2021-12-11 10:00:20 | INFO : Logging experiment exp213g_traintest_bigmix_aligned_pitch_unet_medium_test10files_augall_AdamW_smallepochs_rerun2 2021-12-11 10:00:20 | INFO : Experiment config: do training = True 2021-12-11 10:00:20 | INFO : Experiment config: do validation = True 2021-12-11 10:00:20 | INFO : Experiment config: do testing = True 2021-12-11 10:00:20 | 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 10:00:20 | INFO : Validation set parameters: {'context': 75, 'stride': 35, 'compression': 10} 2021-12-11 10:00:20 | INFO : Test set parameters: {'context': 75, 'stride': 1, 'compression': 10} 2021-12-11 10:00:20 | INFO : Training parameters: {'batch_size': 25, 'shuffle': True, 'num_workers': 16} 2021-12-11 10:00:20 | INFO : Trained model saved in /tsi/clusterhome/cweiss/models/exp213g_traintest_bigmix_aligned_pitch_unet_medium_test10files_augall_AdamW_smallepochs_rerun2.pt 2021-12-11 10:00:20 | INFO : --- Training config: ----------------------------------------- 2021-12-11 10:00:20 | INFO : Maximum number of epochs: 100 2021-12-11 10:00:20 | INFO : Criterion (Loss): BCELoss 2021-12-11 10:00:20 | INFO : Optimizer parameters: {'name': 'AdamW', 'initial_lr': 0.001, 'betas': (0.9, 0.999), 'eps': 1e-08, 'weight_decay': 0.01, 'amsgrad': False} 2021-12-11 10:00:20 | 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 10:00:20 | INFO : Early stopping parameters: {'use_early_stopping': True, 'mode': 'min', 'min_delta': 1e-05, 'patience': 12, 'percentage': False} 2021-12-11 10:00:20 | INFO : Test parameters: {'batch_size': 50, 'shuffle': False, 'num_workers': 8} 2021-12-11 10:00:20 | INFO : Save filewise results = True, in folder /tsi/clusterhome/cweiss/code/deep_pitch_estimation/experiments/results_filewise/exp213g_traintest_bigmix_aligned_pitch_unet_medium_test10files_augall_AdamW_smallepochs_rerun2.csv 2021-12-11 10:00:20 | INFO : Save model predictions = True, in folder /tsi/clusterhome/cweiss/predictions/exp213g_traintest_bigmix_aligned_pitch_unet_medium_test10files_augall_AdamW_smallepochs_rerun2 2021-12-11 10:00:20 | INFO : CUDA use_cuda: True 2021-12-11 10:00:20 | INFO : CUDA device: cuda:0 2021-12-11 10:00:27 | INFO : --- Model config: -------------------------------------------- 2021-12-11 10:00:27 | INFO : Model: simple_u_net_largekernels 2021-12-11 10:00:27 | INFO : Model parameters: {'n_chan_input': 6, 'n_chan_layers': [128, 100, 80, 50], 'n_ch_out': 2, 'n_bins_in': 216, 'n_bins_out': 72, 'a_lrelu': 0.3, 'p_dropout': 0.2, 'scalefac': 8} 2021-12-11 10:00:28 | INFO : ========================================================================================== Layer (type:depth-idx) Output Shape Param # ========================================================================================== ├─LayerNorm: 1-1 [1, 174, 6, 216] 2,592 ├─double_conv: 1-2 [1, 8, 174, 216] -- | └─Sequential: 2-1 [1, 8, 174, 216] -- | | └─Conv2d: 3-1 [1, 8, 174, 216] 10,808 | | └─BatchNorm2d: 3-2 [1, 8, 174, 216] 16 | | └─ReLU: 3-3 [1, 8, 174, 216] -- | | └─Dropout: 3-4 [1, 8, 174, 216] -- | | └─Conv2d: 3-5 [1, 8, 174, 216] 14,408 | | └─BatchNorm2d: 3-6 [1, 8, 174, 216] 16 | | └─ReLU: 3-7 [1, 8, 174, 216] -- | | └─Dropout: 3-8 [1, 8, 174, 216] -- ├─Sequential: 1-3 [1, 16, 87, 108] -- | └─MaxPool2d: 2-2 [1, 8, 87, 108] -- | └─double_conv: 2-3 [1, 16, 87, 108] -- | | └─Sequential: 3-9 [1, 16, 87, 108] 86,496 ├─Sequential: 1-4 [1, 32, 43, 54] -- | └─MaxPool2d: 2-4 [1, 16, 43, 54] -- | └─double_conv: 2-5 [1, 32, 43, 54] -- | | └─Sequential: 3-10 [1, 32, 43, 54] 124,608 ├─Sequential: 1-5 [1, 64, 21, 27] -- | └─MaxPool2d: 2-6 [1, 32, 21, 27] -- | └─double_conv: 2-7 [1, 64, 21, 27] -- | | └─Sequential: 3-11 [1, 64, 21, 27] 153,984 ├─Sequential: 1-6 [1, 64, 10, 13] -- | └─MaxPool2d: 2-8 [1, 64, 10, 13] -- | └─double_conv: 2-9 [1, 64, 10, 13] -- | | └─Sequential: 3-12 [1, 64, 10, 13] 74,112 ├─unet_up_concat_padding: 1-7 [1, 128, 21, 27] -- | └─Upsample: 2-10 [1, 64, 20, 26] -- ├─double_conv: 1-8 [1, 32, 21, 27] -- | └─Sequential: 2-11 [1, 32, 21, 27] -- | | └─Conv2d: 3-13 [1, 64, 21, 27] 73,792 | | └─BatchNorm2d: 3-14 [1, 64, 21, 27] 128 | | └─ReLU: 3-15 [1, 64, 21, 27] -- | | └─Dropout: 3-16 [1, 64, 21, 27] -- | | └─Conv2d: 3-17 [1, 32, 21, 27] 18,464 | | └─BatchNorm2d: 3-18 [1, 32, 21, 27] 64 | | └─ReLU: 3-19 [1, 32, 21, 27] -- | | └─Dropout: 3-20 [1, 32, 21, 27] -- ├─unet_up_concat_padding: 1-9 [1, 64, 43, 54] -- | └─Upsample: 2-12 [1, 32, 42, 54] -- ├─double_conv: 1-10 [1, 16, 43, 54] -- | └─Sequential: 2-13 [1, 16, 43, 54] -- | | └─Conv2d: 3-21 [1, 32, 43, 54] 51,232 | | └─BatchNorm2d: 3-22 [1, 32, 43, 54] 64 | | └─ReLU: 3-23 [1, 32, 43, 54] -- | | └─Dropout: 3-24 [1, 32, 43, 54] -- | | └─Conv2d: 3-25 [1, 16, 43, 54] 12,816 | | └─BatchNorm2d: 3-26 [1, 16, 43, 54] 32 | | └─ReLU: 3-27 [1, 16, 43, 54] -- | | └─Dropout: 3-28 [1, 16, 43, 54] -- ├─unet_up_concat_padding: 1-11 [1, 32, 87, 108] -- | └─Upsample: 2-14 [1, 16, 86, 108] -- ├─double_conv: 1-12 [1, 8, 87, 108] -- | └─Sequential: 2-15 [1, 8, 87, 108] -- | | └─Conv2d: 3-29 [1, 16, 87, 108] 41,488 | | └─BatchNorm2d: 3-30 [1, 16, 87, 108] 32 | | └─ReLU: 3-31 [1, 16, 87, 108] -- | | └─Dropout: 3-32 [1, 16, 87, 108] -- | | └─Conv2d: 3-33 [1, 8, 87, 108] 10,376 | | └─BatchNorm2d: 3-34 [1, 8, 87, 108] 16 | | └─ReLU: 3-35 [1, 8, 87, 108] -- | | └─Dropout: 3-36 [1, 8, 87, 108] -- ├─unet_up_concat_padding: 1-13 [1, 16, 174, 216] -- | └─Upsample: 2-16 [1, 8, 174, 216] -- ├─double_conv: 1-14 [1, 128, 174, 216] -- | └─Sequential: 2-17 [1, 128, 174, 216] -- | | └─Conv2d: 3-37 [1, 8, 174, 216] 28,808 | | └─BatchNorm2d: 3-38 [1, 8, 174, 216] 16 | | └─ReLU: 3-39 [1, 8, 174, 216] -- | | └─Dropout: 3-40 [1, 8, 174, 216] -- | | └─Conv2d: 3-41 [1, 128, 174, 216] 230,528 | | └─BatchNorm2d: 3-42 [1, 128, 174, 216] 256 | | └─ReLU: 3-43 [1, 128, 174, 216] -- | | └─Dropout: 3-44 [1, 128, 174, 216] -- ├─Sequential: 1-15 [1, 100, 174, 72] -- | └─Conv2d: 2-18 [1, 100, 174, 72] 115,300 | └─LeakyReLU: 2-19 [1, 100, 174, 72] -- | └─MaxPool2d: 2-20 [1, 100, 174, 72] -- | └─Dropout: 2-21 [1, 100, 174, 72] -- ├─Sequential: 1-16 [1, 80, 100, 72] -- | └─Conv2d: 2-22 [1, 80, 100, 72] 600,080 | └─LeakyReLU: 2-23 [1, 80, 100, 72] -- | └─Dropout: 2-24 [1, 80, 100, 72] -- ├─Sequential: 1-17 [1, 1, 100, 72] -- | └─Conv2d: 2-25 [1, 50, 100, 72] 4,050 | └─LeakyReLU: 2-26 [1, 50, 100, 72] -- | └─Dropout: 2-27 [1, 50, 100, 72] -- | └─Conv2d: 2-28 [1, 1, 100, 72] 51 | └─Sigmoid: 2-29 [1, 1, 100, 72] -- ========================================================================================== Total params: 1,654,633 Trainable params: 1,654,633 Non-trainable params: 0 Total mult-adds (G): 18.37 ========================================================================================== Input size (MB): 0.90 Forward/backward pass size (MB): 125.65 Params size (MB): 6.62 Estimated Total Size (MB): 133.18 ========================================================================================== 2021-12-11 10:00:30 | INFO : - file 2530_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-11 10:00:32 | INFO : - file 1822_Mozart_K421_StringQuartet.npy added to training set. 2021-12-11 10:00:34 | INFO : - file 1752_Schubert_D845_PianoSonata.npy added to training set. 2021-12-11 10:00:35 | INFO : - file 2297_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-11 10:00:36 | INFO : - file 2240_Bach_BWV862_WTKI.npy added to training set. 2021-12-11 10:00:37 | INFO : - file 2463_Beethoven_OP23_ViolinSonata.npy added to training set. 2021-12-11 10:00:38 | INFO : - file 2550_Beethoven_OP78_PianoSonata.npy added to training set. 2021-12-11 10:00:39 | INFO : - file 2566_Beethoven_OP22_PianoSonata.npy added to training set. 2021-12-11 10:00:42 | INFO : - file 2492_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-11 10:00:43 | INFO : - file 2359_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-11 10:00:45 | INFO : - file 2138_Brahms_OP51NO1_StringQuartet.npy added to training set. 2021-12-11 10:00:47 | INFO : - file 1811_Mozart_K581_ClarinetQuintet.npy added to validation set. 2021-12-11 10:00:49 | INFO : - file 2127_Brahms_OP11_SerenadeNo.npy added to training set. 2021-12-11 10:00:53 | INFO : - file 2531_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-11 10:00:55 | INFO : - file 2116_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-11 10:00:56 | INFO : - file 2284_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-11 10:00:57 | INFO : - file 2379_Beethoven_OP59NO2_StringQuartet.npy added to training set. 2021-12-11 10:00:58 | INFO : - file 2237_Bach_BWV868_WTKI.npy added to training set. 2021-12-11 10:01:00 | INFO : - file 2313_Beethoven_OP132_StringQuartet.npy added to training set. 2021-12-11 10:01:01 | INFO : - file 1755_Schubert_D784_PianoSonata.npy added to validation set. 2021-12-11 10:01:02 | INFO : - file 2405_Beethoven_OP110_PianoSonata.npy added to training set. 2021-12-11 10:01:02 | INFO : - file 2307_Bach_BWV863_WTKI.npy added to training set. 2021-12-11 10:01:07 | INFO : - file 2533_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-11 10:01:07 | INFO : - file 2200_Bach_BWV861_WTKI.npy added to training set. 2021-12-11 10:01:09 | INFO : - file 2567_Beethoven_OP90_PianoSonata.npy added to training set. 2021-12-11 10:01:10 | INFO : - file 2481_Beethoven_OP18NO5_StringQuartet.npy added to validation set. 2021-12-11 10:01:12 | INFO : - file 2334_Beethoven_OP30NO3_ViolinSonata.npy added to training set. 2021-12-11 10:01:13 | INFO : - file 2208_Bach_BWV855_WTKI.npy added to training set. 2021-12-11 10:01:14 | INFO : - file 1766_Schubert_OP142_4Impromptus.npy added to validation set. 2021-12-11 10:01:17 | INFO : - file 2169_Faure_OP45_PianoQuartet.npy added to training set. 2021-12-11 10:01:20 | INFO : - file 2148_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-11 10:01:22 | INFO : - file 2501_Beethoven_OP12NO3_ViolinSonata.npy added to training set. 2021-12-11 10:01:24 | INFO : - file 2614_Beethoven_OP10NO3_PianoSonata.npy added to training set. 2021-12-11 10:01:27 | INFO : - file 2557_Beethoven_OP109_PianoSonata.npy added to training set. 2021-12-11 10:01:29 | INFO : - file 2373_Beethoven_OP49NO1_PianoSonata.npy added to training set. 2021-12-11 10:01:31 | INFO : - file 1733_Schubert_D959_PianoSonata.npy added to validation set. 2021-12-11 10:01:32 | INFO : - file 2079_Cambini_JOHN2_WindQuintet.npy added to training set. 2021-12-11 10:01:33 | INFO : - file 1835_Mozart_K590_StringQuartet.npy added to training set. 2021-12-11 10:01:35 | INFO : - file 1873_Mozart_K502_PianoTrio.npy added to training set. 2021-12-11 10:01:36 | INFO : - file 2424_Beethoven_OP2NO1_PianoSonata.npy added to training set. 2021-12-11 10:01:36 | INFO : - file 2209_Bach_BWV849_WTKI.npy added to training set. 2021-12-11 10:01:38 | INFO : - file 2410_Beethoven_OP27NO1_PianoSonata.npy added to training set. 2021-12-11 10:01:39 | INFO : - file 2296_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-11 10:01:40 | INFO : - file 1817_Mozart_K375_Serenadein.npy added to training set. 2021-12-11 10:01:41 | INFO : - file 2472_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-11 10:01:42 | INFO : - file 2383_Beethoven_OP130_StringQuartet.npy added to training set. 2021-12-11 10:01:45 | INFO : - file 2462_Beethoven_OP23_ViolinSonata.npy added to training set. 2021-12-11 10:01:46 | INFO : - file 2575_Beethoven_OP13_PianoSonata.npy added to training set. 2021-12-11 10:01:47 | INFO : - file 2320_Beethoven_OP38_Trioin.npy added to training set. 2021-12-11 10:01:47 | INFO : - file 2207_Bach_BWV855_WTKI.npy added to training set. 2021-12-11 10:01:49 | INFO : - file 2476_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-11 10:01:50 | INFO : - file 2371_Beethoven_OP14NO1_PianoSonata.npy added to training set. 2021-12-11 10:01:52 | INFO : - file 2147_Brahms_OP36_StringSextet.npy added to training set. 2021-12-11 10:01:53 | INFO : - file 2215_Bach_BWV846_WTKI.npy added to training set. 2021-12-11 10:01:55 | INFO : - file 1777_Schubert_D850_PianoSonata.npy added to training set. 2021-12-11 10:01:56 | INFO : - file 2502_Beethoven_OP12NO3_ViolinSonata.npy added to training set. 2021-12-11 10:01:58 | INFO : - file 1922_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-11 10:01:59 | INFO : - file 1893_Mozart_K564_PianoTrio.npy added to training set. 2021-12-11 10:02:00 | INFO : - file 2186_Bach_BWV1006_ViolinPartita.npy added to validation set. 2021-12-11 10:02:02 | INFO : - file 2160_Brahms_OP40_HornTrio.npy added to training set. 2021-12-11 10:02:04 | INFO : - file 2509_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-11 10:02:06 | INFO : - file 2505_Beethoven_OP103_Octetin.npy added to training set. 2021-12-11 10:02:07 | INFO : - file 2506_Beethoven_OP103_Octetin.npy added to training set. 2021-12-11 10:02:08 | INFO : - file 2628_Beethoven_OP96_ViolinSonata.npy added to training set. 2021-12-11 10:02:09 | INFO : - file 2218_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-11 10:02:10 | INFO : - file 2529_Beethoven_OP10NO1_PianoSonata.npy added to training set. 2021-12-11 10:02:11 | INFO : - file 2374_Beethoven_OP49NO1_PianoSonata.npy added to training set. 2021-12-11 10:02:12 | INFO : - file 2392_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-11 10:02:13 | INFO : - file 2231_Bach_BWV866_WTKI.npy added to training set. 2021-12-11 10:02:15 | INFO : - file 1813_Mozart_K581_ClarinetQuintet.npy added to training set. 2021-12-11 10:02:16 | INFO : - file 2196_Bach_BWV848_WTKI.npy added to training set. 2021-12-11 10:02:18 | INFO : - file 2158_Brahms_OP40_HornTrio.npy added to validation set. 2021-12-11 10:02:20 | INFO : - file 1872_Mozart_K502_PianoTrio.npy added to training set. 2021-12-11 10:02:23 | INFO : - file 2621_Beethoven_OP59NO1_StringQuartet.npy added to training set. 2021-12-11 10:02:25 | INFO : - file 2150_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-11 10:02:26 | INFO : - file 2217_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-11 10:02:27 | INFO : - file 2243_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-11 10:02:29 | INFO : - file 2433_Beethoven_OP135_StringQuartet.npy added to training set. 2021-12-11 10:02:30 | INFO : - file 2211_Bach_BWV857_WTKI.npy added to training set. 2021-12-11 10:02:32 | INFO : - file 1764_Schubert_OP142_4Impromptus.npy added to training set. 2021-12-11 10:02:34 | INFO : - file 2348_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-11 10:02:35 | INFO : - file 1932_Dvorak_OP96_StringQuartet.npy added to validation set. 2021-12-11 10:02:35 | INFO : - file 2232_Bach_BWV866_WTKI.npy added to training set. 2021-12-11 10:02:36 | INFO : - file 2203_Bach_BWV1013_Partitain.npy added to training set. 2021-12-11 10:02:38 | INFO : - file 2157_Brahms_OP18_StringSextet.npy added to validation set. 2021-12-11 10:02:40 | INFO : - file 2486_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-11 10:02:42 | INFO : - file 2393_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-11 10:02:43 | INFO : - file 2210_Bach_BWV849_WTKI.npy added to training set. 2021-12-11 10:02:43 | INFO : - file 2659_Bach_BWV1002_ViolinPartita.npy added to training set. 2021-12-11 10:02:45 | INFO : - file 1729_Schubert_OP114_PianoQuintet.npy added to validation set. 2021-12-11 10:02:47 | INFO : - file 2678_Beethoven_OP14NO2_PianoSonata.npy added to training set. 2021-12-11 10:02:48 | INFO : - file 2221_Bach_BWV1009_CelloSuite.npy added to validation set. 2021-12-11 10:02:49 | INFO : - file 2411_Beethoven_OP27NO1_PianoSonata.npy added to training set. 2021-12-11 10:02:50 | INFO : - file 2343_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-11 10:02:52 | INFO : - file 1818_Mozart_K375_Serenadein.npy added to training set. 2021-12-11 10:02:54 | INFO : - file 1919_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-11 10:02:55 | INFO : - file 2415_Beethoven_OP71_Sextetin.npy added to training set. 2021-12-11 10:02:55 | INFO : - file 2305_Bach_BWV859_WTKI.npy added to training set. 2021-12-11 10:02:57 | INFO : - file 2510_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-11 10:02:58 | INFO : - file 2608_Beethoven_OP31NO1_PianoSonata.npy added to training set. 2021-12-11 10:03:01 | INFO : - file 2532_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-11 10:03:03 | INFO : - file 2542_Beethoven_OP101_PianoSonata.npy added to training set. 2021-12-11 10:03:04 | INFO : - file 2118_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-11 10:03:06 | INFO : - file 1756_Schubert_D784_PianoSonata.npy added to validation set. 2021-12-11 10:03:08 | INFO : - file 1793_Mozart_K465_StringQuartet.npy added to training set. 2021-12-11 10:03:10 | INFO : - file 1758_Schubert_D958_PianoSonata.npy added to training set. 2021-12-11 10:03:12 | INFO : - file 2404_Beethoven_OP110_PianoSonata.npy added to training set. 2021-12-11 10:03:13 | INFO : - file 2491_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-11 10:03:14 | INFO : - file 2282_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-11 10:03:15 | INFO : - file 2304_Bach_BWV859_WTKI.npy added to training set. 2021-12-11 10:03:17 | INFO : - file 2149_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-11 10:03:19 | INFO : - file 2330_Beethoven_OP12NO1_ViolinSonata.npy added to training set. 2021-12-11 10:03:22 | INFO : - file 1916_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-11 10:03:23 | INFO : - file 2212_Bach_BWV857_WTKI.npy added to training set. 2021-12-11 10:03:25 | INFO : - file 2480_Beethoven_OP18NO5_StringQuartet.npy added to validation set. 2021-12-11 10:03:25 | INFO : - file 2214_Bach_BWV847_WTKI.npy added to training set. 2021-12-11 10:03:26 | INFO : - file 2195_Bach_BWV848_WTKI.npy added to training set. 2021-12-11 10:03:27 | INFO : - file 2477_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-11 10:03:28 | INFO : - file 2295_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-11 10:03:29 | INFO : - file 1768_Schubert_D664_PianoSonata.npy added to training set. 2021-12-11 10:03:30 | INFO : - file 2627_Beethoven_OP96_ViolinSonata.npy added to training set. 2021-12-11 10:03:32 | INFO : - file 2431_Beethoven_OP135_StringQuartet.npy added to training set. 2021-12-11 10:03:33 | INFO : - file 2591_Beethoven_OP26_PianoSonata.npy added to training set. 2021-12-11 10:03:35 | INFO : - file 1775_Schubert_D850_PianoSonata.npy added to training set. 2021-12-11 10:03:36 | INFO : - file 2293_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-11 10:03:38 | INFO : - file 1791_Mozart_K465_StringQuartet.npy added to training set. 2021-12-11 10:03:38 | INFO : - file 2194_Bach_BWV858_WTKI.npy added to validation set. 2021-12-11 10:03:42 | INFO : - file 1742_Schubert_OP163_StringQuintet.npy added to training set. 2021-12-11 10:03:45 | INFO : - file 1776_Schubert_D850_PianoSonata.npy added to training set. 2021-12-11 10:03:49 | INFO : - file 2112_Brahms_OP38_CelloSonata.npy added to training set. 2021-12-11 10:03:50 | INFO : - file 2423_Beethoven_OP2NO1_PianoSonata.npy added to training set. 2021-12-11 10:03:52 | INFO : - file 2560_Beethoven_OP18NO2_StringQuartet.npy added to training set. 2021-12-11 10:03:53 | INFO : - file 2219_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-11 10:03:54 | INFO : - file 2420_Beethoven_OP12NO2_ViolinSonata.npy added to training set. 2021-12-11 10:03:56 | INFO : - file 1763_Schubert_OP142_4Impromptus.npy added to training set. 2021-12-11 10:03:57 | INFO : - file 2228_Bach_BWV851_WTKI.npy added to training set. 2021-12-11 10:04:00 | INFO : - file 2441_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-11 10:04:02 | INFO : - file 2570_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-11 10:04:04 | INFO : - file 1918_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-11 10:04:06 | INFO : - file 2451_Beethoven_OP18NO6_StringQuartet.npy added to training set. 2021-12-11 10:04:08 | INFO : - file 2177_Ravel_35_StringQuartet.npy added to training set. 2021-12-11 10:04:10 | INFO : - file 1788_Mozart_K465_StringQuartet.npy added to training set. 2021-12-11 10:04:12 | INFO : - file 2179_Ravel_35_StringQuartet.npy added to training set. 2021-12-11 10:04:13 | INFO : - file 2346_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-11 10:04:16 | INFO : - file 2376_Beethoven_OP59NO2_StringQuartet.npy added to training set. 2021-12-11 10:04:16 | INFO : - file 2620_Beethoven_OP10NO2_PianoSonata.npy added to training set. 2021-12-11 10:04:18 | INFO : - file 2390_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-11 10:04:20 | INFO : - file 2335_Beethoven_OP30NO3_ViolinSonata.npy added to training set. 2021-12-11 10:04:21 | INFO : - file 2403_Beethoven_OP18NO1_StringQuartet.npy added to training set. 2021-12-11 10:04:22 | INFO : - file 2247_Bach_BWV854_WTKI.npy added to training set. 2021-12-11 10:04:23 | INFO : - file 2432_Beethoven_OP135_StringQuartet.npy added to training set. 2021-12-11 10:04:23 | INFO : - file 2292_Bach_BWV864_WTKI.npy added to training set. 2021-12-11 10:04:24 | INFO : - file 2076_Cambini_JOHN1_WindQuintet.npy added to training set. 2021-12-11 10:04:25 | INFO : - file 1790_Mozart_K465_StringQuartet.npy added to training set. 2021-12-11 10:04:26 | INFO : - file 2302_Bach_BWV850_WTKI.npy added to training set. 2021-12-11 10:04:28 | INFO : - file 2391_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-11 10:04:29 | INFO : - file 1933_Dvorak_OP96_StringQuartet.npy added to validation set. 2021-12-11 10:04:31 | INFO : - file 2514_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-11 10:04:33 | INFO : - file 1829_Mozart_K542_PianoTrio.npy added to validation set. 2021-12-11 10:04:34 | INFO : - file 1923_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-11 10:04:38 | INFO : - file 2377_Beethoven_OP59NO2_StringQuartet.npy added to training set. 2021-12-11 10:04:40 | INFO : - file 1931_Dvorak_OP96_StringQuartet.npy added to training set. 2021-12-11 10:04:41 | INFO : - file 2294_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-11 10:04:42 | INFO : - file 2384_Beethoven_OP130_StringQuartet.npy added to training set. 2021-12-11 10:04:43 | INFO : - file 2241_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-11 10:04:44 | INFO : - file 2242_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-11 10:04:45 | INFO : - file 2283_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-11 10:04:46 | INFO : - file 2632_Beethoven_OP14NO2_PianoSonata.npy added to validation set. 2021-12-11 10:04:49 | INFO : - file 1760_Schubert_D958_PianoSonata.npy added to training set. 2021-12-11 10:04:51 | INFO : - file 2568_Beethoven_OP90_PianoSonata.npy added to training set. 2021-12-11 10:04:53 | INFO : - file 2345_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-11 10:04:54 | INFO : - file 2576_Beethoven_OP13_PianoSonata.npy added to training set. 2021-12-11 10:04:55 | INFO : - file 2131_Brahms_OP11_SerenadeNo.npy added to training set. 2021-12-11 10:04:56 | INFO : - file 2537_Beethoven_OP49NO2_PianoSonata.npy added to training set. 2021-12-11 10:04:59 | INFO : - file 2607_Beethoven_OP31NO1_PianoSonata.npy added to training set. 2021-12-11 10:04:59 | INFO : - file 2230_Bach_BWV865_WTKI.npy added to training set. 2021-12-11 10:05:00 | INFO : - file 2167_Faure_OP45_PianoQuartet.npy added to validation set. 2021-12-11 10:05:02 | INFO : - file 2603_Beethoven_OP81NO1_PianoSonata.npy added to training set. 2021-12-11 10:05:03 | INFO : - file 2594_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-11 10:05:04 | INFO : - file 2204_Bach_BWV1013_Partitain.npy added to training set. 2021-12-11 10:05:06 | INFO : - file 2523_Beethoven_OP69_CelloSonata.npy added to training set. 2021-12-11 10:05:08 | INFO : - file 2357_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-11 10:05:12 | INFO : - file 2398_Beethoven_OP47_ViolinSonata.npy added to training set. 2021-12-11 10:05:12 | INFO : - file 2310_Bach_BWV860_WTKI.npy added to training set. 2021-12-11 10:05:13 | INFO : - file 2078_Cambini_JOHN2_WindQuintet.npy added to training set. 2021-12-11 10:05:17 | INFO : - file 2521_Beethoven_OP69_CelloSonata.npy added to training set. 2021-12-11 10:05:18 | INFO : - file 2562_Beethoven_OP18NO2_StringQuartet.npy added to training set. 2021-12-11 10:05:19 | INFO : - file 1824_Mozart_K421_StringQuartet.npy added to training set. 2021-12-11 10:05:22 | INFO : - file 2318_Beethoven_OP38_Trioin.npy added to validation set. 2021-12-11 10:05:23 | INFO : - file 1773_Schubert_D568_PianoSonata.npy added to training set. 2021-12-11 10:05:27 | INFO : - file 2443_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-11 10:05:29 | INFO : - file 2114_Brahms_OP38_CelloSonata.npy added to training set. 2021-12-11 10:05:31 | INFO : - file 2488_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-11 10:05:32 | INFO : - file 2198_Bach_BWV867_WTKI.npy added to training set. 2021-12-11 10:05:33 | INFO : - file 2350_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-11 10:05:34 | INFO : - file 2595_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-11 10:05:36 | INFO : - file 1805_Mozart_K387_StringQuartet.npy added to validation set. 2021-12-11 10:05:37 | INFO : - file 2113_Brahms_OP38_CelloSonata.npy added to training set. 2021-12-11 10:05:39 | INFO : - file 2075_Cambini_JOHN1_WindQuintet.npy added to training set. 2021-12-11 10:05:40 | INFO : - file 2516_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-11 10:05:41 | INFO : - file 2497_Beethoven_OP95_StringQuartet.npy added to training set. 2021-12-11 10:05:42 | INFO : - file 2507_Beethoven_OP103_Octetin.npy added to training set. 2021-12-11 10:05:44 | INFO : - file 2389_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-11 10:05:45 | INFO : - file 2222_Bach_BWV1009_CelloSuite.npy added to validation set. 2021-12-11 10:05:46 | INFO : - file 2372_Beethoven_OP14NO1_PianoSonata.npy added to training set. 2021-12-11 10:05:48 | INFO : - file 2471_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-11 10:05:49 | INFO : - file 2105_Haydn_OP64NO5_QuartetNo.npy added to training set. 2021-12-11 10:05:51 | INFO : - file 2388_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-11 10:05:52 | INFO : - file 2213_Bach_BWV847_WTKI.npy added to training set. 2021-12-11 10:05:54 | INFO : - file 2629_Beethoven_OP96_ViolinSonata.npy added to validation set. 2021-12-11 10:05:55 | INFO : - file 2417_Beethoven_OP71_Sextetin.npy added to training set. 2021-12-11 10:05:57 | INFO : - file 1751_Schubert_D845_PianoSonata.npy added to training set. 2021-12-11 10:05:58 | INFO : - file 1728_Schubert_OP114_PianoQuintet.npy added to training set. 2021-12-11 10:05:58 | INFO : - file 2227_Bach_BWV851_WTKI.npy added to training set. 2021-12-11 10:06:00 | INFO : - file 1734_Schubert_D959_PianoSonata.npy added to training set. 2021-12-11 10:06:00 | INFO : - file 2224_Bach_BWV852_WTKI.npy added to training set. 2021-12-11 10:06:01 | INFO : - file 2285_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-11 10:06:03 | INFO : - file 2159_Brahms_OP40_HornTrio.npy added to training set. 2021-12-11 10:06:04 | INFO : - file 2117_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-11 10:06:07 | INFO : - file 2155_Brahms_OP18_StringSextet.npy added to training set. 2021-12-11 10:06:10 | INFO : - file 1771_Schubert_D568_PianoSonata.npy added to training set. 2021-12-11 10:06:12 | INFO : - file 2571_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-11 10:06:13 | INFO : - file 2229_Bach_BWV865_WTKI.npy added to training set. 2021-12-11 10:06:15 | INFO : - file 2325_Beethoven_OP57_PianoSonata.npy added to training set. 2021-12-11 10:06:18 | INFO : - file 1749_Schubert_D845_PianoSonata.npy added to training set. 2021-12-11 10:06:20 | INFO : - file 2573_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-11 10:06:21 | INFO : - file 2596_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-11 10:06:22 | INFO : - file 2300_Bach_BWV853_WTKI.npy added to training set. 2021-12-11 10:06:23 | INFO : - file 2487_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-11 10:06:25 | INFO : - file 2119_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-11 10:06:28 | INFO : - file 1765_Schubert_OP142_4Impromptus.npy added to validation set. 2021-12-11 10:06:29 | INFO : - file 2528_Beethoven_OP10NO1_PianoSonata.npy added to training set. 2021-12-11 10:06:31 | INFO : - file 1727_Schubert_OP114_PianoQuintet.npy added to training set. 2021-12-11 10:06:34 | INFO : - file 2314_Beethoven_OP132_StringQuartet.npy added to training set. 2021-12-11 10:06:34 | INFO : - file 2202_Bach_BWV1013_Partitain.npy added to training set. 2021-12-11 10:06:35 | INFO : - file 2239_Bach_BWV862_WTKI.npy added to training set. 2021-12-11 10:06:38 | INFO : - file 2444_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-11 10:06:40 | INFO : - file 2581_Beethoven_OP54_PianoSonata.npy added to training set. 2021-12-11 10:06:41 | INFO : - file 2244_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-11 10:06:43 | INFO : - file 1792_Mozart_K465_StringQuartet.npy added to training set. 2021-12-11 10:06:45 | INFO : - file 1812_Mozart_K581_ClarinetQuintet.npy added to training set. 2021-12-11 10:06:47 | INFO : - file 2490_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-11 10:06:47 | INFO : - file 2442_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-11 10:06:50 | INFO : - file 2564_Beethoven_OP22_PianoSonata.npy added to training set. 2021-12-11 10:06:52 | INFO : - file 2611_Beethoven_OP10NO3_PianoSonata.npy added to training set. 2021-12-11 10:06:53 | INFO : - file 2422_Beethoven_OP2NO1_PianoSonata.npy added to training set. 2021-12-11 10:06:55 | INFO : - file 2483_Beethoven_OP18NO5_StringQuartet.npy added to training set. 2021-12-11 10:06:56 | INFO : - file 2342_Beethoven_OP30NO3_ViolinSonata.npy added to validation set. 2021-12-11 10:07:00 | INFO : - file 2366_Beethoven_OP127_StringQuartet.npy added to training set. 2021-12-11 10:07:00 | INFO : - file 2358_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-11 10:07:01 | INFO : - file 2555_Beethoven_OP109_PianoSonata.npy added to training set. 2021-12-11 10:07:03 | INFO : - file 2622_Beethoven_OP59NO1_StringQuartet.npy added to training set. 2021-12-11 10:07:04 | INFO : - file 2289_Bach_BWV1002_ViolinPartita.npy added to validation set. 2021-12-11 10:07:05 | INFO : - file 2080_Cambini_JOHN2_WindQuintet.npy added to training set. 2021-12-11 10:07:07 | INFO : - file 2588_Beethoven_OP26_PianoSonata.npy added to training set. 2021-12-11 10:07:08 | INFO : - file 2494_Beethoven_OP95_StringQuartet.npy added to training set. 2021-12-11 10:07:10 | INFO : - file 1789_Mozart_K465_StringQuartet.npy added to training set. 2021-12-11 10:07:13 | INFO : - file 2168_Faure_OP45_PianoQuartet.npy added to training set. 2021-12-11 10:07:15 | INFO : - file 1859_Mozart_K464_StringQuartet.npy added to training set. 2021-12-11 10:07:16 | INFO : - file 2586_Beethoven_OP102NO1_CelloSonata.npy added to training set. 2021-12-11 10:07:18 | INFO : - file 2478_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-11 10:07:22 | INFO : - file 2315_Beethoven_OP132_StringQuartet.npy added to validation set. 2021-12-11 10:07:23 | INFO : - file 2201_Bach_BWV861_WTKI.npy added to training set. 2021-12-11 10:07:24 | INFO : - file 2572_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-11 10:07:24 | INFO : - file 2238_Bach_BWV868_WTKI.npy added to training set. 2021-12-11 10:07:24 | INFO : - file 2248_Bach_BWV854_WTKI.npy added to training set. 2021-12-11 10:07:27 | INFO : - file 1735_Schubert_D959_PianoSonata.npy added to training set. 2021-12-11 10:07:28 | INFO : - file 2308_Bach_BWV863_WTKI.npy added to training set. 2021-12-11 10:07:32 | INFO : - file 2154_Brahms_OP18_StringSextet.npy added to training set. 2021-12-11 10:07:33 | INFO : - file 2140_Brahms_OP51NO1_StringQuartet.npy added to training set. 2021-12-11 10:07:34 | INFO : - file 2077_Cambini_JOHN1_WindQuintet.npy added to training set. 2021-12-11 10:07:36 | INFO : - file 1807_Mozart_K387_StringQuartet.npy added to validation set. 2021-12-11 10:07:39 | INFO : - file 2406_Beethoven_OP110_PianoSonata.npy added to training set. 2021-12-11 10:07:41 | INFO : - file 1772_Schubert_D568_PianoSonata.npy added to training set. 2021-12-11 10:07:41 | INFO : - file 2156_Brahms_OP18_StringSextet.npy added to training set. 2021-12-11 10:07:44 | INFO : - file 1757_Schubert_D958_PianoSonata.npy added to training set. 2021-12-11 10:07:47 | INFO : - file 2436_Beethoven_OP53_PianoSonata.npy added to training set. 2021-12-11 10:07:48 | INFO : - file 2364_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-11 10:07:49 | INFO : - file 2538_Beethoven_OP49NO2_PianoSonata.npy added to training set. 2021-12-11 10:07:50 | INFO : - file 2336_Beethoven_OP30NO3_ViolinSonata.npy added to training set. 2021-12-11 10:07:52 | INFO : - file 2466_Beethoven_OP23_ViolinSonata.npy added to training set. 2021-12-11 10:07:53 | INFO : - file 2677_Beethoven_OP14NO1_PianoSonata.npy added to training set. 2021-12-11 10:07:55 | INFO : - file 2081_Cambini_JOHN3_WindQuintet.npy added to validation set. 2021-12-11 10:07:57 | INFO : - file 2151_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-11 10:07:59 | INFO : - file 2512_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-11 10:08:00 | INFO : - file 2083_Cambini_JOHN3_WindQuintet.npy added to validation set. 2021-12-11 10:08:02 | INFO : - file 2368_Beethoven_OP127_StringQuartet.npy added to training set. 2021-12-11 10:08:03 | INFO : - file 2082_Cambini_JOHN3_WindQuintet.npy added to validation set. 2021-12-11 10:08:04 | INFO : - file 2178_Ravel_35_StringQuartet.npy added to training set. 2021-12-11 10:08:07 | INFO : - file 2322_Beethoven_OP57_PianoSonata.npy added to training set. 2021-12-11 10:08:08 | INFO : - file 2633_Beethoven_OP14NO2_PianoSonata.npy added to validation set. 2021-12-11 10:08:09 | INFO : - file 2220_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-11 10:08:11 | INFO : - file 1828_Mozart_K542_PianoTrio.npy added to validation set. 2021-12-11 10:08:12 | INFO : - file 2527_Beethoven_OP10NO1_PianoSonata.npy added to training set. 2021-12-11 10:08:13 | INFO : - file 2540_Beethoven_OP101_PianoSonata.npy added to training set. 2021-12-11 10:08:15 | INFO : - file 2582_Beethoven_OP54_PianoSonata.npy added to training set. 2021-12-11 10:08:16 | INFO : - file 2225_Bach_BWV852_WTKI.npy added to training set. 2021-12-11 10:08:17 | INFO : - file 1876_Mozart_K496_PianoTrio.npy added to training set. 2021-12-11 10:08:20 | INFO : - file 2593_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-11 10:08:22 | INFO : - file 2482_Beethoven_OP18NO5_StringQuartet.npy added to training set. 2021-12-11 10:08:24 | INFO : - file 2341_Beethoven_OP30NO3_ViolinSonata.npy added to validation set. 2021-12-11 10:08:25 | INFO : - file 2288_Bach_BWV1002_ViolinPartita.npy added to training set. 2021-12-11 10:08:27 | INFO : - file 2504_Beethoven_OP103_Octetin.npy added to training set. 2021-12-11 10:08:29 | INFO : - file 2381_Beethoven_OP130_StringQuartet.npy added to training set. 2021-12-11 10:08:30 | INFO : - file 2104_Haydn_OP64NO5_QuartetNo.npy added to training set. 2021-12-11 10:08:32 | INFO : - file 2365_Beethoven_OP127_StringQuartet.npy added to training set. 2021-12-11 10:08:34 | INFO : - file 1739_Schubert_OP99_PianoTrio.npy added to training set. 2021-12-11 10:08:38 | INFO : - file 1750_Schubert_D845_PianoSonata.npy added to training set. 2021-12-11 10:08:39 | INFO : - file 2473_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-11 10:08:40 | INFO : - file 2180_Ravel_35_StringQuartet.npy added to training set. 2021-12-11 10:08:43 | INFO : - file 2397_Beethoven_OP47_ViolinSonata.npy added to training set. 2021-12-11 10:08:45 | INFO : - file 2626_Beethoven_OP96_ViolinSonata.npy added to training set. 2021-12-11 10:08:47 | INFO : - file 1730_Schubert_OP114_PianoQuintet.npy added to training set. 2021-12-11 10:08:48 | INFO : - file 2522_Beethoven_OP69_CelloSonata.npy added to training set. 2021-12-11 10:08:49 | INFO : - file 2619_Beethoven_OP10NO2_PianoSonata.npy added to training set. 2021-12-11 10:08:50 | INFO : - file 2234_Bach_BWV856_WTKI.npy added to training set. 2021-12-11 10:08:51 | INFO : - file 2618_Beethoven_OP10NO2_PianoSonata.npy added to training set. 2021-12-11 10:08:53 | INFO : - file 2161_Brahms_OP40_HornTrio.npy added to training set. 2021-12-11 10:08:56 | INFO : - file 2166_Faure_OP45_PianoQuartet.npy added to training set. 2021-12-11 10:08:58 | INFO : - file 2319_Beethoven_OP38_Trioin.npy added to training set. 2021-12-11 10:09:00 | INFO : - file 2590_Beethoven_OP26_PianoSonata.npy added to training set. 2021-12-11 10:09:00 | INFO : ######## Training set MusicNet generated, length 133177 ###### 2021-12-11 10:09:00 | INFO : ######## Validation set MusicNet generated, length 15491 ###### 2021-12-11 10:09:01 | INFO : - file Schubert_D911-06_AL98.npy added to training set. 2021-12-11 10:09:02 | INFO : - file Schubert_D911-11_OL06.npy added to training set. 2021-12-11 10:09:03 | INFO : - file Schubert_D911-10_FI80.npy added to training set. 2021-12-11 10:09:04 | INFO : - file Schubert_D911-05_FI80.npy added to training set. 2021-12-11 10:09:05 | INFO : - file Schubert_D911-06_QU98.npy added to training set. 2021-12-11 10:09:06 | INFO : - file Schubert_D911-04_FI80.npy added to training set. 2021-12-11 10:09:07 | INFO : - file Schubert_D911-05_QU98.npy added to training set. 2021-12-11 10:09:08 | INFO : - file Schubert_D911-12_AL98.npy added to training set. 2021-12-11 10:09:09 | INFO : - file Schubert_D911-10_AL98.npy added to training set. 2021-12-11 10:09:09 | INFO : - file Schubert_D911-04_FI55.npy added to training set. 2021-12-11 10:09:10 | INFO : - file Schubert_D911-04_AL98.npy added to training set. 2021-12-11 10:09:11 | INFO : - file Schubert_D911-14_TR99.npy added to validation set. 2021-12-11 10:09:12 | INFO : - file Schubert_D911-10_FI55.npy added to training set. 2021-12-11 10:09:12 | INFO : - file Schubert_D911-02_FI55.npy added to training set. 2021-12-11 10:09:13 | INFO : - file Schubert_D911-03_AL98.npy added to training set. 2021-12-11 10:09:14 | INFO : - file Schubert_D911-10_OL06.npy added to training set. 2021-12-11 10:09:14 | INFO : - file Schubert_D911-15_FI66.npy added to validation set. 2021-12-11 10:09:16 | INFO : - file Schubert_D911-05_FI55.npy added to training set. 2021-12-11 10:09:16 | INFO : - file Schubert_D911-09_FI55.npy added to training set. 2021-12-11 10:09:17 | INFO : - file Schubert_D911-13_OL06.npy added to training set. 2021-12-11 10:09:17 | INFO : - file Schubert_D911-03_QU98.npy added to training set. 2021-12-11 10:09:18 | INFO : - file Schubert_D911-15_TR99.npy added to validation set. 2021-12-11 10:09:19 | INFO : - file Schubert_D911-13_QU98.npy added to training set. 2021-12-11 10:09:19 | INFO : - file Schubert_D911-13_AL98.npy added to training set. 2021-12-11 10:09:20 | INFO : - file Schubert_D911-08_FI80.npy added to training set. 2021-12-11 10:09:20 | INFO : - file Schubert_D911-13_FI80.npy added to training set. 2021-12-11 10:09:21 | INFO : - file Schubert_D911-16_FI66.npy added to validation set. 2021-12-11 10:09:22 | INFO : - file Schubert_D911-03_OL06.npy added to training set. 2021-12-11 10:09:23 | INFO : - file Schubert_D911-11_FI55.npy added to training set. 2021-12-11 10:09:23 | INFO : - file Schubert_D911-02_OL06.npy added to training set. 2021-12-11 10:09:24 | INFO : - file Schubert_D911-06_FI80.npy added to training set. 2021-12-11 10:09:26 | INFO : - file Schubert_D911-01_FI80.npy added to training set. 2021-12-11 10:09:27 | INFO : - file Schubert_D911-01_AL98.npy added to training set. 2021-12-11 10:09:29 | INFO : - file Schubert_D911-01_OL06.npy added to training set. 2021-12-11 10:09:29 | INFO : - file Schubert_D911-16_TR99.npy added to validation set. 2021-12-11 10:09:30 | INFO : - file Schubert_D911-03_FI80.npy added to training set. 2021-12-11 10:09:31 | INFO : - file Schubert_D911-04_QU98.npy added to training set. 2021-12-11 10:09:32 | INFO : - file Schubert_D911-11_AL98.npy added to training set. 2021-12-11 10:09:33 | INFO : - file Schubert_D911-10_QU98.npy added to training set. 2021-12-11 10:09:33 | INFO : - file Schubert_D911-13_FI55.npy added to training set. 2021-12-11 10:09:34 | INFO : - file Schubert_D911-09_AL98.npy added to training set. 2021-12-11 10:09:36 | INFO : - file Schubert_D911-01_QU98.npy added to training set. 2021-12-11 10:09:36 | INFO : - file Schubert_D911-04_OL06.npy added to training set. 2021-12-11 10:09:38 | INFO : - file Schubert_D911-05_AL98.npy added to training set. 2021-12-11 10:09:38 | INFO : - file Schubert_D911-02_QU98.npy added to training set. 2021-12-11 10:09:39 | INFO : - file Schubert_D911-07_OL06.npy added to training set. 2021-12-11 10:09:40 | INFO : - file Schubert_D911-11_FI80.npy added to training set. 2021-12-11 10:09:41 | INFO : - file Schubert_D911-06_OL06.npy added to training set. 2021-12-11 10:09:42 | INFO : - file Schubert_D911-07_QU98.npy added to training set. 2021-12-11 10:09:44 | INFO : - file Schubert_D911-01_FI55.npy added to training set. 2021-12-11 10:09:45 | INFO : - file Schubert_D911-03_FI55.npy added to training set. 2021-12-11 10:09:46 | INFO : - file Schubert_D911-05_OL06.npy added to training set. 2021-12-11 10:09:47 | INFO : - file Schubert_D911-12_QU98.npy added to training set. 2021-12-11 10:09:48 | INFO : - file Schubert_D911-14_FI66.npy added to validation set. 2021-12-11 10:09:49 | INFO : - file Schubert_D911-11_QU98.npy added to training set. 2021-12-11 10:09:50 | INFO : - file Schubert_D911-06_FI55.npy added to training set. 2021-12-11 10:09:51 | INFO : - file Schubert_D911-02_AL98.npy added to training set. 2021-12-11 10:09:51 | INFO : - file Schubert_D911-09_OL06.npy added to training set. 2021-12-11 10:09:52 | INFO : - file Schubert_D911-12_FI80.npy added to training set. 2021-12-11 10:09:53 | INFO : - file Schubert_D911-08_OL06.npy added to training set. 2021-12-11 10:09:54 | INFO : - file Schubert_D911-09_FI80.npy added to training set. 2021-12-11 10:09:54 | INFO : - file Schubert_D911-09_QU98.npy added to training set. 2021-12-11 10:09:55 | INFO : - file Schubert_D911-07_FI55.npy added to training set. 2021-12-11 10:09:56 | INFO : - file Schubert_D911-02_FI80.npy added to training set. 2021-12-11 10:09:56 | INFO : - file Schubert_D911-08_QU98.npy added to training set. 2021-12-11 10:09:57 | INFO : - file Schubert_D911-08_FI55.npy added to training set. 2021-12-11 10:09:58 | INFO : - file Schubert_D911-07_FI80.npy added to training set. 2021-12-11 10:09:59 | INFO : - file Schubert_D911-07_AL98.npy added to training set. 2021-12-11 10:10:00 | INFO : - file Schubert_D911-12_FI55.npy added to training set. 2021-12-11 10:10:00 | INFO : - file Schubert_D911-08_AL98.npy added to training set. 2021-12-11 10:10:01 | INFO : - file Schubert_D911-12_OL06.npy added to training set. 2021-12-11 10:10:01 | INFO : ######## Training set SchubertWR generated, length 92820 ###### 2021-12-11 10:10:01 | INFO : ######## Validation set SchubertWR generated, length 9466 ###### 2021-12-11 10:10:01 | INFO : - file 01-AchGottundHerr.npy added to training set. 2021-12-11 10:10:01 | INFO : - file 06-DieSonne.npy added to validation set. 2021-12-11 10:10:01 | INFO : - file 05-DieNacht.npy added to validation set. 2021-12-11 10:10:02 | INFO : - file 03-ChristederdubistTagundLicht.npy added to training set. 2021-12-11 10:10:02 | INFO : - file 02-AchLiebenChristen.npy added to training set. 2021-12-11 10:10:02 | INFO : - file 04-ChristeDuBeistand.npy added to training set. 2021-12-11 10:10:02 | INFO : ######## Training set Bach10 generated, length 5421 ###### 2021-12-11 10:10:02 | INFO : ######## Validation set Bach10 generated, length 2827 ###### 2021-12-11 10:10:02 | INFO : - file mahler.npy added to training set. 2021-12-11 10:10:03 | INFO : - file beethoven.npy added to training set. 2021-12-11 10:10:03 | INFO : ######## Training set PHENICX-Anechoic generated, length 6884 ###### 2021-12-11 10:10:04 | INFO : - file CSD_Traditional_ElRossinyol.npy added to training set. 2021-12-11 10:10:05 | INFO : - file CSD_Guerrero_NinoDios_noalt.npy added to validation set. 2021-12-11 10:10:05 | INFO : - file CSD_Guerrero_NinoDios_nosop.npy added to validation set. 2021-12-11 10:10:05 | INFO : - file CSD_Guerrero_NinoDios_nobas.npy added to validation set. 2021-12-11 10:10:06 | INFO : - file CSD_Guerrero_NinoDios_noten.npy added to validation set. 2021-12-11 10:10:06 | INFO : - file CSD_Traditional_ElRossinyol_nobas.npy added to training set. 2021-12-11 10:10:07 | INFO : - file CSD_Traditional_ElRossinyol_noten.npy added to training set. 2021-12-11 10:10:08 | INFO : - file CSD_Traditional_ElRossinyol_nosop.npy added to training set. 2021-12-11 10:10:08 | INFO : - file CSD_Traditional_ElRossinyol_noalt.npy added to training set. 2021-12-11 10:10:09 | INFO : - file CSD_Guerrero_NinoDios.npy added to validation set. 2021-12-11 10:10:09 | INFO : ######## Training set ChoralSingingDataset generated, length 7274 ###### 2021-12-11 10:10:09 | INFO : ######## Validation set ChoralSingingDataset generated, length 5555 ###### 2021-12-11 10:10:09 | INFO : Training set & loader generated, length 245576 2021-12-11 10:10:09 | INFO : Validation set & loader generated, length 33339 2021-12-11 10:10:09 | INFO : ###################### START TRAINING ###################### 2021-12-11 10:19:06 | INFO : Epoch #0 finished. Train Loss: 0.0856, Val Loss: 0.0738 with lr: 0.00100 2021-12-11 10:19:06 | INFO : .... model of epoch 0 saved. 2021-12-11 10:28:00 | INFO : Epoch #1 finished. Train Loss: 0.0735, Val Loss: 0.0699 with lr: 0.00100 2021-12-11 10:28:00 | INFO : .... model of epoch #1 saved. 2021-12-11 10:36:53 | INFO : Epoch #2 finished. Train Loss: 0.0693, Val Loss: 0.0698 with lr: 0.00100 2021-12-11 10:36:53 | INFO : .... model of epoch #2 saved. 2021-12-11 10:45:46 | INFO : Epoch #3 finished. Train Loss: 0.0666, Val Loss: 0.0667 with lr: 0.00100 2021-12-11 10:45:46 | INFO : .... model of epoch #3 saved. 2021-12-11 10:54:40 | INFO : Epoch #4 finished. Train Loss: 0.0649, Val Loss: 0.0667 with lr: 0.00100 2021-12-11 10:54:40 | INFO : .... model of epoch #4 saved. 2021-12-11 11:03:33 | INFO : Epoch #5 finished. Train Loss: 0.0633, Val Loss: 0.0683 with lr: 0.00100 2021-12-11 11:12:27 | INFO : Epoch #6 finished. Train Loss: 0.0626, Val Loss: 0.0666 with lr: 0.00100 2021-12-11 11:12:27 | INFO : .... model of epoch #6 saved. 2021-12-11 11:21:21 | INFO : Epoch #7 finished. Train Loss: 0.0614, Val Loss: 0.0655 with lr: 0.00100 2021-12-11 11:21:21 | INFO : .... model of epoch #7 saved. 2021-12-11 11:30:14 | INFO : Epoch #8 finished. Train Loss: 0.0604, Val Loss: 0.0681 with lr: 0.00100 2021-12-11 11:39:07 | INFO : Epoch #9 finished. Train Loss: 0.0596, Val Loss: 0.0667 with lr: 0.00100 2021-12-11 11:48:01 | INFO : Epoch #10 finished. Train Loss: 0.0586, Val Loss: 0.0691 with lr: 0.00100 2021-12-11 11:56:55 | INFO : Epoch #11 finished. Train Loss: 0.0581, Val Loss: 0.0682 with lr: 0.00100 2021-12-11 12:05:49 | INFO : Epoch #12 finished. Train Loss: 0.0575, Val Loss: 0.0694 with lr: 0.00100 2021-12-11 12:14:42 | INFO : Epoch #13 finished. Train Loss: 0.0573, Val Loss: 0.0684 with lr: 0.00100 2021-12-11 12:23:36 | INFO : Epoch #14 finished. Train Loss: 0.0540, Val Loss: 0.0681 with lr: 0.00050 2021-12-11 12:32:30 | INFO : Epoch #15 finished. Train Loss: 0.0530, Val Loss: 0.0670 with lr: 0.00050 2021-12-11 12:41:24 | INFO : Epoch #16 finished. Train Loss: 0.0529, Val Loss: 0.0696 with lr: 0.00050 2021-12-11 12:50:17 | INFO : Epoch #17 finished. Train Loss: 0.0524, Val Loss: 0.0687 with lr: 0.00050 2021-12-11 12:59:11 | INFO : Epoch #18 finished. Train Loss: 0.0520, Val Loss: 0.0687 with lr: 0.00050 2021-12-11 13:08:05 | INFO : Epoch #19 finished. Train Loss: 0.0517, Val Loss: 0.0680 with lr: 0.00050 2021-12-11 13:08:05 | INFO : ### trained model saved in /tsi/clusterhome/cweiss/models/exp213g_traintest_bigmix_aligned_pitch_unet_medium_test10files_augall_AdamW_smallepochs_rerun2.pt 2021-12-11 13:08:05 | INFO : ###################### START TESTING ###################### 2021-12-11 13:08:29 | INFO : file 2106_Haydn_OP64NO5_QuartetNo.npy tested. Av. Prec: 0.7041784060390531 2021-12-11 13:08:44 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Av. Prec: 0.7872850621952704 2021-12-11 13:08:56 | INFO : file 2416_Beethoven_OP71_Sextetin.npy tested. Av. Prec: 0.6532427357841986 2021-12-11 13:09:05 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Av. Prec: 0.767699134857121 2021-12-11 13:09:21 | INFO : file 1759_Schubert_D958_PianoSonata.npy tested. Av. Prec: 0.7852220455954029 2021-12-11 13:09:31 | INFO : file 2191_Bach_BWV1006_ViolinPartita.npy tested. Av. Prec: 0.7861256989036294 2021-12-11 13:10:10 | INFO : file 2629_Beethoven_OP96_ViolinSonata.npy tested. Av. Prec: 0.8115427660726344 2021-12-11 13:10:20 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Av. Prec: 0.4960810436497646 2021-12-11 13:10:33 | INFO : file 2556_Beethoven_OP109_PianoSonata.npy tested. Av. Prec: 0.8160022046965896 2021-12-11 13:10:46 | INFO : file 2298_Bach_BWV1010_CelloSuite.npy tested. Av. Prec: 0.7243572776866973 2021-12-11 13:10:46 | INFO : ### Dataset MusicNet tested. Individual results: ################################ 2021-12-11 13:10:46 | INFO : Mean precision: 0.6644011623306989 2021-12-11 13:10:46 | INFO : Mean recall: 0.7405002135001624 2021-12-11 13:10:46 | INFO : Mean f_measure: 0.6962125135774078 2021-12-11 13:10:46 | INFO : Mean cosine_sim: 0.7293225342005434 2021-12-11 13:10:46 | INFO : Mean binary_crossentropy: 0.07331831129357898 2021-12-11 13:10:46 | INFO : Mean euclidean_distance: 0.9087954732779642 2021-12-11 13:10:46 | INFO : Mean binary_accuracy: 0.979216652011158 2021-12-11 13:10:46 | INFO : Mean soft_accuracy: 0.9708137950852229 2021-12-11 13:10:46 | INFO : Mean accum_energy: 0.5536199377838353 2021-12-11 13:10:46 | INFO : Mean roc_auc_measure: 0.9836251605966984 2021-12-11 13:10:46 | INFO : Mean average_precision_score: 0.7331736375480362 2021-12-11 13:10:46 | INFO : Mean Precision: 0.6644011623306989 2021-12-11 13:10:46 | INFO : Mean Recall: 0.7405002135001624 2021-12-11 13:10:46 | INFO : Mean Accuracy: 0.5378642127036843 2021-12-11 13:10:46 | INFO : Mean Substitution Error: 0.1350433176618994 2021-12-11 13:10:46 | INFO : Mean Miss Error: 0.12445646883793815 2021-12-11 13:10:46 | INFO : Mean False Alarm Error: 0.2588839387989908 2021-12-11 13:10:46 | INFO : Mean Total Error: 0.5183837252988284 2021-12-11 13:10:46 | INFO : Mean Chroma Precision: 0.6864910597990541 2021-12-11 13:10:46 | INFO : Mean Chroma Recall: 0.7647901189805967 2021-12-11 13:10:46 | INFO : Mean Chroma Accuracy: 0.564781087996291 2021-12-11 13:10:46 | INFO : Mean Chroma Substitution Error: 0.1107534121814651 2021-12-11 13:10:46 | INFO : Mean Chroma Miss Error: 0.12445646883793815 2021-12-11 13:10:46 | INFO : Mean Chroma False Alarm Error: 0.2588839387989908 2021-12-11 13:10:46 | INFO : Mean Chroma Total Error: 0.4940938198183941 2021-12-11 13:10:46 | INFO : 2021-12-11 13:10:46 | INFO : Framewise precision: 0.6972163655449027 2021-12-11 13:10:46 | INFO : Framewise recall: 0.7297281795734413 2021-12-11 13:10:46 | INFO : Framewise f_measure: 0.7073585189723868 2021-12-11 13:10:46 | INFO : Framewise cosine_sim: 0.7413860861001423 2021-12-11 13:10:46 | INFO : Framewise binary_crossentropy: 0.08355424400739686 2021-12-11 13:10:46 | INFO : Framewise euclidean_distance: 0.9768819230446038 2021-12-11 13:10:46 | INFO : Framewise binary_accuracy: 0.977220894014532 2021-12-11 13:10:46 | INFO : Framewise soft_accuracy: 0.967914446054452 2021-12-11 13:10:46 | INFO : Framewise accum_energy: 0.5539865945745798 2021-12-11 13:10:46 | INFO : Framewise roc_auc_measure: 0.981996973795686 2021-12-11 13:10:46 | INFO : Framewise average_precision_score: 0.75157696755154 2021-12-11 13:10:46 | INFO : Framewise Precision: 0.6972163655449027 2021-12-11 13:10:46 | INFO : Framewise Recall: 0.7297281795734413 2021-12-11 13:10:46 | INFO : Framewise Accuracy: 0.5501718631286805 2021-12-11 13:10:46 | INFO : Framewise Substitution Error: 0.1263818771638206 2021-12-11 13:10:46 | INFO : Framewise Miss Error: 0.14388994326273843 2021-12-11 13:10:46 | INFO : Framewise False Alarm Error: 0.21510163003349597 2021-12-11 13:10:46 | INFO : Framewise Total Error: 0.48537345046005503 2021-12-11 13:10:46 | INFO : Framewise Chroma Precision: 0.7211147092074427 2021-12-11 13:10:46 | INFO : Framewise Chroma Recall: 0.7543583970685749 2021-12-11 13:10:46 | INFO : Framewise Chroma Accuracy: 0.5791837737714093 2021-12-11 13:10:46 | INFO : Framewise Chroma Substitution Error: 0.10175165966868706 2021-12-11 13:10:46 | INFO : Framewise Chroma Miss Error: 0.14388994326273843 2021-12-11 13:10:46 | INFO : Framewise Chroma False Alarm Error: 0.21510163003349597 2021-12-11 13:10:46 | INFO : Framewise Chroma Total Error: 0.4607432329649214 2021-12-11 13:11:05 | INFO : file Schubert_D911-20_SC06.npy tested. Av. Prec: 0.9139996088478186 2021-12-11 13:11:24 | INFO : file Schubert_D911-21_SC06.npy tested. Av. Prec: 0.8888434733280424 2021-12-11 13:11:42 | INFO : file Schubert_D911-21_HU33.npy tested. Av. Prec: 0.9034741551467681 2021-12-11 13:11:47 | INFO : file Schubert_D911-18_HU33.npy tested. Av. Prec: 0.8201175633584291 2021-12-11 13:11:55 | INFO : file Schubert_D911-22_HU33.npy tested. Av. Prec: 0.800814305986466 2021-12-11 13:12:11 | INFO : file Schubert_D911-23_HU33.npy tested. Av. Prec: 0.8539386277710219 2021-12-11 13:12:31 | INFO : file Schubert_D911-20_HU33.npy tested. Av. Prec: 0.8996480552894538 2021-12-11 13:12:36 | INFO : file Schubert_D911-18_SC06.npy tested. Av. Prec: 0.8272699090003457 2021-12-11 13:12:43 | INFO : file Schubert_D911-22_SC06.npy tested. Av. Prec: 0.8874831729920428 2021-12-11 13:12:59 | INFO : file Schubert_D911-24_HU33.npy tested. Av. Prec: 0.8616648585055723 2021-12-11 13:13:06 | INFO : file Schubert_D911-19_SC06.npy tested. Av. Prec: 0.8138516715251881 2021-12-11 13:13:20 | INFO : file Schubert_D911-23_SC06.npy tested. Av. Prec: 0.8805191066942292 2021-12-11 13:13:37 | INFO : file Schubert_D911-24_SC06.npy tested. Av. Prec: 0.8708933700728114 2021-12-11 13:13:53 | INFO : file Schubert_D911-17_HU33.npy tested. Av. Prec: 0.7757263536616197 2021-12-11 13:14:09 | INFO : file Schubert_D911-17_SC06.npy tested. Av. Prec: 0.695927797542278 2021-12-11 13:14:15 | INFO : file Schubert_D911-19_HU33.npy tested. Av. Prec: 0.5884571167010444 2021-12-11 13:14:15 | INFO : ### Dataset Schubert_Winterreise tested. Individual results: ################################ 2021-12-11 13:14:15 | INFO : Mean precision: 0.7796874031362523 2021-12-11 13:14:15 | INFO : Mean recall: 0.754759272391661 2021-12-11 13:14:15 | INFO : Mean f_measure: 0.7646936557159667 2021-12-11 13:14:15 | INFO : Mean cosine_sim: 0.7998617681258988 2021-12-11 13:14:15 | INFO : Mean binary_crossentropy: 0.0893113987429327 2021-12-11 13:14:15 | INFO : Mean euclidean_distance: 1.0315673101612475 2021-12-11 13:14:15 | INFO : Mean binary_accuracy: 0.9760519354689156 2021-12-11 13:14:15 | INFO : Mean soft_accuracy: 0.9666584380278015 2021-12-11 13:14:15 | INFO : Mean accum_energy: 0.6046269803625662 2021-12-11 13:14:15 | INFO : Mean roc_auc_measure: 0.985385988454494 2021-12-11 13:14:15 | INFO : Mean average_precision_score: 0.8301643216514458 2021-12-11 13:14:15 | INFO : Mean Precision: 0.7796874031362523 2021-12-11 13:14:15 | INFO : Mean Recall: 0.754759272391661 2021-12-11 13:14:15 | INFO : Mean Accuracy: 0.6234771787358803 2021-12-11 13:14:15 | INFO : Mean Substitution Error: 0.09151735963271215 2021-12-11 13:14:15 | INFO : Mean Miss Error: 0.15372336797562708 2021-12-11 13:14:15 | INFO : Mean False Alarm Error: 0.12601039972100514 2021-12-11 13:14:15 | INFO : Mean Total Error: 0.3712511273293444 2021-12-11 13:14:15 | INFO : Mean Chroma Precision: 0.8101989961289237 2021-12-11 13:14:15 | INFO : Mean Chroma Recall: 0.7840549791735756 2021-12-11 13:14:15 | INFO : Mean Chroma Accuracy: 0.6622003141652743 2021-12-11 13:14:15 | INFO : Mean Chroma Substitution Error: 0.06222165285079732 2021-12-11 13:14:15 | INFO : Mean Chroma Miss Error: 0.15372336797562708 2021-12-11 13:14:15 | INFO : Mean Chroma False Alarm Error: 0.12601039972100514 2021-12-11 13:14:15 | INFO : Mean Chroma Total Error: 0.3419554205474296 2021-12-11 13:14:15 | INFO : 2021-12-11 13:14:15 | INFO : Framewise precision: 0.7869824615941976 2021-12-11 13:14:15 | INFO : Framewise recall: 0.7793797172132367 2021-12-11 13:14:15 | INFO : Framewise f_measure: 0.7811644751879167 2021-12-11 13:14:15 | INFO : Framewise cosine_sim: 0.8105511550147863 2021-12-11 13:14:15 | INFO : Framewise binary_crossentropy: 0.08339606058606973 2021-12-11 13:14:15 | INFO : Framewise euclidean_distance: 0.9988081489712585 2021-12-11 13:14:15 | INFO : Framewise binary_accuracy: 0.9774151885744852 2021-12-11 13:14:15 | INFO : Framewise soft_accuracy: 0.9685430849625803 2021-12-11 13:14:15 | INFO : Framewise accum_energy: 0.6304228394370363 2021-12-11 13:14:15 | INFO : Framewise roc_auc_measure: 0.9875860144516538 2021-12-11 13:14:15 | INFO : Framewise average_precision_score: 0.8467770079992049 2021-12-11 13:14:15 | INFO : Framewise Precision: 0.7869824615941976 2021-12-11 13:14:15 | INFO : Framewise Recall: 0.7793797172132367 2021-12-11 13:14:15 | INFO : Framewise Accuracy: 0.644625430257754 2021-12-11 13:14:15 | INFO : Framewise Substitution Error: 0.08207529652886512 2021-12-11 13:14:15 | INFO : Framewise Miss Error: 0.1385449862578981 2021-12-11 13:14:15 | INFO : Framewise False Alarm Error: 0.1340628909363863 2021-12-11 13:14:15 | INFO : Framewise Total Error: 0.35468317372314956 2021-12-11 13:14:15 | INFO : Framewise Chroma Precision: 0.8128758863448199 2021-12-11 13:14:15 | INFO : Framewise Chroma Recall: 0.8051223790706025 2021-12-11 13:14:15 | INFO : Framewise Chroma Accuracy: 0.679401879939686 2021-12-11 13:14:15 | INFO : Framewise Chroma Substitution Error: 0.05633263467149942 2021-12-11 13:14:15 | INFO : Framewise Chroma Miss Error: 0.1385449862578981 2021-12-11 13:14:15 | INFO : Framewise Chroma False Alarm Error: 0.1340628909363863 2021-12-11 13:14:15 | INFO : Framewise Chroma Total Error: 0.32894051186578377 2021-12-11 13:14:19 | INFO : file 09-Jesus.npy tested. Av. Prec: 0.9766978446798235 2021-12-11 13:14:22 | INFO : file 07-HerrGott.npy tested. Av. Prec: 0.9787298133979807 2021-12-11 13:14:27 | INFO : file 10-NunBitten.npy tested. Av. Prec: 0.9779607307657712 2021-12-11 13:14:31 | INFO : file 08-FuerDeinenThron.npy tested. Av. Prec: 0.9799882205349688 2021-12-11 13:14:31 | INFO : ### Dataset Bach10 tested. Individual results: ################################ 2021-12-11 13:14:31 | INFO : Mean precision: 0.881420687724019 2021-12-11 13:14:31 | INFO : Mean recall: 0.9637137093616127 2021-12-11 13:14:31 | INFO : Mean f_measure: 0.9205778803442753 2021-12-11 13:14:31 | INFO : Mean cosine_sim: 0.8753235940863544 2021-12-11 13:14:31 | INFO : Mean binary_crossentropy: 0.028395802826101622 2021-12-11 13:14:31 | INFO : Mean euclidean_distance: 0.5016122108966428 2021-12-11 13:14:31 | INFO : Mean binary_accuracy: 0.9921112048746298 2021-12-11 13:14:31 | INFO : Mean soft_accuracy: 0.9868271779478144 2021-12-11 13:14:31 | INFO : Mean accum_energy: 0.793687420435425 2021-12-11 13:14:31 | INFO : Mean roc_auc_measure: 0.998826932671619 2021-12-11 13:14:31 | INFO : Mean average_precision_score: 0.9783441523446359 2021-12-11 13:14:31 | INFO : Mean Precision: 0.881420687724019 2021-12-11 13:14:31 | INFO : Mean Recall: 0.9637137093616127 2021-12-11 13:14:31 | INFO : Mean Accuracy: 0.8529764260170393 2021-12-11 13:14:31 | INFO : Mean Substitution Error: 0.016852920659242765 2021-12-11 13:14:31 | INFO : Mean Miss Error: 0.019433369979144546 2021-12-11 13:14:31 | INFO : Mean False Alarm Error: 0.11332049644404696 2021-12-11 13:14:31 | INFO : Mean Total Error: 0.14960678708243424 2021-12-11 13:14:31 | INFO : Mean Chroma Precision: 0.8833736714234344 2021-12-11 13:14:31 | INFO : Mean Chroma Recall: 0.9658492288033146 2021-12-11 13:14:31 | INFO : Mean Chroma Accuracy: 0.8565165342819425 2021-12-11 13:14:31 | INFO : Mean Chroma Substitution Error: 0.014717401217540869 2021-12-11 13:14:31 | INFO : Mean Chroma Miss Error: 0.019433369979144546 2021-12-11 13:14:31 | INFO : Mean Chroma False Alarm Error: 0.11332049644404696 2021-12-11 13:14:31 | INFO : Mean Chroma Total Error: 0.14747126764073237 2021-12-11 13:14:31 | INFO : 2021-12-11 13:14:31 | INFO : Framewise precision: 0.880198009884664 2021-12-11 13:14:31 | INFO : Framewise recall: 0.9644730610209222 2021-12-11 13:14:31 | INFO : Framewise f_measure: 0.920249076480797 2021-12-11 13:14:31 | INFO : Framewise cosine_sim: 0.8752570611496957 2021-12-11 13:14:31 | INFO : Framewise binary_crossentropy: 0.028418321467172682 2021-12-11 13:14:31 | INFO : Framewise euclidean_distance: 0.5020438939935543 2021-12-11 13:14:31 | INFO : Framewise binary_accuracy: 0.9920718301912487 2021-12-11 13:14:31 | INFO : Framewise soft_accuracy: 0.9868154883008885 2021-12-11 13:14:31 | INFO : Framewise accum_energy: 0.7947249534783342 2021-12-11 13:14:31 | INFO : Framewise roc_auc_measure: 0.9988389068007901 2021-12-11 13:14:31 | INFO : Framewise average_precision_score: 0.9783783174202548 2021-12-11 13:14:31 | INFO : Framewise Precision: 0.880198009884664 2021-12-11 13:14:31 | INFO : Framewise Recall: 0.9644730610209222 2021-12-11 13:14:31 | INFO : Framewise Accuracy: 0.8524193594329501 2021-12-11 13:14:31 | INFO : Framewise Substitution Error: 0.01661123805796234 2021-12-11 13:14:31 | INFO : Framewise Miss Error: 0.01891570092111542 2021-12-11 13:14:31 | INFO : Framewise False Alarm Error: 0.11522553509633966 2021-12-11 13:14:31 | INFO : Framewise Total Error: 0.15075247407541742 2021-12-11 13:14:31 | INFO : Framewise Chroma Precision: 0.882173153819097 2021-12-11 13:14:31 | INFO : Framewise Chroma Recall: 0.9666353468874371 2021-12-11 13:14:31 | INFO : Framewise Chroma Accuracy: 0.8559997146303184 2021-12-11 13:14:31 | INFO : Framewise Chroma Substitution Error: 0.014448952191447382 2021-12-11 13:14:31 | INFO : Framewise Chroma Miss Error: 0.01891570092111542 2021-12-11 13:14:31 | INFO : Framewise Chroma False Alarm Error: 0.11522553509633966 2021-12-11 13:14:31 | INFO : Framewise Chroma Total Error: 0.14859018820890244 2021-12-11 13:14:41 | INFO : file bruckner.npy tested. Av. Prec: 0.8374802847470424 2021-12-11 13:15:00 | INFO : file mozart.npy tested. Av. Prec: 0.8666470788666755 2021-12-11 13:15:00 | INFO : ### Dataset PHENICX-Anechoic tested. Individual results: ################################ 2021-12-11 13:15:00 | INFO : Mean precision: 0.816623643966043 2021-12-11 13:15:00 | INFO : Mean recall: 0.7645286709324102 2021-12-11 13:15:00 | INFO : Mean f_measure: 0.7858227466728157 2021-12-11 13:15:00 | INFO : Mean cosine_sim: 0.824753719515128 2021-12-11 13:15:00 | INFO : Mean binary_crossentropy: 0.12859820214788176 2021-12-11 13:15:00 | INFO : Mean euclidean_distance: 1.2653692448718081 2021-12-11 13:15:00 | INFO : Mean binary_accuracy: 0.9666332112294852 2021-12-11 13:15:00 | INFO : Mean soft_accuracy: 0.9526763812333462 2021-12-11 13:15:00 | INFO : Mean accum_energy: 0.6263606476013512 2021-12-11 13:15:00 | INFO : Mean roc_auc_measure: 0.9843982971843226 2021-12-11 13:15:00 | INFO : Mean average_precision_score: 0.852063681806859 2021-12-11 13:15:00 | INFO : Mean Precision: 0.816623643966043 2021-12-11 13:15:00 | INFO : Mean Recall: 0.7645286709324102 2021-12-11 13:15:00 | INFO : Mean Accuracy: 0.6476046014870551 2021-12-11 13:15:00 | INFO : Mean Substitution Error: 0.0797512128474229 2021-12-11 13:15:00 | INFO : Mean Miss Error: 0.15572011622016696 2021-12-11 13:15:00 | INFO : Mean False Alarm Error: 0.09835531851781054 2021-12-11 13:15:00 | INFO : Mean Total Error: 0.33382664758540037 2021-12-11 13:15:00 | INFO : Mean Chroma Precision: 0.8435418489311507 2021-12-11 13:15:00 | INFO : Mean Chroma Recall: 0.7891620100602906 2021-12-11 13:15:00 | INFO : Mean Chroma Accuracy: 0.6829657854766417 2021-12-11 13:15:00 | INFO : Mean Chroma Substitution Error: 0.05511787371954245 2021-12-11 13:15:00 | INFO : Mean Chroma Miss Error: 0.15572011622016696 2021-12-11 13:15:00 | INFO : Mean Chroma False Alarm Error: 0.09835531851781054 2021-12-11 13:15:00 | INFO : Mean Chroma Total Error: 0.3091933084575199 2021-12-11 13:15:00 | INFO : 2021-12-11 13:15:00 | INFO : Framewise precision: 0.798875097870807 2021-12-11 13:15:00 | INFO : Framewise recall: 0.7958054331603772 2021-12-11 13:15:00 | INFO : Framewise f_measure: 0.7942427845688017 2021-12-11 13:15:00 | INFO : Framewise cosine_sim: 0.8285689027292262 2021-12-11 13:15:00 | INFO : Framewise binary_crossentropy: 0.10904394831789267 2021-12-11 13:15:00 | INFO : Framewise euclidean_distance: 1.165629315210877 2021-12-11 13:15:00 | INFO : Framewise binary_accuracy: 0.9706506118091485 2021-12-11 13:15:00 | INFO : Framewise soft_accuracy: 0.9576746067943047 2021-12-11 13:15:00 | INFO : Framewise accum_energy: 0.6491407361620637 2021-12-11 13:15:00 | INFO : Framewise roc_auc_measure: 0.986890327139381 2021-12-11 13:15:00 | INFO : Framewise average_precision_score: 0.8585653115973106 2021-12-11 13:15:00 | INFO : Framewise Precision: 0.798875097870807 2021-12-11 13:15:00 | INFO : Framewise Recall: 0.7958054331603772 2021-12-11 13:15:00 | INFO : Framewise Accuracy: 0.6590303576063583 2021-12-11 13:15:00 | INFO : Framewise Substitution Error: 0.07831458560438151 2021-12-11 13:15:00 | INFO : Framewise Miss Error: 0.12587998123524127 2021-12-11 13:15:00 | INFO : Framewise False Alarm Error: 0.12730256609480237 2021-12-11 13:15:00 | INFO : Framewise Total Error: 0.3314971329344251 2021-12-11 13:15:00 | INFO : Framewise Chroma Precision: 0.8232889803653126 2021-12-11 13:15:00 | INFO : Framewise Chroma Recall: 0.8196605605827271 2021-12-11 13:15:00 | INFO : Framewise Chroma Accuracy: 0.6926567312251887 2021-12-11 13:15:00 | INFO : Framewise Chroma Substitution Error: 0.05445945818203166 2021-12-11 13:15:00 | INFO : Framewise Chroma Miss Error: 0.12587998123524127 2021-12-11 13:15:00 | INFO : Framewise Chroma False Alarm Error: 0.12730256609480237 2021-12-11 13:15:00 | INFO : Framewise Chroma Total Error: 0.3076420055120753 2021-12-11 13:15:16 | INFO : file CSD_Bruckner_LocusIste_nosop.npy tested. Av. Prec: 0.9067815521668823 2021-12-11 13:15:31 | INFO : file CSD_Bruckner_LocusIste_nobas.npy tested. Av. Prec: 0.9509900227127435 2021-12-11 13:15:47 | INFO : file CSD_Bruckner_LocusIste.npy tested. Av. Prec: 0.9114896155704533 2021-12-11 13:16:02 | INFO : file CSD_Bruckner_LocusIste_noten.npy tested. Av. Prec: 0.8862945699592031 2021-12-11 13:16:19 | INFO : file CSD_Bruckner_LocusIste_noalt.npy tested. Av. Prec: 0.8720140456742032 2021-12-11 13:16:19 | INFO : ### Dataset ChoralSingingDataset tested. Individual results: ################################ 2021-12-11 13:16:19 | INFO : Mean precision: 0.8616842773577817 2021-12-11 13:16:19 | INFO : Mean recall: 0.8240420046038327 2021-12-11 13:16:19 | INFO : Mean f_measure: 0.8421862089695598 2021-12-11 13:16:19 | INFO : Mean cosine_sim: 0.8277233807069692 2021-12-11 13:16:19 | INFO : Mean binary_crossentropy: 0.0442225194619013 2021-12-11 13:16:19 | INFO : Mean euclidean_distance: 0.6584067008362918 2021-12-11 13:16:19 | INFO : Mean binary_accuracy: 0.9899330063243081 2021-12-11 13:16:19 | INFO : Mean soft_accuracy: 0.9796610499075833 2021-12-11 13:16:19 | INFO : Mean accum_energy: 0.5805233178653056 2021-12-11 13:16:19 | INFO : Mean roc_auc_measure: 0.9944704371375673 2021-12-11 13:16:19 | INFO : Mean average_precision_score: 0.905513961216697 2021-12-11 13:16:19 | INFO : Mean Precision: 0.8616842773577817 2021-12-11 13:16:19 | INFO : Mean Recall: 0.8240420046038327 2021-12-11 13:16:19 | INFO : Mean Accuracy: 0.7282039781786358 2021-12-11 13:16:19 | INFO : Mean Substitution Error: 0.05621318207625607 2021-12-11 13:16:19 | INFO : Mean Miss Error: 0.11974481331991116 2021-12-11 13:16:19 | INFO : Mean False Alarm Error: 0.07744749854825989 2021-12-11 13:16:19 | INFO : Mean Total Error: 0.25340549394442713 2021-12-11 13:16:19 | INFO : Mean Chroma Precision: 0.866553846708437 2021-12-11 13:16:19 | INFO : Mean Chroma Recall: 0.8287446208507087 2021-12-11 13:16:19 | INFO : Mean Chroma Accuracy: 0.7352734533725878 2021-12-11 13:16:19 | INFO : Mean Chroma Substitution Error: 0.05151056582938022 2021-12-11 13:16:19 | INFO : Mean Chroma Miss Error: 0.11974481331991116 2021-12-11 13:16:19 | INFO : Mean Chroma False Alarm Error: 0.07744749854825989 2021-12-11 13:16:19 | INFO : Mean Chroma Total Error: 0.24870287769755123 2021-12-11 13:16:19 | INFO : 2021-12-11 13:16:19 | INFO : Framewise precision: 0.8617454251981812 2021-12-11 13:16:19 | INFO : Framewise recall: 0.8240660869443309 2021-12-11 13:16:19 | INFO : Framewise f_measure: 0.8422279950078154 2021-12-11 13:16:19 | INFO : Framewise cosine_sim: 0.8277395889841155 2021-12-11 13:16:19 | INFO : Framewise binary_crossentropy: 0.04421654169960049 2021-12-11 13:16:19 | INFO : Framewise euclidean_distance: 0.6583324930815802 2021-12-11 13:16:19 | INFO : Framewise binary_accuracy: 0.9899351794398569 2021-12-11 13:16:19 | INFO : Framewise soft_accuracy: 0.9796639908864719 2021-12-11 13:16:19 | INFO : Framewise accum_energy: 0.5805250207247546 2021-12-11 13:16:19 | INFO : Framewise roc_auc_measure: 0.9944719305537951 2021-12-11 13:16:19 | INFO : Framewise average_precision_score: 0.9055563337889788 2021-12-11 13:16:19 | INFO : Framewise Precision: 0.8617454251981812 2021-12-11 13:16:19 | INFO : Framewise Recall: 0.8240660869443309 2021-12-11 13:16:19 | INFO : Framewise Accuracy: 0.7282656162847292 2021-12-11 13:16:19 | INFO : Framewise Substitution Error: 0.05618788005243038 2021-12-11 13:16:19 | INFO : Framewise Miss Error: 0.11974603300323876 2021-12-11 13:16:19 | INFO : Framewise False Alarm Error: 0.07740818517968925 2021-12-11 13:16:19 | INFO : Framewise Total Error: 0.2533420982353584 2021-12-11 13:16:19 | INFO : Framewise Chroma Precision: 0.8666164209319105 2021-12-11 13:16:19 | INFO : Framewise Chroma Recall: 0.8287699669232671 2021-12-11 13:16:19 | INFO : Framewise Chroma Accuracy: 0.7353373720088535 2021-12-11 13:16:19 | INFO : Framewise Chroma Substitution Error: 0.05148400007349417 2021-12-11 13:16:19 | INFO : Framewise Chroma Miss Error: 0.11974603300323876 2021-12-11 13:16:19 | INFO : Framewise Chroma False Alarm Error: 0.07740818517968925 2021-12-11 13:16:19 | INFO : Framewise Chroma Total Error: 0.24863821825642218 2021-12-11 13:16:23 | INFO : file brahms.npy tested. Av. Prec: 0.8402825048050937 2021-12-11 13:16:29 | INFO : file schubert.npy tested. Av. Prec: 0.9006759290265889 2021-12-11 13:16:33 | INFO : file mozart.npy tested. Av. Prec: 0.9374984095532357 2021-12-11 13:16:36 | INFO : file lussier.npy tested. Av. Prec: 0.8173572265532526 2021-12-11 13:16:41 | INFO : file take_five.npy tested. Av. Prec: 0.8546542280091687 2021-12-11 13:16:41 | INFO : ### Dataset TRIOS tested. Individual results: ################################ 2021-12-11 13:16:41 | INFO : Mean precision: 0.8699523396804827 2021-12-11 13:16:41 | INFO : Mean recall: 0.6669394467790924 2021-12-11 13:16:41 | INFO : Mean f_measure: 0.748165306629643 2021-12-11 13:16:41 | INFO : Mean cosine_sim: 0.8025239463397652 2021-12-11 13:16:41 | INFO : Mean binary_crossentropy: 0.11063337386988689 2021-12-11 13:16:41 | INFO : Mean euclidean_distance: 1.099184859271229 2021-12-11 13:16:41 | INFO : Mean binary_accuracy: 0.9729754568673841 2021-12-11 13:16:41 | INFO : Mean soft_accuracy: 0.9631681854254633 2021-12-11 13:16:41 | INFO : Mean accum_energy: 0.5428484627932456 2021-12-11 13:16:41 | INFO : Mean roc_auc_measure: 0.984557293112441 2021-12-11 13:16:41 | INFO : Mean average_precision_score: 0.8700936595894678 2021-12-11 13:16:41 | INFO : Mean Precision: 0.8699523396804827 2021-12-11 13:16:41 | INFO : Mean Recall: 0.6669394467790924 2021-12-11 13:16:41 | INFO : Mean Accuracy: 0.6048928931329625 2021-12-11 13:16:41 | INFO : Mean Substitution Error: 0.046195781498164355 2021-12-11 13:16:41 | INFO : Mean Miss Error: 0.28686477172274316 2021-12-11 13:16:41 | INFO : Mean False Alarm Error: 0.05404785994465309 2021-12-11 13:16:41 | INFO : Mean Total Error: 0.38710841316556055 2021-12-11 13:16:41 | INFO : Mean Chroma Precision: 0.8942161247566836 2021-12-11 13:16:41 | INFO : Mean Chroma Recall: 0.6835262800909935 2021-12-11 13:16:41 | INFO : Mean Chroma Accuracy: 0.6291494334842451 2021-12-11 13:16:41 | INFO : Mean Chroma Substitution Error: 0.029608948186263383 2021-12-11 13:16:41 | INFO : Mean Chroma Miss Error: 0.28686477172274316 2021-12-11 13:16:41 | INFO : Mean Chroma False Alarm Error: 0.05404785994465309 2021-12-11 13:16:41 | INFO : Mean Chroma Total Error: 0.3705215798536596 2021-12-11 13:16:41 | INFO : 2021-12-11 13:16:41 | INFO : Framewise precision: 0.8667038584288611 2021-12-11 13:16:41 | INFO : Framewise recall: 0.6806134444767068 2021-12-11 13:16:41 | INFO : Framewise f_measure: 0.7565468978971471 2021-12-11 13:16:41 | INFO : Framewise cosine_sim: 0.8059360792801331 2021-12-11 13:16:41 | INFO : Framewise binary_crossentropy: 0.10529317289952028 2021-12-11 13:16:41 | INFO : Framewise euclidean_distance: 1.080043643737755 2021-12-11 13:16:41 | INFO : Framewise binary_accuracy: 0.9738366600537134 2021-12-11 13:16:41 | INFO : Framewise soft_accuracy: 0.9641357057117284 2021-12-11 13:16:41 | INFO : Framewise accum_energy: 0.5539809793997026 2021-12-11 13:16:41 | INFO : Framewise roc_auc_measure: 0.9863320678759001 2021-12-11 13:16:41 | INFO : Framewise average_precision_score: 0.8752157367413693 2021-12-11 13:16:41 | INFO : Framewise Precision: 0.8667038584288611 2021-12-11 13:16:41 | INFO : Framewise Recall: 0.6806134444767068 2021-12-11 13:16:41 | INFO : Framewise Accuracy: 0.6150951844380882 2021-12-11 13:16:41 | INFO : Framewise Substitution Error: 0.04612754800088647 2021-12-11 13:16:41 | INFO : Framewise Miss Error: 0.2732590075224066 2021-12-11 13:16:41 | INFO : Framewise False Alarm Error: 0.0587203184166065 2021-12-11 13:16:41 | INFO : Framewise Total Error: 0.3781068739398996 2021-12-11 13:16:41 | INFO : Framewise Chroma Precision: 0.8889341326125544 2021-12-11 13:16:41 | INFO : Framewise Chroma Recall: 0.6964255526290418 2021-12-11 13:16:41 | INFO : Framewise Chroma Accuracy: 0.6383240105559062 2021-12-11 13:16:41 | INFO : Framewise Chroma Substitution Error: 0.030315439848551427 2021-12-11 13:16:41 | INFO : Framewise Chroma Miss Error: 0.2732590075224066 2021-12-11 13:16:41 | INFO : Framewise Chroma False Alarm Error: 0.0587203184166065 2021-12-11 13:16:41 | INFO : Framewise Chroma Total Error: 0.3622947657875646 2021-12-11 13:16:41 | INFO : 2021-12-11 13:16:41 | INFO : 2021-12-11 13:16:41 | INFO : ### Testing done. ################################################ 2021-12-11 13:16:41 | INFO : 2021-12-11 13:16:41 | INFO : # Results for complete test set ######################### 2021-12-11 13:16:41 | INFO : Mean precision: 0.7841934094644407 2021-12-11 13:16:41 | INFO : Mean recall: 0.7695230935593832 2021-12-11 13:16:41 | INFO : Mean f_measure: 0.7714985290463878 2021-12-11 13:16:41 | INFO : Mean cosine_sim: 0.7950726686340278 2021-12-11 13:16:41 | INFO : Mean binary_crossentropy: 0.07874344226385296 2021-12-11 13:16:41 | INFO : Mean euclidean_distance: 0.9266232578387474 2021-12-11 13:16:41 | INFO : Mean binary_accuracy: 0.9791726439411944 2021-12-11 13:16:41 | INFO : Mean soft_accuracy: 0.9700352526242915 2021-12-11 13:16:41 | INFO : Mean accum_energy: 0.6012990700922994 2021-12-11 13:16:41 | INFO : Mean roc_auc_measure: 0.9871826285129535 2021-12-11 13:16:41 | INFO : Mean average_precision_score: 0.8359501809268234 2021-12-11 13:16:41 | INFO : Mean Precision: 0.7841934094644407 2021-12-11 13:16:41 | INFO : Mean Recall: 0.7695230935593832 2021-12-11 13:16:41 | INFO : Mean Accuracy: 0.6363541964383617 2021-12-11 13:16:41 | INFO : Mean Substitution Error: 0.08461118707015014 2021-12-11 13:16:41 | INFO : Mean Miss Error: 0.1458657193704666 2021-12-11 13:16:41 | INFO : Mean False Alarm Error: 0.14077321901910395 2021-12-11 13:16:41 | INFO : Mean Total Error: 0.3712501254597207 2021-12-11 13:16:41 | INFO : Mean Chroma Precision: 0.8060124470698801 2021-12-11 13:16:41 | INFO : Mean Chroma Recall: 0.7903775308720362 2021-12-11 13:16:41 | INFO : Mean Chroma Accuracy: 0.6632649535469648 2021-12-11 13:16:41 | INFO : Mean Chroma Substitution Error: 0.06375674975749701 2021-12-11 13:16:41 | INFO : Mean Chroma Miss Error: 0.1458657193704666 2021-12-11 13:16:41 | INFO : Mean Chroma False Alarm Error: 0.14077321901910395 2021-12-11 13:16:41 | INFO : Mean Chroma Total Error: 0.35039568814706756 2021-12-11 13:16:41 | INFO : 2021-12-11 13:16:41 | INFO : Framewise precision: 0.7762211217921681 2021-12-11 13:16:41 | INFO : Framewise recall: 0.7728798063072984 2021-12-11 13:16:41 | INFO : Framewise f_measure: 0.7709223074823989 2021-12-11 13:16:41 | INFO : Framewise cosine_sim: 0.7938578631034388 2021-12-11 13:16:41 | INFO : Framewise binary_crossentropy: 0.07788496317050221 2021-12-11 13:16:41 | INFO : Framewise euclidean_distance: 0.9367222060048346 2021-12-11 13:16:41 | INFO : Framewise binary_accuracy: 0.9792513411662116 2021-12-11 13:16:41 | INFO : Framewise soft_accuracy: 0.969852161677142 2021-12-11 13:16:41 | INFO : Framewise accum_energy: 0.6004498167076701 2021-12-11 13:16:41 | INFO : Framewise roc_auc_measure: 0.9871261484055064 2021-12-11 13:16:41 | INFO : Framewise average_precision_score: 0.830904780937409 2021-12-11 13:16:41 | INFO : Framewise Precision: 0.7762211217921681 2021-12-11 13:16:41 | INFO : Framewise Recall: 0.7728798063072984 2021-12-11 13:16:41 | INFO : Framewise Accuracy: 0.6330171412821267 2021-12-11 13:16:41 | INFO : Framewise Substitution Error: 0.08897109955206028 2021-12-11 13:16:41 | INFO : Framewise Miss Error: 0.1381490941406416 2021-12-11 13:16:41 | INFO : Framewise False Alarm Error: 0.147099750920233 2021-12-11 13:16:41 | INFO : Framewise Total Error: 0.3742199446129349 2021-12-11 13:16:41 | INFO : Framewise Chroma Precision: 0.7973310681581561 2021-12-11 13:16:41 | INFO : Framewise Chroma Recall: 0.7938988556540831 2021-12-11 13:16:41 | INFO : Framewise Chroma Accuracy: 0.6603382288734112 2021-12-11 13:16:41 | INFO : Framewise Chroma Substitution Error: 0.06795205020527556 2021-12-11 13:16:41 | INFO : Framewise Chroma Miss Error: 0.1381490941406416 2021-12-11 13:16:41 | INFO : Framewise Chroma False Alarm Error: 0.147099750920233 2021-12-11 13:16:41 | INFO : Framewise Chroma Total Error: 0.35320089526615034