2021-12-13 09:26:50 | INFO : Logging experiment exp216c_traintest_bigmix_aligned_pitch_cnn_verywide_test10files_augall_AdamW_smallepochs_rerun1 2021-12-13 09:26:50 | INFO : Experiment config: do training = True 2021-12-13 09:26:50 | INFO : Experiment config: do validation = True 2021-12-13 09:26:50 | INFO : Experiment config: do testing = True 2021-12-13 09:26:50 | INFO : Training set parameters: {'context': 75, 'stride': 35, 'compression': 10, 'aug:transpsemitones': 5, 'aug:randomeq': 20, 'aug:noisestd': 0.0001, 'aug:tuning': True} 2021-12-13 09:26:50 | INFO : Validation set parameters: {'context': 75, 'stride': 35, 'compression': 10} 2021-12-13 09:26:50 | INFO : Test set parameters: {'context': 75, 'stride': 1, 'compression': 10} 2021-12-13 09:26:50 | INFO : Training parameters: {'batch_size': 25, 'shuffle': True, 'num_workers': 16} 2021-12-13 09:26:50 | INFO : Trained model saved in /tsi/clusterhome/cweiss/models/exp216c_traintest_bigmix_aligned_pitch_cnn_verywide_test10files_augall_AdamW_smallepochs_rerun1.pt 2021-12-13 09:26:50 | INFO : --- Training config: ----------------------------------------- 2021-12-13 09:26:50 | INFO : Maximum number of epochs: 100 2021-12-13 09:26:50 | INFO : Criterion (Loss): BCELoss 2021-12-13 09:26:50 | INFO : Optimizer parameters: {'name': 'AdamW', 'initial_lr': 0.001, 'betas': (0.9, 0.999), 'eps': 1e-08, 'weight_decay': 0.01, 'amsgrad': False} 2021-12-13 09:26:50 | 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} 2021-12-13 09:26:50 | INFO : Early stopping parameters: {'use_early_stopping': True, 'mode': 'min', 'min_delta': 1e-05, 'patience': 12, 'percentage': False} 2021-12-13 09:26:50 | INFO : Test parameters: {'batch_size': 50, 'shuffle': False, 'num_workers': 8} 2021-12-13 09:26:50 | INFO : Save filewise results = True, in folder /tsi/clusterhome/cweiss/code/deep_pitch_estimation/experiments/results_filewise/exp216c_traintest_bigmix_aligned_pitch_cnn_verywide_test10files_augall_AdamW_smallepochs_rerun1.csv 2021-12-13 09:26:50 | INFO : Save model predictions = True, in folder /tsi/clusterhome/cweiss/predictions/exp216c_traintest_bigmix_aligned_pitch_cnn_verywide_test10files_augall_AdamW_smallepochs_rerun1 2021-12-13 09:26:51 | INFO : CUDA use_cuda: True 2021-12-13 09:26:51 | INFO : CUDA device: cuda:0 2021-12-13 09:27:10 | INFO : --- Model config: -------------------------------------------- 2021-12-13 09:27:10 | INFO : Model: basic_cnn_segm_sigmoid 2021-12-13 09:27:10 | INFO : Model parameters: {'n_chan_input': 6, 'n_chan_layers': [250, 150, 100, 100], 'n_ch_out': 2, 'n_bins_in': 216, 'n_bins_out': 72, 'a_lrelu': 0.3, 'p_dropout': 0.2} 2021-12-13 09:27:11 | INFO : ========================================================================================== Layer (type:depth-idx) Output Shape Param # ========================================================================================== ├─LayerNorm: 1-1 [1, 174, 6, 216] 2,592 ├─Sequential: 1-2 [1, 250, 174, 216] -- | └─Conv2d: 2-1 [1, 250, 174, 216] 337,750 | └─LeakyReLU: 2-2 [1, 250, 174, 216] -- | └─MaxPool2d: 2-3 [1, 250, 174, 216] -- | └─Dropout: 2-4 [1, 250, 174, 216] -- ├─Sequential: 1-3 [1, 150, 174, 72] -- | └─Conv2d: 2-5 [1, 150, 174, 72] 337,650 | └─LeakyReLU: 2-6 [1, 150, 174, 72] -- | └─MaxPool2d: 2-7 [1, 150, 174, 72] -- | └─Dropout: 2-8 [1, 150, 174, 72] -- ├─Sequential: 1-4 [1, 100, 100, 72] -- | └─Conv2d: 2-9 [1, 100, 100, 72] 1,125,100 | └─LeakyReLU: 2-10 [1, 100, 100, 72] -- | └─Dropout: 2-11 [1, 100, 100, 72] -- ├─Sequential: 1-5 [1, 1, 100, 72] -- | └─Conv2d: 2-12 [1, 100, 100, 72] 10,100 | └─LeakyReLU: 2-13 [1, 100, 100, 72] -- | └─Dropout: 2-14 [1, 100, 100, 72] -- | └─Conv2d: 2-15 [1, 1, 100, 72] 101 | └─Sigmoid: 2-16 [1, 1, 100, 72] -- ========================================================================================== Total params: 1,813,293 Trainable params: 1,813,293 Non-trainable params: 0 Total mult-adds (G): 25.09 ========================================================================================== Input size (MB): 0.90 Forward/backward pass size (MB): 103.58 Params size (MB): 7.25 Estimated Total Size (MB): 111.74 ========================================================================================== 2021-12-13 09:27:18 | INFO : - file 2530_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-13 09:27:23 | INFO : - file 1822_Mozart_K421_StringQuartet.npy added to training set. 2021-12-13 09:27:29 | INFO : - file 1752_Schubert_D845_PianoSonata.npy added to training set. 2021-12-13 09:27:33 | INFO : - file 2297_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-13 09:27:34 | INFO : - file 2240_Bach_BWV862_WTKI.npy added to training set. 2021-12-13 09:27:38 | INFO : - file 2463_Beethoven_OP23_ViolinSonata.npy added to training set. 2021-12-13 09:27:41 | INFO : - file 2550_Beethoven_OP78_PianoSonata.npy added to training set. 2021-12-13 09:27:48 | INFO : - file 2566_Beethoven_OP22_PianoSonata.npy added to training set. 2021-12-13 09:27:56 | INFO : - file 2492_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-13 09:28:01 | INFO : - file 2359_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-13 09:28:08 | INFO : - file 2138_Brahms_OP51NO1_StringQuartet.npy added to training set. 2021-12-13 09:28:16 | INFO : - file 1811_Mozart_K581_ClarinetQuintet.npy added to validation set. 2021-12-13 09:28:25 | INFO : - file 2127_Brahms_OP11_SerenadeNo.npy added to training set. 2021-12-13 09:28:41 | INFO : - file 2531_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-13 09:28:49 | INFO : - file 2116_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-13 09:28:53 | INFO : - file 2284_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-13 09:28:58 | INFO : - file 2379_Beethoven_OP59NO2_StringQuartet.npy added to training set. 2021-12-13 09:29:00 | INFO : - file 2237_Bach_BWV868_WTKI.npy added to training set. 2021-12-13 09:29:10 | INFO : - file 2313_Beethoven_OP132_StringQuartet.npy added to training set. 2021-12-13 09:29:14 | INFO : - file 1755_Schubert_D784_PianoSonata.npy added to validation set. 2021-12-13 09:29:16 | INFO : - file 2405_Beethoven_OP110_PianoSonata.npy added to training set. 2021-12-13 09:29:18 | INFO : - file 2307_Bach_BWV863_WTKI.npy added to training set. 2021-12-13 09:29:37 | INFO : - file 2533_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-13 09:29:39 | INFO : - file 2200_Bach_BWV861_WTKI.npy added to training set. 2021-12-13 09:29:45 | INFO : - file 2567_Beethoven_OP90_PianoSonata.npy added to training set. 2021-12-13 09:29:51 | INFO : - file 2481_Beethoven_OP18NO5_StringQuartet.npy added to validation set. 2021-12-13 09:29:58 | INFO : - file 2334_Beethoven_OP30NO3_ViolinSonata.npy added to training set. 2021-12-13 09:30:00 | INFO : - file 2208_Bach_BWV855_WTKI.npy added to training set. 2021-12-13 09:30:07 | INFO : - file 1766_Schubert_OP142_4Impromptus.npy added to validation set. 2021-12-13 09:30:16 | INFO : - file 2169_Faure_OP45_PianoQuartet.npy added to training set. 2021-12-13 09:30:29 | INFO : - file 2148_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-13 09:30:36 | INFO : - file 2501_Beethoven_OP12NO3_ViolinSonata.npy added to training set. 2021-12-13 09:30:45 | INFO : - file 2614_Beethoven_OP10NO3_PianoSonata.npy added to training set. 2021-12-13 09:30:55 | INFO : - file 2557_Beethoven_OP109_PianoSonata.npy added to training set. 2021-12-13 09:30:59 | INFO : - file 2373_Beethoven_OP49NO1_PianoSonata.npy added to training set. 2021-12-13 09:31:07 | INFO : - file 1733_Schubert_D959_PianoSonata.npy added to validation set. 2021-12-13 09:31:10 | INFO : - file 2079_Cambini_JOHN2_WindQuintet.npy added to training set. 2021-12-13 09:31:14 | INFO : - file 1835_Mozart_K590_StringQuartet.npy added to training set. 2021-12-13 09:31:18 | INFO : - file 1873_Mozart_K502_PianoTrio.npy added to training set. 2021-12-13 09:31:21 | INFO : - file 2424_Beethoven_OP2NO1_PianoSonata.npy added to training set. 2021-12-13 09:31:23 | INFO : - file 2209_Bach_BWV849_WTKI.npy added to training set. 2021-12-13 09:31:27 | INFO : - file 2410_Beethoven_OP27NO1_PianoSonata.npy added to training set. 2021-12-13 09:31:31 | INFO : - file 2296_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-13 09:31:35 | INFO : - file 1817_Mozart_K375_Serenadein.npy added to training set. 2021-12-13 09:31:37 | INFO : - file 2472_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-13 09:31:42 | INFO : - file 2383_Beethoven_OP130_StringQuartet.npy added to training set. 2021-12-13 09:31:49 | INFO : - file 2462_Beethoven_OP23_ViolinSonata.npy added to training set. 2021-12-13 09:31:52 | INFO : - file 2575_Beethoven_OP13_PianoSonata.npy added to training set. 2021-12-13 09:31:55 | INFO : - file 2320_Beethoven_OP38_Trioin.npy added to training set. 2021-12-13 09:31:56 | INFO : - file 2207_Bach_BWV855_WTKI.npy added to training set. 2021-12-13 09:32:03 | INFO : - file 2476_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-13 09:32:06 | INFO : - file 2371_Beethoven_OP14NO1_PianoSonata.npy added to training set. 2021-12-13 09:32:12 | INFO : - file 2147_Brahms_OP36_StringSextet.npy added to training set. 2021-12-13 09:32:13 | INFO : - file 2215_Bach_BWV846_WTKI.npy added to training set. 2021-12-13 09:32:22 | INFO : - file 1777_Schubert_D850_PianoSonata.npy added to training set. 2021-12-13 09:32:25 | INFO : - file 2502_Beethoven_OP12NO3_ViolinSonata.npy added to training set. 2021-12-13 09:32:30 | INFO : - file 1922_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-13 09:32:34 | INFO : - file 1893_Mozart_K564_PianoTrio.npy added to training set. 2021-12-13 09:32:37 | INFO : - file 2186_Bach_BWV1006_ViolinPartita.npy added to validation set. 2021-12-13 09:32:43 | INFO : - file 2160_Brahms_OP40_HornTrio.npy added to training set. 2021-12-13 09:32:49 | INFO : - file 2509_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-13 09:32:55 | INFO : - file 2505_Beethoven_OP103_Octetin.npy added to training set. 2021-12-13 09:32:58 | INFO : - file 2506_Beethoven_OP103_Octetin.npy added to training set. 2021-12-13 09:33:00 | INFO : - file 2628_Beethoven_OP96_ViolinSonata.npy added to training set. 2021-12-13 09:33:02 | INFO : - file 2218_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-13 09:33:06 | INFO : - file 2529_Beethoven_OP10NO1_PianoSonata.npy added to training set. 2021-12-13 09:33:09 | INFO : - file 2374_Beethoven_OP49NO1_PianoSonata.npy added to training set. 2021-12-13 09:33:14 | INFO : - file 2392_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-13 09:33:16 | INFO : - file 2231_Bach_BWV866_WTKI.npy added to training set. 2021-12-13 09:33:23 | INFO : - file 1813_Mozart_K581_ClarinetQuintet.npy added to training set. 2021-12-13 09:33:24 | INFO : - file 2196_Bach_BWV848_WTKI.npy added to training set. 2021-12-13 09:33:30 | INFO : - file 2158_Brahms_OP40_HornTrio.npy added to validation set. 2021-12-13 09:33:37 | INFO : - file 1872_Mozart_K502_PianoTrio.npy added to training set. 2021-12-13 09:33:45 | INFO : - file 2621_Beethoven_OP59NO1_StringQuartet.npy added to training set. 2021-12-13 09:33:53 | INFO : - file 2150_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-13 09:33:55 | INFO : - file 2217_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-13 09:33:57 | INFO : - file 2243_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-13 09:34:03 | INFO : - file 2433_Beethoven_OP135_StringQuartet.npy added to training set. 2021-12-13 09:34:06 | INFO : - file 2211_Bach_BWV857_WTKI.npy added to training set. 2021-12-13 09:34:12 | INFO : - file 1764_Schubert_OP142_4Impromptus.npy added to training set. 2021-12-13 09:34:18 | INFO : - file 2348_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-13 09:34:21 | INFO : - file 1932_Dvorak_OP96_StringQuartet.npy added to validation set. 2021-12-13 09:34:22 | INFO : - file 2232_Bach_BWV866_WTKI.npy added to training set. 2021-12-13 09:34:24 | INFO : - file 2203_Bach_BWV1013_Partitain.npy added to training set. 2021-12-13 09:34:33 | INFO : - file 2157_Brahms_OP18_StringSextet.npy added to validation set. 2021-12-13 09:34:38 | INFO : - file 2486_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-13 09:34:43 | INFO : - file 2393_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-13 09:34:45 | INFO : - file 2210_Bach_BWV849_WTKI.npy added to training set. 2021-12-13 09:34:47 | INFO : - file 2659_Bach_BWV1002_ViolinPartita.npy added to training set. 2021-12-13 09:34:53 | INFO : - file 1729_Schubert_OP114_PianoQuintet.npy added to validation set. 2021-12-13 09:34:59 | INFO : - file 2678_Beethoven_OP14NO2_PianoSonata.npy added to training set. 2021-12-13 09:35:02 | INFO : - file 2221_Bach_BWV1009_CelloSuite.npy added to validation set. 2021-12-13 09:35:03 | INFO : - file 2411_Beethoven_OP27NO1_PianoSonata.npy added to training set. 2021-12-13 09:35:08 | INFO : - file 2343_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-13 09:35:13 | INFO : - file 1818_Mozart_K375_Serenadein.npy added to training set. 2021-12-13 09:35:18 | INFO : - file 1919_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-13 09:35:21 | INFO : - file 2415_Beethoven_OP71_Sextetin.npy added to training set. 2021-12-13 09:35:22 | INFO : - file 2305_Bach_BWV859_WTKI.npy added to training set. 2021-12-13 09:35:28 | INFO : - file 2510_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-13 09:35:33 | INFO : - file 2608_Beethoven_OP31NO1_PianoSonata.npy added to training set. 2021-12-13 09:35:40 | INFO : - file 2532_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-13 09:35:48 | INFO : - file 2542_Beethoven_OP101_PianoSonata.npy added to training set. 2021-12-13 09:35:51 | INFO : - file 2118_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-13 09:35:55 | INFO : - file 1756_Schubert_D784_PianoSonata.npy added to validation set. 2021-12-13 09:36:02 | INFO : - file 1793_Mozart_K465_StringQuartet.npy added to training set. 2021-12-13 09:36:08 | INFO : - file 1758_Schubert_D958_PianoSonata.npy added to training set. 2021-12-13 09:36:13 | INFO : - file 2404_Beethoven_OP110_PianoSonata.npy added to training set. 2021-12-13 09:36:17 | INFO : - file 2491_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-13 09:36:21 | INFO : - file 2282_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-13 09:36:23 | INFO : - file 2304_Bach_BWV859_WTKI.npy added to training set. 2021-12-13 09:36:29 | INFO : - file 2149_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-13 09:36:36 | INFO : - file 2330_Beethoven_OP12NO1_ViolinSonata.npy added to training set. 2021-12-13 09:36:44 | INFO : - file 1916_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-13 09:36:47 | INFO : - file 2212_Bach_BWV857_WTKI.npy added to training set. 2021-12-13 09:36:52 | INFO : - file 2480_Beethoven_OP18NO5_StringQuartet.npy added to validation set. 2021-12-13 09:36:53 | INFO : - file 2214_Bach_BWV847_WTKI.npy added to training set. 2021-12-13 09:36:55 | INFO : - file 2195_Bach_BWV848_WTKI.npy added to training set. 2021-12-13 09:36:58 | INFO : - file 2477_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-13 09:37:01 | INFO : - file 2295_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-13 09:37:05 | INFO : - file 1768_Schubert_D664_PianoSonata.npy added to training set. 2021-12-13 09:37:09 | INFO : - file 2627_Beethoven_OP96_ViolinSonata.npy added to training set. 2021-12-13 09:37:13 | INFO : - file 2431_Beethoven_OP135_StringQuartet.npy added to training set. 2021-12-13 09:37:15 | INFO : - file 2591_Beethoven_OP26_PianoSonata.npy added to training set. 2021-12-13 09:37:23 | INFO : - file 1775_Schubert_D850_PianoSonata.npy added to training set. 2021-12-13 09:37:27 | INFO : - file 2293_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-13 09:37:31 | INFO : - file 1791_Mozart_K465_StringQuartet.npy added to training set. 2021-12-13 09:37:33 | INFO : - file 2194_Bach_BWV858_WTKI.npy added to validation set. 2021-12-13 09:37:44 | INFO : - file 1742_Schubert_OP163_StringQuintet.npy added to training set. 2021-12-13 09:37:53 | INFO : - file 1776_Schubert_D850_PianoSonata.npy added to training set. 2021-12-13 09:38:05 | INFO : - file 2112_Brahms_OP38_CelloSonata.npy added to training set. 2021-12-13 09:38:08 | INFO : - file 2423_Beethoven_OP2NO1_PianoSonata.npy added to training set. 2021-12-13 09:38:13 | INFO : - file 2560_Beethoven_OP18NO2_StringQuartet.npy added to training set. 2021-12-13 09:38:17 | INFO : - file 2219_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-13 09:38:20 | INFO : - file 2420_Beethoven_OP12NO2_ViolinSonata.npy added to training set. 2021-12-13 09:38:27 | INFO : - file 1763_Schubert_OP142_4Impromptus.npy added to training set. 2021-12-13 09:38:29 | INFO : - file 2228_Bach_BWV851_WTKI.npy added to training set. 2021-12-13 09:38:38 | INFO : - file 2441_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-13 09:38:45 | INFO : - file 2570_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-13 09:38:50 | INFO : - file 1918_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-13 09:38:55 | INFO : - file 2451_Beethoven_OP18NO6_StringQuartet.npy added to training set. 2021-12-13 09:39:01 | INFO : - file 2177_Ravel_35_StringQuartet.npy added to training set. 2021-12-13 09:39:08 | INFO : - file 1788_Mozart_K465_StringQuartet.npy added to training set. 2021-12-13 09:39:14 | INFO : - file 2179_Ravel_35_StringQuartet.npy added to training set. 2021-12-13 09:39:18 | INFO : - file 2346_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-13 09:39:25 | INFO : - file 2376_Beethoven_OP59NO2_StringQuartet.npy added to training set. 2021-12-13 09:39:27 | INFO : - file 2620_Beethoven_OP10NO2_PianoSonata.npy added to training set. 2021-12-13 09:39:32 | INFO : - file 2390_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-13 09:39:38 | INFO : - file 2335_Beethoven_OP30NO3_ViolinSonata.npy added to training set. 2021-12-13 09:39:42 | INFO : - file 2403_Beethoven_OP18NO1_StringQuartet.npy added to training set. 2021-12-13 09:39:43 | INFO : - file 2247_Bach_BWV854_WTKI.npy added to training set. 2021-12-13 09:39:46 | INFO : - file 2432_Beethoven_OP135_StringQuartet.npy added to training set. 2021-12-13 09:39:47 | INFO : - file 2292_Bach_BWV864_WTKI.npy added to training set. 2021-12-13 09:39:50 | INFO : - file 2076_Cambini_JOHN1_WindQuintet.npy added to training set. 2021-12-13 09:39:54 | INFO : - file 1790_Mozart_K465_StringQuartet.npy added to training set. 2021-12-13 09:39:56 | INFO : - file 2302_Bach_BWV850_WTKI.npy added to training set. 2021-12-13 09:40:02 | INFO : - file 2391_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-13 09:40:06 | INFO : - file 1933_Dvorak_OP96_StringQuartet.npy added to validation set. 2021-12-13 09:40:11 | INFO : - file 2514_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-13 09:40:17 | INFO : - file 1829_Mozart_K542_PianoTrio.npy added to validation set. 2021-12-13 09:40:22 | INFO : - file 1923_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-13 09:40:31 | INFO : - file 2377_Beethoven_OP59NO2_StringQuartet.npy added to training set. 2021-12-13 09:40:37 | INFO : - file 1931_Dvorak_OP96_StringQuartet.npy added to training set. 2021-12-13 09:40:40 | INFO : - file 2294_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-13 09:40:43 | INFO : - file 2384_Beethoven_OP130_StringQuartet.npy added to training set. 2021-12-13 09:40:46 | INFO : - file 2241_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-13 09:40:50 | INFO : - file 2242_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-13 09:40:52 | INFO : - file 2283_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-13 09:40:57 | INFO : - file 2632_Beethoven_OP14NO2_PianoSonata.npy added to validation set. 2021-12-13 09:41:05 | INFO : - file 1760_Schubert_D958_PianoSonata.npy added to training set. 2021-12-13 09:41:11 | INFO : - file 2568_Beethoven_OP90_PianoSonata.npy added to training set. 2021-12-13 09:41:17 | INFO : - file 2345_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-13 09:41:20 | INFO : - file 2576_Beethoven_OP13_PianoSonata.npy added to training set. 2021-12-13 09:41:24 | INFO : - file 2131_Brahms_OP11_SerenadeNo.npy added to training set. 2021-12-13 09:41:28 | INFO : - file 2537_Beethoven_OP49NO2_PianoSonata.npy added to training set. 2021-12-13 09:41:36 | INFO : - file 2607_Beethoven_OP31NO1_PianoSonata.npy added to training set. 2021-12-13 09:41:37 | INFO : - file 2230_Bach_BWV865_WTKI.npy added to training set. 2021-12-13 09:41:40 | INFO : - file 2167_Faure_OP45_PianoQuartet.npy added to validation set. 2021-12-13 09:41:45 | INFO : - file 2603_Beethoven_OP81NO1_PianoSonata.npy added to training set. 2021-12-13 09:41:49 | INFO : - file 2594_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-13 09:41:51 | INFO : - file 2204_Bach_BWV1013_Partitain.npy added to training set. 2021-12-13 09:41:58 | INFO : - file 2523_Beethoven_OP69_CelloSonata.npy added to training set. 2021-12-13 09:42:03 | INFO : - file 2357_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-13 09:42:15 | INFO : - file 2398_Beethoven_OP47_ViolinSonata.npy added to training set. 2021-12-13 09:42:15 | INFO : - file 2310_Bach_BWV860_WTKI.npy added to training set. 2021-12-13 09:42:20 | INFO : - file 2078_Cambini_JOHN2_WindQuintet.npy added to training set. 2021-12-13 09:42:29 | INFO : - file 2521_Beethoven_OP69_CelloSonata.npy added to training set. 2021-12-13 09:42:34 | INFO : - file 2562_Beethoven_OP18NO2_StringQuartet.npy added to training set. 2021-12-13 09:42:37 | INFO : - file 1824_Mozart_K421_StringQuartet.npy added to training set. 2021-12-13 09:42:45 | INFO : - file 2318_Beethoven_OP38_Trioin.npy added to validation set. 2021-12-13 09:42:49 | INFO : - file 1773_Schubert_D568_PianoSonata.npy added to training set. 2021-12-13 09:43:02 | INFO : - file 2443_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-13 09:43:07 | INFO : - file 2114_Brahms_OP38_CelloSonata.npy added to training set. 2021-12-13 09:43:13 | INFO : - file 2488_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-13 09:43:15 | INFO : - file 2198_Bach_BWV867_WTKI.npy added to training set. 2021-12-13 09:43:19 | INFO : - file 2350_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-13 09:43:23 | INFO : - file 2595_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-13 09:43:27 | INFO : - file 1805_Mozart_K387_StringQuartet.npy added to validation set. 2021-12-13 09:43:32 | INFO : - file 2113_Brahms_OP38_CelloSonata.npy added to training set. 2021-12-13 09:43:36 | INFO : - file 2075_Cambini_JOHN1_WindQuintet.npy added to training set. 2021-12-13 09:43:41 | INFO : - file 2516_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-13 09:43:45 | INFO : - file 2497_Beethoven_OP95_StringQuartet.npy added to training set. 2021-12-13 09:43:48 | INFO : - file 2507_Beethoven_OP103_Octetin.npy added to training set. 2021-12-13 09:43:54 | INFO : - file 2389_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-13 09:43:56 | INFO : - file 2222_Bach_BWV1009_CelloSuite.npy added to validation set. 2021-12-13 09:43:59 | INFO : - file 2372_Beethoven_OP14NO1_PianoSonata.npy added to training set. 2021-12-13 09:44:05 | INFO : - file 2471_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-13 09:44:09 | INFO : - file 2105_Haydn_OP64NO5_QuartetNo.npy added to training set. 2021-12-13 09:44:15 | INFO : - file 2388_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-13 09:44:16 | INFO : - file 2213_Bach_BWV847_WTKI.npy added to training set. 2021-12-13 09:44:23 | INFO : - file 2629_Beethoven_OP96_ViolinSonata.npy added to validation set. 2021-12-13 09:44:26 | INFO : - file 2417_Beethoven_OP71_Sextetin.npy added to training set. 2021-12-13 09:44:32 | INFO : - file 1751_Schubert_D845_PianoSonata.npy added to training set. 2021-12-13 09:44:35 | INFO : - file 1728_Schubert_OP114_PianoQuintet.npy added to training set. 2021-12-13 09:44:37 | INFO : - file 2227_Bach_BWV851_WTKI.npy added to training set. 2021-12-13 09:44:41 | INFO : - file 1734_Schubert_D959_PianoSonata.npy added to training set. 2021-12-13 09:44:43 | INFO : - file 2224_Bach_BWV852_WTKI.npy added to training set. 2021-12-13 09:44:46 | INFO : - file 2285_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-13 09:44:51 | INFO : - file 2159_Brahms_OP40_HornTrio.npy added to training set. 2021-12-13 09:44:55 | INFO : - file 2117_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-13 09:45:02 | INFO : - file 2155_Brahms_OP18_StringSextet.npy added to training set. 2021-12-13 09:45:11 | INFO : - file 1771_Schubert_D568_PianoSonata.npy added to training set. 2021-12-13 09:45:17 | INFO : - file 2571_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-13 09:45:21 | INFO : - file 2229_Bach_BWV865_WTKI.npy added to training set. 2021-12-13 09:45:28 | INFO : - file 2325_Beethoven_OP57_PianoSonata.npy added to training set. 2021-12-13 09:45:36 | INFO : - file 1749_Schubert_D845_PianoSonata.npy added to training set. 2021-12-13 09:45:41 | INFO : - file 2573_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-13 09:45:45 | INFO : - file 2596_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-13 09:45:48 | INFO : - file 2300_Bach_BWV853_WTKI.npy added to training set. 2021-12-13 09:45:52 | INFO : - file 2487_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-13 09:45:56 | INFO : - file 2119_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-13 09:46:05 | INFO : - file 1765_Schubert_OP142_4Impromptus.npy added to validation set. 2021-12-13 09:46:10 | INFO : - file 2528_Beethoven_OP10NO1_PianoSonata.npy added to training set. 2021-12-13 09:46:16 | INFO : - file 1727_Schubert_OP114_PianoQuintet.npy added to training set. 2021-12-13 09:46:23 | INFO : - file 2314_Beethoven_OP132_StringQuartet.npy added to training set. 2021-12-13 09:46:26 | INFO : - file 2202_Bach_BWV1013_Partitain.npy added to training set. 2021-12-13 09:46:27 | INFO : - file 2239_Bach_BWV862_WTKI.npy added to training set. 2021-12-13 09:46:37 | INFO : - file 2444_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-13 09:46:41 | INFO : - file 2581_Beethoven_OP54_PianoSonata.npy added to training set. 2021-12-13 09:46:44 | INFO : - file 2244_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-13 09:46:50 | INFO : - file 1792_Mozart_K465_StringQuartet.npy added to training set. 2021-12-13 09:46:56 | INFO : - file 1812_Mozart_K581_ClarinetQuintet.npy added to training set. 2021-12-13 09:47:02 | INFO : - file 2490_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-13 09:47:04 | INFO : - file 2442_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-13 09:47:12 | INFO : - file 2564_Beethoven_OP22_PianoSonata.npy added to training set. 2021-12-13 09:47:19 | INFO : - file 2611_Beethoven_OP10NO3_PianoSonata.npy added to training set. 2021-12-13 09:47:22 | INFO : - file 2422_Beethoven_OP2NO1_PianoSonata.npy added to training set. 2021-12-13 09:47:26 | INFO : - file 2483_Beethoven_OP18NO5_StringQuartet.npy added to training set. 2021-12-13 09:47:29 | INFO : - file 2342_Beethoven_OP30NO3_ViolinSonata.npy added to validation set. 2021-12-13 09:47:41 | INFO : - file 2366_Beethoven_OP127_StringQuartet.npy added to training set. 2021-12-13 09:47:42 | INFO : - file 2358_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-13 09:47:45 | INFO : - file 2555_Beethoven_OP109_PianoSonata.npy added to training set. 2021-12-13 09:47:52 | INFO : - file 2622_Beethoven_OP59NO1_StringQuartet.npy added to training set. 2021-12-13 09:47:54 | INFO : - file 2289_Bach_BWV1002_ViolinPartita.npy added to validation set. 2021-12-13 09:47:57 | INFO : - file 2080_Cambini_JOHN2_WindQuintet.npy added to training set. 2021-12-13 09:48:04 | INFO : - file 2588_Beethoven_OP26_PianoSonata.npy added to training set. 2021-12-13 09:48:08 | INFO : - file 2494_Beethoven_OP95_StringQuartet.npy added to training set. 2021-12-13 09:48:14 | INFO : - file 1789_Mozart_K465_StringQuartet.npy added to training set. 2021-12-13 09:48:21 | INFO : - file 2168_Faure_OP45_PianoQuartet.npy added to training set. 2021-12-13 09:48:26 | INFO : - file 1859_Mozart_K464_StringQuartet.npy added to training set. 2021-12-13 09:48:31 | INFO : - file 2586_Beethoven_OP102NO1_CelloSonata.npy added to training set. 2021-12-13 09:48:36 | INFO : - file 2478_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-13 09:48:49 | INFO : - file 2315_Beethoven_OP132_StringQuartet.npy added to validation set. 2021-12-13 09:48:51 | INFO : - file 2201_Bach_BWV861_WTKI.npy added to training set. 2021-12-13 09:48:53 | INFO : - file 2572_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-13 09:48:54 | INFO : - file 2238_Bach_BWV868_WTKI.npy added to training set. 2021-12-13 09:48:55 | INFO : - file 2248_Bach_BWV854_WTKI.npy added to training set. 2021-12-13 09:49:04 | INFO : - file 1735_Schubert_D959_PianoSonata.npy added to training set. 2021-12-13 09:49:05 | INFO : - file 2308_Bach_BWV863_WTKI.npy added to training set. 2021-12-13 09:49:16 | INFO : - file 2154_Brahms_OP18_StringSextet.npy added to training set. 2021-12-13 09:49:20 | INFO : - file 2140_Brahms_OP51NO1_StringQuartet.npy added to training set. 2021-12-13 09:49:23 | INFO : - file 2077_Cambini_JOHN1_WindQuintet.npy added to training set. 2021-12-13 09:49:27 | INFO : - file 1807_Mozart_K387_StringQuartet.npy added to validation set. 2021-12-13 09:49:32 | INFO : - file 2406_Beethoven_OP110_PianoSonata.npy added to training set. 2021-12-13 09:49:35 | INFO : - file 1772_Schubert_D568_PianoSonata.npy added to training set. 2021-12-13 09:49:37 | INFO : - file 2156_Brahms_OP18_StringSextet.npy added to training set. 2021-12-13 09:49:43 | INFO : - file 1757_Schubert_D958_PianoSonata.npy added to training set. 2021-12-13 09:49:49 | INFO : - file 2436_Beethoven_OP53_PianoSonata.npy added to training set. 2021-12-13 09:49:51 | INFO : - file 2364_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-13 09:49:53 | INFO : - file 2538_Beethoven_OP49NO2_PianoSonata.npy added to training set. 2021-12-13 09:49:55 | INFO : - file 2336_Beethoven_OP30NO3_ViolinSonata.npy added to training set. 2021-12-13 09:49:58 | INFO : - file 2466_Beethoven_OP23_ViolinSonata.npy added to training set. 2021-12-13 09:50:02 | INFO : - file 2677_Beethoven_OP14NO1_PianoSonata.npy added to training set. 2021-12-13 09:50:04 | INFO : - file 2081_Cambini_JOHN3_WindQuintet.npy added to validation set. 2021-12-13 09:50:09 | INFO : - file 2151_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-13 09:50:12 | INFO : - file 2512_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-13 09:50:15 | INFO : - file 2083_Cambini_JOHN3_WindQuintet.npy added to validation set. 2021-12-13 09:50:18 | INFO : - file 2368_Beethoven_OP127_StringQuartet.npy added to training set. 2021-12-13 09:50:21 | INFO : - file 2082_Cambini_JOHN3_WindQuintet.npy added to validation set. 2021-12-13 09:50:25 | INFO : - file 2178_Ravel_35_StringQuartet.npy added to training set. 2021-12-13 09:50:30 | INFO : - file 2322_Beethoven_OP57_PianoSonata.npy added to training set. 2021-12-13 09:50:32 | INFO : - file 2633_Beethoven_OP14NO2_PianoSonata.npy added to validation set. 2021-12-13 09:50:34 | INFO : - file 2220_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-13 09:50:37 | INFO : - file 1828_Mozart_K542_PianoTrio.npy added to validation set. 2021-12-13 09:50:40 | INFO : - file 2527_Beethoven_OP10NO1_PianoSonata.npy added to training set. 2021-12-13 09:50:42 | INFO : - file 2540_Beethoven_OP101_PianoSonata.npy added to training set. 2021-12-13 09:50:46 | INFO : - file 2582_Beethoven_OP54_PianoSonata.npy added to training set. 2021-12-13 09:50:48 | INFO : - file 2225_Bach_BWV852_WTKI.npy added to training set. 2021-12-13 09:50:51 | INFO : - file 1876_Mozart_K496_PianoTrio.npy added to training set. 2021-12-13 09:50:55 | INFO : - file 2593_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-13 09:51:00 | INFO : - file 2482_Beethoven_OP18NO5_StringQuartet.npy added to training set. 2021-12-13 09:51:04 | INFO : - file 2341_Beethoven_OP30NO3_ViolinSonata.npy added to validation set. 2021-12-13 09:51:06 | INFO : - file 2288_Bach_BWV1002_ViolinPartita.npy added to training set. 2021-12-13 09:51:10 | INFO : - file 2504_Beethoven_OP103_Octetin.npy added to training set. 2021-12-13 09:51:14 | INFO : - file 2381_Beethoven_OP130_StringQuartet.npy added to training set. 2021-12-13 09:51:17 | INFO : - file 2104_Haydn_OP64NO5_QuartetNo.npy added to training set. 2021-12-13 09:51:21 | INFO : - file 2365_Beethoven_OP127_StringQuartet.npy added to training set. 2021-12-13 09:51:25 | INFO : - file 1739_Schubert_OP99_PianoTrio.npy added to training set. 2021-12-13 09:51:32 | INFO : - file 1750_Schubert_D845_PianoSonata.npy added to training set. 2021-12-13 09:51:35 | INFO : - file 2473_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-13 09:51:37 | INFO : - file 2180_Ravel_35_StringQuartet.npy added to training set. 2021-12-13 09:51:43 | INFO : - file 2397_Beethoven_OP47_ViolinSonata.npy added to training set. 2021-12-13 09:51:48 | INFO : - file 2626_Beethoven_OP96_ViolinSonata.npy added to training set. 2021-12-13 09:51:51 | INFO : - file 1730_Schubert_OP114_PianoQuintet.npy added to training set. 2021-12-13 09:51:54 | INFO : - file 2522_Beethoven_OP69_CelloSonata.npy added to training set. 2021-12-13 09:51:57 | INFO : - file 2619_Beethoven_OP10NO2_PianoSonata.npy added to training set. 2021-12-13 09:51:57 | INFO : - file 2234_Bach_BWV856_WTKI.npy added to training set. 2021-12-13 09:52:00 | INFO : - file 2618_Beethoven_OP10NO2_PianoSonata.npy added to training set. 2021-12-13 09:52:04 | INFO : - file 2161_Brahms_OP40_HornTrio.npy added to training set. 2021-12-13 09:52:09 | INFO : - file 2166_Faure_OP45_PianoQuartet.npy added to training set. 2021-12-13 09:52:14 | INFO : - file 2319_Beethoven_OP38_Trioin.npy added to training set. 2021-12-13 09:52:18 | INFO : - file 2590_Beethoven_OP26_PianoSonata.npy added to training set. 2021-12-13 09:52:18 | INFO : ######## Training set MusicNet generated, length 133177 ###### 2021-12-13 09:52:18 | INFO : ######## Validation set MusicNet generated, length 15491 ###### 2021-12-13 09:52:20 | INFO : - file Schubert_D911-06_AL98.npy added to training set. 2021-12-13 09:52:23 | INFO : - file Schubert_D911-11_OL06.npy added to training set. 2021-12-13 09:52:24 | INFO : - file Schubert_D911-10_FI80.npy added to training set. 2021-12-13 09:52:27 | INFO : - file Schubert_D911-05_FI80.npy added to training set. 2021-12-13 09:52:29 | INFO : - file Schubert_D911-06_QU98.npy added to training set. 2021-12-13 09:52:31 | INFO : - file Schubert_D911-04_FI80.npy added to training set. 2021-12-13 09:52:33 | INFO : - file Schubert_D911-05_QU98.npy added to training set. 2021-12-13 09:52:35 | INFO : - file Schubert_D911-12_AL98.npy added to training set. 2021-12-13 09:52:37 | INFO : - file Schubert_D911-10_AL98.npy added to training set. 2021-12-13 09:52:38 | INFO : - file Schubert_D911-04_FI55.npy added to training set. 2021-12-13 09:52:40 | INFO : - file Schubert_D911-04_AL98.npy added to training set. 2021-12-13 09:52:42 | INFO : - file Schubert_D911-14_TR99.npy added to validation set. 2021-12-13 09:52:43 | INFO : - file Schubert_D911-10_FI55.npy added to training set. 2021-12-13 09:52:44 | INFO : - file Schubert_D911-02_FI55.npy added to training set. 2021-12-13 09:52:46 | INFO : - file Schubert_D911-03_AL98.npy added to training set. 2021-12-13 09:52:47 | INFO : - file Schubert_D911-10_OL06.npy added to training set. 2021-12-13 09:52:49 | INFO : - file Schubert_D911-15_FI66.npy added to validation set. 2021-12-13 09:52:51 | INFO : - file Schubert_D911-05_FI55.npy added to training set. 2021-12-13 09:52:53 | INFO : - file Schubert_D911-09_FI55.npy added to training set. 2021-12-13 09:52:54 | INFO : - file Schubert_D911-13_OL06.npy added to training set. 2021-12-13 09:52:56 | INFO : - file Schubert_D911-03_QU98.npy added to training set. 2021-12-13 09:52:57 | INFO : - file Schubert_D911-15_TR99.npy added to validation set. 2021-12-13 09:52:58 | INFO : - file Schubert_D911-13_QU98.npy added to training set. 2021-12-13 09:52:59 | INFO : - file Schubert_D911-13_AL98.npy added to training set. 2021-12-13 09:53:01 | INFO : - file Schubert_D911-08_FI80.npy added to training set. 2021-12-13 09:53:02 | INFO : - file Schubert_D911-13_FI80.npy added to training set. 2021-12-13 09:53:04 | INFO : - file Schubert_D911-16_FI66.npy added to validation set. 2021-12-13 09:53:05 | INFO : - file Schubert_D911-03_OL06.npy added to training set. 2021-12-13 09:53:07 | INFO : - file Schubert_D911-11_FI55.npy added to training set. 2021-12-13 09:53:08 | INFO : - file Schubert_D911-02_OL06.npy added to training set. 2021-12-13 09:53:11 | INFO : - file Schubert_D911-06_FI80.npy added to training set. 2021-12-13 09:53:14 | INFO : - file Schubert_D911-01_FI80.npy added to training set. 2021-12-13 09:53:17 | INFO : - file Schubert_D911-01_AL98.npy added to training set. 2021-12-13 09:53:20 | INFO : - file Schubert_D911-01_OL06.npy added to training set. 2021-12-13 09:53:21 | INFO : - file Schubert_D911-16_TR99.npy added to validation set. 2021-12-13 09:53:22 | INFO : - file Schubert_D911-03_FI80.npy added to training set. 2021-12-13 09:53:23 | INFO : - file Schubert_D911-04_QU98.npy added to training set. 2021-12-13 09:53:25 | INFO : - file Schubert_D911-11_AL98.npy added to training set. 2021-12-13 09:53:27 | INFO : - file Schubert_D911-10_QU98.npy added to training set. 2021-12-13 09:53:28 | INFO : - file Schubert_D911-13_FI55.npy added to training set. 2021-12-13 09:53:30 | INFO : - file Schubert_D911-09_AL98.npy added to training set. 2021-12-13 09:53:33 | INFO : - file Schubert_D911-01_QU98.npy added to training set. 2021-12-13 09:53:34 | INFO : - file Schubert_D911-04_OL06.npy added to training set. 2021-12-13 09:53:37 | INFO : - file Schubert_D911-05_AL98.npy added to training set. 2021-12-13 09:53:38 | INFO : - file Schubert_D911-02_QU98.npy added to training set. 2021-12-13 09:53:40 | INFO : - file Schubert_D911-07_OL06.npy added to training set. 2021-12-13 09:53:42 | INFO : - file Schubert_D911-11_FI80.npy added to training set. 2021-12-13 09:53:44 | INFO : - file Schubert_D911-06_OL06.npy added to training set. 2021-12-13 09:53:46 | INFO : - file Schubert_D911-07_QU98.npy added to training set. 2021-12-13 09:53:49 | INFO : - file Schubert_D911-01_FI55.npy added to training set. 2021-12-13 09:53:50 | INFO : - file Schubert_D911-03_FI55.npy added to training set. 2021-12-13 09:53:53 | INFO : - file Schubert_D911-05_OL06.npy added to training set. 2021-12-13 09:53:54 | INFO : - file Schubert_D911-12_QU98.npy added to training set. 2021-12-13 09:53:56 | INFO : - file Schubert_D911-14_FI66.npy added to validation set. 2021-12-13 09:53:58 | INFO : - file Schubert_D911-11_QU98.npy added to training set. 2021-12-13 09:54:00 | INFO : - file Schubert_D911-06_FI55.npy added to training set. 2021-12-13 09:54:01 | INFO : - file Schubert_D911-02_AL98.npy added to training set. 2021-12-13 09:54:03 | INFO : - file Schubert_D911-09_OL06.npy added to training set. 2021-12-13 09:54:04 | INFO : - file Schubert_D911-12_FI80.npy added to training set. 2021-12-13 09:54:06 | INFO : - file Schubert_D911-08_OL06.npy added to training set. 2021-12-13 09:54:07 | INFO : - file Schubert_D911-09_FI80.npy added to training set. 2021-12-13 09:54:09 | INFO : - file Schubert_D911-09_QU98.npy added to training set. 2021-12-13 09:54:11 | INFO : - file Schubert_D911-07_FI55.npy added to training set. 2021-12-13 09:54:11 | INFO : - file Schubert_D911-02_FI80.npy added to training set. 2021-12-13 09:54:13 | INFO : - file Schubert_D911-08_QU98.npy added to training set. 2021-12-13 09:54:14 | INFO : - file Schubert_D911-08_FI55.npy added to training set. 2021-12-13 09:54:16 | INFO : - file Schubert_D911-07_FI80.npy added to training set. 2021-12-13 09:54:18 | INFO : - file Schubert_D911-07_AL98.npy added to training set. 2021-12-13 09:54:19 | INFO : - file Schubert_D911-12_FI55.npy added to training set. 2021-12-13 09:54:20 | INFO : - file Schubert_D911-08_AL98.npy added to training set. 2021-12-13 09:54:22 | INFO : - file Schubert_D911-12_OL06.npy added to training set. 2021-12-13 09:54:22 | INFO : ######## Training set SchubertWR generated, length 92820 ###### 2021-12-13 09:54:22 | INFO : ######## Validation set SchubertWR generated, length 9466 ###### 2021-12-13 09:54:22 | INFO : - file 01-AchGottundHerr.npy added to training set. 2021-12-13 09:54:22 | INFO : - file 06-DieSonne.npy added to validation set. 2021-12-13 09:54:23 | INFO : - file 05-DieNacht.npy added to validation set. 2021-12-13 09:54:23 | INFO : - file 03-ChristederdubistTagundLicht.npy added to training set. 2021-12-13 09:54:23 | INFO : - file 02-AchLiebenChristen.npy added to training set. 2021-12-13 09:54:24 | INFO : - file 04-ChristeDuBeistand.npy added to training set. 2021-12-13 09:54:24 | INFO : ######## Training set Bach10 generated, length 5421 ###### 2021-12-13 09:54:24 | INFO : ######## Validation set Bach10 generated, length 2827 ###### 2021-12-13 09:54:25 | INFO : - file mahler.npy added to training set. 2021-12-13 09:54:26 | INFO : - file beethoven.npy added to training set. 2021-12-13 09:54:26 | INFO : ######## Training set PHENICX-Anechoic generated, length 6884 ###### 2021-12-13 09:54:28 | INFO : - file CSD_Traditional_ElRossinyol.npy added to training set. 2021-12-13 09:54:29 | INFO : - file CSD_Guerrero_NinoDios_noalt.npy added to validation set. 2021-12-13 09:54:29 | INFO : - file CSD_Guerrero_NinoDios_nosop.npy added to validation set. 2021-12-13 09:54:30 | INFO : - file CSD_Guerrero_NinoDios_nobas.npy added to validation set. 2021-12-13 09:54:31 | INFO : - file CSD_Guerrero_NinoDios_noten.npy added to validation set. 2021-12-13 09:54:32 | INFO : - file CSD_Traditional_ElRossinyol_nobas.npy added to training set. 2021-12-13 09:54:33 | INFO : - file CSD_Traditional_ElRossinyol_noten.npy added to training set. 2021-12-13 09:54:34 | INFO : - file CSD_Traditional_ElRossinyol_nosop.npy added to training set. 2021-12-13 09:54:36 | INFO : - file CSD_Traditional_ElRossinyol_noalt.npy added to training set. 2021-12-13 09:54:36 | INFO : - file CSD_Guerrero_NinoDios.npy added to validation set. 2021-12-13 09:54:36 | INFO : ######## Training set ChoralSingingDataset generated, length 7274 ###### 2021-12-13 09:54:36 | INFO : ######## Validation set ChoralSingingDataset generated, length 5555 ###### 2021-12-13 09:54:36 | INFO : Training set & loader generated, length 245576 2021-12-13 09:54:36 | INFO : Validation set & loader generated, length 33339 2021-12-13 09:54:36 | INFO : ###################### START TRAINING ###################### 2021-12-13 10:09:01 | INFO : Epoch #0 finished. Train Loss: 0.0912, Val Loss: 0.0774 with lr: 0.00100 2021-12-13 10:09:01 | INFO : .... model of epoch 0 saved. 2021-12-13 10:23:21 | INFO : Epoch #1 finished. Train Loss: 0.0841, Val Loss: 0.0761 with lr: 0.00100 2021-12-13 10:23:21 | INFO : .... model of epoch #1 saved. 2021-12-13 10:37:42 | INFO : Epoch #2 finished. Train Loss: 0.0819, Val Loss: 0.0760 with lr: 0.00100 2021-12-13 10:37:42 | INFO : .... model of epoch #2 saved. 2021-12-13 10:52:02 | INFO : Epoch #3 finished. Train Loss: 0.0802, Val Loss: 0.0745 with lr: 0.00100 2021-12-13 10:52:02 | INFO : .... model of epoch #3 saved. 2021-12-13 11:06:22 | INFO : Epoch #4 finished. Train Loss: 0.0795, Val Loss: 0.0737 with lr: 0.00100 2021-12-13 11:06:22 | INFO : .... model of epoch #4 saved. 2021-12-13 11:20:40 | INFO : Epoch #5 finished. Train Loss: 0.0784, Val Loss: 0.0806 with lr: 0.00100 2021-12-13 11:34:58 | INFO : Epoch #6 finished. Train Loss: 0.0781, Val Loss: 0.0760 with lr: 0.00100 2021-12-13 11:49:16 | INFO : Epoch #7 finished. Train Loss: 0.0772, Val Loss: 0.0719 with lr: 0.00100 2021-12-13 11:49:16 | INFO : .... model of epoch #7 saved. 2021-12-13 12:03:35 | INFO : Epoch #8 finished. Train Loss: 0.0767, Val Loss: 0.0723 with lr: 0.00100 2021-12-13 12:17:54 | INFO : Epoch #9 finished. Train Loss: 0.0764, Val Loss: 0.0723 with lr: 0.00100 2021-12-13 12:32:12 | INFO : Epoch #10 finished. Train Loss: 0.0758, Val Loss: 0.0721 with lr: 0.00100 2021-12-13 12:46:30 | INFO : Epoch #11 finished. Train Loss: 0.0758, Val Loss: 0.0790 with lr: 0.00100 2021-12-13 13:00:48 | INFO : Epoch #12 finished. Train Loss: 0.0753, Val Loss: 0.0731 with lr: 0.00100 2021-12-13 13:15:06 | INFO : Epoch #13 finished. Train Loss: 0.0753, Val Loss: 0.0752 with lr: 0.00100 2021-12-13 13:29:26 | INFO : Epoch #14 finished. Train Loss: 0.0713, Val Loss: 0.0709 with lr: 0.00050 2021-12-13 13:29:27 | INFO : .... model of epoch #14 saved. 2021-12-13 13:45:16 | INFO : Epoch #15 finished. Train Loss: 0.0710, Val Loss: 0.0683 with lr: 0.00050 2021-12-13 13:45:17 | INFO : .... model of epoch #15 saved. 2021-12-13 14:01:19 | INFO : Epoch #16 finished. Train Loss: 0.0704, Val Loss: 0.0719 with lr: 0.00050 2021-12-13 14:17:28 | INFO : Epoch #17 finished. Train Loss: 0.0703, Val Loss: 0.0690 with lr: 0.00050 2021-12-13 14:32:50 | INFO : Epoch #18 finished. Train Loss: 0.0700, Val Loss: 0.0703 with lr: 0.00050 2021-12-13 14:47:13 | INFO : Epoch #19 finished. Train Loss: 0.0699, Val Loss: 0.0689 with lr: 0.00050 2021-12-13 15:01:33 | INFO : Epoch #20 finished. Train Loss: 0.0696, Val Loss: 0.0699 with lr: 0.00050 2021-12-13 15:15:50 | INFO : Epoch #21 finished. Train Loss: 0.0696, Val Loss: 0.0695 with lr: 0.00050 2021-12-13 15:30:08 | INFO : Epoch #22 finished. Train Loss: 0.0672, Val Loss: 0.0688 with lr: 0.00025 2021-12-13 15:44:25 | INFO : Epoch #23 finished. Train Loss: 0.0668, Val Loss: 0.0682 with lr: 0.00025 2021-12-13 15:44:25 | INFO : .... model of epoch #23 saved. 2021-12-13 15:58:43 | INFO : Epoch #24 finished. Train Loss: 0.0664, Val Loss: 0.0688 with lr: 0.00025 2021-12-13 16:13:00 | INFO : Epoch #25 finished. Train Loss: 0.0663, Val Loss: 0.0700 with lr: 0.00025 2021-12-13 16:27:18 | INFO : Epoch #26 finished. Train Loss: 0.0661, Val Loss: 0.0686 with lr: 0.00025 2021-12-13 16:42:19 | INFO : Epoch #27 finished. Train Loss: 0.0659, Val Loss: 0.0686 with lr: 0.00025 2021-12-13 16:58:06 | INFO : Epoch #28 finished. Train Loss: 0.0659, Val Loss: 0.0675 with lr: 0.00025 2021-12-13 16:58:07 | INFO : .... model of epoch #28 saved. 2021-12-13 17:13:50 | INFO : Epoch #29 finished. Train Loss: 0.0654, Val Loss: 0.0677 with lr: 0.00025 2021-12-13 17:29:52 | INFO : Epoch #30 finished. Train Loss: 0.0656, Val Loss: 0.0686 with lr: 0.00025 2021-12-13 17:45:10 | INFO : Epoch #31 finished. Train Loss: 0.0654, Val Loss: 0.0681 with lr: 0.00025 2021-12-13 18:00:33 | INFO : Epoch #32 finished. Train Loss: 0.0652, Val Loss: 0.0685 with lr: 0.00025 2021-12-13 18:16:26 | INFO : Epoch #33 finished. Train Loss: 0.0650, Val Loss: 0.0688 with lr: 0.00025 2021-12-13 18:32:23 | INFO : Epoch #34 finished. Train Loss: 0.0649, Val Loss: 0.0694 with lr: 0.00025 2021-12-13 18:47:52 | INFO : Epoch #35 finished. Train Loss: 0.0636, Val Loss: 0.0680 with lr: 0.00013 2021-12-13 19:02:12 | INFO : Epoch #36 finished. Train Loss: 0.0633, Val Loss: 0.0673 with lr: 0.00013 2021-12-13 19:02:12 | INFO : .... model of epoch #36 saved. 2021-12-13 19:16:33 | INFO : Epoch #37 finished. Train Loss: 0.0631, Val Loss: 0.0684 with lr: 0.00013 2021-12-13 19:30:53 | INFO : Epoch #38 finished. Train Loss: 0.0631, Val Loss: 0.0676 with lr: 0.00013 2021-12-13 19:45:13 | INFO : Epoch #39 finished. Train Loss: 0.0626, Val Loss: 0.0682 with lr: 0.00013 2021-12-13 19:59:33 | INFO : Epoch #40 finished. Train Loss: 0.0629, Val Loss: 0.0677 with lr: 0.00013 2021-12-13 20:13:53 | INFO : Epoch #41 finished. Train Loss: 0.0629, Val Loss: 0.0674 with lr: 0.00013 2021-12-13 20:28:12 | INFO : Epoch #42 finished. Train Loss: 0.0627, Val Loss: 0.0681 with lr: 0.00013 2021-12-13 20:42:32 | INFO : Epoch #43 finished. Train Loss: 0.0618, Val Loss: 0.0682 with lr: 0.00006 2021-12-13 20:56:52 | INFO : Epoch #44 finished. Train Loss: 0.0617, Val Loss: 0.0688 with lr: 0.00006 2021-12-13 21:11:12 | INFO : Epoch #45 finished. Train Loss: 0.0618, Val Loss: 0.0675 with lr: 0.00006 2021-12-13 21:25:32 | INFO : Epoch #46 finished. Train Loss: 0.0613, Val Loss: 0.0675 with lr: 0.00006 2021-12-13 21:39:53 | INFO : Epoch #47 finished. Train Loss: 0.0614, Val Loss: 0.0690 with lr: 0.00006 2021-12-13 21:54:12 | INFO : Epoch #48 finished. Train Loss: 0.0612, Val Loss: 0.0672 with lr: 0.00006 2021-12-13 21:54:13 | INFO : .... model of epoch #48 saved. 2021-12-13 22:08:33 | INFO : Epoch #49 finished. Train Loss: 0.0615, Val Loss: 0.0678 with lr: 0.00006 2021-12-13 22:22:53 | INFO : Epoch #50 finished. Train Loss: 0.0612, Val Loss: 0.0674 with lr: 0.00006 2021-12-13 22:37:13 | INFO : Epoch #51 finished. Train Loss: 0.0609, Val Loss: 0.0679 with lr: 0.00006 2021-12-13 22:51:33 | INFO : Epoch #52 finished. Train Loss: 0.0609, Val Loss: 0.0678 with lr: 0.00006 2021-12-13 23:05:53 | INFO : Epoch #53 finished. Train Loss: 0.0612, Val Loss: 0.0683 with lr: 0.00006 2021-12-13 23:20:14 | INFO : Epoch #54 finished. Train Loss: 0.0610, Val Loss: 0.0681 with lr: 0.00006 2021-12-13 23:34:34 | INFO : Epoch #55 finished. Train Loss: 0.0604, Val Loss: 0.0684 with lr: 0.00003 2021-12-13 23:48:54 | INFO : Epoch #56 finished. Train Loss: 0.0603, Val Loss: 0.0678 with lr: 0.00003 2021-12-14 00:03:14 | INFO : Epoch #57 finished. Train Loss: 0.0604, Val Loss: 0.0678 with lr: 0.00003 2021-12-14 00:17:34 | INFO : Epoch #58 finished. Train Loss: 0.0606, Val Loss: 0.0683 with lr: 0.00003 2021-12-14 00:31:54 | INFO : Epoch #59 finished. Train Loss: 0.0604, Val Loss: 0.0681 with lr: 0.00003 2021-12-14 00:46:15 | INFO : Epoch #60 finished. Train Loss: 0.0603, Val Loss: 0.0690 with lr: 0.00003 2021-12-14 00:46:15 | INFO : ### trained model saved in /tsi/clusterhome/cweiss/models/exp216c_traintest_bigmix_aligned_pitch_cnn_verywide_test10files_augall_AdamW_smallepochs_rerun1.pt 2021-12-18 21:59:29 | INFO : ###################### START TESTING ###################### 2021-12-18 21:59:29 | INFO : ### trained model loaded from /tsi/clusterhome/cweiss/models/exp216c_traintest_bigmix_aligned_pitch_cnn_verywide_test10files_augall_AdamW_smallepochs_rerun1.pt 2021-12-18 21:59:58 | INFO : file 2106_Haydn_OP64NO5_QuartetNo.npy tested. Av. Prec: 0.7113769937902912 2021-12-18 22:00:17 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Av. Prec: 0.7755611007646226 2021-12-18 22:00:31 | INFO : file 2416_Beethoven_OP71_Sextetin.npy tested. Av. Prec: 0.6594451103441528 2021-12-18 22:00:41 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Av. Prec: 0.8052499412327573 2021-12-18 22:01:01 | INFO : file 1759_Schubert_D958_PianoSonata.npy tested. Av. Prec: 0.7504348542606275 2021-12-18 22:01:12 | INFO : file 2191_Bach_BWV1006_ViolinPartita.npy tested. Av. Prec: 0.761668211973159 2021-12-18 22:02:03 | INFO : file 2629_Beethoven_OP96_ViolinSonata.npy tested. Av. Prec: 0.8067509584623814 2021-12-18 22:02:15 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Av. Prec: 0.5107605248231627 2021-12-18 22:02:31 | INFO : file 2556_Beethoven_OP109_PianoSonata.npy tested. Av. Prec: 0.8025453372108389 2021-12-18 22:02:46 | INFO : file 2298_Bach_BWV1010_CelloSuite.npy tested. Av. Prec: 0.6795372534001783 2021-12-18 22:02:46 | INFO : ### Dataset MusicNet tested. Individual results: ################################ 2021-12-18 22:02:46 | INFO : Mean precision: 0.6716718434527853 2021-12-18 22:02:46 | INFO : Mean recall: 0.729246672776772 2021-12-18 22:02:46 | INFO : Mean f_measure: 0.6950714214078691 2021-12-18 22:02:46 | INFO : Mean cosine_sim: 0.7252879857471188 2021-12-18 22:02:46 | INFO : Mean binary_crossentropy: 0.07270496628521325 2021-12-18 22:02:46 | INFO : Mean euclidean_distance: 0.9227557373775699 2021-12-18 22:02:46 | INFO : Mean binary_accuracy: 0.9795957625896279 2021-12-18 22:02:46 | INFO : Mean soft_accuracy: 0.9689045467170292 2021-12-18 22:02:46 | INFO : Mean accum_energy: 0.5144285769320021 2021-12-18 22:02:46 | INFO : Mean roc_auc_measure: 0.9840878003684141 2021-12-18 22:02:46 | INFO : Mean average_precision_score: 0.7263330286262172 2021-12-18 22:02:46 | INFO : Mean Precision: 0.6716718434527853 2021-12-18 22:02:46 | INFO : Mean Recall: 0.729246672776772 2021-12-18 22:02:46 | INFO : Mean Accuracy: 0.5365769760649666 2021-12-18 22:02:46 | INFO : Mean Substitution Error: 0.12840360861872233 2021-12-18 22:02:46 | INFO : Mean Miss Error: 0.1423497186045056 2021-12-18 22:02:46 | INFO : Mean False Alarm Error: 0.244032590858216 2021-12-18 22:02:46 | INFO : Mean Total Error: 0.5147859180814438 2021-12-18 22:02:46 | INFO : Mean Chroma Precision: 0.6953058683287108 2021-12-18 22:02:46 | INFO : Mean Chroma Recall: 0.7541452929034638 2021-12-18 22:02:46 | INFO : Mean Chroma Accuracy: 0.5649935698300503 2021-12-18 22:02:46 | INFO : Mean Chroma Substitution Error: 0.10350498849203069 2021-12-18 22:02:46 | INFO : Mean Chroma Miss Error: 0.1423497186045056 2021-12-18 22:02:46 | INFO : Mean Chroma False Alarm Error: 0.244032590858216 2021-12-18 22:02:46 | INFO : Mean Chroma Total Error: 0.4898872979547522 2021-12-18 22:02:46 | INFO : 2021-12-18 22:02:46 | INFO : Framewise precision: 0.7022800550444723 2021-12-18 22:02:46 | INFO : Framewise recall: 0.7171527298821717 2021-12-18 22:02:46 | INFO : Framewise f_measure: 0.7047612820372239 2021-12-18 22:02:46 | INFO : Framewise cosine_sim: 0.7371537908047837 2021-12-18 22:02:46 | INFO : Framewise binary_crossentropy: 0.08301617244369264 2021-12-18 22:02:46 | INFO : Framewise euclidean_distance: 0.9932700922218999 2021-12-18 22:02:46 | INFO : Framewise binary_accuracy: 0.9773867479282028 2021-12-18 22:02:46 | INFO : Framewise soft_accuracy: 0.9655746894968695 2021-12-18 22:02:46 | INFO : Framewise accum_energy: 0.5161249607222742 2021-12-18 22:02:46 | INFO : Framewise roc_auc_measure: 0.98278998056554 2021-12-18 22:02:46 | INFO : Framewise average_precision_score: 0.7435407862686568 2021-12-18 22:02:46 | INFO : Framewise Precision: 0.7022800550444723 2021-12-18 22:02:46 | INFO : Framewise Recall: 0.7171527298821717 2021-12-18 22:02:46 | INFO : Framewise Accuracy: 0.5469912635695215 2021-12-18 22:02:46 | INFO : Framewise Substitution Error: 0.12414250669267811 2021-12-18 22:02:46 | INFO : Framewise Miss Error: 0.15870476342515055 2021-12-18 22:02:46 | INFO : Framewise False Alarm Error: 0.1983202234923102 2021-12-18 22:02:46 | INFO : Framewise Total Error: 0.4811674936101388 2021-12-18 22:02:46 | INFO : Framewise Chroma Precision: 0.7285039222800003 2021-12-18 22:02:46 | INFO : Framewise Chroma Recall: 0.7432052551799919 2021-12-18 22:02:46 | INFO : Framewise Chroma Accuracy: 0.5784435998119871 2021-12-18 22:02:46 | INFO : Framewise Chroma Substitution Error: 0.09808998139485794 2021-12-18 22:02:46 | INFO : Framewise Chroma Miss Error: 0.15870476342515055 2021-12-18 22:02:46 | INFO : Framewise Chroma False Alarm Error: 0.1983202234923102 2021-12-18 22:02:46 | INFO : Framewise Chroma Total Error: 0.45511496831231874 2021-12-18 22:03:11 | INFO : file Schubert_D911-20_SC06.npy tested. Av. Prec: 0.9017376030479828 2021-12-18 22:03:36 | INFO : file Schubert_D911-21_SC06.npy tested. Av. Prec: 0.8985139593953766 2021-12-18 22:03:59 | INFO : file Schubert_D911-21_HU33.npy tested. Av. Prec: 0.9012423955896744 2021-12-18 22:04:04 | INFO : file Schubert_D911-18_HU33.npy tested. Av. Prec: 0.7274708585702028 2021-12-18 22:04:13 | INFO : file Schubert_D911-22_HU33.npy tested. Av. Prec: 0.7864033149812837 2021-12-18 22:04:34 | INFO : file Schubert_D911-23_HU33.npy tested. Av. Prec: 0.7750956868571868 2021-12-18 22:04:59 | INFO : file Schubert_D911-20_HU33.npy tested. Av. Prec: 0.8549896696607051 2021-12-18 22:05:04 | INFO : file Schubert_D911-18_SC06.npy tested. Av. Prec: 0.7815418224248389 2021-12-18 22:05:13 | INFO : file Schubert_D911-22_SC06.npy tested. Av. Prec: 0.8630976926818501 2021-12-18 22:05:32 | INFO : file Schubert_D911-24_HU33.npy tested. Av. Prec: 0.7936102539222378 2021-12-18 22:05:41 | INFO : file Schubert_D911-19_SC06.npy tested. Av. Prec: 0.8011132713539895 2021-12-18 22:05:59 | INFO : file Schubert_D911-23_SC06.npy tested. Av. Prec: 0.8597996477039105 2021-12-18 22:06:21 | INFO : file Schubert_D911-24_SC06.npy tested. Av. Prec: 0.8369590961023579 2021-12-18 22:06:42 | INFO : file Schubert_D911-17_HU33.npy tested. Av. Prec: 0.7677694267779329 2021-12-18 22:07:01 | INFO : file Schubert_D911-17_SC06.npy tested. Av. Prec: 0.7370536526422167 2021-12-18 22:07:09 | INFO : file Schubert_D911-19_HU33.npy tested. Av. Prec: 0.5883249069759868 2021-12-18 22:07:09 | INFO : ### Dataset Schubert_Winterreise tested. Individual results: ################################ 2021-12-18 22:07:09 | INFO : Mean precision: 0.7569541230441729 2021-12-18 22:07:09 | INFO : Mean recall: 0.7431848967471582 2021-12-18 22:07:09 | INFO : Mean f_measure: 0.7472075321152937 2021-12-18 22:07:09 | INFO : Mean cosine_sim: 0.782823093585583 2021-12-18 22:07:09 | INFO : Mean binary_crossentropy: 0.09583509735737442 2021-12-18 22:07:09 | INFO : Mean euclidean_distance: 1.0816993578372585 2021-12-18 22:07:09 | INFO : Mean binary_accuracy: 0.9740723235322568 2021-12-18 22:07:09 | INFO : Mean soft_accuracy: 0.9639249097248539 2021-12-18 22:07:09 | INFO : Mean accum_energy: 0.5889428404479257 2021-12-18 22:07:09 | INFO : Mean roc_auc_measure: 0.9827122139014971 2021-12-18 22:07:09 | INFO : Mean average_precision_score: 0.8046702036679834 2021-12-18 22:07:09 | INFO : Mean Precision: 0.7569541230441729 2021-12-18 22:07:09 | INFO : Mean Recall: 0.7431848967471582 2021-12-18 22:07:09 | INFO : Mean Accuracy: 0.5999006989574315 2021-12-18 22:07:09 | INFO : Mean Substitution Error: 0.09939118717822942 2021-12-18 22:07:09 | INFO : Mean Miss Error: 0.15742391607461245 2021-12-18 22:07:09 | INFO : Mean False Alarm Error: 0.14663296620328065 2021-12-18 22:07:09 | INFO : Mean Total Error: 0.4034480694561225 2021-12-18 22:07:09 | INFO : Mean Chroma Precision: 0.7881970913414723 2021-12-18 22:07:09 | INFO : Mean Chroma Recall: 0.7744560058813756 2021-12-18 22:07:09 | INFO : Mean Chroma Accuracy: 0.6395659327439998 2021-12-18 22:07:09 | INFO : Mean Chroma Substitution Error: 0.06812007804401182 2021-12-18 22:07:09 | INFO : Mean Chroma Miss Error: 0.15742391607461245 2021-12-18 22:07:09 | INFO : Mean Chroma False Alarm Error: 0.14663296620328065 2021-12-18 22:07:09 | INFO : Mean Chroma Total Error: 0.37217696032190495 2021-12-18 22:07:09 | INFO : 2021-12-18 22:07:09 | INFO : Framewise precision: 0.7651805759999104 2021-12-18 22:07:09 | INFO : Framewise recall: 0.7695168652641359 2021-12-18 22:07:09 | INFO : Framewise f_measure: 0.765206202060896 2021-12-18 22:07:09 | INFO : Framewise cosine_sim: 0.7952101520498911 2021-12-18 22:07:09 | INFO : Framewise binary_crossentropy: 0.08906344896213386 2021-12-18 22:07:09 | INFO : Framewise euclidean_distance: 1.0455640276491986 2021-12-18 22:07:09 | INFO : Framewise binary_accuracy: 0.9755956079249262 2021-12-18 22:07:09 | INFO : Framewise soft_accuracy: 0.9657841772852864 2021-12-18 22:07:09 | INFO : Framewise accum_energy: 0.6160368938148378 2021-12-18 22:07:09 | INFO : Framewise roc_auc_measure: 0.9854512203341029 2021-12-18 22:07:09 | INFO : Framewise average_precision_score: 0.8248246303080974 2021-12-18 22:07:09 | INFO : Framewise Precision: 0.7651805759999104 2021-12-18 22:07:09 | INFO : Framewise Recall: 0.7695168652641359 2021-12-18 22:07:09 | INFO : Framewise Accuracy: 0.6229411982940535 2021-12-18 22:07:09 | INFO : Framewise Substitution Error: 0.09064691482589868 2021-12-18 22:07:09 | INFO : Framewise Miss Error: 0.1398362199099653 2021-12-18 22:07:09 | INFO : Framewise False Alarm Error: 0.1516704958241349 2021-12-18 22:07:09 | INFO : Framewise Total Error: 0.3821536305599988 2021-12-18 22:07:09 | INFO : Framewise Chroma Precision: 0.7921596721143519 2021-12-18 22:07:09 | INFO : Framewise Chroma Recall: 0.797073272853666 2021-12-18 22:07:09 | INFO : Framewise Chroma Accuracy: 0.6586234181422527 2021-12-18 22:07:09 | INFO : Framewise Chroma Substitution Error: 0.0630905072363685 2021-12-18 22:07:09 | INFO : Framewise Chroma Miss Error: 0.1398362199099653 2021-12-18 22:07:09 | INFO : Framewise Chroma False Alarm Error: 0.1516704958241349 2021-12-18 22:07:09 | INFO : Framewise Chroma Total Error: 0.3545972229704687 2021-12-18 22:07:12 | INFO : file 09-Jesus.npy tested. Av. Prec: 0.9611786243232943 2021-12-18 22:07:16 | INFO : file 07-HerrGott.npy tested. Av. Prec: 0.9766886941147135 2021-12-18 22:07:21 | INFO : file 10-NunBitten.npy tested. Av. Prec: 0.9751354351782833 2021-12-18 22:07:25 | INFO : file 08-FuerDeinenThron.npy tested. Av. Prec: 0.9848612272474635 2021-12-18 22:07:25 | INFO : ### Dataset Bach10 tested. Individual results: ################################ 2021-12-18 22:07:25 | INFO : Mean precision: 0.8816614369878353 2021-12-18 22:07:25 | INFO : Mean recall: 0.9513143583926389 2021-12-18 22:07:25 | INFO : Mean f_measure: 0.915120761071055 2021-12-18 22:07:25 | INFO : Mean cosine_sim: 0.8687605709162867 2021-12-18 22:07:25 | INFO : Mean binary_crossentropy: 0.033574451327733935 2021-12-18 22:07:25 | INFO : Mean euclidean_distance: 0.5704745851515416 2021-12-18 22:07:25 | INFO : Mean binary_accuracy: 0.9916326138159677 2021-12-18 22:07:25 | INFO : Mean soft_accuracy: 0.9827921306996954 2021-12-18 22:07:25 | INFO : Mean accum_energy: 0.7500742360363899 2021-12-18 22:07:25 | INFO : Mean roc_auc_measure: 0.9986796612604609 2021-12-18 22:07:25 | INFO : Mean average_precision_score: 0.9744659952159386 2021-12-18 22:07:25 | INFO : Mean Precision: 0.8816614369878353 2021-12-18 22:07:25 | INFO : Mean Recall: 0.9513143583926389 2021-12-18 22:07:25 | INFO : Mean Accuracy: 0.8438144969795718 2021-12-18 22:07:25 | INFO : Mean Substitution Error: 0.01707202259921851 2021-12-18 22:07:25 | INFO : Mean Miss Error: 0.031613619008142496 2021-12-18 22:07:25 | INFO : Mean False Alarm Error: 0.11067250393003324 2021-12-18 22:07:25 | INFO : Mean Total Error: 0.15935814553739425 2021-12-18 22:07:25 | INFO : Mean Chroma Precision: 0.8851615521945103 2021-12-18 22:07:25 | INFO : Mean Chroma Recall: 0.9550989187687317 2021-12-18 22:07:25 | INFO : Mean Chroma Accuracy: 0.8500287162709005 2021-12-18 22:07:25 | INFO : Mean Chroma Substitution Error: 0.013287462223125865 2021-12-18 22:07:25 | INFO : Mean Chroma Miss Error: 0.031613619008142496 2021-12-18 22:07:25 | INFO : Mean Chroma False Alarm Error: 0.11067250393003324 2021-12-18 22:07:25 | INFO : Mean Chroma Total Error: 0.1555735851613016 2021-12-18 22:07:25 | INFO : 2021-12-18 22:07:25 | INFO : Framewise precision: 0.8822859306030768 2021-12-18 22:07:25 | INFO : Framewise recall: 0.9523950442674048 2021-12-18 22:07:25 | INFO : Framewise f_measure: 0.9159575387709681 2021-12-18 22:07:25 | INFO : Framewise cosine_sim: 0.8692774276176067 2021-12-18 22:07:25 | INFO : Framewise binary_crossentropy: 0.033360073625775304 2021-12-18 22:07:25 | INFO : Framewise euclidean_distance: 0.5672918225862341 2021-12-18 22:07:25 | INFO : Framewise binary_accuracy: 0.9917167649176055 2021-12-18 22:07:25 | INFO : Framewise soft_accuracy: 0.9828751301195428 2021-12-18 22:07:25 | INFO : Framewise accum_energy: 0.7513318759678298 2021-12-18 22:07:25 | INFO : Framewise roc_auc_measure: 0.9987081039159222 2021-12-18 22:07:25 | INFO : Framewise average_precision_score: 0.9748642376295732 2021-12-18 22:07:25 | INFO : Framewise Precision: 0.8822859306030768 2021-12-18 22:07:25 | INFO : Framewise Recall: 0.9523950442674048 2021-12-18 22:07:25 | INFO : Framewise Accuracy: 0.8452132576557799 2021-12-18 22:07:25 | INFO : Framewise Substitution Error: 0.0168120981242663 2021-12-18 22:07:25 | INFO : Framewise Miss Error: 0.030792857608328596 2021-12-18 22:07:25 | INFO : Framewise False Alarm Error: 0.11031494018308487 2021-12-18 22:07:25 | INFO : Framewise Total Error: 0.15791989591567976 2021-12-18 22:07:25 | INFO : Framewise Chroma Precision: 0.8858490003563232 2021-12-18 22:07:25 | INFO : Framewise Chroma Recall: 0.9562492390663273 2021-12-18 22:07:25 | INFO : Framewise Chroma Accuracy: 0.8515500200210097 2021-12-18 22:07:25 | INFO : Framewise Chroma Substitution Error: 0.01295790332534407 2021-12-18 22:07:25 | INFO : Framewise Chroma Miss Error: 0.030792857608328596 2021-12-18 22:07:25 | INFO : Framewise Chroma False Alarm Error: 0.11031494018308487 2021-12-18 22:07:25 | INFO : Framewise Chroma Total Error: 0.1540657011167575 2021-12-18 22:07:37 | INFO : file bruckner.npy tested. Av. Prec: 0.7997212031757824 2021-12-18 22:08:01 | INFO : file mozart.npy tested. Av. Prec: 0.8712778712226774 2021-12-18 22:08:01 | INFO : ### Dataset PHENICX-Anechoic tested. Individual results: ################################ 2021-12-18 22:08:01 | INFO : Mean precision: 0.8392559850617318 2021-12-18 22:08:01 | INFO : Mean recall: 0.707219208780321 2021-12-18 22:08:01 | INFO : Mean f_measure: 0.7651882475531508 2021-12-18 22:08:01 | INFO : Mean cosine_sim: 0.8103755938991348 2021-12-18 22:08:01 | INFO : Mean binary_crossentropy: 0.1386913123561178 2021-12-18 22:08:01 | INFO : Mean euclidean_distance: 1.3341534785269187 2021-12-18 22:08:01 | INFO : Mean binary_accuracy: 0.9646462975426322 2021-12-18 22:08:01 | INFO : Mean soft_accuracy: 0.9479751686021624 2021-12-18 22:08:01 | INFO : Mean accum_energy: 0.5549636174839491 2021-12-18 22:08:01 | INFO : Mean roc_auc_measure: 0.9828861892435317 2021-12-18 22:08:01 | INFO : Mean average_precision_score: 0.83549953719923 2021-12-18 22:08:01 | INFO : Mean Precision: 0.8392559850617318 2021-12-18 22:08:01 | INFO : Mean Recall: 0.707219208780321 2021-12-18 22:08:01 | INFO : Mean Accuracy: 0.6210106172652025 2021-12-18 22:08:01 | INFO : Mean Substitution Error: 0.08515877187617453 2021-12-18 22:08:01 | INFO : Mean Miss Error: 0.2076220193435045 2021-12-18 22:08:01 | INFO : Mean False Alarm Error: 0.05172367036591792 2021-12-18 22:08:01 | INFO : Mean Total Error: 0.344504461585597 2021-12-18 22:08:01 | INFO : Mean Chroma Precision: 0.866477857361835 2021-12-18 22:08:01 | INFO : Mean Chroma Recall: 0.730504702003313 2021-12-18 22:08:01 | INFO : Mean Chroma Accuracy: 0.6549785372261769 2021-12-18 22:08:01 | INFO : Mean Chroma Substitution Error: 0.061873278653182553 2021-12-18 22:08:01 | INFO : Mean Chroma Miss Error: 0.2076220193435045 2021-12-18 22:08:01 | INFO : Mean Chroma False Alarm Error: 0.05172367036591792 2021-12-18 22:08:01 | INFO : Mean Chroma Total Error: 0.321218968362605 2021-12-18 22:08:01 | INFO : 2021-12-18 22:08:01 | INFO : Framewise precision: 0.8336209321855766 2021-12-18 22:08:01 | INFO : Framewise recall: 0.737930603033491 2021-12-18 22:08:01 | INFO : Framewise f_measure: 0.7809601693944499 2021-12-18 22:08:01 | INFO : Framewise cosine_sim: 0.8188381805344833 2021-12-18 22:08:01 | INFO : Framewise binary_crossentropy: 0.11610926781472103 2021-12-18 22:08:01 | INFO : Framewise euclidean_distance: 1.2133085746865617 2021-12-18 22:08:01 | INFO : Framewise binary_accuracy: 0.9700439352878376 2021-12-18 22:08:01 | INFO : Framewise soft_accuracy: 0.9543993251633125 2021-12-18 22:08:01 | INFO : Framewise accum_energy: 0.5780287786940079 2021-12-18 22:08:01 | INFO : Framewise roc_auc_measure: 0.9860456276129889 2021-12-18 22:08:01 | INFO : Framewise average_precision_score: 0.8514503805716938 2021-12-18 22:08:01 | INFO : Framewise Precision: 0.8336209321855766 2021-12-18 22:08:01 | INFO : Framewise Recall: 0.737930603033491 2021-12-18 22:08:01 | INFO : Framewise Accuracy: 0.6417153544113801 2021-12-18 22:08:01 | INFO : Framewise Substitution Error: 0.08244860402572839 2021-12-18 22:08:01 | INFO : Framewise Miss Error: 0.17962079294078065 2021-12-18 22:08:01 | INFO : Framewise False Alarm Error: 0.06598362806058515 2021-12-18 22:08:01 | INFO : Framewise Total Error: 0.3280530250270942 2021-12-18 22:08:01 | INFO : Framewise Chroma Precision: 0.8622888512113064 2021-12-18 22:08:01 | INFO : Framewise Chroma Recall: 0.7635871352417902 2021-12-18 22:08:01 | INFO : Framewise Chroma Accuracy: 0.6792876451589772 2021-12-18 22:08:01 | INFO : Framewise Chroma Substitution Error: 0.056792071817429124 2021-12-18 22:08:01 | INFO : Framewise Chroma Miss Error: 0.17962079294078065 2021-12-18 22:08:01 | INFO : Framewise Chroma False Alarm Error: 0.06598362806058515 2021-12-18 22:08:01 | INFO : Framewise Chroma Total Error: 0.30239649281879494 2021-12-18 22:08:21 | INFO : file CSD_Bruckner_LocusIste_nosop.npy tested. Av. Prec: 0.9282611976623555 2021-12-18 22:08:41 | INFO : file CSD_Bruckner_LocusIste_nobas.npy tested. Av. Prec: 0.9333672270061121 2021-12-18 22:09:01 | INFO : file CSD_Bruckner_LocusIste.npy tested. Av. Prec: 0.9187999717267982 2021-12-18 22:09:21 | INFO : file CSD_Bruckner_LocusIste_noten.npy tested. Av. Prec: 0.9184144087964834 2021-12-18 22:09:42 | INFO : file CSD_Bruckner_LocusIste_noalt.npy tested. Av. Prec: 0.8949420473348817 2021-12-18 22:09:42 | INFO : ### Dataset ChoralSingingDataset tested. Individual results: ################################ 2021-12-18 22:09:42 | INFO : Mean precision: 0.9064825337693337 2021-12-18 22:09:42 | INFO : Mean recall: 0.8035892578892382 2021-12-18 22:09:42 | INFO : Mean f_measure: 0.8516158799146952 2021-12-18 22:09:42 | INFO : Mean cosine_sim: 0.8237293739759084 2021-12-18 22:09:42 | INFO : Mean binary_crossentropy: 0.0453074211050737 2021-12-18 22:09:42 | INFO : Mean euclidean_distance: 0.6751629126458403 2021-12-18 22:09:42 | INFO : Mean binary_accuracy: 0.990876972836736 2021-12-18 22:09:42 | INFO : Mean soft_accuracy: 0.9794606353761617 2021-12-18 22:09:42 | INFO : Mean accum_energy: 0.5395791451345396 2021-12-18 22:09:42 | INFO : Mean roc_auc_measure: 0.9947047313235815 2021-12-18 22:09:42 | INFO : Mean average_precision_score: 0.918756970505326 2021-12-18 22:09:42 | INFO : Mean Precision: 0.9064825337693337 2021-12-18 22:09:42 | INFO : Mean Recall: 0.8035892578892382 2021-12-18 22:09:42 | INFO : Mean Accuracy: 0.7418141916997489 2021-12-18 22:09:42 | INFO : Mean Substitution Error: 0.03724807585842001 2021-12-18 22:09:42 | INFO : Mean Miss Error: 0.15916266625234182 2021-12-18 22:09:42 | INFO : Mean False Alarm Error: 0.046176243773852634 2021-12-18 22:09:42 | INFO : Mean Total Error: 0.24258698588461441 2021-12-18 22:09:42 | INFO : Mean Chroma Precision: 0.9092444600493821 2021-12-18 22:09:42 | INFO : Mean Chroma Recall: 0.8060542166690198 2021-12-18 22:09:42 | INFO : Mean Chroma Accuracy: 0.7457609087117016 2021-12-18 22:09:42 | INFO : Mean Chroma Substitution Error: 0.03478311707863847 2021-12-18 22:09:42 | INFO : Mean Chroma Miss Error: 0.15916266625234182 2021-12-18 22:09:42 | INFO : Mean Chroma False Alarm Error: 0.046176243773852634 2021-12-18 22:09:42 | INFO : Mean Chroma Total Error: 0.24012202710483285 2021-12-18 22:09:42 | INFO : 2021-12-18 22:09:42 | INFO : Framewise precision: 0.9065091370683678 2021-12-18 22:09:42 | INFO : Framewise recall: 0.8036248777645866 2021-12-18 22:09:42 | INFO : Framewise f_measure: 0.8516472749319651 2021-12-18 22:09:42 | INFO : Framewise cosine_sim: 0.823735202545901 2021-12-18 22:09:42 | INFO : Framewise binary_crossentropy: 0.045304639490149075 2021-12-18 22:09:42 | INFO : Framewise euclidean_distance: 0.6751184436604268 2021-12-18 22:09:42 | INFO : Framewise binary_accuracy: 0.9908781866683637 2021-12-18 22:09:42 | INFO : Framewise soft_accuracy: 0.9794612768595333 2021-12-18 22:09:42 | INFO : Framewise accum_energy: 0.5395797880472044 2021-12-18 22:09:42 | INFO : Framewise roc_auc_measure: 0.9947060128238686 2021-12-18 22:09:42 | INFO : Framewise average_precision_score: 0.9187870929559976 2021-12-18 22:09:42 | INFO : Framewise Precision: 0.9065091370683678 2021-12-18 22:09:42 | INFO : Framewise Recall: 0.8036248777645866 2021-12-18 22:09:42 | INFO : Framewise Accuracy: 0.7418610957060561 2021-12-18 22:09:42 | INFO : Framewise Substitution Error: 0.0372399269632189 2021-12-18 22:09:42 | INFO : Framewise Miss Error: 0.15913519527219447 2021-12-18 22:09:42 | INFO : Framewise False Alarm Error: 0.04616302626853931 2021-12-18 22:09:42 | INFO : Framewise Total Error: 0.24253814850395264 2021-12-18 22:09:42 | INFO : Framewise Chroma Precision: 0.9092707581882542 2021-12-18 22:09:42 | INFO : Framewise Chroma Recall: 0.8060896277590669 2021-12-18 22:09:42 | INFO : Framewise Chroma Accuracy: 0.7458076384581801 2021-12-18 22:09:42 | INFO : Framewise Chroma Substitution Error: 0.03477517696873856 2021-12-18 22:09:42 | INFO : Framewise Chroma Miss Error: 0.15913519527219447 2021-12-18 22:09:42 | INFO : Framewise Chroma False Alarm Error: 0.04616302626853931 2021-12-18 22:09:42 | INFO : Framewise Chroma Total Error: 0.24007339850947235 2021-12-18 22:09:47 | INFO : file brahms.npy tested. Av. Prec: 0.8534216587484243 2021-12-18 22:09:53 | INFO : file schubert.npy tested. Av. Prec: 0.891053157249067 2021-12-18 22:09:57 | INFO : file mozart.npy tested. Av. Prec: 0.9424533133042211 2021-12-18 22:10:00 | INFO : file lussier.npy tested. Av. Prec: 0.8404249082514987 2021-12-18 22:10:05 | INFO : file take_five.npy tested. Av. Prec: 0.8401451298799044 2021-12-18 22:10:05 | INFO : ### Dataset TRIOS tested. Individual results: ################################ 2021-12-18 22:10:05 | INFO : Mean precision: 0.8828973254347826 2021-12-18 22:10:05 | INFO : Mean recall: 0.6308855123807252 2021-12-18 22:10:05 | INFO : Mean f_measure: 0.7316117203595818 2021-12-18 22:10:05 | INFO : Mean cosine_sim: 0.7921530689831027 2021-12-18 22:10:05 | INFO : Mean binary_crossentropy: 0.10832587807538689 2021-12-18 22:10:05 | INFO : Mean euclidean_distance: 1.1278755157203564 2021-12-18 22:10:05 | INFO : Mean binary_accuracy: 0.9720473060398716 2021-12-18 22:10:05 | INFO : Mean soft_accuracy: 0.9608483265682206 2021-12-18 22:10:05 | INFO : Mean accum_energy: 0.4949794199315754 2021-12-18 22:10:05 | INFO : Mean roc_auc_measure: 0.9869029446660204 2021-12-18 22:10:05 | INFO : Mean average_precision_score: 0.8734996334866232 2021-12-18 22:10:05 | INFO : Mean Precision: 0.8828973254347826 2021-12-18 22:10:05 | INFO : Mean Recall: 0.6308855123807252 2021-12-18 22:10:05 | INFO : Mean Accuracy: 0.5817250117776316 2021-12-18 22:10:05 | INFO : Mean Substitution Error: 0.042778214018876715 2021-12-18 22:10:05 | INFO : Mean Miss Error: 0.3263362736003981 2021-12-18 22:10:05 | INFO : Mean False Alarm Error: 0.04095739377241616 2021-12-18 22:10:05 | INFO : Mean Total Error: 0.41007188139169093 2021-12-18 22:10:05 | INFO : Mean Chroma Precision: 0.902582403727296 2021-12-18 22:10:05 | INFO : Mean Chroma Recall: 0.6445176899856835 2021-12-18 22:10:05 | INFO : Mean Chroma Accuracy: 0.60173509334494 2021-12-18 22:10:05 | INFO : Mean Chroma Substitution Error: 0.029146036413918497 2021-12-18 22:10:05 | INFO : Mean Chroma Miss Error: 0.3263362736003981 2021-12-18 22:10:05 | INFO : Mean Chroma False Alarm Error: 0.04095739377241616 2021-12-18 22:10:05 | INFO : Mean Chroma Total Error: 0.3964397037867327 2021-12-18 22:10:05 | INFO : 2021-12-18 22:10:05 | INFO : Framewise precision: 0.8827695390252009 2021-12-18 22:10:05 | INFO : Framewise recall: 0.6326238761004467 2021-12-18 22:10:05 | INFO : Framewise f_measure: 0.7333323899230766 2021-12-18 22:10:05 | INFO : Framewise cosine_sim: 0.7932354044008281 2021-12-18 22:10:05 | INFO : Framewise binary_crossentropy: 0.10651092813204682 2021-12-18 22:10:05 | INFO : Framewise euclidean_distance: 1.1239609190421 2021-12-18 22:10:05 | INFO : Framewise binary_accuracy: 0.9724094767669406 2021-12-18 22:10:05 | INFO : Framewise soft_accuracy: 0.9614013096420876 2021-12-18 22:10:05 | INFO : Framewise accum_energy: 0.4963768616419019 2021-12-18 22:10:05 | INFO : Framewise roc_auc_measure: 0.9874541109171978 2021-12-18 22:10:05 | INFO : Framewise average_precision_score: 0.875237260911459 2021-12-18 22:10:05 | INFO : Framewise Precision: 0.8827695390252009 2021-12-18 22:10:05 | INFO : Framewise Recall: 0.6326238761004467 2021-12-18 22:10:05 | INFO : Framewise Accuracy: 0.5832770728530641 2021-12-18 22:10:05 | INFO : Framewise Substitution Error: 0.04103169383670253 2021-12-18 22:10:05 | INFO : Framewise Miss Error: 0.32634443006285074 2021-12-18 22:10:05 | INFO : Framewise False Alarm Error: 0.043148427413367295 2021-12-18 22:10:05 | INFO : Framewise Total Error: 0.41052455131292054 2021-12-18 22:10:05 | INFO : Framewise Chroma Precision: 0.9017655454576997 2021-12-18 22:10:05 | INFO : Framewise Chroma Recall: 0.6459172083776006 2021-12-18 22:10:05 | INFO : Framewise Chroma Accuracy: 0.6027988450716254 2021-12-18 22:10:05 | INFO : Framewise Chroma Substitution Error: 0.027738361559548546 2021-12-18 22:10:05 | INFO : Framewise Chroma Miss Error: 0.32634443006285074 2021-12-18 22:10:05 | INFO : Framewise Chroma False Alarm Error: 0.043148427413367295 2021-12-18 22:10:05 | INFO : Framewise Chroma Total Error: 0.39723121903576664 2021-12-18 22:10:05 | INFO : 2021-12-18 22:10:05 | INFO : 2021-12-18 22:10:05 | INFO : ### Testing done. ################################################ 2021-12-18 22:10:05 | INFO : 2021-12-18 22:10:05 | INFO : # Results for complete test set ######################### 2021-12-18 22:10:05 | INFO : Mean precision: 0.785239081365 2021-12-18 22:10:05 | INFO : Mean recall: 0.7517974947191253 2021-12-18 22:10:05 | INFO : Mean f_measure: 0.7622150540163164 2021-12-18 22:10:05 | INFO : Mean cosine_sim: 0.7846013105023569 2021-12-18 22:10:05 | INFO : Mean binary_crossentropy: 0.0819109082498952 2021-12-18 22:10:05 | INFO : Mean euclidean_distance: 0.9642891556824486 2021-12-18 22:10:05 | INFO : Mean binary_accuracy: 0.9783704582653469 2021-12-18 22:10:05 | INFO : Mean soft_accuracy: 0.967631135535547 2021-12-18 22:10:05 | INFO : Mean accum_energy: 0.5678663862126397 2021-12-18 22:10:05 | INFO : Mean roc_auc_measure: 0.98649530546631 2021-12-18 22:10:05 | INFO : Mean average_precision_score: 0.8254333242898064 2021-12-18 22:10:05 | INFO : Mean Precision: 0.785239081365 2021-12-18 22:10:05 | INFO : Mean Recall: 0.7517974947191253 2021-12-18 22:10:05 | INFO : Mean Accuracy: 0.623789432947718 2021-12-18 22:10:05 | INFO : Mean Substitution Error: 0.08364362296606191 2021-12-18 22:10:05 | INFO : Mean Miss Error: 0.1645588823148127 2021-12-18 22:10:05 | INFO : Mean False Alarm Error: 0.1373394979051896 2021-12-18 22:10:05 | INFO : Mean Total Error: 0.38554200318606435 2021-12-18 22:10:05 | INFO : Mean Chroma Precision: 0.8070701996937085 2021-12-18 22:10:05 | INFO : Mean Chroma Recall: 0.7730241341783742 2021-12-18 22:10:05 | INFO : Mean Chroma Accuracy: 0.6507272040958014 2021-12-18 22:10:05 | INFO : Mean Chroma Substitution Error: 0.06241698350681307 2021-12-18 22:10:05 | INFO : Mean Chroma Miss Error: 0.1645588823148127 2021-12-18 22:10:05 | INFO : Mean Chroma False Alarm Error: 0.1373394979051896 2021-12-18 22:10:05 | INFO : Mean Chroma Total Error: 0.3643153637268154 2021-12-18 22:10:05 | INFO : 2021-12-18 22:10:05 | INFO : Framewise precision: 0.7784445955378753 2021-12-18 22:10:05 | INFO : Framewise recall: 0.7566385923721861 2021-12-18 22:10:05 | INFO : Framewise f_measure: 0.76347063465741 2021-12-18 22:10:05 | INFO : Framewise cosine_sim: 0.7844456605656892 2021-12-18 22:10:05 | INFO : Framewise binary_crossentropy: 0.08076999215016241 2021-12-18 22:10:05 | INFO : Framewise euclidean_distance: 0.9694140871339171 2021-12-18 22:10:05 | INFO : Framewise binary_accuracy: 0.9786154172906413 2021-12-18 22:10:05 | INFO : Framewise soft_accuracy: 0.9675892886615853 2021-12-18 22:10:05 | INFO : Framewise accum_energy: 0.5693353550046114 2021-12-18 22:10:05 | INFO : Framewise roc_auc_measure: 0.9865148200432866 2021-12-18 22:10:05 | INFO : Framewise average_precision_score: 0.820961075062706 2021-12-18 22:10:05 | INFO : Framewise Precision: 0.7784445955378753 2021-12-18 22:10:05 | INFO : Framewise Recall: 0.7566385923721861 2021-12-18 22:10:05 | INFO : Framewise Accuracy: 0.6231305050897255 2021-12-18 22:10:05 | INFO : Framewise Substitution Error: 0.088797947432371 2021-12-18 22:10:05 | INFO : Framewise Miss Error: 0.15456346019544287 2021-12-18 22:10:05 | INFO : Framewise False Alarm Error: 0.14020900028878774 2021-12-18 22:10:05 | INFO : Framewise Total Error: 0.3835704079166015 2021-12-18 22:10:05 | INFO : Framewise Chroma Precision: 0.8005482627172283 2021-12-18 22:10:05 | INFO : Framewise Chroma Recall: 0.7785450069984102 2021-12-18 22:10:05 | INFO : Framewise Chroma Accuracy: 0.6512355353944622 2021-12-18 22:10:05 | INFO : Framewise Chroma Substitution Error: 0.06689153280614725 2021-12-18 22:10:05 | INFO : Framewise Chroma Miss Error: 0.15456346019544287 2021-12-18 22:10:05 | INFO : Framewise Chroma False Alarm Error: 0.14020900028878774 2021-12-18 22:10:05 | INFO : Framewise Chroma Total Error: 0.36166399329037785