFO : Mean Chroma Precision: 0.8267332341414868 2021-12-11 18:39:43 | INFO : Mean Chroma Recall: 0.8302095838750766 2021-12-11 18:39:43 | INFO : Mean Chroma Accuracy: 0.7074004429553639 2021-12-11 18:39:43 | INFO : Mean Chroma Substitution Error: 0.05668535844492899 2021-12-11 18:39:43 | INFO : Mean Chroma Miss Error: 0.11310505767999438 2021-12-11 18:39:43 | INFO : Mean Chroma False Alarm Error: 0.11927612603791082 2021-12-11 18:39:43 | INFO : Mean Chroma Total Error: 0.28906654216283423 2021-12-11 18:39:43 | INFO : 2021-12-11 18:39:43 | INFO : Framewise precision: 0.8235424696520036 2021-12-11 18:39:43 | INFO : Framewise recall: 0.8269527860072527 2021-12-11 18:39:43 | INFO : Framewise f_measure: 0.8248341384950145 2021-12-11 18:39:43 | INFO : Framewise cosine_sim: 0.8060749485832301 2021-12-11 18:39:43 | INFO : Framewise binary_crossentropy: 0.04840395051881664 2021-12-11 18:39:43 | INFO : Framewise euclidean_distance: 0.7138304081384204 2021-12-11 18:39:43 | INFO : Framewise binary_accuracy: 0.9885483456106577 2021-12-11 18:39:43 | INFO : Framewise soft_accuracy: 0.9767061318969666 2021-12-11 18:39:43 | INFO : Framewise accum_energy: 0.5388050373024559 2021-12-11 18:39:43 | INFO : Framewise roc_auc_measure: 0.9940866254869777 2021-12-11 18:39:43 | INFO : Framewise average_precision_score: 0.8974479639185683 2021-12-11 18:39:43 | INFO : Framewise Precision: 0.8235424696520036 2021-12-11 18:39:43 | INFO : Framewise Recall: 0.8269527860072527 2021-12-11 18:39:43 | INFO : Framewise Accuracy: 0.7027245266191017 2021-12-11 18:39:43 | INFO : Framewise Substitution Error: 0.059940034053163734 2021-12-11 18:39:43 | INFO : Framewise Miss Error: 0.11310717993958336 2021-12-11 18:39:43 | INFO : Framewise False Alarm Error: 0.11922977311202661 2021-12-11 18:39:43 | INFO : Framewise Total Error: 0.2922769871047737 2021-12-11 18:39:43 | INFO : Framewise Chroma Precision: 0.8268001316871237 2021-12-11 18:39:43 | INFO : Framewise Chroma Recall: 0.8302373260339698 2021-12-11 18:39:43 | INFO : Framewise Chroma Accuracy: 0.707468202546291 2021-12-11 18:39:43 | INFO : Framewise Chroma Substitution Error: 0.05665549402644677 2021-12-11 18:39:43 | INFO : Framewise Chroma Miss Error: 0.11310717993958336 2021-12-11 18:39:43 | INFO : Framewise Chroma False Alarm Error: 0.11922977311202661 2021-12-11 18:39:43 | INFO : Framewise Chroma Total Error: 0.28899244707805677 2021-12-11 18:39:48 | INFO : file brahms.npy tested. Av. Prec: 0.8828947616297047 2021-12-11 18:39:54 | INFO : file schubert.npy tested. Av. Prec: 0.9246279977159735 2021-12-11 18:39:59 | INFO : file mozart.npy tested. Av. Prec: 0.9536005534865031 2021-12-11 18:40:02 | INFO : file lussier.npy tested. Av. Prec: 0.8706979426847226 2021-12-11 18:40:07 | INFO : file take_five.npy tested. Av. Prec: 0.8431062128552214 2021-12-11 18:40:07 | INFO : ### Dataset TRIOS tested. Individual results: ################################ 2021-12-11 18:40:07 | INFO : Mean precision: 0.878788999734045 2021-12-11 18:40:07 | INFO : Mean recall: 0.7413319097850273 2021-12-11 18:40:07 | INFO : Mean f_measure: 0.8014009214148885 2021-12-11 18:40:07 | INFO : Mean cosine_sim: 0.8193258864368357 2021-12-11 18:40:07 | INFO : Mean binary_crossentropy: 0.09151737777426519 2021-12-11 18:40:07 | INFO : Mean euclidean_distance: 1.0390759587893799 2021-12-11 18:40:07 | INFO : Mean binary_accuracy: 0.9778296189182856 2021-12-11 18:40:07 | INFO : Mean soft_accuracy: 0.9605936915636045 2021-12-11 18:40:07 | INFO : Mean accum_energy: 0.5477321376308152 2021-12-11 18:40:07 | INFO : Mean roc_auc_measure: 0.9893205538702501 2021-12-11 18:40:07 | INFO : Mean average_precision_score: 0.894985493674425 2021-12-11 18:40:07 | INFO : Mean Precision: 0.878788999734045 2021-12-11 18:40:07 | INFO : Mean Recall: 0.7413319097850273 2021-12-11 18:40:07 | INFO : Mean Accuracy: 0.6720389745345866 2021-12-11 18:40:07 | INFO : Mean Substitution Error: 0.039938717805500776 2021-12-11 18:40:07 | INFO : Mean Miss Error: 0.21872937240947196 2021-12-11 18:40:07 | INFO : Mean False Alarm Error: 0.06402428884023707 2021-12-11 18:40:07 | INFO : Mean Total Error: 0.32269237905520975 2021-12-11 18:40:07 | INFO : Mean Chroma Precision: 0.8917851225152189 2021-12-11 18:40:07 | INFO : Mean Chroma Recall: 0.751518373182418 2021-12-11 18:40:07 | INFO : Mean Chroma Accuracy: 0.6874372988573976 2021-12-11 18:40:07 | INFO : Mean Chroma Substitution Error: 0.02975225440811017 2021-12-11 18:40:07 | INFO : Mean Chroma Miss Error: 0.21872937240947196 2021-12-11 18:40:07 | INFO : Mean Chroma False Alarm Error: 0.06402428884023707 2021-12-11 18:40:07 | INFO : Mean Chroma Total Error: 0.31250591565781927 2021-12-11 18:40:07 | INFO : 2021-12-11 18:40:07 | INFO : Framewise precision: 0.877417140118944 2021-12-11 18:40:07 | INFO : Framewise recall: 0.7464256398173735 2021-12-11 18:40:07 | INFO : Framewise f_measure: 0.8041471789804583 2021-12-11 18:40:07 | INFO : Framewise cosine_sim: 0.8209967521711354 2021-12-11 18:40:07 | INFO : Framewise binary_crossentropy: 0.08896402784127821 2021-12-11 18:40:07 | INFO : Framewise euclidean_distance: 1.030532457049915 2021-12-11 18:40:07 | INFO : Framewise binary_accuracy: 0.9782784728126644 2021-12-11 18:40:07 | INFO : Framewise soft_accuracy: 0.9613858214604353 2021-12-11 18:40:07 | INFO : Framewise accum_energy: 0.5524678905199621 2021-12-11 18:40:07 | INFO : Framewise roc_auc_measure: 0.9901751577661767 2021-12-11 18:40:07 | INFO : Framewise average_precision_score: 0.8966789994421734 2021-12-11 18:40:07 | INFO : Framewise Precision: 0.877417140118944 2021-12-11 18:40:07 | INFO : Framewise Recall: 0.7464256398173735 2021-12-11 18:40:07 | INFO : Framewise Accuracy: 0.6756798371701966 2021-12-11 18:40:07 | INFO : Framewise Substitution Error: 0.03808467080373034 2021-12-11 18:40:07 | INFO : Framewise Miss Error: 0.21548968937889595 2021-12-11 18:40:07 | INFO : Framewise False Alarm Error: 0.06801332372843165 2021-12-11 18:40:07 | INFO : Framewise Total Error: 0.32158768391105796 2021-12-11 18:40:07 | INFO : Framewise Chroma Precision: 0.890027474719101 2021-12-11 18:40:07 | INFO : Framewise Chroma Recall: 0.7564387052202051 2021-12-11 18:40:07 | INFO : Framewise Chroma Accuracy: 0.6908385295300176 2021-12-11 18:40:07 | INFO : Framewise Chroma Substitution Error: 0.028071605400898998 2021-12-11 18:40:07 | INFO : Framewise Chroma Miss Error: 0.21548968937889595 2021-12-11 18:40:07 | INFO : Framewise Chroma False Alarm Error: 0.06801332372843165 2021-12-11 18:40:07 | INFO : Framewise Chroma Total Error: 0.31157461850822665 2021-12-11 18:40:07 | INFO : 2021-12-11 18:40:07 | INFO : 2021-12-11 18:40:07 | INFO : ### Testing done. ################################################ 2021-12-11 18:40:07 | INFO : 2021-12-11 18:40:07 | INFO : # Results for complete test set ######################### 2021-12-11 18:40:07 | INFO : Mean precision: 0.7602725683967068 2021-12-11 18:40:07 | INFO : Mean recall: 0.8268195967089549 2021-12-11 18:40:07 | INFO : Mean f_measure: 0.7873768747674719 2021-12-11 18:40:07 | INFO : Mean cosine_sim: 0.7921111261828221 2021-12-11 18:40:07 | INFO : Mean binary_crossentropy: 0.07587145067154416 2021-12-11 18:40:07 | INFO : Mean euclidean_distance: 0.9274616509191308 2021-12-11 18:40:07 | INFO : Mean binary_accuracy: 0.9796348022396304 2021-12-11 18:40:07 | INFO : Mean soft_accuracy: 0.966064496247088 2021-12-11 18:40:07 | INFO : Mean accum_energy: 0.607383074552868 2021-12-11 18:40:07 | INFO : Mean roc_auc_measure: 0.9884024656198901 2021-12-11 18:40:07 | INFO : Mean average_precision_score: 0.8403579600197701 2021-12-11 18:40:07 | INFO : Mean Precision: 0.7602725683967068 2021-12-11 18:40:07 | INFO : Mean Recall: 0.8268195967089549 2021-12-11 18:40:07 | INFO : Mean Accuracy: 0.6562698345653645 2021-12-11 18:40:07 | INFO : Mean Substitution Error: 0.07836152747360746 2021-12-11 18:40:07 | INFO : Mean Miss Error: 0.09481887581743773 2021-12-11 18:40:07 | INFO : Mean False Alarm Error: 0.20425930019756638 2021-12-11 18:40:07 | INFO : Mean Total Error: 0.3774397034886115 2021-12-11 18:40:07 | INFO : Mean Chroma Precision: 0.7752579171514608 2021-12-11 18:40:07 | INFO : Mean Chroma Recall: 0.8438888042137898 2021-12-11 18:40:07 | INFO : Mean Chroma Accuracy: 0.6769292185412152 2021-12-11 18:40:07 | INFO : Mean Chroma Substitution Error: 0.06129231996877249 2021-12-11 18:40:07 | INFO : Mean Chroma Miss Error: 0.09481887581743773 2021-12-11 18:40:07 | INFO : Mean Chroma False Alarm Error: 0.20425930019756638 2021-12-11 18:40:07 | INFO : Mean Chroma Total Error: 0.36037049598377663 2021-12-11 18:40:07 | INFO : 2021-12-11 18:40:07 | INFO : Framewise precision: 0.7472027392650896 2021-12-11 18:40:07 | INFO : Framewise recall: 0.8306229413371731 2021-12-11 18:40:07 | INFO : Framewise f_measure: 0.7832308465141918 2021-12-11 18:40:07 | INFO : Framewise cosine_sim: 0.7903934576670055 2021-12-11 18:40:07 | INFO : Framewise binary_crossentropy: 0.0761270356390005 2021-12-11 18:40:07 | INFO : Framewise euclidean_distance: 0.9393712128608467 2021-12-11 18:40:07 | INFO : Framewise binary_accuracy: 0.979349803658977 2021-12-11 18:40:07 | INFO : Framewise soft_accuracy: 0.9658443864064641 2021-12-11 18:40:07 | INFO : Framewise accum_energy: 0.6089969320768175 2021-12-11 18:40:07 | INFO : Framewise roc_auc_measure: 0.9882212781549383 2021-12-11 18:40:07 | INFO : Framewise average_precision_score: 0.8330729824837682 2021-12-11 18:40:07 | INFO : Framewise Precision: 0.7472027392650896 2021-12-11 18:40:07 | INFO : Framewise Recall: 0.8306229413371731 2021-12-11 18:40:07 | INFO : Framewise Accuracy: 0.6487368855985801 2021-12-11 18:40:07 | INFO : Framewise Substitution Error: 0.0832134725761239 2021-12-11 18:40:07 | INFO : Framewise Miss Error: 0.08616358608670337 2021-12-11 18:40:07 | INFO : Framewise False Alarm Error: 0.21626214627665163 2021-12-11 18:40:07 | INFO : Framewise Total Error: 0.38563920493947884 2021-12-11 18:40:07 | INFO : Framewise Chroma Precision: 0.7627586950867015 2021-12-11 18:40:07 | INFO : Framewise Chroma Recall: 0.8485504388887156 2021-12-11 18:40:07 | INFO : Framewise Chroma Accuracy: 0.6707286360502283 2021-12-11 18:40:07 | INFO : Framewise Chroma Substitution Error: 0.06528597502458118 2021-12-11 18:40:07 | INFO : Framewise Chroma Miss Error: 0.08616358608670337 2021-12-11 18:40:07 | INFO : Framewise Chroma False Alarm Error: 0.21626214627665163 2021-12-11 18:40:07 | INFO : Framewise Chroma Total Error: 0.36771170738793607