2021-12-10 20:30:51 | INFO : Logging experiment exp213g_traintest_bigmix_aligned_pitch_unet_medium_test10files_augall_AdamW_smallepochs_rerun1 2021-12-10 20:30:51 | INFO : Experiment config: do training = True 2021-12-10 20:30:51 | INFO : Experiment config: do validation = True 2021-12-10 20:30:51 | INFO : Experiment config: do testing = True 2021-12-10 20:30:51 | INFO : Training set parameters: {'context': 75, 'stride': 35, 'compression': 10, 'aug:transpsemitones': 5, 'aug:randomeq': 20, 'aug:noisestd': 0.0001, 'aug:tuning': True} 2021-12-10 20:30:51 | INFO : Validation set parameters: {'context': 75, 'stride': 35, 'compression': 10} 2021-12-10 20:30:51 | INFO : Test set parameters: {'context': 75, 'stride': 1, 'compression': 10} 2021-12-10 20:30:51 | INFO : Training parameters: {'batch_size': 25, 'shuffle': True, 'num_workers': 16} 2021-12-10 20:30:51 | INFO : Trained model saved in /tsi/clusterhome/cweiss/models/exp213g_traintest_bigmix_aligned_pitch_unet_medium_test10files_augall_AdamW_smallepochs_rerun1.pt 2021-12-10 20:30:51 | INFO : --- Training config: ----------------------------------------- 2021-12-10 20:30:51 | INFO : Maximum number of epochs: 100 2021-12-10 20:30:51 | INFO : Criterion (Loss): BCELoss 2021-12-10 20:30:51 | INFO : Optimizer parameters: {'name': 'AdamW', 'initial_lr': 0.001, 'betas': (0.9, 0.999), 'eps': 1e-08, 'weight_decay': 0.01, 'amsgrad': False} 2021-12-10 20:30:51 | 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} 2021-12-10 20:30:51 | INFO : Early stopping parameters: {'use_early_stopping': True, 'mode': 'min', 'min_delta': 1e-05, 'patience': 12, 'percentage': False} 2021-12-10 20:30:51 | INFO : Test parameters: {'batch_size': 50, 'shuffle': False, 'num_workers': 8} 2021-12-10 20:30:51 | 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_rerun1.csv 2021-12-10 20:30:51 | INFO : Save model predictions = True, in folder /tsi/clusterhome/cweiss/predictions/exp213g_traintest_bigmix_aligned_pitch_unet_medium_test10files_augall_AdamW_smallepochs_rerun1 2021-12-10 20:30:52 | INFO : CUDA use_cuda: True 2021-12-10 20:30:52 | INFO : CUDA device: cuda:0 2021-12-10 20:30:54 | INFO : --- Model config: -------------------------------------------- 2021-12-10 20:30:54 | INFO : Model: simple_u_net_largekernels 2021-12-10 20:30:54 | 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} 2021-12-10 20:30:55 | 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 ========================================================================================== 2021-12-10 20:30:57 | INFO : - file 2530_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-10 20:30:59 | INFO : - file 1822_Mozart_K421_StringQuartet.npy added to training set. 2021-12-10 20:31:01 | INFO : - file 1752_Schubert_D845_PianoSonata.npy added to training set. 2021-12-10 20:31:02 | INFO : - file 2297_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-10 20:31:02 | INFO : - file 2240_Bach_BWV862_WTKI.npy added to training set. 2021-12-10 20:31:04 | INFO : - file 2463_Beethoven_OP23_ViolinSonata.npy added to training set. 2021-12-10 20:31:04 | INFO : - file 2550_Beethoven_OP78_PianoSonata.npy added to training set. 2021-12-10 20:31:06 | INFO : - file 2566_Beethoven_OP22_PianoSonata.npy added to training set. 2021-12-10 20:31:08 | INFO : - file 2492_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-10 20:31:09 | INFO : - file 2359_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-10 20:31:11 | INFO : - file 2138_Brahms_OP51NO1_StringQuartet.npy added to training set. 2021-12-10 20:31:13 | INFO : - file 1811_Mozart_K581_ClarinetQuintet.npy added to validation set. 2021-12-10 20:31:15 | INFO : - file 2127_Brahms_OP11_SerenadeNo.npy added to training set. 2021-12-10 20:31:20 | INFO : - file 2531_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-10 20:31:21 | INFO : - file 2116_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-10 20:31:22 | INFO : - file 2284_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-10 20:31:24 | INFO : - file 2379_Beethoven_OP59NO2_StringQuartet.npy added to training set. 2021-12-10 20:31:24 | INFO : - file 2237_Bach_BWV868_WTKI.npy added to training set. 2021-12-10 20:31:27 | INFO : - file 2313_Beethoven_OP132_StringQuartet.npy added to training set. 2021-12-10 20:31:28 | INFO : - file 1755_Schubert_D784_PianoSonata.npy added to validation set. 2021-12-10 20:31:28 | INFO : - file 2405_Beethoven_OP110_PianoSonata.npy added to training set. 2021-12-10 20:31:29 | INFO : - file 2307_Bach_BWV863_WTKI.npy added to training set. 2021-12-10 20:31:33 | INFO : - file 2533_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-10 20:31:34 | INFO : - file 2200_Bach_BWV861_WTKI.npy added to training set. 2021-12-10 20:31:35 | INFO : - file 2567_Beethoven_OP90_PianoSonata.npy added to training set. 2021-12-10 20:31:37 | INFO : - file 2481_Beethoven_OP18NO5_StringQuartet.npy added to validation set. 2021-12-10 20:31:38 | INFO : - file 2334_Beethoven_OP30NO3_ViolinSonata.npy added to training set. 2021-12-10 20:31:39 | INFO : - file 2208_Bach_BWV855_WTKI.npy added to training set. 2021-12-10 20:31:40 | INFO : - file 1766_Schubert_OP142_4Impromptus.npy added to validation set. 2021-12-10 20:31:40 | INFO : - file 2169_Faure_OP45_PianoQuartet.npy added to training set. 2021-12-10 20:31:41 | INFO : - file 2148_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-10 20:31:41 | INFO : - file 2501_Beethoven_OP12NO3_ViolinSonata.npy added to training set. 2021-12-10 20:31:41 | INFO : - file 2614_Beethoven_OP10NO3_PianoSonata.npy added to training set. 2021-12-10 20:31:41 | INFO : - file 2557_Beethoven_OP109_PianoSonata.npy added to training set. 2021-12-10 20:31:41 | INFO : - file 2373_Beethoven_OP49NO1_PianoSonata.npy added to training set. 2021-12-10 20:31:41 | INFO : - file 1733_Schubert_D959_PianoSonata.npy added to validation set. 2021-12-10 20:31:41 | INFO : - file 2079_Cambini_JOHN2_WindQuintet.npy added to training set. 2021-12-10 20:31:41 | INFO : - file 1835_Mozart_K590_StringQuartet.npy added to training set. 2021-12-10 20:31:41 | INFO : - file 1873_Mozart_K502_PianoTrio.npy added to training set. 2021-12-10 20:31:41 | INFO : - file 2424_Beethoven_OP2NO1_PianoSonata.npy added to training set. 2021-12-10 20:31:41 | INFO : - file 2209_Bach_BWV849_WTKI.npy added to training set. 2021-12-10 20:31:41 | INFO : - file 2410_Beethoven_OP27NO1_PianoSonata.npy added to training set. 2021-12-10 20:31:42 | INFO : - file 2296_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-10 20:31:42 | INFO : - file 1817_Mozart_K375_Serenadein.npy added to training set. 2021-12-10 20:31:42 | INFO : - file 2472_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-10 20:31:42 | INFO : - file 2383_Beethoven_OP130_StringQuartet.npy added to training set. 2021-12-10 20:31:42 | INFO : - file 2462_Beethoven_OP23_ViolinSonata.npy added to training set. 2021-12-10 20:31:42 | INFO : - file 2575_Beethoven_OP13_PianoSonata.npy added to training set. 2021-12-10 20:31:42 | INFO : - file 2320_Beethoven_OP38_Trioin.npy added to training set. 2021-12-10 20:31:42 | INFO : - file 2207_Bach_BWV855_WTKI.npy added to training set. 2021-12-10 20:31:42 | INFO : - file 2476_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-10 20:31:42 | INFO : - file 2371_Beethoven_OP14NO1_PianoSonata.npy added to training set. 2021-12-10 20:31:42 | INFO : - file 2147_Brahms_OP36_StringSextet.npy added to training set. 2021-12-10 20:31:42 | INFO : - file 2215_Bach_BWV846_WTKI.npy added to training set. 2021-12-10 20:31:42 | INFO : - file 1777_Schubert_D850_PianoSonata.npy added to training set. 2021-12-10 20:31:42 | INFO : - file 2502_Beethoven_OP12NO3_ViolinSonata.npy added to training set. 2021-12-10 20:31:43 | INFO : - file 1922_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-10 20:31:43 | INFO : - file 1893_Mozart_K564_PianoTrio.npy added to training set. 2021-12-10 20:31:43 | INFO : - file 2186_Bach_BWV1006_ViolinPartita.npy added to validation set. 2021-12-10 20:31:43 | INFO : - file 2160_Brahms_OP40_HornTrio.npy added to training set. 2021-12-10 20:31:43 | INFO : - file 2509_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-10 20:31:43 | INFO : - file 2505_Beethoven_OP103_Octetin.npy added to training set. 2021-12-10 20:31:43 | INFO : - file 2506_Beethoven_OP103_Octetin.npy added to training set. 2021-12-10 20:31:43 | INFO : - file 2628_Beethoven_OP96_ViolinSonata.npy added to training set. 2021-12-10 20:31:43 | INFO : - file 2218_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-10 20:31:43 | INFO : - file 2529_Beethoven_OP10NO1_PianoSonata.npy added to training set. 2021-12-10 20:31:43 | INFO : - file 2374_Beethoven_OP49NO1_PianoSonata.npy added to training set. 2021-12-10 20:31:43 | INFO : - file 2392_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-10 20:31:43 | INFO : - file 2231_Bach_BWV866_WTKI.npy added to training set. 2021-12-10 20:31:43 | INFO : - file 1813_Mozart_K581_ClarinetQuintet.npy added to training set. 2021-12-10 20:31:44 | INFO : - file 2196_Bach_BWV848_WTKI.npy added to training set. 2021-12-10 20:31:44 | INFO : - file 2158_Brahms_OP40_HornTrio.npy added to validation set. 2021-12-10 20:31:44 | INFO : - file 1872_Mozart_K502_PianoTrio.npy added to training set. 2021-12-10 20:31:44 | INFO : - file 2621_Beethoven_OP59NO1_StringQuartet.npy added to training set. 2021-12-10 20:31:44 | INFO : - file 2150_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-10 20:31:44 | INFO : - file 2217_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-10 20:31:44 | INFO : - file 2243_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-10 20:31:44 | INFO : - file 2433_Beethoven_OP135_StringQuartet.npy added to training set. 2021-12-10 20:31:44 | INFO : - file 2211_Bach_BWV857_WTKI.npy added to training set. 2021-12-10 20:31:44 | INFO : - file 1764_Schubert_OP142_4Impromptus.npy added to training set. 2021-12-10 20:31:44 | INFO : - file 2348_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-10 20:31:45 | INFO : - file 1932_Dvorak_OP96_StringQuartet.npy added to validation set. 2021-12-10 20:31:45 | INFO : - file 2232_Bach_BWV866_WTKI.npy added to training set. 2021-12-10 20:31:45 | INFO : - file 2203_Bach_BWV1013_Partitain.npy added to training set. 2021-12-10 20:31:45 | INFO : - file 2157_Brahms_OP18_StringSextet.npy added to validation set. 2021-12-10 20:31:45 | INFO : - file 2486_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-10 20:31:45 | INFO : - file 2393_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-10 20:31:45 | INFO : - file 2210_Bach_BWV849_WTKI.npy added to training set. 2021-12-10 20:31:45 | INFO : - file 2659_Bach_BWV1002_ViolinPartita.npy added to training set. 2021-12-10 20:31:45 | INFO : - file 1729_Schubert_OP114_PianoQuintet.npy added to validation set. 2021-12-10 20:31:45 | INFO : - file 2678_Beethoven_OP14NO2_PianoSonata.npy added to training set. 2021-12-10 20:31:45 | INFO : - file 2221_Bach_BWV1009_CelloSuite.npy added to validation set. 2021-12-10 20:31:45 | INFO : - file 2411_Beethoven_OP27NO1_PianoSonata.npy added to training set. 2021-12-10 20:31:45 | INFO : - file 2343_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-10 20:31:45 | INFO : - file 1818_Mozart_K375_Serenadein.npy added to training set. 2021-12-10 20:31:46 | INFO : - file 1919_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-10 20:31:46 | INFO : - file 2415_Beethoven_OP71_Sextetin.npy added to training set. 2021-12-10 20:31:46 | INFO : - file 2305_Bach_BWV859_WTKI.npy added to training set. 2021-12-10 20:31:46 | INFO : - file 2510_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-10 20:31:46 | INFO : - file 2608_Beethoven_OP31NO1_PianoSonata.npy added to training set. 2021-12-10 20:31:46 | INFO : - file 2532_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-10 20:31:46 | INFO : - file 2542_Beethoven_OP101_PianoSonata.npy added to training set. 2021-12-10 20:31:46 | INFO : - file 2118_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-10 20:31:46 | INFO : - file 1756_Schubert_D784_PianoSonata.npy added to validation set. 2021-12-10 20:31:46 | INFO : - file 1793_Mozart_K465_StringQuartet.npy added to training set. 2021-12-10 20:31:46 | INFO : - file 1758_Schubert_D958_PianoSonata.npy added to training set. 2021-12-10 20:31:47 | INFO : - file 2404_Beethoven_OP110_PianoSonata.npy added to training set. 2021-12-10 20:31:47 | INFO : - file 2491_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-10 20:31:47 | INFO : - file 2282_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-10 20:31:47 | INFO : - file 2304_Bach_BWV859_WTKI.npy added to training set. 2021-12-10 20:31:47 | INFO : - file 2149_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-10 20:31:47 | INFO : - file 2330_Beethoven_OP12NO1_ViolinSonata.npy added to training set. 2021-12-10 20:31:47 | INFO : - file 1916_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-10 20:31:47 | INFO : - file 2212_Bach_BWV857_WTKI.npy added to training set. 2021-12-10 20:31:47 | INFO : - file 2480_Beethoven_OP18NO5_StringQuartet.npy added to validation set. 2021-12-10 20:31:47 | INFO : - file 2214_Bach_BWV847_WTKI.npy added to training set. 2021-12-10 20:31:47 | INFO : - file 2195_Bach_BWV848_WTKI.npy added to training set. 2021-12-10 20:31:47 | INFO : - file 2477_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-10 20:31:47 | INFO : - file 2295_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-10 20:31:47 | INFO : - file 1768_Schubert_D664_PianoSonata.npy added to training set. 2021-12-10 20:31:48 | INFO : - file 2627_Beethoven_OP96_ViolinSonata.npy added to training set. 2021-12-10 20:31:48 | INFO : - file 2431_Beethoven_OP135_StringQuartet.npy added to training set. 2021-12-10 20:31:48 | INFO : - file 2591_Beethoven_OP26_PianoSonata.npy added to training set. 2021-12-10 20:31:48 | INFO : - file 1775_Schubert_D850_PianoSonata.npy added to training set. 2021-12-10 20:31:48 | INFO : - file 2293_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-10 20:31:48 | INFO : - file 1791_Mozart_K465_StringQuartet.npy added to training set. 2021-12-10 20:31:48 | INFO : - file 2194_Bach_BWV858_WTKI.npy added to validation set. 2021-12-10 20:31:48 | INFO : - file 1742_Schubert_OP163_StringQuintet.npy added to training set. 2021-12-10 20:31:49 | INFO : - file 1776_Schubert_D850_PianoSonata.npy added to training set. 2021-12-10 20:31:49 | INFO : - file 2112_Brahms_OP38_CelloSonata.npy added to training set. 2021-12-10 20:31:49 | INFO : - file 2423_Beethoven_OP2NO1_PianoSonata.npy added to training set. 2021-12-10 20:31:49 | INFO : - file 2560_Beethoven_OP18NO2_StringQuartet.npy added to training set. 2021-12-10 20:31:49 | INFO : - file 2219_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-10 20:31:49 | INFO : - file 2420_Beethoven_OP12NO2_ViolinSonata.npy added to training set. 2021-12-10 20:31:49 | INFO : - file 1763_Schubert_OP142_4Impromptus.npy added to training set. 2021-12-10 20:31:49 | INFO : - file 2228_Bach_BWV851_WTKI.npy added to training set. 2021-12-10 20:31:50 | INFO : - file 2441_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-10 20:31:50 | INFO : - file 2570_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-10 20:31:50 | INFO : - file 1918_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-10 20:31:50 | INFO : - file 2451_Beethoven_OP18NO6_StringQuartet.npy added to training set. 2021-12-10 20:31:50 | INFO : - file 2177_Ravel_35_StringQuartet.npy added to training set. 2021-12-10 20:31:50 | INFO : - file 1788_Mozart_K465_StringQuartet.npy added to training set. 2021-12-10 20:31:50 | INFO : - file 2179_Ravel_35_StringQuartet.npy added to training set. 2021-12-10 20:31:51 | INFO : - file 2346_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-10 20:31:51 | INFO : - file 2376_Beethoven_OP59NO2_StringQuartet.npy added to training set. 2021-12-10 20:31:51 | INFO : - file 2620_Beethoven_OP10NO2_PianoSonata.npy added to training set. 2021-12-10 20:31:51 | INFO : - file 2390_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-10 20:31:51 | INFO : - file 2335_Beethoven_OP30NO3_ViolinSonata.npy added to training set. 2021-12-10 20:31:51 | INFO : - file 2403_Beethoven_OP18NO1_StringQuartet.npy added to training set. 2021-12-10 20:31:51 | INFO : - file 2247_Bach_BWV854_WTKI.npy added to training set. 2021-12-10 20:31:51 | INFO : - file 2432_Beethoven_OP135_StringQuartet.npy added to training set. 2021-12-10 20:31:51 | INFO : - file 2292_Bach_BWV864_WTKI.npy added to training set. 2021-12-10 20:31:51 | INFO : - file 2076_Cambini_JOHN1_WindQuintet.npy added to training set. 2021-12-10 20:31:51 | INFO : - file 1790_Mozart_K465_StringQuartet.npy added to training set. 2021-12-10 20:31:51 | INFO : - file 2302_Bach_BWV850_WTKI.npy added to training set. 2021-12-10 20:31:52 | INFO : - file 2391_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-10 20:31:52 | INFO : - file 1933_Dvorak_OP96_StringQuartet.npy added to validation set. 2021-12-10 20:31:52 | INFO : - file 2514_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-10 20:31:52 | INFO : - file 1829_Mozart_K542_PianoTrio.npy added to validation set. 2021-12-10 20:31:52 | INFO : - file 1923_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-10 20:31:52 | INFO : - file 2377_Beethoven_OP59NO2_StringQuartet.npy added to training set. 2021-12-10 20:31:52 | INFO : - file 1931_Dvorak_OP96_StringQuartet.npy added to training set. 2021-12-10 20:31:52 | INFO : - file 2294_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-10 20:31:52 | INFO : - file 2384_Beethoven_OP130_StringQuartet.npy added to training set. 2021-12-10 20:31:53 | INFO : - file 2241_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-10 20:31:53 | INFO : - file 2242_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-10 20:31:53 | INFO : - file 2283_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-10 20:31:53 | INFO : - file 2632_Beethoven_OP14NO2_PianoSonata.npy added to validation set. 2021-12-10 20:31:53 | INFO : - file 1760_Schubert_D958_PianoSonata.npy added to training set. 2021-12-10 20:31:53 | INFO : - file 2568_Beethoven_OP90_PianoSonata.npy added to training set. 2021-12-10 20:31:53 | INFO : - file 2345_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-10 20:31:53 | INFO : - file 2576_Beethoven_OP13_PianoSonata.npy added to training set. 2021-12-10 20:31:53 | INFO : - file 2131_Brahms_OP11_SerenadeNo.npy added to training set. 2021-12-10 20:31:53 | INFO : - file 2537_Beethoven_OP49NO2_PianoSonata.npy added to training set. 2021-12-10 20:31:54 | INFO : - file 2607_Beethoven_OP31NO1_PianoSonata.npy added to training set. 2021-12-10 20:31:54 | INFO : - file 2230_Bach_BWV865_WTKI.npy added to training set. 2021-12-10 20:31:54 | INFO : - file 2167_Faure_OP45_PianoQuartet.npy added to validation set. 2021-12-10 20:31:54 | INFO : - file 2603_Beethoven_OP81NO1_PianoSonata.npy added to training set. 2021-12-10 20:31:54 | INFO : - file 2594_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-10 20:31:54 | INFO : - file 2204_Bach_BWV1013_Partitain.npy added to training set. 2021-12-10 20:31:54 | INFO : - file 2523_Beethoven_OP69_CelloSonata.npy added to training set. 2021-12-10 20:31:54 | INFO : - file 2357_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-10 20:31:55 | INFO : - file 2398_Beethoven_OP47_ViolinSonata.npy added to training set. 2021-12-10 20:31:55 | INFO : - file 2310_Bach_BWV860_WTKI.npy added to training set. 2021-12-10 20:31:55 | INFO : - file 2078_Cambini_JOHN2_WindQuintet.npy added to training set. 2021-12-10 20:31:55 | INFO : - file 2521_Beethoven_OP69_CelloSonata.npy added to training set. 2021-12-10 20:31:55 | INFO : - file 2562_Beethoven_OP18NO2_StringQuartet.npy added to training set. 2021-12-10 20:31:55 | INFO : - file 1824_Mozart_K421_StringQuartet.npy added to training set. 2021-12-10 20:31:55 | INFO : - file 2318_Beethoven_OP38_Trioin.npy added to validation set. 2021-12-10 20:31:55 | INFO : - file 1773_Schubert_D568_PianoSonata.npy added to training set. 2021-12-10 20:31:56 | INFO : - file 2443_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-10 20:31:56 | INFO : - file 2114_Brahms_OP38_CelloSonata.npy added to training set. 2021-12-10 20:31:56 | INFO : - file 2488_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-10 20:31:56 | INFO : - file 2198_Bach_BWV867_WTKI.npy added to training set. 2021-12-10 20:31:56 | INFO : - file 2350_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-10 20:31:56 | INFO : - file 2595_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-10 20:31:56 | INFO : - file 1805_Mozart_K387_StringQuartet.npy added to validation set. 2021-12-10 20:31:56 | INFO : - file 2113_Brahms_OP38_CelloSonata.npy added to training set. 2021-12-10 20:31:56 | INFO : - file 2075_Cambini_JOHN1_WindQuintet.npy added to training set. 2021-12-10 20:31:57 | INFO : - file 2516_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-10 20:31:57 | INFO : - file 2497_Beethoven_OP95_StringQuartet.npy added to training set. 2021-12-10 20:31:57 | INFO : - file 2507_Beethoven_OP103_Octetin.npy added to training set. 2021-12-10 20:31:57 | INFO : - file 2389_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-10 20:31:57 | INFO : - file 2222_Bach_BWV1009_CelloSuite.npy added to validation set. 2021-12-10 20:31:57 | INFO : - file 2372_Beethoven_OP14NO1_PianoSonata.npy added to training set. 2021-12-10 20:31:57 | INFO : - file 2471_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-10 20:31:57 | INFO : - file 2105_Haydn_OP64NO5_QuartetNo.npy added to training set. 2021-12-10 20:31:57 | INFO : - file 2388_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-10 20:31:57 | INFO : - file 2213_Bach_BWV847_WTKI.npy added to training set. 2021-12-10 20:31:58 | INFO : - file 2629_Beethoven_OP96_ViolinSonata.npy added to validation set. 2021-12-10 20:31:58 | INFO : - file 2417_Beethoven_OP71_Sextetin.npy added to training set. 2021-12-10 20:31:58 | INFO : - file 1751_Schubert_D845_PianoSonata.npy added to training set. 2021-12-10 20:31:58 | INFO : - file 1728_Schubert_OP114_PianoQuintet.npy added to training set. 2021-12-10 20:31:58 | INFO : - file 2227_Bach_BWV851_WTKI.npy added to training set. 2021-12-10 20:31:58 | INFO : - file 1734_Schubert_D959_PianoSonata.npy added to training set. 2021-12-10 20:31:58 | INFO : - file 2224_Bach_BWV852_WTKI.npy added to training set. 2021-12-10 20:31:58 | INFO : - file 2285_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-10 20:31:58 | INFO : - file 2159_Brahms_OP40_HornTrio.npy added to training set. 2021-12-10 20:31:58 | INFO : - file 2117_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-10 20:31:58 | INFO : - file 2155_Brahms_OP18_StringSextet.npy added to training set. 2021-12-10 20:31:59 | INFO : - file 1771_Schubert_D568_PianoSonata.npy added to training set. 2021-12-10 20:31:59 | INFO : - file 2571_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-10 20:31:59 | INFO : - file 2229_Bach_BWV865_WTKI.npy added to training set. 2021-12-10 20:32:01 | INFO : - file 2325_Beethoven_OP57_PianoSonata.npy added to training set. 2021-12-10 20:32:04 | INFO : - file 1749_Schubert_D845_PianoSonata.npy added to training set. 2021-12-10 20:32:05 | INFO : - file 2573_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-10 20:32:07 | INFO : - file 2596_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-10 20:32:08 | INFO : - file 2300_Bach_BWV853_WTKI.npy added to training set. 2021-12-10 20:32:09 | INFO : - file 2487_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-10 20:32:10 | INFO : - file 2119_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-10 20:32:13 | INFO : - file 1765_Schubert_OP142_4Impromptus.npy added to validation set. 2021-12-10 20:32:15 | INFO : - file 2528_Beethoven_OP10NO1_PianoSonata.npy added to training set. 2021-12-10 20:32:17 | INFO : - file 1727_Schubert_OP114_PianoQuintet.npy added to training set. 2021-12-10 20:32:19 | INFO : - file 2314_Beethoven_OP132_StringQuartet.npy added to training set. 2021-12-10 20:32:20 | INFO : - file 2202_Bach_BWV1013_Partitain.npy added to training set. 2021-12-10 20:32:20 | INFO : - file 2239_Bach_BWV862_WTKI.npy added to training set. 2021-12-10 20:32:21 | INFO : - file 2444_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-10 20:32:21 | INFO : - file 2581_Beethoven_OP54_PianoSonata.npy added to training set. 2021-12-10 20:32:21 | INFO : - file 2244_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-10 20:32:22 | INFO : - file 1792_Mozart_K465_StringQuartet.npy added to training set. 2021-12-10 20:32:22 | INFO : - file 1812_Mozart_K581_ClarinetQuintet.npy added to training set. 2021-12-10 20:32:22 | INFO : - file 2490_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-10 20:32:22 | INFO : - file 2442_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-10 20:32:22 | INFO : - file 2564_Beethoven_OP22_PianoSonata.npy added to training set. 2021-12-10 20:32:22 | INFO : - file 2611_Beethoven_OP10NO3_PianoSonata.npy added to training set. 2021-12-10 20:32:22 | INFO : - file 2422_Beethoven_OP2NO1_PianoSonata.npy added to training set. 2021-12-10 20:32:22 | INFO : - file 2483_Beethoven_OP18NO5_StringQuartet.npy added to training set. 2021-12-10 20:32:23 | INFO : - file 2342_Beethoven_OP30NO3_ViolinSonata.npy added to validation set. 2021-12-10 20:32:23 | INFO : - file 2366_Beethoven_OP127_StringQuartet.npy added to training set. 2021-12-10 20:32:23 | INFO : - file 2358_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-10 20:32:23 | INFO : - file 2555_Beethoven_OP109_PianoSonata.npy added to training set. 2021-12-10 20:32:23 | INFO : - file 2622_Beethoven_OP59NO1_StringQuartet.npy added to training set. 2021-12-10 20:32:23 | INFO : - file 2289_Bach_BWV1002_ViolinPartita.npy added to validation set. 2021-12-10 20:32:23 | INFO : - file 2080_Cambini_JOHN2_WindQuintet.npy added to training set. 2021-12-10 20:32:23 | INFO : - file 2588_Beethoven_OP26_PianoSonata.npy added to training set. 2021-12-10 20:32:23 | INFO : - file 2494_Beethoven_OP95_StringQuartet.npy added to training set. 2021-12-10 20:32:24 | INFO : - file 1789_Mozart_K465_StringQuartet.npy added to training set. 2021-12-10 20:32:24 | INFO : - file 2168_Faure_OP45_PianoQuartet.npy added to training set. 2021-12-10 20:32:24 | INFO : - file 1859_Mozart_K464_StringQuartet.npy added to training set. 2021-12-10 20:32:24 | INFO : - file 2586_Beethoven_OP102NO1_CelloSonata.npy added to training set. 2021-12-10 20:32:24 | INFO : - file 2478_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-10 20:32:24 | INFO : - file 2315_Beethoven_OP132_StringQuartet.npy added to validation set. 2021-12-10 20:32:24 | INFO : - file 2201_Bach_BWV861_WTKI.npy added to training set. 2021-12-10 20:32:24 | INFO : - file 2572_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-10 20:32:24 | INFO : - file 2238_Bach_BWV868_WTKI.npy added to training set. 2021-12-10 20:32:25 | INFO : - file 2248_Bach_BWV854_WTKI.npy added to training set. 2021-12-10 20:32:25 | INFO : - file 1735_Schubert_D959_PianoSonata.npy added to training set. 2021-12-10 20:32:25 | INFO : - file 2308_Bach_BWV863_WTKI.npy added to training set. 2021-12-10 20:32:25 | INFO : - file 2154_Brahms_OP18_StringSextet.npy added to training set. 2021-12-10 20:32:25 | INFO : - file 2140_Brahms_OP51NO1_StringQuartet.npy added to training set. 2021-12-10 20:32:25 | INFO : - file 2077_Cambini_JOHN1_WindQuintet.npy added to training set. 2021-12-10 20:32:25 | INFO : - file 1807_Mozart_K387_StringQuartet.npy added to validation set. 2021-12-10 20:32:25 | INFO : - file 2406_Beethoven_OP110_PianoSonata.npy added to training set. 2021-12-10 20:32:26 | INFO : - file 1772_Schubert_D568_PianoSonata.npy added to training set. 2021-12-10 20:32:26 | INFO : - file 2156_Brahms_OP18_StringSextet.npy added to training set. 2021-12-10 20:32:26 | INFO : - file 1757_Schubert_D958_PianoSonata.npy added to training set. 2021-12-10 20:32:26 | INFO : - file 2436_Beethoven_OP53_PianoSonata.npy added to training set. 2021-12-10 20:32:26 | INFO : - file 2364_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-10 20:32:26 | INFO : - file 2538_Beethoven_OP49NO2_PianoSonata.npy added to training set. 2021-12-10 20:32:26 | INFO : - file 2336_Beethoven_OP30NO3_ViolinSonata.npy added to training set. 2021-12-10 20:32:26 | INFO : - file 2466_Beethoven_OP23_ViolinSonata.npy added to training set. 2021-12-10 20:32:26 | INFO : - file 2677_Beethoven_OP14NO1_PianoSonata.npy added to training set. 2021-12-10 20:32:27 | INFO : - file 2081_Cambini_JOHN3_WindQuintet.npy added to validation set. 2021-12-10 20:32:27 | INFO : - file 2151_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-10 20:32:27 | INFO : - file 2512_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-10 20:32:27 | INFO : - file 2083_Cambini_JOHN3_WindQuintet.npy added to validation set. 2021-12-10 20:32:27 | INFO : - file 2368_Beethoven_OP127_StringQuartet.npy added to training set. 2021-12-10 20:32:27 | INFO : - file 2082_Cambini_JOHN3_WindQuintet.npy added to validation set. 2021-12-10 20:32:27 | INFO : - file 2178_Ravel_35_StringQuartet.npy added to training set. 2021-12-10 20:32:27 | INFO : - file 2322_Beethoven_OP57_PianoSonata.npy added to training set. 2021-12-10 20:32:28 | INFO : - file 2633_Beethoven_OP14NO2_PianoSonata.npy added to validation set. 2021-12-10 20:32:28 | INFO : - file 2220_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-10 20:32:28 | INFO : - file 1828_Mozart_K542_PianoTrio.npy added to validation set. 2021-12-10 20:32:28 | INFO : - file 2527_Beethoven_OP10NO1_PianoSonata.npy added to training set. 2021-12-10 20:32:28 | INFO : - file 2540_Beethoven_OP101_PianoSonata.npy added to training set. 2021-12-10 20:32:28 | INFO : - file 2582_Beethoven_OP54_PianoSonata.npy added to training set. 2021-12-10 20:32:28 | INFO : - file 2225_Bach_BWV852_WTKI.npy added to training set. 2021-12-10 20:32:28 | INFO : - file 1876_Mozart_K496_PianoTrio.npy added to training set. 2021-12-10 20:32:28 | INFO : - file 2593_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-10 20:32:28 | INFO : - file 2482_Beethoven_OP18NO5_StringQuartet.npy added to training set. 2021-12-10 20:32:29 | INFO : - file 2341_Beethoven_OP30NO3_ViolinSonata.npy added to validation set. 2021-12-10 20:32:29 | INFO : - file 2288_Bach_BWV1002_ViolinPartita.npy added to training set. 2021-12-10 20:32:29 | INFO : - file 2504_Beethoven_OP103_Octetin.npy added to training set. 2021-12-10 20:32:29 | INFO : - file 2381_Beethoven_OP130_StringQuartet.npy added to training set. 2021-12-10 20:32:29 | INFO : - file 2104_Haydn_OP64NO5_QuartetNo.npy added to training set. 2021-12-10 20:32:29 | INFO : - file 2365_Beethoven_OP127_StringQuartet.npy added to training set. 2021-12-10 20:32:29 | INFO : - file 1739_Schubert_OP99_PianoTrio.npy added to training set. 2021-12-10 20:32:30 | INFO : - file 1750_Schubert_D845_PianoSonata.npy added to training set. 2021-12-10 20:32:30 | INFO : - file 2473_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-10 20:32:30 | INFO : - file 2180_Ravel_35_StringQuartet.npy added to training set. 2021-12-10 20:32:30 | INFO : - file 2397_Beethoven_OP47_ViolinSonata.npy added to training set. 2021-12-10 20:32:30 | INFO : - file 2626_Beethoven_OP96_ViolinSonata.npy added to training set. 2021-12-10 20:32:30 | INFO : - file 1730_Schubert_OP114_PianoQuintet.npy added to training set. 2021-12-10 20:32:30 | INFO : - file 2522_Beethoven_OP69_CelloSonata.npy added to training set. 2021-12-10 20:32:30 | INFO : - file 2619_Beethoven_OP10NO2_PianoSonata.npy added to training set. 2021-12-10 20:32:30 | INFO : - file 2234_Bach_BWV856_WTKI.npy added to training set. 2021-12-10 20:32:30 | INFO : - file 2618_Beethoven_OP10NO2_PianoSonata.npy added to training set. 2021-12-10 20:32:31 | INFO : - file 2161_Brahms_OP40_HornTrio.npy added to training set. 2021-12-10 20:32:31 | INFO : - file 2166_Faure_OP45_PianoQuartet.npy added to training set. 2021-12-10 20:32:31 | INFO : - file 2319_Beethoven_OP38_Trioin.npy added to training set. 2021-12-10 20:32:31 | INFO : - file 2590_Beethoven_OP26_PianoSonata.npy added to training set. 2021-12-10 20:32:31 | INFO : ######## Training set MusicNet generated, length 133177 ###### 2021-12-10 20:32:31 | INFO : ######## Validation set MusicNet generated, length 15491 ###### 2021-12-10 20:32:32 | INFO : - file Schubert_D911-06_AL98.npy added to training set. 2021-12-10 20:32:33 | INFO : - file Schubert_D911-11_OL06.npy added to training set. 2021-12-10 20:32:34 | INFO : - file Schubert_D911-10_FI80.npy added to training set. 2021-12-10 20:32:36 | INFO : - file Schubert_D911-05_FI80.npy added to training set. 2021-12-10 20:32:37 | INFO : - file Schubert_D911-06_QU98.npy added to training set. 2021-12-10 20:32:37 | INFO : - file Schubert_D911-04_FI80.npy added to training set. 2021-12-10 20:32:39 | INFO : - file Schubert_D911-05_QU98.npy added to training set. 2021-12-10 20:32:39 | INFO : - file Schubert_D911-12_AL98.npy added to training set. 2021-12-10 20:32:40 | INFO : - file Schubert_D911-10_AL98.npy added to training set. 2021-12-10 20:32:41 | INFO : - file Schubert_D911-04_FI55.npy added to training set. 2021-12-10 20:32:42 | INFO : - file Schubert_D911-04_AL98.npy added to training set. 2021-12-10 20:32:43 | INFO : - file Schubert_D911-14_TR99.npy added to validation set. 2021-12-10 20:32:44 | INFO : - file Schubert_D911-10_FI55.npy added to training set. 2021-12-10 20:32:44 | INFO : - file Schubert_D911-02_FI55.npy added to training set. 2021-12-10 20:32:45 | INFO : - file Schubert_D911-03_AL98.npy added to training set. 2021-12-10 20:32:46 | INFO : - file Schubert_D911-10_OL06.npy added to training set. 2021-12-10 20:32:46 | INFO : - file Schubert_D911-15_FI66.npy added to validation set. 2021-12-10 20:32:47 | INFO : - file Schubert_D911-05_FI55.npy added to training set. 2021-12-10 20:32:48 | INFO : - file Schubert_D911-09_FI55.npy added to training set. 2021-12-10 20:32:49 | INFO : - file Schubert_D911-13_OL06.npy added to training set. 2021-12-10 20:32:49 | INFO : - file Schubert_D911-03_QU98.npy added to training set. 2021-12-10 20:32:50 | INFO : - file Schubert_D911-15_TR99.npy added to validation set. 2021-12-10 20:32:51 | INFO : - file Schubert_D911-13_QU98.npy added to training set. 2021-12-10 20:32:51 | INFO : - file Schubert_D911-13_AL98.npy added to training set. 2021-12-10 20:32:52 | INFO : - file Schubert_D911-08_FI80.npy added to training set. 2021-12-10 20:32:52 | INFO : - file Schubert_D911-13_FI80.npy added to training set. 2021-12-10 20:32:53 | INFO : - file Schubert_D911-16_FI66.npy added to validation set. 2021-12-10 20:32:54 | INFO : - file Schubert_D911-03_OL06.npy added to training set. 2021-12-10 20:32:55 | INFO : - file Schubert_D911-11_FI55.npy added to training set. 2021-12-10 20:32:55 | INFO : - file Schubert_D911-02_OL06.npy added to training set. 2021-12-10 20:32:56 | INFO : - file Schubert_D911-06_FI80.npy added to training set. 2021-12-10 20:32:58 | INFO : - file Schubert_D911-01_FI80.npy added to training set. 2021-12-10 20:33:00 | INFO : - file Schubert_D911-01_AL98.npy added to training set. 2021-12-10 20:33:01 | INFO : - file Schubert_D911-01_OL06.npy added to training set. 2021-12-10 20:33:02 | INFO : - file Schubert_D911-16_TR99.npy added to validation set. 2021-12-10 20:33:02 | INFO : - file Schubert_D911-03_FI80.npy added to training set. 2021-12-10 20:33:03 | INFO : - file Schubert_D911-04_QU98.npy added to training set. 2021-12-10 20:33:04 | INFO : - file Schubert_D911-11_AL98.npy added to training set. 2021-12-10 20:33:05 | INFO : - file Schubert_D911-10_QU98.npy added to training set. 2021-12-10 20:33:06 | INFO : - file Schubert_D911-13_FI55.npy added to training set. 2021-12-10 20:33:06 | INFO : - file Schubert_D911-09_AL98.npy added to training set. 2021-12-10 20:33:08 | INFO : - file Schubert_D911-01_QU98.npy added to training set. 2021-12-10 20:33:09 | INFO : - file Schubert_D911-04_OL06.npy added to training set. 2021-12-10 20:33:10 | INFO : - file Schubert_D911-05_AL98.npy added to training set. 2021-12-10 20:33:10 | INFO : - file Schubert_D911-02_QU98.npy added to training set. 2021-12-10 20:33:11 | INFO : - file Schubert_D911-07_OL06.npy added to training set. 2021-12-10 20:33:12 | INFO : - file Schubert_D911-11_FI80.npy added to training set. 2021-12-10 20:33:14 | INFO : - file Schubert_D911-06_OL06.npy added to training set. 2021-12-10 20:33:15 | INFO : - file Schubert_D911-07_QU98.npy added to training set. 2021-12-10 20:33:16 | INFO : - file Schubert_D911-01_FI55.npy added to training set. 2021-12-10 20:33:17 | INFO : - file Schubert_D911-03_FI55.npy added to training set. 2021-12-10 20:33:18 | INFO : - file Schubert_D911-05_OL06.npy added to training set. 2021-12-10 20:33:19 | INFO : - file Schubert_D911-12_QU98.npy added to training set. 2021-12-10 20:33:20 | INFO : - file Schubert_D911-14_FI66.npy added to validation set. 2021-12-10 20:33:21 | INFO : - file Schubert_D911-11_QU98.npy added to training set. 2021-12-10 20:33:22 | INFO : - file Schubert_D911-06_FI55.npy added to training set. 2021-12-10 20:33:23 | INFO : - file Schubert_D911-02_AL98.npy added to training set. 2021-12-10 20:33:23 | INFO : - file Schubert_D911-09_OL06.npy added to training set. 2021-12-10 20:33:24 | INFO : - file Schubert_D911-12_FI80.npy added to training set. 2021-12-10 20:33:25 | INFO : - file Schubert_D911-08_OL06.npy added to training set. 2021-12-10 20:33:25 | INFO : - file Schubert_D911-09_FI80.npy added to training set. 2021-12-10 20:33:26 | INFO : - file Schubert_D911-09_QU98.npy added to training set. 2021-12-10 20:33:27 | INFO : - file Schubert_D911-07_FI55.npy added to training set. 2021-12-10 20:33:28 | INFO : - file Schubert_D911-02_FI80.npy added to training set. 2021-12-10 20:33:28 | INFO : - file Schubert_D911-08_QU98.npy added to training set. 2021-12-10 20:33:29 | INFO : - file Schubert_D911-08_FI55.npy added to training set. 2021-12-10 20:33:30 | INFO : - file Schubert_D911-07_FI80.npy added to training set. 2021-12-10 20:33:31 | INFO : - file Schubert_D911-07_AL98.npy added to training set. 2021-12-10 20:33:32 | INFO : - file Schubert_D911-12_FI55.npy added to training set. 2021-12-10 20:33:32 | INFO : - file Schubert_D911-08_AL98.npy added to training set. 2021-12-10 20:33:33 | INFO : - file Schubert_D911-12_OL06.npy added to training set. 2021-12-10 20:33:33 | INFO : ######## Training set SchubertWR generated, length 92820 ###### 2021-12-10 20:33:33 | INFO : ######## Validation set SchubertWR generated, length 9466 ###### 2021-12-10 20:33:33 | INFO : - file 01-AchGottundHerr.npy added to training set. 2021-12-10 20:33:33 | INFO : - file 06-DieSonne.npy added to validation set. 2021-12-10 20:33:34 | INFO : - file 05-DieNacht.npy added to validation set. 2021-12-10 20:33:34 | INFO : - file 03-ChristederdubistTagundLicht.npy added to training set. 2021-12-10 20:33:34 | INFO : - file 02-AchLiebenChristen.npy added to training set. 2021-12-10 20:33:34 | INFO : - file 04-ChristeDuBeistand.npy added to training set. 2021-12-10 20:33:34 | INFO : ######## Training set Bach10 generated, length 5421 ###### 2021-12-10 20:33:34 | INFO : ######## Validation set Bach10 generated, length 2827 ###### 2021-12-10 20:33:35 | INFO : - file mahler.npy added to training set. 2021-12-10 20:33:35 | INFO : - file beethoven.npy added to training set. 2021-12-10 20:33:35 | INFO : ######## Training set PHENICX-Anechoic generated, length 6884 ###### 2021-12-10 20:33:36 | INFO : - file CSD_Traditional_ElRossinyol.npy added to training set. 2021-12-10 20:33:36 | INFO : - file CSD_Guerrero_NinoDios_noalt.npy added to validation set. 2021-12-10 20:33:37 | INFO : - file CSD_Guerrero_NinoDios_nosop.npy added to validation set. 2021-12-10 20:33:37 | INFO : - file CSD_Guerrero_NinoDios_nobas.npy added to validation set. 2021-12-10 20:33:38 | INFO : - file CSD_Guerrero_NinoDios_noten.npy added to validation set. 2021-12-10 20:33:38 | INFO : - file CSD_Traditional_ElRossinyol_nobas.npy added to training set. 2021-12-10 20:33:39 | INFO : - file CSD_Traditional_ElRossinyol_noten.npy added to training set. 2021-12-10 20:33:40 | INFO : - file CSD_Traditional_ElRossinyol_nosop.npy added to training set. 2021-12-10 20:33:40 | INFO : - file CSD_Traditional_ElRossinyol_noalt.npy added to training set. 2021-12-10 20:33:41 | INFO : - file CSD_Guerrero_NinoDios.npy added to validation set. 2021-12-10 20:33:41 | INFO : ######## Training set ChoralSingingDataset generated, length 7274 ###### 2021-12-10 20:33:41 | INFO : ######## Validation set ChoralSingingDataset generated, length 5555 ###### 2021-12-10 20:33:41 | INFO : Training set & loader generated, length 245576 2021-12-10 20:33:41 | INFO : Validation set & loader generated, length 33339 2021-12-10 20:33:41 | INFO : ###################### START TRAINING ###################### 2021-12-10 20:39:37 | INFO : Epoch #0 finished. Train Loss: 0.0840, Val Loss: 0.0745 with lr: 0.00100 2021-12-10 20:39:37 | INFO : .... model of epoch 0 saved. 2021-12-10 20:45:31 | INFO : Epoch #1 finished. Train Loss: 0.0729, Val Loss: 0.0708 with lr: 0.00100 2021-12-10 20:45:31 | INFO : .... model of epoch #1 saved. 2021-12-10 20:51:24 | INFO : Epoch #2 finished. Train Loss: 0.0690, Val Loss: 0.0676 with lr: 0.00100 2021-12-10 20:51:24 | INFO : .... model of epoch #2 saved. 2021-12-10 20:57:16 | INFO : Epoch #3 finished. Train Loss: 0.0668, Val Loss: 0.0672 with lr: 0.00100 2021-12-10 20:57:16 | INFO : .... model of epoch #3 saved. 2021-12-10 21:03:08 | INFO : Epoch #4 finished. Train Loss: 0.0647, Val Loss: 0.0689 with lr: 0.00100 2021-12-10 21:09:02 | INFO : Epoch #5 finished. Train Loss: 0.0633, Val Loss: 0.0677 with lr: 0.00100 2021-12-10 21:14:55 | INFO : Epoch #6 finished. Train Loss: 0.0624, Val Loss: 0.0669 with lr: 0.00100 2021-12-10 21:14:55 | INFO : .... model of epoch #6 saved. 2021-12-10 21:20:48 | INFO : Epoch #7 finished. Train Loss: 0.0612, Val Loss: 0.0676 with lr: 0.00100 2021-12-10 21:26:41 | INFO : Epoch #8 finished. Train Loss: 0.0600, Val Loss: 0.0660 with lr: 0.00100 2021-12-10 21:26:41 | INFO : .... model of epoch #8 saved. 2021-12-10 21:32:35 | INFO : Epoch #9 finished. Train Loss: 0.0598, Val Loss: 0.0665 with lr: 0.00100 2021-12-10 21:38:29 | INFO : Epoch #10 finished. Train Loss: 0.0585, Val Loss: 0.0686 with lr: 0.00100 2021-12-10 21:44:22 | INFO : Epoch #11 finished. Train Loss: 0.0580, Val Loss: 0.0667 with lr: 0.00100 2021-12-10 21:50:14 | INFO : Epoch #12 finished. Train Loss: 0.0573, Val Loss: 0.0659 with lr: 0.00100 2021-12-10 21:50:14 | INFO : .... model of epoch #12 saved. 2021-12-10 21:56:07 | INFO : Epoch #13 finished. Train Loss: 0.0566, Val Loss: 0.0668 with lr: 0.00100 2021-12-10 22:02:00 | INFO : Epoch #14 finished. Train Loss: 0.0561, Val Loss: 0.0668 with lr: 0.00100 2021-12-10 22:07:54 | INFO : Epoch #15 finished. Train Loss: 0.0556, Val Loss: 0.0670 with lr: 0.00100 2021-12-10 22:13:47 | INFO : Epoch #16 finished. Train Loss: 0.0549, Val Loss: 0.0690 with lr: 0.00100 2021-12-10 22:19:40 | INFO : Epoch #17 finished. Train Loss: 0.0546, Val Loss: 0.0658 with lr: 0.00100 2021-12-10 22:19:40 | INFO : .... model of epoch #17 saved. 2021-12-10 22:25:34 | INFO : Epoch #18 finished. Train Loss: 0.0538, Val Loss: 0.0672 with lr: 0.00100 2021-12-10 22:31:27 | INFO : Epoch #19 finished. Train Loss: 0.0536, Val Loss: 0.0667 with lr: 0.00100 2021-12-10 22:37:20 | INFO : Epoch #20 finished. Train Loss: 0.0531, Val Loss: 0.0670 with lr: 0.00100 2021-12-10 22:43:14 | INFO : Epoch #21 finished. Train Loss: 0.0530, Val Loss: 0.0685 with lr: 0.00100 2021-12-10 22:49:07 | INFO : Epoch #22 finished. Train Loss: 0.0522, Val Loss: 0.0666 with lr: 0.00100 2021-12-10 22:55:00 | INFO : Epoch #23 finished. Train Loss: 0.0521, Val Loss: 0.0687 with lr: 0.00100 2021-12-10 23:00:53 | INFO : Epoch #24 finished. Train Loss: 0.0490, Val Loss: 0.0693 with lr: 0.00050 2021-12-10 23:06:46 | INFO : Epoch #25 finished. Train Loss: 0.0484, Val Loss: 0.0681 with lr: 0.00050 2021-12-10 23:12:39 | INFO : Epoch #26 finished. Train Loss: 0.0479, Val Loss: 0.0661 with lr: 0.00050 2021-12-10 23:18:33 | INFO : Epoch #27 finished. Train Loss: 0.0474, Val Loss: 0.0665 with lr: 0.00050 2021-12-10 23:24:25 | INFO : Epoch #28 finished. Train Loss: 0.0470, Val Loss: 0.0677 with lr: 0.00050 2021-12-10 23:30:20 | INFO : Epoch #29 finished. Train Loss: 0.0471, Val Loss: 0.0675 with lr: 0.00050 2021-12-10 23:30:20 | INFO : ### trained model saved in /tsi/clusterhome/cweiss/models/exp213g_traintest_bigmix_aligned_pitch_unet_medium_test10files_augall_AdamW_smallepochs_rerun1.pt 2021-12-10 23:30:20 | INFO : ###################### START TESTING ###################### 2021-12-10 23:30:40 | INFO : file 2106_Haydn_OP64NO5_QuartetNo.npy tested. Av. Prec: 0.7268822170229249 2021-12-10 23:30:50 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Av. Prec: 0.7976335250287593 2021-12-10 23:31:00 | INFO : file 2416_Beethoven_OP71_Sextetin.npy tested. Av. Prec: 0.6725777968713695 2021-12-10 23:31:06 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Av. Prec: 0.7315252451753527 2021-12-10 23:31:19 | INFO : file 1759_Schubert_D958_PianoSonata.npy tested. Av. Prec: 0.7641715065719314 2021-12-10 23:31:26 | INFO : file 2191_Bach_BWV1006_ViolinPartita.npy tested. Av. Prec: 0.8027615191347263 2021-12-10 23:31:54 | INFO : file 2629_Beethoven_OP96_ViolinSonata.npy tested. Av. Prec: 0.7731282004753564 2021-12-10 23:32:02 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Av. Prec: 0.5484319307352142 2021-12-10 23:32:12 | INFO : file 2556_Beethoven_OP109_PianoSonata.npy tested. Av. Prec: 0.8124613088151724 2021-12-10 23:32:21 | INFO : file 2298_Bach_BWV1010_CelloSuite.npy tested. Av. Prec: 0.7113248117644524 2021-12-10 23:32:21 | INFO : ### Dataset MusicNet tested. Individual results: ################################ 2021-12-10 23:32:21 | INFO : Mean precision: 0.6846600338933622 2021-12-10 23:32:21 | INFO : Mean recall: 0.7094534235805801 2021-12-10 23:32:21 | INFO : Mean f_measure: 0.6941198607969284 2021-12-10 23:32:21 | INFO : Mean cosine_sim: 0.7297906059336737 2021-12-10 23:32:21 | INFO : Mean binary_crossentropy: 0.07260409964586337 2021-12-10 23:32:21 | INFO : Mean euclidean_distance: 0.9037826966930282 2021-12-10 23:32:21 | INFO : Mean binary_accuracy: 0.9798379065958314 2021-12-10 23:32:21 | INFO : Mean soft_accuracy: 0.9701091977306214 2021-12-10 23:32:21 | INFO : Mean accum_energy: 0.5228912450853483 2021-12-10 23:32:21 | INFO : Mean roc_auc_measure: 0.983507988272321 2021-12-10 23:32:21 | INFO : Mean average_precision_score: 0.7340898061595259 2021-12-10 23:32:21 | INFO : Mean Precision: 0.6846600338933622 2021-12-10 23:32:21 | INFO : Mean Recall: 0.7094534235805801 2021-12-10 23:32:21 | INFO : Mean Accuracy: 0.5350029194262269 2021-12-10 23:32:21 | INFO : Mean Substitution Error: 0.12573012622729401 2021-12-10 23:32:21 | INFO : Mean Miss Error: 0.16481645019212593 2021-12-10 23:32:21 | INFO : Mean False Alarm Error: 0.20717471009553873 2021-12-10 23:32:21 | INFO : Mean Total Error: 0.4977212865149587 2021-12-10 23:32:21 | INFO : Mean Chroma Precision: 0.709563572070034 2021-12-10 23:32:21 | INFO : Mean Chroma Recall: 0.7341096832900433 2021-12-10 23:32:21 | INFO : Mean Chroma Accuracy: 0.563892901503041 2021-12-10 23:32:21 | INFO : Mean Chroma Substitution Error: 0.10107386651783083 2021-12-10 23:32:21 | INFO : Mean Chroma Miss Error: 0.16481645019212593 2021-12-10 23:32:21 | INFO : Mean Chroma False Alarm Error: 0.20717471009553873 2021-12-10 23:32:21 | INFO : Mean Chroma Total Error: 0.4730650268054954 2021-12-10 23:32:21 | INFO : 2021-12-10 23:32:21 | INFO : Framewise precision: 0.7074203103076171 2021-12-10 23:32:21 | INFO : Framewise recall: 0.6982888800122092 2021-12-10 23:32:21 | INFO : Framewise f_measure: 0.6991993233287982 2021-12-10 23:32:21 | INFO : Framewise cosine_sim: 0.7396438105901447 2021-12-10 23:32:21 | INFO : Framewise binary_crossentropy: 0.08457191608515247 2021-12-10 23:32:21 | INFO : Framewise euclidean_distance: 0.9867307071668496 2021-12-10 23:32:21 | INFO : Framewise binary_accuracy: 0.9770120281937894 2021-12-10 23:32:21 | INFO : Framewise soft_accuracy: 0.9660137043922379 2021-12-10 23:32:21 | INFO : Framewise accum_energy: 0.5213075444495839 2021-12-10 23:32:21 | INFO : Framewise roc_auc_measure: 0.9814973012996324 2021-12-10 23:32:21 | INFO : Framewise average_precision_score: 0.7450029399568879 2021-12-10 23:32:21 | INFO : Framewise Precision: 0.7074203103076171 2021-12-10 23:32:21 | INFO : Framewise Recall: 0.6982888800122092 2021-12-10 23:32:21 | INFO : Framewise Accuracy: 0.5398940358040765 2021-12-10 23:32:21 | INFO : Framewise Substitution Error: 0.12185178523991186 2021-12-10 23:32:21 | INFO : Framewise Miss Error: 0.17985933474787932 2021-12-10 23:32:21 | INFO : Framewise False Alarm Error: 0.1763101338391007 2021-12-10 23:32:21 | INFO : Framewise Total Error: 0.478021253826892 2021-12-10 23:32:21 | INFO : Framewise Chroma Precision: 0.7362450076924679 2021-12-10 23:32:21 | INFO : Framewise Chroma Recall: 0.7253446209320039 2021-12-10 23:32:21 | INFO : Framewise Chroma Accuracy: 0.5731171028040558 2021-12-10 23:32:21 | INFO : Framewise Chroma Substitution Error: 0.09479604432011716 2021-12-10 23:32:21 | INFO : Framewise Chroma Miss Error: 0.17985933474787932 2021-12-10 23:32:21 | INFO : Framewise Chroma False Alarm Error: 0.1763101338391007 2021-12-10 23:32:21 | INFO : Framewise Chroma Total Error: 0.45096551290709724 2021-12-10 23:32:36 | INFO : file Schubert_D911-20_SC06.npy tested. Av. Prec: 0.9062288728236446 2021-12-10 23:32:51 | INFO : file Schubert_D911-21_SC06.npy tested. Av. Prec: 0.879001893833727 2021-12-10 23:33:05 | INFO : file Schubert_D911-21_HU33.npy tested. Av. Prec: 0.8986375427987707 2021-12-10 23:33:09 | INFO : file Schubert_D911-18_HU33.npy tested. Av. Prec: 0.781967129149676 2021-12-10 23:33:15 | INFO : file Schubert_D911-22_HU33.npy tested. Av. Prec: 0.8120965198870566 2021-12-10 23:33:27 | INFO : file Schubert_D911-23_HU33.npy tested. Av. Prec: 0.8221458520783628 2021-12-10 23:33:41 | INFO : file Schubert_D911-20_HU33.npy tested. Av. Prec: 0.8938707953799874 2021-12-10 23:33:46 | INFO : file Schubert_D911-18_SC06.npy tested. Av. Prec: 0.8093167335783658 2021-12-10 23:33:51 | INFO : file Schubert_D911-22_SC06.npy tested. Av. Prec: 0.8764934318512885 2021-12-10 23:34:03 | INFO : file Schubert_D911-24_HU33.npy tested. Av. Prec: 0.8319284009506357 2021-12-10 23:34:09 | INFO : file Schubert_D911-19_SC06.npy tested. Av. Prec: 0.8343390116655806 2021-12-10 23:34:20 | INFO : file Schubert_D911-23_SC06.npy tested. Av. Prec: 0.8753031952843154 2021-12-10 23:34:32 | INFO : file Schubert_D911-24_SC06.npy tested. Av. Prec: 0.8627071610211638 2021-12-10 23:34:45 | INFO : file Schubert_D911-17_HU33.npy tested. Av. Prec: 0.7374890105252878 2021-12-10 23:34:57 | INFO : file Schubert_D911-17_SC06.npy tested. Av. Prec: 0.7550081557098137 2021-12-10 23:35:02 | INFO : file Schubert_D911-19_HU33.npy tested. Av. Prec: 0.646744722206569 2021-12-10 23:35:02 | INFO : ### Dataset Schubert_Winterreise tested. Individual results: ################################ 2021-12-10 23:35:02 | INFO : Mean precision: 0.7735281933367815 2021-12-10 23:35:02 | INFO : Mean recall: 0.7639261712016009 2021-12-10 23:35:02 | INFO : Mean f_measure: 0.7660981708508925 2021-12-10 23:35:02 | INFO : Mean cosine_sim: 0.8018782369344822 2021-12-10 23:35:02 | INFO : Mean binary_crossentropy: 0.08872728642376003 2021-12-10 23:35:02 | INFO : Mean euclidean_distance: 1.0365627586556552 2021-12-10 23:35:02 | INFO : Mean binary_accuracy: 0.9759901802538722 2021-12-10 23:35:02 | INFO : Mean soft_accuracy: 0.9650444628435271 2021-12-10 23:35:02 | INFO : Mean accum_energy: 0.5975479692004192 2021-12-10 23:35:02 | INFO : Mean roc_auc_measure: 0.9852963153575954 2021-12-10 23:35:02 | INFO : Mean average_precision_score: 0.8264549017965152 2021-12-10 23:35:02 | INFO : Mean Precision: 0.7735281933367815 2021-12-10 23:35:02 | INFO : Mean Recall: 0.7639261712016009 2021-12-10 23:35:02 | INFO : Mean Accuracy: 0.6241959570420202 2021-12-10 23:35:02 | INFO : Mean Substitution Error: 0.08575462408349595 2021-12-10 23:35:02 | INFO : Mean Miss Error: 0.1503192047149031 2021-12-10 23:35:02 | INFO : Mean False Alarm Error: 0.1425500609060691 2021-12-10 23:35:02 | INFO : Mean Total Error: 0.3786238897044682 2021-12-10 23:35:02 | INFO : Mean Chroma Precision: 0.8007892280957726 2021-12-10 23:35:02 | INFO : Mean Chroma Recall: 0.7907617087391025 2021-12-10 23:35:02 | INFO : Mean Chroma Accuracy: 0.6597238261924374 2021-12-10 23:35:02 | INFO : Mean Chroma Substitution Error: 0.058919086545994405 2021-12-10 23:35:02 | INFO : Mean Chroma Miss Error: 0.1503192047149031 2021-12-10 23:35:02 | INFO : Mean Chroma False Alarm Error: 0.1425500609060691 2021-12-10 23:35:02 | INFO : Mean Chroma Total Error: 0.35178835216696663 2021-12-10 23:35:02 | INFO : 2021-12-10 23:35:02 | INFO : Framewise precision: 0.7753244078101312 2021-12-10 23:35:02 | INFO : Framewise recall: 0.7927621082879259 2021-12-10 23:35:02 | INFO : Framewise f_measure: 0.7820557988446802 2021-12-10 23:35:02 | INFO : Framewise cosine_sim: 0.8115865302361466 2021-12-10 23:35:02 | INFO : Framewise binary_crossentropy: 0.08315642114509601 2021-12-10 23:35:02 | INFO : Framewise euclidean_distance: 1.008196561247118 2021-12-10 23:35:02 | INFO : Framewise binary_accuracy: 0.9771728293301776 2021-12-10 23:35:02 | INFO : Framewise soft_accuracy: 0.9665241362538807 2021-12-10 23:35:02 | INFO : Framewise accum_energy: 0.6229988197705467 2021-12-10 23:35:02 | INFO : Framewise roc_auc_measure: 0.9872988694067616 2021-12-10 23:35:02 | INFO : Framewise average_precision_score: 0.8411000717806202 2021-12-10 23:35:02 | INFO : Framewise Precision: 0.7753244078101312 2021-12-10 23:35:02 | INFO : Framewise Recall: 0.7927621082879259 2021-12-10 23:35:02 | INFO : Framewise Accuracy: 0.6450326998946557 2021-12-10 23:35:02 | INFO : Framewise Substitution Error: 0.07885385432332599 2021-12-10 23:35:02 | INFO : Framewise Miss Error: 0.12838403738874785 2021-12-10 23:35:02 | INFO : Framewise False Alarm Error: 0.15519771611013253 2021-12-10 23:35:02 | INFO : Framewise Total Error: 0.36243560782220624 2021-12-10 23:35:02 | INFO : Framewise Chroma Precision: 0.7993328219107025 2021-12-10 23:35:02 | INFO : Framewise Chroma Recall: 0.8172647781085305 2021-12-10 23:35:02 | INFO : Framewise Chroma Accuracy: 0.6778944405491787 2021-12-10 23:35:02 | INFO : Framewise Chroma Substitution Error: 0.054351184502721445 2021-12-10 23:35:02 | INFO : Framewise Chroma Miss Error: 0.12838403738874785 2021-12-10 23:35:02 | INFO : Framewise Chroma False Alarm Error: 0.15519771611013253 2021-12-10 23:35:02 | INFO : Framewise Chroma Total Error: 0.33793293800160173 2021-12-10 23:35:05 | INFO : file 09-Jesus.npy tested. Av. Prec: 0.9649222778893747 2021-12-10 23:35:08 | INFO : file 07-HerrGott.npy tested. Av. Prec: 0.9631358508035748 2021-12-10 23:35:12 | INFO : file 10-NunBitten.npy tested. Av. Prec: 0.9740899229834427 2021-12-10 23:35:15 | INFO : file 08-FuerDeinenThron.npy tested. Av. Prec: 0.9827157985233126 2021-12-10 23:35:15 | INFO : ### Dataset Bach10 tested. Individual results: ################################ 2021-12-10 23:35:15 | INFO : Mean precision: 0.899549598817543 2021-12-10 23:35:15 | INFO : Mean recall: 0.9256065668328696 2021-12-10 23:35:15 | INFO : Mean f_measure: 0.91227952455354 2021-12-10 23:35:15 | INFO : Mean cosine_sim: 0.8678950294268696 2021-12-10 23:35:15 | INFO : Mean binary_crossentropy: 0.03318497985158633 2021-12-10 23:35:15 | INFO : Mean euclidean_distance: 0.5647952067805112 2021-12-10 23:35:15 | INFO : Mean binary_accuracy: 0.9915710464513063 2021-12-10 23:35:15 | INFO : Mean soft_accuracy: 0.9841491333132479 2021-12-10 23:35:15 | INFO : Mean accum_energy: 0.7280527805841461 2021-12-10 23:35:15 | INFO : Mean roc_auc_measure: 0.9983825946418223 2021-12-10 23:35:15 | INFO : Mean average_precision_score: 0.9712159625499261 2021-12-10 23:35:15 | INFO : Mean Precision: 0.899549598817543 2021-12-10 23:35:15 | INFO : Mean Recall: 0.9256065668328696 2021-12-10 23:35:15 | INFO : Mean Accuracy: 0.8390897765199342 2021-12-10 23:35:15 | INFO : Mean Substitution Error: 0.018618814489108012 2021-12-10 23:35:15 | INFO : Mean Miss Error: 0.05577461867802252 2021-12-10 23:35:15 | INFO : Mean False Alarm Error: 0.08466787129255657 2021-12-10 23:35:15 | INFO : Mean Total Error: 0.15906130445968708 2021-12-10 23:35:15 | INFO : Mean Chroma Precision: 0.9017843425627463 2021-12-10 23:35:15 | INFO : Mean Chroma Recall: 0.9279151080019444 2021-12-10 23:35:15 | INFO : Mean Chroma Accuracy: 0.8429629845054454 2021-12-10 23:35:15 | INFO : Mean Chroma Substitution Error: 0.016310273320033063 2021-12-10 23:35:15 | INFO : Mean Chroma Miss Error: 0.05577461867802252 2021-12-10 23:35:15 | INFO : Mean Chroma False Alarm Error: 0.08466787129255657 2021-12-10 23:35:15 | INFO : Mean Chroma Total Error: 0.15675276329061213 2021-12-10 23:35:15 | INFO : 2021-12-10 23:35:15 | INFO : Framewise precision: 0.8995029554255277 2021-12-10 23:35:15 | INFO : Framewise recall: 0.927084535410527 2021-12-10 23:35:15 | INFO : Framewise f_measure: 0.9129796851458658 2021-12-10 23:35:15 | INFO : Framewise cosine_sim: 0.8679626056995086 2021-12-10 23:35:15 | INFO : Framewise binary_crossentropy: 0.03303341346059006 2021-12-10 23:35:15 | INFO : Framewise euclidean_distance: 0.5632448651854391 2021-12-10 23:35:15 | INFO : Framewise binary_accuracy: 0.9916340784840172 2021-12-10 23:35:15 | INFO : Framewise soft_accuracy: 0.9841643219826918 2021-12-10 23:35:15 | INFO : Framewise accum_energy: 0.7290622470740533 2021-12-10 23:35:15 | INFO : Framewise roc_auc_measure: 0.998413459371346 2021-12-10 23:35:15 | INFO : Framewise average_precision_score: 0.9715311100716483 2021-12-10 23:35:15 | INFO : Framewise Precision: 0.8995029554255277 2021-12-10 23:35:15 | INFO : Framewise Recall: 0.927084535410527 2021-12-10 23:35:15 | INFO : Framewise Accuracy: 0.8402573904425238 2021-12-10 23:35:15 | INFO : Framewise Substitution Error: 0.018408583465619747 2021-12-10 23:35:15 | INFO : Framewise Miss Error: 0.054506881123853206 2021-12-10 23:35:15 | INFO : Framewise False Alarm Error: 0.08510368525948339 2021-12-10 23:35:15 | INFO : Framewise Total Error: 0.15801914984895638 2021-12-10 23:35:15 | INFO : Framewise Chroma Precision: 0.9017367437657201 2021-12-10 23:35:15 | INFO : Framewise Chroma Recall: 0.9293942327468523 2021-12-10 23:35:15 | INFO : Framewise Chroma Accuracy: 0.8441335608746096 2021-12-10 23:35:15 | INFO : Framewise Chroma Substitution Error: 0.016098886129294453 2021-12-10 23:35:15 | INFO : Framewise Chroma Miss Error: 0.054506881123853206 2021-12-10 23:35:15 | INFO : Framewise Chroma False Alarm Error: 0.08510368525948339 2021-12-10 23:35:15 | INFO : Framewise Chroma Total Error: 0.15570945251263105 2021-12-10 23:35:24 | INFO : file bruckner.npy tested. Av. Prec: 0.8184725984175526 2021-12-10 23:35:39 | INFO : file mozart.npy tested. Av. Prec: 0.867899338956924 2021-12-10 23:35:39 | INFO : ### Dataset PHENICX-Anechoic tested. Individual results: ################################ 2021-12-10 23:35:39 | INFO : Mean precision: 0.8499227937773277 2021-12-10 23:35:39 | INFO : Mean recall: 0.68279107260849 2021-12-10 23:35:39 | INFO : Mean f_measure: 0.7551396715589698 2021-12-10 23:35:39 | INFO : Mean cosine_sim: 0.813630981584074 2021-12-10 23:35:39 | INFO : Mean binary_crossentropy: 0.1409105297912286 2021-12-10 23:35:39 | INFO : Mean euclidean_distance: 1.3424000499844166 2021-12-10 23:35:39 | INFO : Mean binary_accuracy: 0.9639668352824428 2021-12-10 23:35:39 | INFO : Mean soft_accuracy: 0.9472666446389737 2021-12-10 23:35:39 | INFO : Mean accum_energy: 0.5395486045316932 2021-12-10 23:35:39 | INFO : Mean roc_auc_measure: 0.9822535089296991 2021-12-10 23:35:39 | INFO : Mean average_precision_score: 0.8431859686872383 2021-12-10 23:35:39 | INFO : Mean Precision: 0.8499227937773277 2021-12-10 23:35:39 | INFO : Mean Recall: 0.68279107260849 2021-12-10 23:35:39 | INFO : Mean Accuracy: 0.6077613483282089 2021-12-10 23:35:39 | INFO : Mean Substitution Error: 0.07779378137081817 2021-12-10 23:35:39 | INFO : Mean Miss Error: 0.23941514602069183 2021-12-10 23:35:39 | INFO : Mean False Alarm Error: 0.044033722930899966 2021-12-10 23:35:39 | INFO : Mean Total Error: 0.36124265032241 2021-12-10 23:35:39 | INFO : Mean Chroma Precision: 0.8840757986615919 2021-12-10 23:35:39 | INFO : Mean Chroma Recall: 0.7096026969797773 2021-12-10 23:35:39 | INFO : Mean Chroma Accuracy: 0.6471111374113572 2021-12-10 23:35:39 | INFO : Mean Chroma Substitution Error: 0.050982156999530785 2021-12-10 23:35:39 | INFO : Mean Chroma Miss Error: 0.23941514602069183 2021-12-10 23:35:39 | INFO : Mean Chroma False Alarm Error: 0.044033722930899966 2021-12-10 23:35:39 | INFO : Mean Chroma Total Error: 0.3344310259511226 2021-12-10 23:35:39 | INFO : 2021-12-10 23:35:39 | INFO : Framewise precision: 0.844309856506929 2021-12-10 23:35:39 | INFO : Framewise recall: 0.7105562179625978 2021-12-10 23:35:39 | INFO : Framewise f_measure: 0.7700175442413953 2021-12-10 23:35:39 | INFO : Framewise cosine_sim: 0.8216785733124427 2021-12-10 23:35:39 | INFO : Framewise binary_crossentropy: 0.1188045204041028 2021-12-10 23:35:39 | INFO : Framewise euclidean_distance: 1.229910293036565 2021-12-10 23:35:39 | INFO : Framewise binary_accuracy: 0.9693192083435984 2021-12-10 23:35:39 | INFO : Framewise soft_accuracy: 0.9534410887722903 2021-12-10 23:35:39 | INFO : Framewise accum_energy: 0.5571508786280309 2021-12-10 23:35:39 | INFO : Framewise roc_auc_measure: 0.9854091080795357 2021-12-10 23:35:39 | INFO : Framewise average_precision_score: 0.8542037846123487 2021-12-10 23:35:39 | INFO : Framewise Precision: 0.844309856506929 2021-12-10 23:35:39 | INFO : Framewise Recall: 0.7105562179625978 2021-12-10 23:35:39 | INFO : Framewise Accuracy: 0.6269764105304945 2021-12-10 23:35:39 | INFO : Framewise Substitution Error: 0.07568186047886641 2021-12-10 23:35:39 | INFO : Framewise Miss Error: 0.21376192155853582 2021-12-10 23:35:39 | INFO : Framewise False Alarm Error: 0.056362088313432375 2021-12-10 23:35:39 | INFO : Framewise Total Error: 0.34580587035083454 2021-12-10 23:35:39 | INFO : Framewise Chroma Precision: 0.8749644818983537 2021-12-10 23:35:39 | INFO : Framewise Chroma Recall: 0.7358501666283425 2021-12-10 23:35:39 | INFO : Framewise Chroma Accuracy: 0.6641466801133638 2021-12-10 23:35:39 | INFO : Framewise Chroma Substitution Error: 0.05038791181312165 2021-12-10 23:35:39 | INFO : Framewise Chroma Miss Error: 0.21376192155853582 2021-12-10 23:35:39 | INFO : Framewise Chroma False Alarm Error: 0.056362088313432375 2021-12-10 23:35:39 | INFO : Framewise Chroma Total Error: 0.3205119216850898 2021-12-10 23:35:50 | INFO : file CSD_Bruckner_LocusIste_nosop.npy tested. Av. Prec: 0.7670149283957278 2021-12-10 23:36:02 | INFO : file CSD_Bruckner_LocusIste_nobas.npy tested. Av. Prec: 0.876877378088295 2021-12-10 23:36:14 | INFO : file CSD_Bruckner_LocusIste.npy tested. Av. Prec: 0.8454910163760126 2021-12-10 23:36:26 | INFO : file CSD_Bruckner_LocusIste_noten.npy tested. Av. Prec: 0.8204271994003076 2021-12-10 23:36:38 | INFO : file CSD_Bruckner_LocusIste_noalt.npy tested. Av. Prec: 0.7332509749763353 2021-12-10 23:36:38 | INFO : ### Dataset ChoralSingingDataset tested. Individual results: ################################ 2021-12-10 23:36:38 | INFO : Mean precision: 0.7569396580219225 2021-12-10 23:36:38 | INFO : Mean recall: 0.695304621078195 2021-12-10 23:36:38 | INFO : Mean f_measure: 0.7244889603313793 2021-12-10 23:36:38 | INFO : Mean cosine_sim: 0.7405035559375329 2021-12-10 23:36:38 | INFO : Mean binary_crossentropy: 0.06056501682860773 2021-12-10 23:36:38 | INFO : Mean euclidean_distance: 0.8393091249040108 2021-12-10 23:36:38 | INFO : Mean binary_accuracy: 0.9828080887581832 2021-12-10 23:36:38 | INFO : Mean soft_accuracy: 0.9736535494445523 2021-12-10 23:36:38 | INFO : Mean accum_energy: 0.4679040866727339 2021-12-10 23:36:38 | INFO : Mean roc_auc_measure: 0.9903485813739955 2021-12-10 23:36:38 | INFO : Mean average_precision_score: 0.8086122994473357 2021-12-10 23:36:38 | INFO : Mean Precision: 0.7569396580219225 2021-12-10 23:36:38 | INFO : Mean Recall: 0.695304621078195 2021-12-10 23:36:38 | INFO : Mean Accuracy: 0.5699122400852878 2021-12-10 23:36:38 | INFO : Mean Substitution Error: 0.1429722911262576 2021-12-10 23:36:38 | INFO : Mean Miss Error: 0.16172308779554734 2021-12-10 23:36:38 | INFO : Mean False Alarm Error: 0.08288999311417189 2021-12-10 23:36:38 | INFO : Mean Total Error: 0.38758537203597687 2021-12-10 23:36:38 | INFO : Mean Chroma Precision: 0.7603881362370097 2021-12-10 23:36:38 | INFO : Mean Chroma Recall: 0.6985434916263501 2021-12-10 23:36:38 | INFO : Mean Chroma Accuracy: 0.5740008208081673 2021-12-10 23:36:38 | INFO : Mean Chroma Substitution Error: 0.13973342057810254 2021-12-10 23:36:38 | INFO : Mean Chroma Miss Error: 0.16172308779554734 2021-12-10 23:36:38 | INFO : Mean Chroma False Alarm Error: 0.08288999311417189 2021-12-10 23:36:38 | INFO : Mean Chroma Total Error: 0.3843465014878218 2021-12-10 23:36:38 | INFO : 2021-12-10 23:36:38 | INFO : Framewise precision: 0.7570559930328019 2021-12-10 23:36:38 | INFO : Framewise recall: 0.6953706249905206 2021-12-10 23:36:38 | INFO : Framewise f_measure: 0.7245782947323172 2021-12-10 23:36:38 | INFO : Framewise cosine_sim: 0.7405400574027738 2021-12-10 23:36:38 | INFO : Framewise binary_crossentropy: 0.06055730048309958 2021-12-10 23:36:38 | INFO : Framewise euclidean_distance: 0.8392251683047439 2021-12-10 23:36:38 | INFO : Framewise binary_accuracy: 0.9828130717706394 2021-12-10 23:36:38 | INFO : Framewise soft_accuracy: 0.9736566823052153 2021-12-10 23:36:38 | INFO : Framewise accum_energy: 0.46790927247195707 2021-12-10 23:36:38 | INFO : Framewise roc_auc_measure: 0.9903516233642787 2021-12-10 23:36:38 | INFO : Framewise average_precision_score: 0.8087076206777534 2021-12-10 23:36:38 | INFO : Framewise Precision: 0.7570559930328019 2021-12-10 23:36:38 | INFO : Framewise Recall: 0.6953706249905206 2021-12-10 23:36:38 | INFO : Framewise Accuracy: 0.5700187178708029 2021-12-10 23:36:38 | INFO : Framewise Substitution Error: 0.14290567193834725 2021-12-10 23:36:38 | INFO : Framewise Miss Error: 0.16172370307113212 2021-12-10 23:36:38 | INFO : Framewise False Alarm Error: 0.08283244446760599 2021-12-10 23:36:38 | INFO : Framewise Total Error: 0.38746181947708536 2021-12-10 23:36:38 | INFO : Framewise Chroma Precision: 0.7605043405525711 2021-12-10 23:36:38 | INFO : Framewise Chroma Recall: 0.6986092472924005 2021-12-10 23:36:38 | INFO : Framewise Chroma Accuracy: 0.5741075817873755 2021-12-10 23:36:38 | INFO : Framewise Chroma Substitution Error: 0.13966704963646734 2021-12-10 23:36:38 | INFO : Framewise Chroma Miss Error: 0.16172370307113212 2021-12-10 23:36:38 | INFO : Framewise Chroma False Alarm Error: 0.08283244446760599 2021-12-10 23:36:38 | INFO : Framewise Chroma Total Error: 0.3842231971752055 2021-12-10 23:36:42 | INFO : file brahms.npy tested. Av. Prec: 0.8435773700110681 2021-12-10 23:36:46 | INFO : file schubert.npy tested. Av. Prec: 0.8907824002022177 2021-12-10 23:36:50 | INFO : file mozart.npy tested. Av. Prec: 0.9380519386806333 2021-12-10 23:36:53 | INFO : file lussier.npy tested. Av. Prec: 0.7747540547501879 2021-12-10 23:36:57 | INFO : file take_five.npy tested. Av. Prec: 0.8256488322683532 2021-12-10 23:36:57 | INFO : ### Dataset TRIOS tested. Individual results: ################################ 2021-12-10 23:36:57 | INFO : Mean precision: 0.8890526780783825 2021-12-10 23:36:57 | INFO : Mean recall: 0.6230417723709889 2021-12-10 23:36:57 | INFO : Mean f_measure: 0.7250933251455483 2021-12-10 23:36:57 | INFO : Mean cosine_sim: 0.7902564099636761 2021-12-10 23:36:57 | INFO : Mean binary_crossentropy: 0.11984430274065994 2021-12-10 23:36:57 | INFO : Mean euclidean_distance: 1.1619696659977006 2021-12-10 23:36:57 | INFO : Mean binary_accuracy: 0.9712693501737929 2021-12-10 23:36:57 | INFO : Mean soft_accuracy: 0.9593406580752714 2021-12-10 23:36:57 | INFO : Mean accum_energy: 0.4887091861134721 2021-12-10 23:36:57 | INFO : Mean roc_auc_measure: 0.9821127973006121 2021-12-10 23:36:57 | INFO : Mean average_precision_score: 0.854562919182492 2021-12-10 23:36:57 | INFO : Mean Precision: 0.8890526780783825 2021-12-10 23:36:57 | INFO : Mean Recall: 0.6230417723709889 2021-12-10 23:36:57 | INFO : Mean Accuracy: 0.574907496010942 2021-12-10 23:36:57 | INFO : Mean Substitution Error: 0.0395450337887116 2021-12-10 23:36:57 | INFO : Mean Miss Error: 0.33741319384029944 2021-12-10 23:36:57 | INFO : Mean False Alarm Error: 0.042033671033885125 2021-12-10 23:36:57 | INFO : Mean Total Error: 0.4189918986628962 2021-12-10 23:36:57 | INFO : Mean Chroma Precision: 0.9094550456561314 2021-12-10 23:36:57 | INFO : Mean Chroma Recall: 0.6361636616145768 2021-12-10 23:36:57 | INFO : Mean Chroma Accuracy: 0.5942236438421562 2021-12-10 23:36:57 | INFO : Mean Chroma Substitution Error: 0.026423144545123824 2021-12-10 23:36:57 | INFO : Mean Chroma Miss Error: 0.33741319384029944 2021-12-10 23:36:57 | INFO : Mean Chroma False Alarm Error: 0.042033671033885125 2021-12-10 23:36:57 | INFO : Mean Chroma Total Error: 0.40587000941930834 2021-12-10 23:36:57 | INFO : 2021-12-10 23:36:57 | INFO : Framewise precision: 0.8895176509665776 2021-12-10 23:36:57 | INFO : Framewise recall: 0.6347819094110257 2021-12-10 23:36:57 | INFO : Framewise f_measure: 0.7335466845561781 2021-12-10 23:36:57 | INFO : Framewise cosine_sim: 0.794643507114561 2021-12-10 23:36:57 | INFO : Framewise binary_crossentropy: 0.1143000711861085 2021-12-10 23:36:57 | INFO : Framewise euclidean_distance: 1.1472554571794202 2021-12-10 23:36:57 | INFO : Framewise binary_accuracy: 0.9721344993724441 2021-12-10 23:36:57 | INFO : Framewise soft_accuracy: 0.9602795152639091 2021-12-10 23:36:57 | INFO : Framewise accum_energy: 0.49698377916935293 2021-12-10 23:36:57 | INFO : Framewise roc_auc_measure: 0.9846575357852363 2021-12-10 23:36:57 | INFO : Framewise average_precision_score: 0.8626866788043683 2021-12-10 23:36:57 | INFO : Framewise Precision: 0.8895176509665776 2021-12-10 23:36:57 | INFO : Framewise Recall: 0.6347819094110257 2021-12-10 23:36:57 | INFO : Framewise Accuracy: 0.5845206059472766 2021-12-10 23:36:57 | INFO : Framewise Substitution Error: 0.03704322429151514 2021-12-10 23:36:57 | INFO : Framewise Miss Error: 0.328174866297459 2021-12-10 23:36:57 | INFO : Framewise False Alarm Error: 0.04664701186046931 2021-12-10 23:36:57 | INFO : Framewise Total Error: 0.4118651024494434 2021-12-10 23:36:57 | INFO : Framewise Chroma Precision: 0.907167313468486 2021-12-10 23:36:57 | INFO : Framewise Chroma Recall: 0.6464902965453434 2021-12-10 23:36:57 | INFO : Framewise Chroma Accuracy: 0.6019008838196214 2021-12-10 23:36:57 | INFO : Framewise Chroma Substitution Error: 0.025334837157197497 2021-12-10 23:36:57 | INFO : Framewise Chroma Miss Error: 0.328174866297459 2021-12-10 23:36:57 | INFO : Framewise Chroma False Alarm Error: 0.04664701186046931 2021-12-10 23:36:57 | INFO : Framewise Chroma Total Error: 0.4001567153151258 2021-12-10 23:36:57 | INFO : 2021-12-10 23:36:57 | INFO : 2021-12-10 23:36:57 | INFO : ### Testing done. ################################################ 2021-12-10 23:36:57 | INFO : 2021-12-10 23:36:57 | INFO : # Results for complete test set ######################### 2021-12-10 23:36:57 | INFO : Mean precision: 0.7797870737059162 2021-12-10 23:36:57 | INFO : Mean recall: 0.7375498417815665 2021-12-10 23:36:57 | INFO : Mean f_measure: 0.7525256716738167 2021-12-10 23:36:57 | INFO : Mean cosine_sim: 0.7828714228730982 2021-12-10 23:36:57 | INFO : Mean binary_crossentropy: 0.08243536085890324 2021-12-10 23:36:57 | INFO : Mean euclidean_distance: 0.9660287139766713 2021-12-10 23:36:57 | INFO : Mean binary_accuracy: 0.9780673095488158 2021-12-10 23:36:57 | INFO : Mean soft_accuracy: 0.9675691486412551 2021-12-10 23:36:57 | INFO : Mean accum_energy: 0.5610489203188378 2021-12-10 23:36:57 | INFO : Mean roc_auc_measure: 0.9861944099582015 2021-12-10 23:36:57 | INFO : Mean average_precision_score: 0.820268770739591 2021-12-10 23:36:57 | INFO : Mean Precision: 0.7797870737059162 2021-12-10 23:36:57 | INFO : Mean Recall: 0.7375498417815665 2021-12-10 23:36:57 | INFO : Mean Accuracy: 0.6103129759559975 2021-12-10 23:36:57 | INFO : Mean Substitution Error: 0.08981011173528072 2021-12-10 23:36:57 | INFO : Mean Miss Error: 0.17264004648315273 2021-12-10 23:36:57 | INFO : Mean False Alarm Error: 0.1286644125529715 2021-12-10 23:36:57 | INFO : Mean Total Error: 0.39111457077140493 2021-12-10 23:36:57 | INFO : Mean Chroma Precision: 0.8007801963636327 2021-12-10 23:36:57 | INFO : Mean Chroma Recall: 0.7570877563070961 2021-12-10 23:36:57 | INFO : Mean Chroma Accuracy: 0.6357549231001316 2021-12-10 23:36:57 | INFO : Mean Chroma Substitution Error: 0.07027219720975106 2021-12-10 23:36:57 | INFO : Mean Chroma Miss Error: 0.17264004648315273 2021-12-10 23:36:57 | INFO : Mean Chroma False Alarm Error: 0.1286644125529715 2021-12-10 23:36:57 | INFO : Mean Chroma Total Error: 0.37157665624587527 2021-12-10 23:36:57 | INFO : 2021-12-10 23:36:57 | INFO : Framewise precision: 0.7610583413868646 2021-12-10 23:36:57 | INFO : Framewise recall: 0.7407769505624987 2021-12-10 23:36:57 | INFO : Framewise f_measure: 0.7473617409143183 2021-12-10 23:36:57 | INFO : Framewise cosine_sim: 0.7786289101809692 2021-12-10 23:36:57 | INFO : Framewise binary_crossentropy: 0.08167624184118957 2021-12-10 23:36:57 | INFO : Framewise euclidean_distance: 0.9801291106530515 2021-12-10 23:36:57 | INFO : Framewise binary_accuracy: 0.9777887324735686 2021-12-10 23:36:57 | INFO : Framewise soft_accuracy: 0.9670301581306927 2021-12-10 23:36:57 | INFO : Framewise accum_energy: 0.5605909104585381 2021-12-10 23:36:57 | INFO : Framewise roc_auc_measure: 0.9860364764102889 2021-12-10 23:36:57 | INFO : Framewise average_precision_score: 0.8098968988541649 2021-12-10 23:36:57 | INFO : Framewise Precision: 0.7610583413868646 2021-12-10 23:36:57 | INFO : Framewise Recall: 0.7407769505624987 2021-12-10 23:36:57 | INFO : Framewise Accuracy: 0.6012030989834778 2021-12-10 23:36:57 | INFO : Framewise Substitution Error: 0.09996465254174358 2021-12-10 23:36:57 | INFO : Framewise Miss Error: 0.15925839689575816 2021-12-10 23:36:57 | INFO : Framewise False Alarm Error: 0.13978439372132428 2021-12-10 23:36:57 | INFO : Framewise Total Error: 0.3990074431588261 2021-12-10 23:36:57 | INFO : Framewise Chroma Precision: 0.7828886273582054 2021-12-10 23:36:57 | INFO : Framewise Chroma Recall: 0.7617514082376869 2021-12-10 23:36:57 | INFO : Framewise Chroma Accuracy: 0.6285710282055436 2021-12-10 23:36:57 | INFO : Framewise Chroma Substitution Error: 0.0789901948665551 2021-12-10 23:36:57 | INFO : Framewise Chroma Miss Error: 0.15925839689575816 2021-12-10 23:36:57 | INFO : Framewise Chroma False Alarm Error: 0.13978439372132428 2021-12-10 23:36:57 | INFO : Framewise Chroma Total Error: 0.3780329854836376