2021-12-08 08:56:45 | INFO : Logging experiment exp213g_traintest_bigmix_aligned_pitch_unet_medium_test10files_augall_AdamW_smallepochs 2021-12-08 08:56:45 | INFO : Experiment config: do training = True 2021-12-08 08:56:45 | INFO : Experiment config: do validation = True 2021-12-08 08:56:45 | INFO : Experiment config: do testing = True 2021-12-08 08:56:45 | INFO : Training set parameters: {'context': 75, 'stride': 35, 'compression': 10, 'aug:transpsemitones': 5, 'aug:randomeq': 20, 'aug:noisestd': 0.0001, 'aug:tuning': True} 2021-12-08 08:56:45 | INFO : Validation set parameters: {'context': 75, 'stride': 35, 'compression': 10} 2021-12-08 08:56:45 | INFO : Test set parameters: {'context': 75, 'stride': 1, 'compression': 10} 2021-12-08 08:56:45 | INFO : Training parameters: {'batch_size': 25, 'shuffle': True, 'num_workers': 16} 2021-12-08 08:56:45 | INFO : Trained model saved in /tsi/clusterhome/cweiss/models/exp213g_traintest_bigmix_aligned_pitch_unet_medium_test10files_augall_AdamW_smallepochs.pt 2021-12-08 08:56:45 | INFO : --- Training config: ----------------------------------------- 2021-12-08 08:56:45 | INFO : Maximum number of epochs: 100 2021-12-08 08:56:45 | INFO : Criterion (Loss): BCELoss 2021-12-08 08:56:45 | INFO : Optimizer parameters: {'name': 'AdamW', 'initial_lr': 0.001, 'betas': (0.9, 0.999), 'eps': 1e-08, 'weight_decay': 0.01, 'amsgrad': False} 2021-12-08 08:56:45 | 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} 2021-12-08 08:56:45 | INFO : Early stopping parameters: {'use_early_stopping': True, 'mode': 'min', 'min_delta': 1e-05, 'patience': 12, 'percentage': False} 2021-12-08 08:56:45 | INFO : Test parameters: {'batch_size': 50, 'shuffle': False, 'num_workers': 8} 2021-12-08 08:56:45 | 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.csv 2021-12-08 08:56:45 | INFO : Save model predictions = True, in folder /tsi/clusterhome/cweiss/predictions/exp213g_traintest_bigmix_aligned_pitch_unet_medium_test10files_augall_AdamW_smallepochs 2021-12-08 08:56:45 | INFO : CUDA use_cuda: True 2021-12-08 08:56:45 | INFO : CUDA device: cuda:0 2021-12-08 08:56:53 | INFO : --- Model config: -------------------------------------------- 2021-12-08 08:56:53 | INFO : Model: simple_u_net_largekernels 2021-12-08 08:56:53 | 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} 2021-12-08 08:56:53 | 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 ========================================================================================== 2021-12-08 08:56:56 | INFO : - file 2530_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-08 08:56:58 | INFO : - file 1822_Mozart_K421_StringQuartet.npy added to training set. 2021-12-08 08:56:59 | INFO : - file 1752_Schubert_D845_PianoSonata.npy added to training set. 2021-12-08 08:57:01 | INFO : - file 2297_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-08 08:57:01 | INFO : - file 2240_Bach_BWV862_WTKI.npy added to training set. 2021-12-08 08:57:02 | INFO : - file 2463_Beethoven_OP23_ViolinSonata.npy added to training set. 2021-12-08 08:57:03 | INFO : - file 2550_Beethoven_OP78_PianoSonata.npy added to training set. 2021-12-08 08:57:05 | INFO : - file 2566_Beethoven_OP22_PianoSonata.npy added to training set. 2021-12-08 08:57:07 | INFO : - file 2492_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-08 08:57:08 | INFO : - file 2359_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-08 08:57:10 | INFO : - file 2138_Brahms_OP51NO1_StringQuartet.npy added to training set. 2021-12-08 08:57:12 | INFO : - file 1811_Mozart_K581_ClarinetQuintet.npy added to validation set. 2021-12-08 08:57:14 | INFO : - file 2127_Brahms_OP11_SerenadeNo.npy added to training set. 2021-12-08 08:57:18 | INFO : - file 2531_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-08 08:57:20 | INFO : - file 2116_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-08 08:57:21 | INFO : - file 2284_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-08 08:57:23 | INFO : - file 2379_Beethoven_OP59NO2_StringQuartet.npy added to training set. 2021-12-08 08:57:23 | INFO : - file 2237_Bach_BWV868_WTKI.npy added to training set. 2021-12-08 08:57:26 | INFO : - file 2313_Beethoven_OP132_StringQuartet.npy added to training set. 2021-12-08 08:57:27 | INFO : - file 1755_Schubert_D784_PianoSonata.npy added to validation set. 2021-12-08 08:57:27 | INFO : - file 2405_Beethoven_OP110_PianoSonata.npy added to training set. 2021-12-08 08:57:28 | INFO : - file 2307_Bach_BWV863_WTKI.npy added to training set. 2021-12-08 08:57:32 | INFO : - file 2533_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-08 08:57:33 | INFO : - file 2200_Bach_BWV861_WTKI.npy added to training set. 2021-12-08 08:57:34 | INFO : - file 2567_Beethoven_OP90_PianoSonata.npy added to training set. 2021-12-08 08:57:36 | INFO : - file 2481_Beethoven_OP18NO5_StringQuartet.npy added to validation set. 2021-12-08 08:57:38 | INFO : - file 2334_Beethoven_OP30NO3_ViolinSonata.npy added to training set. 2021-12-08 08:57:38 | INFO : - file 2208_Bach_BWV855_WTKI.npy added to training set. 2021-12-08 08:57:40 | INFO : - file 1766_Schubert_OP142_4Impromptus.npy added to validation set. 2021-12-08 08:57:42 | INFO : - file 2169_Faure_OP45_PianoQuartet.npy added to training set. 2021-12-08 08:57:46 | INFO : - file 2148_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-08 08:57:47 | INFO : - file 2501_Beethoven_OP12NO3_ViolinSonata.npy added to training set. 2021-12-08 08:57:50 | INFO : - file 2614_Beethoven_OP10NO3_PianoSonata.npy added to training set. 2021-12-08 08:57:53 | INFO : - file 2557_Beethoven_OP109_PianoSonata.npy added to training set. 2021-12-08 08:57:54 | INFO : - file 2373_Beethoven_OP49NO1_PianoSonata.npy added to training set. 2021-12-08 08:57:57 | INFO : - file 1733_Schubert_D959_PianoSonata.npy added to validation set. 2021-12-08 08:57:58 | INFO : - file 2079_Cambini_JOHN2_WindQuintet.npy added to training set. 2021-12-08 08:57:59 | INFO : - file 1835_Mozart_K590_StringQuartet.npy added to training set. 2021-12-08 08:58:00 | INFO : - file 1873_Mozart_K502_PianoTrio.npy added to training set. 2021-12-08 08:58:01 | INFO : - file 2424_Beethoven_OP2NO1_PianoSonata.npy added to training set. 2021-12-08 08:58:02 | INFO : - file 2209_Bach_BWV849_WTKI.npy added to training set. 2021-12-08 08:58:03 | INFO : - file 2410_Beethoven_OP27NO1_PianoSonata.npy added to training set. 2021-12-08 08:58:05 | INFO : - file 2296_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-08 08:58:06 | INFO : - file 1817_Mozart_K375_Serenadein.npy added to training set. 2021-12-08 08:58:07 | INFO : - file 2472_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-08 08:58:09 | INFO : - file 2383_Beethoven_OP130_StringQuartet.npy added to training set. 2021-12-08 08:58:12 | INFO : - file 2462_Beethoven_OP23_ViolinSonata.npy added to training set. 2021-12-08 08:58:13 | INFO : - file 2575_Beethoven_OP13_PianoSonata.npy added to training set. 2021-12-08 08:58:14 | INFO : - file 2320_Beethoven_OP38_Trioin.npy added to training set. 2021-12-08 08:58:14 | INFO : - file 2207_Bach_BWV855_WTKI.npy added to training set. 2021-12-08 08:58:16 | INFO : - file 2476_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-08 08:58:17 | INFO : - file 2371_Beethoven_OP14NO1_PianoSonata.npy added to training set. 2021-12-08 08:58:19 | INFO : - file 2147_Brahms_OP36_StringSextet.npy added to training set. 2021-12-08 08:58:20 | INFO : - file 2215_Bach_BWV846_WTKI.npy added to training set. 2021-12-08 08:58:23 | INFO : - file 1777_Schubert_D850_PianoSonata.npy added to training set. 2021-12-08 08:58:24 | INFO : - file 2502_Beethoven_OP12NO3_ViolinSonata.npy added to training set. 2021-12-08 08:58:26 | INFO : - file 1922_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-08 08:58:27 | INFO : - file 1893_Mozart_K564_PianoTrio.npy added to training set. 2021-12-08 08:58:28 | INFO : - file 2186_Bach_BWV1006_ViolinPartita.npy added to validation set. 2021-12-08 08:58:30 | INFO : - file 2160_Brahms_OP40_HornTrio.npy added to training set. 2021-12-08 08:58:32 | INFO : - file 2509_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-08 08:58:34 | INFO : - file 2505_Beethoven_OP103_Octetin.npy added to training set. 2021-12-08 08:58:35 | INFO : - file 2506_Beethoven_OP103_Octetin.npy added to training set. 2021-12-08 08:58:36 | INFO : - file 2628_Beethoven_OP96_ViolinSonata.npy added to training set. 2021-12-08 08:58:36 | INFO : - file 2218_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-08 08:58:38 | INFO : - file 2529_Beethoven_OP10NO1_PianoSonata.npy added to training set. 2021-12-08 08:58:39 | INFO : - file 2374_Beethoven_OP49NO1_PianoSonata.npy added to training set. 2021-12-08 08:58:40 | INFO : - file 2392_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-08 08:58:41 | INFO : - file 2231_Bach_BWV866_WTKI.npy added to training set. 2021-12-08 08:58:43 | INFO : - file 1813_Mozart_K581_ClarinetQuintet.npy added to training set. 2021-12-08 08:58:44 | INFO : - file 2196_Bach_BWV848_WTKI.npy added to training set. 2021-12-08 08:58:46 | INFO : - file 2158_Brahms_OP40_HornTrio.npy added to validation set. 2021-12-08 08:58:48 | INFO : - file 1872_Mozart_K502_PianoTrio.npy added to training set. 2021-12-08 08:58:51 | INFO : - file 2621_Beethoven_OP59NO1_StringQuartet.npy added to training set. 2021-12-08 08:58:54 | INFO : - file 2150_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-08 08:58:55 | INFO : - file 2217_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-08 08:58:56 | INFO : - file 2243_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-08 08:58:57 | INFO : - file 2433_Beethoven_OP135_StringQuartet.npy added to training set. 2021-12-08 08:58:58 | INFO : - file 2211_Bach_BWV857_WTKI.npy added to training set. 2021-12-08 08:59:00 | INFO : - file 1764_Schubert_OP142_4Impromptus.npy added to training set. 2021-12-08 08:59:02 | INFO : - file 2348_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-08 08:59:03 | INFO : - file 1932_Dvorak_OP96_StringQuartet.npy added to validation set. 2021-12-08 08:59:04 | INFO : - file 2232_Bach_BWV866_WTKI.npy added to training set. 2021-12-08 08:59:05 | INFO : - file 2203_Bach_BWV1013_Partitain.npy added to training set. 2021-12-08 08:59:07 | INFO : - file 2157_Brahms_OP18_StringSextet.npy added to validation set. 2021-12-08 08:59:09 | INFO : - file 2486_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-08 08:59:11 | INFO : - file 2393_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-08 08:59:12 | INFO : - file 2210_Bach_BWV849_WTKI.npy added to training set. 2021-12-08 08:59:12 | INFO : - file 2659_Bach_BWV1002_ViolinPartita.npy added to training set. 2021-12-08 08:59:14 | INFO : - file 1729_Schubert_OP114_PianoQuintet.npy added to validation set. 2021-12-08 08:59:16 | INFO : - file 2678_Beethoven_OP14NO2_PianoSonata.npy added to training set. 2021-12-08 08:59:17 | INFO : - file 2221_Bach_BWV1009_CelloSuite.npy added to validation set. 2021-12-08 08:59:18 | INFO : - file 2411_Beethoven_OP27NO1_PianoSonata.npy added to training set. 2021-12-08 08:59:19 | INFO : - file 2343_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-08 08:59:21 | INFO : - file 1818_Mozart_K375_Serenadein.npy added to training set. 2021-12-08 08:59:23 | INFO : - file 1919_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-08 08:59:24 | INFO : - file 2415_Beethoven_OP71_Sextetin.npy added to training set. 2021-12-08 08:59:24 | INFO : - file 2305_Bach_BWV859_WTKI.npy added to training set. 2021-12-08 08:59:26 | INFO : - file 2510_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-08 08:59:28 | INFO : - file 2608_Beethoven_OP31NO1_PianoSonata.npy added to training set. 2021-12-08 08:59:30 | INFO : - file 2532_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-08 08:59:33 | INFO : - file 2542_Beethoven_OP101_PianoSonata.npy added to training set. 2021-12-08 08:59:34 | INFO : - file 2118_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-08 08:59:35 | INFO : - file 1756_Schubert_D784_PianoSonata.npy added to validation set. 2021-12-08 08:59:39 | INFO : - file 1793_Mozart_K465_StringQuartet.npy added to training set. 2021-12-08 08:59:43 | INFO : - file 1758_Schubert_D958_PianoSonata.npy added to training set. 2021-12-08 08:59:45 | INFO : - file 2404_Beethoven_OP110_PianoSonata.npy added to training set. 2021-12-08 08:59:46 | INFO : - file 2491_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-08 08:59:48 | INFO : - file 2282_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-08 08:59:48 | INFO : - file 2304_Bach_BWV859_WTKI.npy added to training set. 2021-12-08 08:59:50 | INFO : - file 2149_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-08 08:59:53 | INFO : - file 2330_Beethoven_OP12NO1_ViolinSonata.npy added to training set. 2021-12-08 08:59:56 | INFO : - file 1916_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-08 08:59:56 | INFO : - file 2212_Bach_BWV857_WTKI.npy added to training set. 2021-12-08 08:59:58 | INFO : - file 2480_Beethoven_OP18NO5_StringQuartet.npy added to validation set. 2021-12-08 08:59:58 | INFO : - file 2214_Bach_BWV847_WTKI.npy added to training set. 2021-12-08 08:59:59 | INFO : - file 2195_Bach_BWV848_WTKI.npy added to training set. 2021-12-08 09:00:00 | INFO : - file 2477_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-08 09:00:01 | INFO : - file 2295_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-08 09:00:02 | INFO : - file 1768_Schubert_D664_PianoSonata.npy added to training set. 2021-12-08 09:00:04 | INFO : - file 2627_Beethoven_OP96_ViolinSonata.npy added to training set. 2021-12-08 09:00:05 | INFO : - file 2431_Beethoven_OP135_StringQuartet.npy added to training set. 2021-12-08 09:00:06 | INFO : - file 2591_Beethoven_OP26_PianoSonata.npy added to training set. 2021-12-08 09:00:08 | INFO : - file 1775_Schubert_D850_PianoSonata.npy added to training set. 2021-12-08 09:00:10 | INFO : - file 2293_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-08 09:00:11 | INFO : - file 1791_Mozart_K465_StringQuartet.npy added to training set. 2021-12-08 09:00:12 | INFO : - file 2194_Bach_BWV858_WTKI.npy added to validation set. 2021-12-08 09:00:15 | INFO : - file 1742_Schubert_OP163_StringQuintet.npy added to training set. 2021-12-08 09:00:18 | INFO : - file 1776_Schubert_D850_PianoSonata.npy added to training set. 2021-12-08 09:00:22 | INFO : - file 2112_Brahms_OP38_CelloSonata.npy added to training set. 2021-12-08 09:00:24 | INFO : - file 2423_Beethoven_OP2NO1_PianoSonata.npy added to training set. 2021-12-08 09:00:25 | INFO : - file 2560_Beethoven_OP18NO2_StringQuartet.npy added to training set. 2021-12-08 09:00:26 | INFO : - file 2219_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-08 09:00:27 | INFO : - file 2420_Beethoven_OP12NO2_ViolinSonata.npy added to training set. 2021-12-08 09:00:30 | INFO : - file 1763_Schubert_OP142_4Impromptus.npy added to training set. 2021-12-08 09:00:30 | INFO : - file 2228_Bach_BWV851_WTKI.npy added to training set. 2021-12-08 09:00:34 | INFO : - file 2441_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-08 09:00:36 | INFO : - file 2570_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-08 09:00:37 | INFO : - file 1918_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-08 09:00:39 | INFO : - file 2451_Beethoven_OP18NO6_StringQuartet.npy added to training set. 2021-12-08 09:00:41 | INFO : - file 2177_Ravel_35_StringQuartet.npy added to training set. 2021-12-08 09:00:43 | INFO : - file 1788_Mozart_K465_StringQuartet.npy added to training set. 2021-12-08 09:00:45 | INFO : - file 2179_Ravel_35_StringQuartet.npy added to training set. 2021-12-08 09:00:47 | INFO : - file 2346_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-08 09:00:49 | INFO : - file 2376_Beethoven_OP59NO2_StringQuartet.npy added to training set. 2021-12-08 09:00:50 | INFO : - file 2620_Beethoven_OP10NO2_PianoSonata.npy added to training set. 2021-12-08 09:00:52 | INFO : - file 2390_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-08 09:00:53 | INFO : - file 2335_Beethoven_OP30NO3_ViolinSonata.npy added to training set. 2021-12-08 09:00:55 | INFO : - file 2403_Beethoven_OP18NO1_StringQuartet.npy added to training set. 2021-12-08 09:00:55 | INFO : - file 2247_Bach_BWV854_WTKI.npy added to training set. 2021-12-08 09:00:56 | INFO : - file 2432_Beethoven_OP135_StringQuartet.npy added to training set. 2021-12-08 09:00:56 | INFO : - file 2292_Bach_BWV864_WTKI.npy added to training set. 2021-12-08 09:00:57 | INFO : - file 2076_Cambini_JOHN1_WindQuintet.npy added to training set. 2021-12-08 09:00:59 | INFO : - file 1790_Mozart_K465_StringQuartet.npy added to training set. 2021-12-08 09:00:59 | INFO : - file 2302_Bach_BWV850_WTKI.npy added to training set. 2021-12-08 09:01:01 | INFO : - file 2391_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-08 09:01:03 | INFO : - file 1933_Dvorak_OP96_StringQuartet.npy added to validation set. 2021-12-08 09:01:04 | INFO : - file 2514_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-08 09:01:06 | INFO : - file 1829_Mozart_K542_PianoTrio.npy added to validation set. 2021-12-08 09:01:08 | INFO : - file 1923_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-08 09:01:11 | INFO : - file 2377_Beethoven_OP59NO2_StringQuartet.npy added to training set. 2021-12-08 09:01:13 | INFO : - file 1931_Dvorak_OP96_StringQuartet.npy added to training set. 2021-12-08 09:01:14 | INFO : - file 2294_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-08 09:01:15 | INFO : - file 2384_Beethoven_OP130_StringQuartet.npy added to training set. 2021-12-08 09:01:16 | INFO : - file 2241_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-08 09:01:17 | INFO : - file 2242_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-08 09:01:18 | INFO : - file 2283_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-08 09:01:20 | INFO : - file 2632_Beethoven_OP14NO2_PianoSonata.npy added to validation set. 2021-12-08 09:01:22 | INFO : - file 1760_Schubert_D958_PianoSonata.npy added to training set. 2021-12-08 09:01:24 | INFO : - file 2568_Beethoven_OP90_PianoSonata.npy added to training set. 2021-12-08 09:01:26 | INFO : - file 2345_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-08 09:01:27 | INFO : - file 2576_Beethoven_OP13_PianoSonata.npy added to training set. 2021-12-08 09:01:29 | INFO : - file 2131_Brahms_OP11_SerenadeNo.npy added to training set. 2021-12-08 09:01:30 | INFO : - file 2537_Beethoven_OP49NO2_PianoSonata.npy added to training set. 2021-12-08 09:01:33 | INFO : - file 2607_Beethoven_OP31NO1_PianoSonata.npy added to training set. 2021-12-08 09:01:33 | INFO : - file 2230_Bach_BWV865_WTKI.npy added to training set. 2021-12-08 09:01:34 | INFO : - file 2167_Faure_OP45_PianoQuartet.npy added to validation set. 2021-12-08 09:01:36 | INFO : - file 2603_Beethoven_OP81NO1_PianoSonata.npy added to training set. 2021-12-08 09:01:37 | INFO : - file 2594_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-08 09:01:38 | INFO : - file 2204_Bach_BWV1013_Partitain.npy added to training set. 2021-12-08 09:01:40 | INFO : - file 2523_Beethoven_OP69_CelloSonata.npy added to training set. 2021-12-08 09:01:41 | INFO : - file 2357_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-08 09:01:45 | INFO : - file 2398_Beethoven_OP47_ViolinSonata.npy added to training set. 2021-12-08 09:01:45 | INFO : - file 2310_Bach_BWV860_WTKI.npy added to training set. 2021-12-08 09:01:47 | INFO : - file 2078_Cambini_JOHN2_WindQuintet.npy added to training set. 2021-12-08 09:01:50 | INFO : - file 2521_Beethoven_OP69_CelloSonata.npy added to training set. 2021-12-08 09:01:52 | INFO : - file 2562_Beethoven_OP18NO2_StringQuartet.npy added to training set. 2021-12-08 09:01:53 | INFO : - file 1824_Mozart_K421_StringQuartet.npy added to training set. 2021-12-08 09:01:55 | INFO : - file 2318_Beethoven_OP38_Trioin.npy added to validation set. 2021-12-08 09:01:57 | INFO : - file 1773_Schubert_D568_PianoSonata.npy added to training set. 2021-12-08 09:02:01 | INFO : - file 2443_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-08 09:02:03 | INFO : - file 2114_Brahms_OP38_CelloSonata.npy added to training set. 2021-12-08 09:02:05 | INFO : - file 2488_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-08 09:02:05 | INFO : - file 2198_Bach_BWV867_WTKI.npy added to training set. 2021-12-08 09:02:07 | INFO : - file 2350_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-08 09:02:08 | INFO : - file 2595_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-08 09:02:09 | INFO : - file 1805_Mozart_K387_StringQuartet.npy added to validation set. 2021-12-08 09:02:11 | INFO : - file 2113_Brahms_OP38_CelloSonata.npy added to training set. 2021-12-08 09:02:12 | INFO : - file 2075_Cambini_JOHN1_WindQuintet.npy added to training set. 2021-12-08 09:02:14 | INFO : - file 2516_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-08 09:02:15 | INFO : - file 2497_Beethoven_OP95_StringQuartet.npy added to training set. 2021-12-08 09:02:16 | INFO : - file 2507_Beethoven_OP103_Octetin.npy added to training set. 2021-12-08 09:02:18 | INFO : - file 2389_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-08 09:02:19 | INFO : - file 2222_Bach_BWV1009_CelloSuite.npy added to validation set. 2021-12-08 09:02:20 | INFO : - file 2372_Beethoven_OP14NO1_PianoSonata.npy added to training set. 2021-12-08 09:02:22 | INFO : - file 2471_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-08 09:02:23 | INFO : - file 2105_Haydn_OP64NO5_QuartetNo.npy added to training set. 2021-12-08 09:02:25 | INFO : - file 2388_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-08 09:02:25 | INFO : - file 2213_Bach_BWV847_WTKI.npy added to training set. 2021-12-08 09:02:28 | INFO : - file 2629_Beethoven_OP96_ViolinSonata.npy added to validation set. 2021-12-08 09:02:29 | INFO : - file 2417_Beethoven_OP71_Sextetin.npy added to training set. 2021-12-08 09:02:31 | INFO : - file 1751_Schubert_D845_PianoSonata.npy added to training set. 2021-12-08 09:02:32 | INFO : - file 1728_Schubert_OP114_PianoQuintet.npy added to training set. 2021-12-08 09:02:32 | INFO : - file 2227_Bach_BWV851_WTKI.npy added to training set. 2021-12-08 09:02:34 | INFO : - file 1734_Schubert_D959_PianoSonata.npy added to training set. 2021-12-08 09:02:34 | INFO : - file 2224_Bach_BWV852_WTKI.npy added to training set. 2021-12-08 09:02:35 | INFO : - file 2285_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-08 09:02:37 | INFO : - file 2159_Brahms_OP40_HornTrio.npy added to training set. 2021-12-08 09:02:38 | INFO : - file 2117_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-08 09:02:41 | INFO : - file 2155_Brahms_OP18_StringSextet.npy added to training set. 2021-12-08 09:02:43 | INFO : - file 1771_Schubert_D568_PianoSonata.npy added to training set. 2021-12-08 09:02:46 | INFO : - file 2571_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-08 09:02:47 | INFO : - file 2229_Bach_BWV865_WTKI.npy added to training set. 2021-12-08 09:02:49 | INFO : - file 2325_Beethoven_OP57_PianoSonata.npy added to training set. 2021-12-08 09:02:52 | INFO : - file 1749_Schubert_D845_PianoSonata.npy added to training set. 2021-12-08 09:02:53 | INFO : - file 2573_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-08 09:02:55 | INFO : - file 2596_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-08 09:02:56 | INFO : - file 2300_Bach_BWV853_WTKI.npy added to training set. 2021-12-08 09:02:57 | INFO : - file 2487_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-08 09:02:59 | INFO : - file 2119_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-08 09:03:01 | INFO : - file 1765_Schubert_OP142_4Impromptus.npy added to validation set. 2021-12-08 09:03:03 | INFO : - file 2528_Beethoven_OP10NO1_PianoSonata.npy added to training set. 2021-12-08 09:03:05 | INFO : - file 1727_Schubert_OP114_PianoQuintet.npy added to training set. 2021-12-08 09:03:08 | INFO : - file 2314_Beethoven_OP132_StringQuartet.npy added to training set. 2021-12-08 09:03:08 | INFO : - file 2202_Bach_BWV1013_Partitain.npy added to training set. 2021-12-08 09:03:09 | INFO : - file 2239_Bach_BWV862_WTKI.npy added to training set. 2021-12-08 09:03:12 | INFO : - file 2444_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-08 09:03:14 | INFO : - file 2581_Beethoven_OP54_PianoSonata.npy added to training set. 2021-12-08 09:03:14 | INFO : - file 2244_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-08 09:03:16 | INFO : - file 1792_Mozart_K465_StringQuartet.npy added to training set. 2021-12-08 09:03:18 | INFO : - file 1812_Mozart_K581_ClarinetQuintet.npy added to training set. 2021-12-08 09:03:21 | INFO : - file 2490_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-08 09:03:21 | INFO : - file 2442_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-08 09:03:24 | INFO : - file 2564_Beethoven_OP22_PianoSonata.npy added to training set. 2021-12-08 09:03:26 | INFO : - file 2611_Beethoven_OP10NO3_PianoSonata.npy added to training set. 2021-12-08 09:03:27 | INFO : - file 2422_Beethoven_OP2NO1_PianoSonata.npy added to training set. 2021-12-08 09:03:29 | INFO : - file 2483_Beethoven_OP18NO5_StringQuartet.npy added to training set. 2021-12-08 09:03:30 | INFO : - file 2342_Beethoven_OP30NO3_ViolinSonata.npy added to validation set. 2021-12-08 09:03:33 | INFO : - file 2366_Beethoven_OP127_StringQuartet.npy added to training set. 2021-12-08 09:03:34 | INFO : - file 2358_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-08 09:03:35 | INFO : - file 2555_Beethoven_OP109_PianoSonata.npy added to training set. 2021-12-08 09:03:37 | INFO : - file 2622_Beethoven_OP59NO1_StringQuartet.npy added to training set. 2021-12-08 09:03:38 | INFO : - file 2289_Bach_BWV1002_ViolinPartita.npy added to validation set. 2021-12-08 09:03:39 | INFO : - file 2080_Cambini_JOHN2_WindQuintet.npy added to training set. 2021-12-08 09:03:41 | INFO : - file 2588_Beethoven_OP26_PianoSonata.npy added to training set. 2021-12-08 09:03:42 | INFO : - file 2494_Beethoven_OP95_StringQuartet.npy added to training set. 2021-12-08 09:03:44 | INFO : - file 1789_Mozart_K465_StringQuartet.npy added to training set. 2021-12-08 09:03:47 | INFO : - file 2168_Faure_OP45_PianoQuartet.npy added to training set. 2021-12-08 09:03:49 | INFO : - file 1859_Mozart_K464_StringQuartet.npy added to training set. 2021-12-08 09:03:50 | INFO : - file 2586_Beethoven_OP102NO1_CelloSonata.npy added to training set. 2021-12-08 09:03:52 | INFO : - file 2478_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-08 09:03:56 | INFO : - file 2315_Beethoven_OP132_StringQuartet.npy added to validation set. 2021-12-08 09:03:57 | INFO : - file 2201_Bach_BWV861_WTKI.npy added to training set. 2021-12-08 09:03:58 | INFO : - file 2572_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-08 09:03:58 | INFO : - file 2238_Bach_BWV868_WTKI.npy added to training set. 2021-12-08 09:03:58 | INFO : - file 2248_Bach_BWV854_WTKI.npy added to training set. 2021-12-08 09:04:01 | INFO : - file 1735_Schubert_D959_PianoSonata.npy added to training set. 2021-12-08 09:04:02 | INFO : - file 2308_Bach_BWV863_WTKI.npy added to training set. 2021-12-08 09:04:06 | INFO : - file 2154_Brahms_OP18_StringSextet.npy added to training set. 2021-12-08 09:04:07 | INFO : - file 2140_Brahms_OP51NO1_StringQuartet.npy added to training set. 2021-12-08 09:04:08 | INFO : - file 2077_Cambini_JOHN1_WindQuintet.npy added to training set. 2021-12-08 09:04:10 | INFO : - file 1807_Mozart_K387_StringQuartet.npy added to validation set. 2021-12-08 09:04:13 | INFO : - file 2406_Beethoven_OP110_PianoSonata.npy added to training set. 2021-12-08 09:04:15 | INFO : - file 1772_Schubert_D568_PianoSonata.npy added to training set. 2021-12-08 09:04:15 | INFO : - file 2156_Brahms_OP18_StringSextet.npy added to training set. 2021-12-08 09:04:18 | INFO : - file 1757_Schubert_D958_PianoSonata.npy added to training set. 2021-12-08 09:04:21 | INFO : - file 2436_Beethoven_OP53_PianoSonata.npy added to training set. 2021-12-08 09:04:23 | INFO : - file 2364_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-08 09:04:23 | INFO : - file 2538_Beethoven_OP49NO2_PianoSonata.npy added to training set. 2021-12-08 09:04:24 | INFO : - file 2336_Beethoven_OP30NO3_ViolinSonata.npy added to training set. 2021-12-08 09:04:26 | INFO : - file 2466_Beethoven_OP23_ViolinSonata.npy added to training set. 2021-12-08 09:04:27 | INFO : - file 2677_Beethoven_OP14NO1_PianoSonata.npy added to training set. 2021-12-08 09:04:29 | INFO : - file 2081_Cambini_JOHN3_WindQuintet.npy added to validation set. 2021-12-08 09:04:31 | INFO : - file 2151_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-08 09:04:33 | INFO : - file 2512_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-08 09:04:34 | INFO : - file 2083_Cambini_JOHN3_WindQuintet.npy added to validation set. 2021-12-08 09:04:36 | INFO : - file 2368_Beethoven_OP127_StringQuartet.npy added to training set. 2021-12-08 09:04:37 | INFO : - file 2082_Cambini_JOHN3_WindQuintet.npy added to validation set. 2021-12-08 09:04:39 | INFO : - file 2178_Ravel_35_StringQuartet.npy added to training set. 2021-12-08 09:04:41 | INFO : - file 2322_Beethoven_OP57_PianoSonata.npy added to training set. 2021-12-08 09:04:42 | INFO : - file 2633_Beethoven_OP14NO2_PianoSonata.npy added to validation set. 2021-12-08 09:04:44 | INFO : - file 2220_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-08 09:04:45 | INFO : - file 1828_Mozart_K542_PianoTrio.npy added to validation set. 2021-12-08 09:04:46 | INFO : - file 2527_Beethoven_OP10NO1_PianoSonata.npy added to training set. 2021-12-08 09:04:47 | INFO : - file 2540_Beethoven_OP101_PianoSonata.npy added to training set. 2021-12-08 09:04:49 | INFO : - file 2582_Beethoven_OP54_PianoSonata.npy added to training set. 2021-12-08 09:04:50 | INFO : - file 2225_Bach_BWV852_WTKI.npy added to training set. 2021-12-08 09:04:52 | INFO : - file 1876_Mozart_K496_PianoTrio.npy added to training set. 2021-12-08 09:04:54 | INFO : - file 2593_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-08 09:04:56 | INFO : - file 2482_Beethoven_OP18NO5_StringQuartet.npy added to training set. 2021-12-08 09:04:58 | INFO : - file 2341_Beethoven_OP30NO3_ViolinSonata.npy added to validation set. 2021-12-08 09:04:59 | INFO : - file 2288_Bach_BWV1002_ViolinPartita.npy added to training set. 2021-12-08 09:05:01 | INFO : - file 2504_Beethoven_OP103_Octetin.npy added to training set. 2021-12-08 09:05:03 | INFO : - file 2381_Beethoven_OP130_StringQuartet.npy added to training set. 2021-12-08 09:05:05 | INFO : - file 2104_Haydn_OP64NO5_QuartetNo.npy added to training set. 2021-12-08 09:05:06 | INFO : - file 2365_Beethoven_OP127_StringQuartet.npy added to training set. 2021-12-08 09:05:08 | INFO : - file 1739_Schubert_OP99_PianoTrio.npy added to training set. 2021-12-08 09:05:12 | INFO : - file 1750_Schubert_D845_PianoSonata.npy added to training set. 2021-12-08 09:05:13 | INFO : - file 2473_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-08 09:05:14 | INFO : - file 2180_Ravel_35_StringQuartet.npy added to training set. 2021-12-08 09:05:17 | INFO : - file 2397_Beethoven_OP47_ViolinSonata.npy added to training set. 2021-12-08 09:05:20 | INFO : - file 2626_Beethoven_OP96_ViolinSonata.npy added to training set. 2021-12-08 09:05:21 | INFO : - file 1730_Schubert_OP114_PianoQuintet.npy added to training set. 2021-12-08 09:05:23 | INFO : - file 2522_Beethoven_OP69_CelloSonata.npy added to training set. 2021-12-08 09:05:24 | INFO : - file 2619_Beethoven_OP10NO2_PianoSonata.npy added to training set. 2021-12-08 09:05:24 | INFO : - file 2234_Bach_BWV856_WTKI.npy added to training set. 2021-12-08 09:05:26 | INFO : - file 2618_Beethoven_OP10NO2_PianoSonata.npy added to training set. 2021-12-08 09:05:27 | INFO : - file 2161_Brahms_OP40_HornTrio.npy added to training set. 2021-12-08 09:05:30 | INFO : - file 2166_Faure_OP45_PianoQuartet.npy added to training set. 2021-12-08 09:05:32 | INFO : - file 2319_Beethoven_OP38_Trioin.npy added to training set. 2021-12-08 09:05:34 | INFO : - file 2590_Beethoven_OP26_PianoSonata.npy added to training set. 2021-12-08 09:05:34 | INFO : ######## Training set MusicNet generated, length 133177 ###### 2021-12-08 09:05:34 | INFO : ######## Validation set MusicNet generated, length 15491 ###### 2021-12-08 09:05:35 | INFO : - file Schubert_D911-06_AL98.npy added to training set. 2021-12-08 09:05:36 | INFO : - file Schubert_D911-11_OL06.npy added to training set. 2021-12-08 09:05:37 | INFO : - file Schubert_D911-10_FI80.npy added to training set. 2021-12-08 09:05:38 | INFO : - file Schubert_D911-05_FI80.npy added to training set. 2021-12-08 09:05:39 | INFO : - file Schubert_D911-06_QU98.npy added to training set. 2021-12-08 09:05:40 | INFO : - file Schubert_D911-04_FI80.npy added to training set. 2021-12-08 09:05:41 | INFO : - file Schubert_D911-05_QU98.npy added to training set. 2021-12-08 09:05:42 | INFO : - file Schubert_D911-12_AL98.npy added to training set. 2021-12-08 09:05:43 | INFO : - file Schubert_D911-10_AL98.npy added to training set. 2021-12-08 09:05:44 | INFO : - file Schubert_D911-04_FI55.npy added to training set. 2021-12-08 09:05:45 | INFO : - file Schubert_D911-04_AL98.npy added to training set. 2021-12-08 09:05:45 | INFO : - file Schubert_D911-14_TR99.npy added to validation set. 2021-12-08 09:05:46 | INFO : - file Schubert_D911-10_FI55.npy added to training set. 2021-12-08 09:05:47 | INFO : - file Schubert_D911-02_FI55.npy added to training set. 2021-12-08 09:05:47 | INFO : - file Schubert_D911-03_AL98.npy added to training set. 2021-12-08 09:05:48 | INFO : - file Schubert_D911-10_OL06.npy added to training set. 2021-12-08 09:05:49 | INFO : - file Schubert_D911-15_FI66.npy added to validation set. 2021-12-08 09:05:50 | INFO : - file Schubert_D911-05_FI55.npy added to training set. 2021-12-08 09:05:51 | INFO : - file Schubert_D911-09_FI55.npy added to training set. 2021-12-08 09:05:51 | INFO : - file Schubert_D911-13_OL06.npy added to training set. 2021-12-08 09:05:52 | INFO : - file Schubert_D911-03_QU98.npy added to training set. 2021-12-08 09:05:52 | INFO : - file Schubert_D911-15_TR99.npy added to validation set. 2021-12-08 09:05:53 | INFO : - file Schubert_D911-13_QU98.npy added to training set. 2021-12-08 09:05:54 | INFO : - file Schubert_D911-13_AL98.npy added to training set. 2021-12-08 09:05:54 | INFO : - file Schubert_D911-08_FI80.npy added to training set. 2021-12-08 09:05:55 | INFO : - file Schubert_D911-13_FI80.npy added to training set. 2021-12-08 09:05:55 | INFO : - file Schubert_D911-16_FI66.npy added to validation set. 2021-12-08 09:05:56 | INFO : - file Schubert_D911-03_OL06.npy added to training set. 2021-12-08 09:05:57 | INFO : - file Schubert_D911-11_FI55.npy added to training set. 2021-12-08 09:05:58 | INFO : - file Schubert_D911-02_OL06.npy added to training set. 2021-12-08 09:05:59 | INFO : - file Schubert_D911-06_FI80.npy added to training set. 2021-12-08 09:06:00 | INFO : - file Schubert_D911-01_FI80.npy added to training set. 2021-12-08 09:06:02 | INFO : - file Schubert_D911-01_AL98.npy added to training set. 2021-12-08 09:06:03 | INFO : - file Schubert_D911-01_OL06.npy added to training set. 2021-12-08 09:06:04 | INFO : - file Schubert_D911-16_TR99.npy added to validation set. 2021-12-08 09:06:05 | INFO : - file Schubert_D911-03_FI80.npy added to training set. 2021-12-08 09:06:05 | INFO : - file Schubert_D911-04_QU98.npy added to training set. 2021-12-08 09:06:07 | INFO : - file Schubert_D911-11_AL98.npy added to training set. 2021-12-08 09:06:07 | INFO : - file Schubert_D911-10_QU98.npy added to training set. 2021-12-08 09:06:08 | INFO : - file Schubert_D911-13_FI55.npy added to training set. 2021-12-08 09:06:09 | INFO : - file Schubert_D911-09_AL98.npy added to training set. 2021-12-08 09:06:10 | INFO : - file Schubert_D911-01_QU98.npy added to training set. 2021-12-08 09:06:11 | INFO : - file Schubert_D911-04_OL06.npy added to training set. 2021-12-08 09:06:13 | INFO : - file Schubert_D911-05_AL98.npy added to training set. 2021-12-08 09:06:13 | INFO : - file Schubert_D911-02_QU98.npy added to training set. 2021-12-08 09:06:14 | INFO : - file Schubert_D911-07_OL06.npy added to training set. 2021-12-08 09:06:15 | INFO : - file Schubert_D911-11_FI80.npy added to training set. 2021-12-08 09:06:17 | INFO : - file Schubert_D911-06_OL06.npy added to training set. 2021-12-08 09:06:18 | INFO : - file Schubert_D911-07_QU98.npy added to training set. 2021-12-08 09:06:19 | INFO : - file Schubert_D911-01_FI55.npy added to training set. 2021-12-08 09:06:20 | INFO : - file Schubert_D911-03_FI55.npy added to training set. 2021-12-08 09:06:21 | INFO : - file Schubert_D911-05_OL06.npy added to training set. 2021-12-08 09:06:22 | INFO : - file Schubert_D911-12_QU98.npy added to training set. 2021-12-08 09:06:23 | INFO : - file Schubert_D911-14_FI66.npy added to validation set. 2021-12-08 09:06:24 | INFO : - file Schubert_D911-11_QU98.npy added to training set. 2021-12-08 09:06:25 | INFO : - file Schubert_D911-06_FI55.npy added to training set. 2021-12-08 09:06:25 | INFO : - file Schubert_D911-02_AL98.npy added to training set. 2021-12-08 09:06:26 | INFO : - file Schubert_D911-09_OL06.npy added to training set. 2021-12-08 09:06:27 | INFO : - file Schubert_D911-12_FI80.npy added to training set. 2021-12-08 09:06:28 | INFO : - file Schubert_D911-08_OL06.npy added to training set. 2021-12-08 09:06:28 | INFO : - file Schubert_D911-09_FI80.npy added to training set. 2021-12-08 09:06:29 | INFO : - file Schubert_D911-09_QU98.npy added to training set. 2021-12-08 09:06:30 | INFO : - file Schubert_D911-07_FI55.npy added to training set. 2021-12-08 09:06:31 | INFO : - file Schubert_D911-02_FI80.npy added to training set. 2021-12-08 09:06:31 | INFO : - file Schubert_D911-08_QU98.npy added to training set. 2021-12-08 09:06:32 | INFO : - file Schubert_D911-08_FI55.npy added to training set. 2021-12-08 09:06:33 | INFO : - file Schubert_D911-07_FI80.npy added to training set. 2021-12-08 09:06:34 | INFO : - file Schubert_D911-07_AL98.npy added to training set. 2021-12-08 09:06:34 | INFO : - file Schubert_D911-12_FI55.npy added to training set. 2021-12-08 09:06:35 | INFO : - file Schubert_D911-08_AL98.npy added to training set. 2021-12-08 09:06:36 | INFO : - file Schubert_D911-12_OL06.npy added to training set. 2021-12-08 09:06:36 | INFO : ######## Training set SchubertWR generated, length 92820 ###### 2021-12-08 09:06:36 | INFO : ######## Validation set SchubertWR generated, length 9466 ###### 2021-12-08 09:06:36 | INFO : - file 01-AchGottundHerr.npy added to training set. 2021-12-08 09:06:36 | INFO : - file 06-DieSonne.npy added to validation set. 2021-12-08 09:06:36 | INFO : - file 05-DieNacht.npy added to validation set. 2021-12-08 09:06:36 | INFO : - file 03-ChristederdubistTagundLicht.npy added to training set. 2021-12-08 09:06:37 | INFO : - file 02-AchLiebenChristen.npy added to training set. 2021-12-08 09:06:37 | INFO : - file 04-ChristeDuBeistand.npy added to training set. 2021-12-08 09:06:37 | INFO : ######## Training set Bach10 generated, length 5421 ###### 2021-12-08 09:06:37 | INFO : ######## Validation set Bach10 generated, length 2827 ###### 2021-12-08 09:06:37 | INFO : - file mahler.npy added to training set. 2021-12-08 09:06:38 | INFO : - file beethoven.npy added to training set. 2021-12-08 09:06:38 | INFO : ######## Training set PHENICX-Anechoic generated, length 6884 ###### 2021-12-08 09:06:39 | INFO : - file CSD_Traditional_ElRossinyol.npy added to training set. 2021-12-08 09:06:39 | INFO : - file CSD_Guerrero_NinoDios_noalt.npy added to validation set. 2021-12-08 09:06:40 | INFO : - file CSD_Guerrero_NinoDios_nosop.npy added to validation set. 2021-12-08 09:06:40 | INFO : - file CSD_Guerrero_NinoDios_nobas.npy added to validation set. 2021-12-08 09:06:41 | INFO : - file CSD_Guerrero_NinoDios_noten.npy added to validation set. 2021-12-08 09:06:41 | INFO : - file CSD_Traditional_ElRossinyol_nobas.npy added to training set. 2021-12-08 09:06:42 | INFO : - file CSD_Traditional_ElRossinyol_noten.npy added to training set. 2021-12-08 09:06:43 | INFO : - file CSD_Traditional_ElRossinyol_nosop.npy added to training set. 2021-12-08 09:06:43 | INFO : - file CSD_Traditional_ElRossinyol_noalt.npy added to training set. 2021-12-08 09:06:44 | INFO : - file CSD_Guerrero_NinoDios.npy added to validation set. 2021-12-08 09:06:44 | INFO : ######## Training set ChoralSingingDataset generated, length 7274 ###### 2021-12-08 09:06:44 | INFO : ######## Validation set ChoralSingingDataset generated, length 5555 ###### 2021-12-08 09:06:44 | INFO : Training set & loader generated, length 245576 2021-12-08 09:06:44 | INFO : Validation set & loader generated, length 33339 2021-12-08 09:06:44 | INFO : ###################### START TRAINING ###################### 2021-12-08 09:15:49 | INFO : Epoch #0 finished. Train Loss: 0.0854, Val Loss: 0.0716 with lr: 0.00100 2021-12-08 09:15:49 | INFO : .... model of epoch 0 saved. 2021-12-08 09:24:48 | INFO : Epoch #1 finished. Train Loss: 0.0734, Val Loss: 0.0686 with lr: 0.00100 2021-12-08 09:24:48 | INFO : .... model of epoch #1 saved. 2021-12-08 09:33:49 | INFO : Epoch #2 finished. Train Loss: 0.0696, Val Loss: 0.0687 with lr: 0.00100 2021-12-08 09:42:50 | INFO : Epoch #3 finished. Train Loss: 0.0671, Val Loss: 0.0698 with lr: 0.00100 2021-12-08 09:51:50 | INFO : Epoch #4 finished. Train Loss: 0.0656, Val Loss: 0.0684 with lr: 0.00100 2021-12-08 09:51:50 | INFO : .... model of epoch #4 saved. 2021-12-08 10:00:50 | INFO : Epoch #5 finished. Train Loss: 0.0642, Val Loss: 0.0692 with lr: 0.00100 2021-12-08 10:09:51 | INFO : Epoch #6 finished. Train Loss: 0.0630, Val Loss: 0.0676 with lr: 0.00100 2021-12-08 10:09:51 | INFO : .... model of epoch #6 saved. 2021-12-08 10:18:51 | INFO : Epoch #7 finished. Train Loss: 0.0618, Val Loss: 0.0699 with lr: 0.00100 2021-12-08 10:27:51 | INFO : Epoch #8 finished. Train Loss: 0.0610, Val Loss: 0.0696 with lr: 0.00100 2021-12-08 10:36:51 | INFO : Epoch #9 finished. Train Loss: 0.0601, Val Loss: 0.0661 with lr: 0.00100 2021-12-08 10:36:51 | INFO : .... model of epoch #9 saved. 2021-12-08 10:45:51 | INFO : Epoch #10 finished. Train Loss: 0.0592, Val Loss: 0.0679 with lr: 0.00100 2021-12-08 10:54:52 | INFO : Epoch #11 finished. Train Loss: 0.0589, Val Loss: 0.0738 with lr: 0.00100 2021-12-08 11:03:53 | INFO : Epoch #12 finished. Train Loss: 0.0583, Val Loss: 0.0709 with lr: 0.00100 2021-12-08 11:12:54 | INFO : Epoch #13 finished. Train Loss: 0.0578, Val Loss: 0.0683 with lr: 0.00100 2021-12-08 11:21:56 | INFO : Epoch #14 finished. Train Loss: 0.0573, Val Loss: 0.0666 with lr: 0.00100 2021-12-08 11:30:56 | INFO : Epoch #15 finished. Train Loss: 0.0571, Val Loss: 0.0671 with lr: 0.00100 2021-12-08 11:39:57 | INFO : Epoch #16 finished. Train Loss: 0.0543, Val Loss: 0.0659 with lr: 0.00050 2021-12-08 11:39:57 | INFO : .... model of epoch #16 saved. 2021-12-08 11:48:58 | INFO : Epoch #17 finished. Train Loss: 0.0536, Val Loss: 0.0661 with lr: 0.00050 2021-12-08 11:57:58 | INFO : Epoch #18 finished. Train Loss: 0.0533, Val Loss: 0.0680 with lr: 0.00050 2021-12-08 12:06:59 | INFO : Epoch #19 finished. Train Loss: 0.0526, Val Loss: 0.0666 with lr: 0.00050 2021-12-08 12:16:00 | INFO : Epoch #20 finished. Train Loss: 0.0522, Val Loss: 0.0697 with lr: 0.00050 2021-12-08 12:25:01 | INFO : Epoch #21 finished. Train Loss: 0.0521, Val Loss: 0.0674 with lr: 0.00050 2021-12-08 12:34:02 | INFO : Epoch #22 finished. Train Loss: 0.0519, Val Loss: 0.0667 with lr: 0.00050 2021-12-08 12:43:03 | INFO : Epoch #23 finished. Train Loss: 0.0501, Val Loss: 0.0694 with lr: 0.00025 2021-12-08 12:52:04 | INFO : Epoch #24 finished. Train Loss: 0.0496, Val Loss: 0.0679 with lr: 0.00025 2021-12-08 13:01:04 | INFO : Epoch #25 finished. Train Loss: 0.0494, Val Loss: 0.0696 with lr: 0.00025 2021-12-08 13:10:05 | INFO : Epoch #26 finished. Train Loss: 0.0492, Val Loss: 0.0693 with lr: 0.00025 2021-12-08 13:19:06 | INFO : Epoch #27 finished. Train Loss: 0.0492, Val Loss: 0.0677 with lr: 0.00025 2021-12-08 13:28:06 | INFO : Epoch #28 finished. Train Loss: 0.0486, Val Loss: 0.0700 with lr: 0.00025 2021-12-08 13:28:06 | INFO : ### trained model saved in /tsi/clusterhome/cweiss/models/exp213g_traintest_bigmix_aligned_pitch_unet_medium_test10files_augall_AdamW_smallepochs.pt 2021-12-08 13:28:06 | INFO : ###################### START TESTING ###################### 2021-12-08 13:28:30 | INFO : file 2106_Haydn_OP64NO5_QuartetNo.npy tested. Av. Prec: 0.7116882046909551 2021-12-08 13:28:46 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Av. Prec: 0.7733641846389481 2021-12-08 13:28:59 | INFO : file 2416_Beethoven_OP71_Sextetin.npy tested. Av. Prec: 0.6634933493323074 2021-12-08 13:29:08 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Av. Prec: 0.718998981906467 2021-12-08 13:29:25 | INFO : file 1759_Schubert_D958_PianoSonata.npy tested. Av. Prec: 0.7824463210024489 2021-12-08 13:29:35 | INFO : file 2191_Bach_BWV1006_ViolinPartita.npy tested. Av. Prec: 0.7341586081228181 2021-12-08 13:30:13 | INFO : file 2629_Beethoven_OP96_ViolinSonata.npy tested. Av. Prec: 0.768176280310232 2021-12-08 13:30:24 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Av. Prec: 0.51464847646619 2021-12-08 13:30:38 | INFO : file 2556_Beethoven_OP109_PianoSonata.npy tested. Av. Prec: 0.8091589427029726 2021-12-08 13:30:50 | INFO : file 2298_Bach_BWV1010_CelloSuite.npy tested. Av. Prec: 0.6602119078166456 2021-12-08 13:30:50 | INFO : ### Dataset MusicNet tested. Individual results: ################################ 2021-12-08 13:30:50 | INFO : Mean precision: 0.6439957699524539 2021-12-08 13:30:50 | INFO : Mean recall: 0.737348191923145 2021-12-08 13:30:50 | INFO : Mean f_measure: 0.6832368231029846 2021-12-08 13:30:50 | INFO : Mean cosine_sim: 0.7139416934286639 2021-12-08 13:30:50 | INFO : Mean binary_crossentropy: 0.07714121917852437 2021-12-08 13:30:50 | INFO : Mean euclidean_distance: 0.9440870364717429 2021-12-08 13:30:50 | INFO : Mean binary_accuracy: 0.9781625442254454 2021-12-08 13:30:50 | INFO : Mean soft_accuracy: 0.966922588153167 2021-12-08 13:30:50 | INFO : Mean accum_energy: 0.5370813006210989 2021-12-08 13:30:50 | INFO : Mean roc_auc_measure: 0.9821030733606906 2021-12-08 13:30:50 | INFO : Mean average_precision_score: 0.7136345256989984 2021-12-08 13:30:50 | INFO : Mean Precision: 0.6439957699524539 2021-12-08 13:30:50 | INFO : Mean Recall: 0.737348191923145 2021-12-08 13:30:50 | INFO : Mean Accuracy: 0.5225669459957383 2021-12-08 13:30:50 | INFO : Mean Substitution Error: 0.14415529847056946 2021-12-08 13:30:50 | INFO : Mean Miss Error: 0.11849650960628555 2021-12-08 13:30:50 | INFO : Mean False Alarm Error: 0.28567567691527096 2021-12-08 13:30:50 | INFO : Mean Total Error: 0.548327484992126 2021-12-08 13:30:50 | INFO : Mean Chroma Precision: 0.6664602609876373 2021-12-08 13:30:50 | INFO : Mean Chroma Recall: 0.7626322087191817 2021-12-08 13:30:50 | INFO : Mean Chroma Accuracy: 0.5500604935437872 2021-12-08 13:30:50 | INFO : Mean Chroma Substitution Error: 0.1188712816745328 2021-12-08 13:30:50 | INFO : Mean Chroma Miss Error: 0.11849650960628555 2021-12-08 13:30:50 | INFO : Mean Chroma False Alarm Error: 0.28567567691527096 2021-12-08 13:30:50 | INFO : Mean Chroma Total Error: 0.5230434681960893 2021-12-08 13:30:50 | INFO : 2021-12-08 13:30:50 | INFO : Framewise precision: 0.6785757352965406 2021-12-08 13:30:50 | INFO : Framewise recall: 0.7233517411000614 2021-12-08 13:30:50 | INFO : Framewise f_measure: 0.69442836217698 2021-12-08 13:30:50 | INFO : Framewise cosine_sim: 0.7271720454029706 2021-12-08 13:30:50 | INFO : Framewise binary_crossentropy: 0.08788429163071869 2021-12-08 13:30:50 | INFO : Framewise euclidean_distance: 1.0149578863623907 2021-12-08 13:30:50 | INFO : Framewise binary_accuracy: 0.9760736804291009 2021-12-08 13:30:50 | INFO : Framewise soft_accuracy: 0.9635282932266718 2021-12-08 13:30:50 | INFO : Framewise accum_energy: 0.5326981993416866 2021-12-08 13:30:50 | INFO : Framewise roc_auc_measure: 0.9800945057866955 2021-12-08 13:30:50 | INFO : Framewise average_precision_score: 0.7297588479300163 2021-12-08 13:30:50 | INFO : Framewise Precision: 0.6785757352965406 2021-12-08 13:30:50 | INFO : Framewise Recall: 0.7233517411000614 2021-12-08 13:30:50 | INFO : Framewise Accuracy: 0.5347042868632013 2021-12-08 13:30:50 | INFO : Framewise Substitution Error: 0.1367870282110027 2021-12-08 13:30:50 | INFO : Framewise Miss Error: 0.1398612306889363 2021-12-08 13:30:50 | INFO : Framewise False Alarm Error: 0.2318050616301034 2021-12-08 13:30:50 | INFO : Framewise Total Error: 0.5084533205300423 2021-12-08 13:30:50 | INFO : Framewise Chroma Precision: 0.7062869204051523 2021-12-08 13:30:50 | INFO : Framewise Chroma Recall: 0.7517800490160477 2021-12-08 13:30:50 | INFO : Framewise Chroma Accuracy: 0.568137982730681 2021-12-08 13:30:50 | INFO : Framewise Chroma Substitution Error: 0.10835872029501632 2021-12-08 13:30:50 | INFO : Framewise Chroma Miss Error: 0.1398612306889363 2021-12-08 13:30:50 | INFO : Framewise Chroma False Alarm Error: 0.2318050616301034 2021-12-08 13:30:50 | INFO : Framewise Chroma Total Error: 0.480025012614056 2021-12-08 13:31:10 | INFO : file Schubert_D911-20_SC06.npy tested. Av. Prec: 0.8840837757446669 2021-12-08 13:31:30 | INFO : file Schubert_D911-21_SC06.npy tested. Av. Prec: 0.8741175098738171 2021-12-08 13:31:49 | INFO : file Schubert_D911-21_HU33.npy tested. Av. Prec: 0.8890895466670352 2021-12-08 13:31:54 | INFO : file Schubert_D911-18_HU33.npy tested. Av. Prec: 0.7609465771889764 2021-12-08 13:32:02 | INFO : file Schubert_D911-22_HU33.npy tested. Av. Prec: 0.7972295677346348 2021-12-08 13:32:19 | INFO : file Schubert_D911-23_HU33.npy tested. Av. Prec: 0.7402522925741449 2021-12-08 13:32:39 | INFO : file Schubert_D911-20_HU33.npy tested. Av. Prec: 0.8741894794665657 2021-12-08 13:32:45 | INFO : file Schubert_D911-18_SC06.npy tested. Av. Prec: 0.8167968847659748 2021-12-08 13:32:52 | INFO : file Schubert_D911-22_SC06.npy tested. Av. Prec: 0.876690854963826 2021-12-08 13:33:08 | INFO : file Schubert_D911-24_HU33.npy tested. Av. Prec: 0.8471498969651174 2021-12-08 13:33:16 | INFO : file Schubert_D911-19_SC06.npy tested. Av. Prec: 0.8185988216026683 2021-12-08 13:33:30 | INFO : file Schubert_D911-23_SC06.npy tested. Av. Prec: 0.8424290576322773 2021-12-08 13:33:48 | INFO : file Schubert_D911-24_SC06.npy tested. Av. Prec: 0.8724332102518471 2021-12-08 13:34:04 | INFO : file Schubert_D911-17_HU33.npy tested. Av. Prec: 0.6915427471954924 2021-12-08 13:34:20 | INFO : file Schubert_D911-17_SC06.npy tested. Av. Prec: 0.6947273680056877 2021-12-08 13:34:27 | INFO : file Schubert_D911-19_HU33.npy tested. Av. Prec: 0.6366826426328261 2021-12-08 13:34:27 | INFO : ### Dataset Schubert_Winterreise tested. Individual results: ################################ 2021-12-08 13:34:27 | INFO : Mean precision: 0.7481877768538141 2021-12-08 13:34:27 | INFO : Mean recall: 0.7828627592340116 2021-12-08 13:34:27 | INFO : Mean f_measure: 0.7625209625380932 2021-12-08 13:34:27 | INFO : Mean cosine_sim: 0.7964773979133584 2021-12-08 13:34:27 | INFO : Mean binary_crossentropy: 0.09227166473504647 2021-12-08 13:34:27 | INFO : Mean euclidean_distance: 1.058680782978974 2021-12-08 13:34:27 | INFO : Mean binary_accuracy: 0.9747774668810834 2021-12-08 13:34:27 | INFO : Mean soft_accuracy: 0.9616214425157438 2021-12-08 13:34:27 | INFO : Mean accum_energy: 0.6073292672720488 2021-12-08 13:34:27 | INFO : Mean roc_auc_measure: 0.984074586417456 2021-12-08 13:34:27 | INFO : Mean average_precision_score: 0.8073100145790975 2021-12-08 13:34:27 | INFO : Mean Precision: 0.7481877768538141 2021-12-08 13:34:27 | INFO : Mean Recall: 0.7828627592340116 2021-12-08 13:34:27 | INFO : Mean Accuracy: 0.6200206933563289 2021-12-08 13:34:27 | INFO : Mean Substitution Error: 0.09292437031078012 2021-12-08 13:34:27 | INFO : Mean Miss Error: 0.12421287045520832 2021-12-08 13:34:27 | INFO : Mean False Alarm Error: 0.17828641077134716 2021-12-08 13:34:27 | INFO : Mean Total Error: 0.3954236515373356 2021-12-08 13:34:27 | INFO : Mean Chroma Precision: 0.7767290708900184 2021-12-08 13:34:27 | INFO : Mean Chroma Recall: 0.8127437443995215 2021-12-08 13:34:27 | INFO : Mean Chroma Accuracy: 0.6577763987216546 2021-12-08 13:34:27 | INFO : Mean Chroma Substitution Error: 0.06304338514527029 2021-12-08 13:34:27 | INFO : Mean Chroma Miss Error: 0.12421287045520832 2021-12-08 13:34:27 | INFO : Mean Chroma False Alarm Error: 0.17828641077134716 2021-12-08 13:34:27 | INFO : Mean Chroma Total Error: 0.36554266637182575 2021-12-08 13:34:27 | INFO : 2021-12-08 13:34:27 | INFO : Framewise precision: 0.750949381201441 2021-12-08 13:34:27 | INFO : Framewise recall: 0.8072712677661472 2021-12-08 13:34:27 | INFO : Framewise f_measure: 0.7758517111041285 2021-12-08 13:34:27 | INFO : Framewise cosine_sim: 0.8048221069447643 2021-12-08 13:34:27 | INFO : Framewise binary_crossentropy: 0.08834615537197021 2021-12-08 13:34:27 | INFO : Framewise euclidean_distance: 1.034934460705325 2021-12-08 13:34:27 | INFO : Framewise binary_accuracy: 0.9758236571762792 2021-12-08 13:34:27 | INFO : Framewise soft_accuracy: 0.9627835049991568 2021-12-08 13:34:27 | INFO : Framewise accum_energy: 0.6313020845398782 2021-12-08 13:34:27 | INFO : Framewise roc_auc_measure: 0.9854649434875188 2021-12-08 13:34:27 | INFO : Framewise average_precision_score: 0.819326954700415 2021-12-08 13:34:27 | INFO : Framewise Precision: 0.750949381201441 2021-12-08 13:34:27 | INFO : Framewise Recall: 0.8072712677661472 2021-12-08 13:34:27 | INFO : Framewise Accuracy: 0.6375089411908043 2021-12-08 13:34:27 | INFO : Framewise Substitution Error: 0.08333052320646415 2021-12-08 13:34:27 | INFO : Framewise Miss Error: 0.10939820902738846 2021-12-08 13:34:27 | INFO : Framewise False Alarm Error: 0.19265349085353764 2021-12-08 13:34:27 | INFO : Framewise Total Error: 0.38538222308739034 2021-12-08 13:34:27 | INFO : Framewise Chroma Precision: 0.7754361026885155 2021-12-08 13:34:27 | INFO : Framewise Chroma Recall: 0.83376004335153 2021-12-08 13:34:27 | INFO : Framewise Chroma Accuracy: 0.6713857177909827 2021-12-08 13:34:27 | INFO : Framewise Chroma Substitution Error: 0.056841747621081525 2021-12-08 13:34:27 | INFO : Framewise Chroma Miss Error: 0.10939820902738846 2021-12-08 13:34:27 | INFO : Framewise Chroma False Alarm Error: 0.19265349085353764 2021-12-08 13:34:27 | INFO : Framewise Chroma Total Error: 0.3588934475020076 2021-12-08 13:34:31 | INFO : file 09-Jesus.npy tested. Av. Prec: 0.9709703698062155 2021-12-08 13:34:35 | INFO : file 07-HerrGott.npy tested. Av. Prec: 0.9646352576729016 2021-12-08 13:34:40 | INFO : file 10-NunBitten.npy tested. Av. Prec: 0.9680325813667099 2021-12-08 13:34:44 | INFO : file 08-FuerDeinenThron.npy tested. Av. Prec: 0.9833630300468306 2021-12-08 13:34:44 | INFO : ### Dataset Bach10 tested. Individual results: ################################ 2021-12-08 13:34:44 | INFO : Mean precision: 0.9123644164135535 2021-12-08 13:34:44 | INFO : Mean recall: 0.9223959537823031 2021-12-08 13:34:44 | INFO : Mean f_measure: 0.9173221214379392 2021-12-08 13:34:44 | INFO : Mean cosine_sim: 0.8692046821067075 2021-12-08 13:34:44 | INFO : Mean binary_crossentropy: 0.03565330444192562 2021-12-08 13:34:44 | INFO : Mean euclidean_distance: 0.6008957416797861 2021-12-08 13:34:44 | INFO : Mean binary_accuracy: 0.9921196522130091 2021-12-08 13:34:44 | INFO : Mean soft_accuracy: 0.9817814027925726 2021-12-08 13:34:44 | INFO : Mean accum_energy: 0.6913338906013862 2021-12-08 13:34:44 | INFO : Mean roc_auc_measure: 0.9986564443343858 2021-12-08 13:34:44 | INFO : Mean average_precision_score: 0.9717503097231643 2021-12-08 13:34:44 | INFO : Mean Precision: 0.9123644164135535 2021-12-08 13:34:44 | INFO : Mean Recall: 0.9223959537823031 2021-12-08 13:34:44 | INFO : Mean Accuracy: 0.8475474967023389 2021-12-08 13:34:44 | INFO : Mean Substitution Error: 0.01969874859073982 2021-12-08 13:34:44 | INFO : Mean Miss Error: 0.05790529762695709 2021-12-08 13:34:44 | INFO : Mean False Alarm Error: 0.06887160456390626 2021-12-08 13:34:44 | INFO : Mean Total Error: 0.14647565078160318 2021-12-08 13:34:44 | INFO : Mean Chroma Precision: 0.9147670419699352 2021-12-08 13:34:44 | INFO : Mean Chroma Recall: 0.9248200604666568 2021-12-08 13:34:44 | INFO : Mean Chroma Accuracy: 0.8516588253660671 2021-12-08 13:34:44 | INFO : Mean Chroma Substitution Error: 0.01727464190638623 2021-12-08 13:34:44 | INFO : Mean Chroma Miss Error: 0.05790529762695709 2021-12-08 13:34:44 | INFO : Mean Chroma False Alarm Error: 0.06887160456390626 2021-12-08 13:34:44 | INFO : Mean Chroma Total Error: 0.14405154409724957 2021-12-08 13:34:44 | INFO : 2021-12-08 13:34:44 | INFO : Framewise precision: 0.9121850626984543 2021-12-08 13:34:44 | INFO : Framewise recall: 0.9224485227252838 2021-12-08 13:34:44 | INFO : Framewise f_measure: 0.917257309365444 2021-12-08 13:34:44 | INFO : Framewise cosine_sim: 0.8693115807866466 2021-12-08 13:34:44 | INFO : Framewise binary_crossentropy: 0.03556520275307013 2021-12-08 13:34:44 | INFO : Framewise euclidean_distance: 0.5998680090384786 2021-12-08 13:34:44 | INFO : Framewise binary_accuracy: 0.9921156053619721 2021-12-08 13:34:44 | INFO : Framewise soft_accuracy: 0.9818245640338921 2021-12-08 13:34:44 | INFO : Framewise accum_energy: 0.6921488496180896 2021-12-08 13:34:44 | INFO : Framewise roc_auc_measure: 0.9986611827955374 2021-12-08 13:34:44 | INFO : Framewise average_precision_score: 0.9716927214023418 2021-12-08 13:34:44 | INFO : Framewise Precision: 0.9121850626984543 2021-12-08 13:34:44 | INFO : Framewise Recall: 0.9224485227252838 2021-12-08 13:34:44 | INFO : Framewise Accuracy: 0.8474369773617073 2021-12-08 13:34:44 | INFO : Framewise Substitution Error: 0.01952868704063036 2021-12-08 13:34:44 | INFO : Framewise Miss Error: 0.058022790234085894 2021-12-08 13:34:44 | INFO : Framewise False Alarm Error: 0.0692488469450637 2021-12-08 13:34:44 | INFO : Framewise Total Error: 0.14680032421977995 2021-12-08 13:34:44 | INFO : Framewise Chroma Precision: 0.9145734309262563 2021-12-08 13:34:44 | INFO : Framewise Chroma Recall: 0.9248588070400792 2021-12-08 13:34:44 | INFO : Framewise Chroma Accuracy: 0.8515239873286347 2021-12-08 13:34:44 | INFO : Framewise Chroma Substitution Error: 0.017118402725834817 2021-12-08 13:34:44 | INFO : Framewise Chroma Miss Error: 0.058022790234085894 2021-12-08 13:34:44 | INFO : Framewise Chroma False Alarm Error: 0.0692488469450637 2021-12-08 13:34:44 | INFO : Framewise Chroma Total Error: 0.1443900399049844 2021-12-08 13:34:55 | INFO : file bruckner.npy tested. Av. Prec: 0.8394346991763444 2021-12-08 13:35:14 | INFO : file mozart.npy tested. Av. Prec: 0.8773301595503078 2021-12-08 13:35:14 | INFO : ### Dataset PHENICX-Anechoic tested. Individual results: ################################ 2021-12-08 13:35:14 | INFO : Mean precision: 0.8644508748856781 2021-12-08 13:35:14 | INFO : Mean recall: 0.6922388405046311 2021-12-08 13:35:14 | INFO : Mean f_measure: 0.7665019416597971 2021-12-08 13:35:14 | INFO : Mean cosine_sim: 0.8257781267253457 2021-12-08 13:35:14 | INFO : Mean binary_crossentropy: 0.13538054205777367 2021-12-08 13:35:14 | INFO : Mean euclidean_distance: 1.31568242792767 2021-12-08 13:35:14 | INFO : Mean binary_accuracy: 0.9655972217347528 2021-12-08 13:35:14 | INFO : Mean soft_accuracy: 0.9490508012952288 2021-12-08 13:35:14 | INFO : Mean accum_energy: 0.5420336498633879 2021-12-08 13:35:14 | INFO : Mean roc_auc_measure: 0.9853255154360246 2021-12-08 13:35:14 | INFO : Mean average_precision_score: 0.8583824293633261 2021-12-08 13:35:14 | INFO : Mean Precision: 0.8644508748856781 2021-12-08 13:35:14 | INFO : Mean Recall: 0.6922388405046311 2021-12-08 13:35:14 | INFO : Mean Accuracy: 0.6227660374625474 2021-12-08 13:35:14 | INFO : Mean Substitution Error: 0.06867934567951374 2021-12-08 13:35:14 | INFO : Mean Miss Error: 0.23908181381585517 2021-12-08 13:35:14 | INFO : Mean False Alarm Error: 0.04118880290630327 2021-12-08 13:35:14 | INFO : Mean Total Error: 0.3489499624016722 2021-12-08 13:35:14 | INFO : Mean Chroma Precision: 0.8901592818403259 2021-12-08 13:35:14 | INFO : Mean Chroma Recall: 0.7124908005192322 2021-12-08 13:35:14 | INFO : Mean Chroma Accuracy: 0.6529105370809667 2021-12-08 13:35:14 | INFO : Mean Chroma Substitution Error: 0.04842738566491265 2021-12-08 13:35:14 | INFO : Mean Chroma Miss Error: 0.23908181381585517 2021-12-08 13:35:14 | INFO : Mean Chroma False Alarm Error: 0.04118880290630327 2021-12-08 13:35:14 | INFO : Mean Chroma Total Error: 0.3286980023870711 2021-12-08 13:35:14 | INFO : 2021-12-08 13:35:14 | INFO : Framewise precision: 0.8586876517732542 2021-12-08 13:35:14 | INFO : Framewise recall: 0.7216994784741279 2021-12-08 13:35:14 | INFO : Framewise f_measure: 0.7824276460693851 2021-12-08 13:35:14 | INFO : Framewise cosine_sim: 0.8319732224088708 2021-12-08 13:35:14 | INFO : Framewise binary_crossentropy: 0.11387590451590013 2021-12-08 13:35:14 | INFO : Framewise euclidean_distance: 1.203443075349972 2021-12-08 13:35:14 | INFO : Framewise binary_accuracy: 0.9709134023158412 2021-12-08 13:35:14 | INFO : Framewise soft_accuracy: 0.9547190946412656 2021-12-08 13:35:14 | INFO : Framewise accum_energy: 0.5601769992292411 2021-12-08 13:35:14 | INFO : Framewise roc_auc_measure: 0.9879887744605066 2021-12-08 13:35:14 | INFO : Framewise average_precision_score: 0.866829784018749 2021-12-08 13:35:14 | INFO : Framewise Precision: 0.8586876517732542 2021-12-08 13:35:14 | INFO : Framewise Recall: 0.7216994784741279 2021-12-08 13:35:14 | INFO : Framewise Accuracy: 0.64371758421514 2021-12-08 13:35:14 | INFO : Framewise Substitution Error: 0.06615545438525705 2021-12-08 13:35:14 | INFO : Framewise Miss Error: 0.21214506714061498 2021-12-08 13:35:14 | INFO : Framewise False Alarm Error: 0.053679813779653814 2021-12-08 13:35:14 | INFO : Framewise Total Error: 0.33198033530552584 2021-12-08 13:35:14 | INFO : Framewise Chroma Precision: 0.8825362325350452 2021-12-08 13:35:14 | INFO : Framewise Chroma Recall: 0.7414732837373136 2021-12-08 13:35:14 | INFO : Framewise Chroma Accuracy: 0.6732504088426481 2021-12-08 13:35:14 | INFO : Framewise Chroma Substitution Error: 0.046381649122071364 2021-12-08 13:35:14 | INFO : Framewise Chroma Miss Error: 0.21214506714061498 2021-12-08 13:35:14 | INFO : Framewise Chroma False Alarm Error: 0.053679813779653814 2021-12-08 13:35:14 | INFO : Framewise Chroma Total Error: 0.31220653004234017 2021-12-08 13:35:30 | INFO : file CSD_Bruckner_LocusIste_nosop.npy tested. Av. Prec: 0.7953517489676335 2021-12-08 13:35:46 | INFO : file CSD_Bruckner_LocusIste_nobas.npy tested. Av. Prec: 0.9064225336529309 2021-12-08 13:36:02 | INFO : file CSD_Bruckner_LocusIste.npy tested. Av. Prec: 0.8473278150207855 2021-12-08 13:36:18 | INFO : file CSD_Bruckner_LocusIste_noten.npy tested. Av. Prec: 0.8379878121542521 2021-12-08 13:36:35 | INFO : file CSD_Bruckner_LocusIste_noalt.npy tested. Av. Prec: 0.724750793660252 2021-12-08 13:36:35 | INFO : ### Dataset ChoralSingingDataset tested. Individual results: ################################ 2021-12-08 13:36:35 | INFO : Mean precision: 0.7924694157342949 2021-12-08 13:36:35 | INFO : Mean recall: 0.751981357395684 2021-12-08 13:36:35 | INFO : Mean f_measure: 0.7714219188454463 2021-12-08 13:36:35 | INFO : Mean cosine_sim: 0.769190843728488 2021-12-08 13:36:35 | INFO : Mean binary_crossentropy: 0.06008928761550173 2021-12-08 13:36:35 | INFO : Mean euclidean_distance: 0.8053566894646224 2021-12-08 13:36:35 | INFO : Mean binary_accuracy: 0.9855062959522789 2021-12-08 13:36:35 | INFO : Mean soft_accuracy: 0.9727918199125141 2021-12-08 13:36:35 | INFO : Mean accum_energy: 0.4916765010009338 2021-12-08 13:36:35 | INFO : Mean roc_auc_measure: 0.989554809298356 2021-12-08 13:36:35 | INFO : Mean average_precision_score: 0.8223681406911709 2021-12-08 13:36:35 | INFO : Mean Precision: 0.7924694157342949 2021-12-08 13:36:35 | INFO : Mean Recall: 0.751981357395684 2021-12-08 13:36:35 | INFO : Mean Accuracy: 0.6304335690610631 2021-12-08 13:36:35 | INFO : Mean Substitution Error: 0.11363823676052945 2021-12-08 13:36:35 | INFO : Mean Miss Error: 0.13438040584378655 2021-12-08 13:36:35 | INFO : Mean False Alarm Error: 0.08431710067608754 2021-12-08 13:36:35 | INFO : Mean Total Error: 0.3323357432804036 2021-12-08 13:36:35 | INFO : Mean Chroma Precision: 0.7986646358301585 2021-12-08 13:36:35 | INFO : Mean Chroma Recall: 0.757834678997607 2021-12-08 13:36:35 | INFO : Mean Chroma Accuracy: 0.6382925644095747 2021-12-08 13:36:35 | INFO : Mean Chroma Substitution Error: 0.10778491515860653 2021-12-08 13:36:35 | INFO : Mean Chroma Miss Error: 0.13438040584378655 2021-12-08 13:36:35 | INFO : Mean Chroma False Alarm Error: 0.08431710067608754 2021-12-08 13:36:35 | INFO : Mean Chroma Total Error: 0.3264824216784806 2021-12-08 13:36:35 | INFO : 2021-12-08 13:36:35 | INFO : Framewise precision: 0.7925743648288892 2021-12-08 13:36:35 | INFO : Framewise recall: 0.7520747850306511 2021-12-08 13:36:35 | INFO : Framewise f_measure: 0.7715205397103693 2021-12-08 13:36:35 | INFO : Framewise cosine_sim: 0.7692444127345323 2021-12-08 13:36:35 | INFO : Framewise binary_crossentropy: 0.06007636060088887 2021-12-08 13:36:35 | INFO : Framewise euclidean_distance: 0.8052423151307656 2021-12-08 13:36:35 | INFO : Framewise binary_accuracy: 0.9855114977275017 2021-12-08 13:36:35 | INFO : Framewise soft_accuracy: 0.9727958201631776 2021-12-08 13:36:35 | INFO : Framewise accum_energy: 0.49171096847859597 2021-12-08 13:36:35 | INFO : Framewise roc_auc_measure: 0.9895608094727938 2021-12-08 13:36:35 | INFO : Framewise average_precision_score: 0.8224916125873247 2021-12-08 13:36:35 | INFO : Framewise Precision: 0.7925743648288892 2021-12-08 13:36:35 | INFO : Framewise Recall: 0.7520747850306511 2021-12-08 13:36:35 | INFO : Framewise Accuracy: 0.6305596529960611 2021-12-08 13:36:35 | INFO : Framewise Substitution Error: 0.11356784813941706 2021-12-08 13:36:35 | INFO : Framewise Miss Error: 0.1343573668299318 2021-12-08 13:36:35 | INFO : Framewise False Alarm Error: 0.08428668003522122 2021-12-08 13:36:35 | INFO : Framewise Total Error: 0.3322118950045701 2021-12-08 13:36:35 | INFO : Framewise Chroma Precision: 0.7987646353351127 2021-12-08 13:36:35 | INFO : Framewise Chroma Recall: 0.7579232900661915 2021-12-08 13:36:35 | INFO : Framewise Chroma Accuracy: 0.6384138363714319 2021-12-08 13:36:35 | INFO : Framewise Chroma Substitution Error: 0.10771934310387657 2021-12-08 13:36:35 | INFO : Framewise Chroma Miss Error: 0.1343573668299318 2021-12-08 13:36:35 | INFO : Framewise Chroma False Alarm Error: 0.08428668003522122 2021-12-08 13:36:35 | INFO : Framewise Chroma Total Error: 0.3263633899690296 2021-12-08 13:36:40 | INFO : file brahms.npy tested. Av. Prec: 0.8596028445186705 2021-12-08 13:36:45 | INFO : file schubert.npy tested. Av. Prec: 0.9135602769514715 2021-12-08 13:36:50 | INFO : file mozart.npy tested. Av. Prec: 0.9352892952737697 2021-12-08 13:36:54 | INFO : file lussier.npy tested. Av. Prec: 0.8231422447982724 2021-12-08 13:36:58 | INFO : file take_five.npy tested. Av. Prec: 0.8169781558363083 2021-12-08 13:36:58 | INFO : ### Dataset TRIOS tested. Individual results: ################################ 2021-12-08 13:36:58 | INFO : Mean precision: 0.8787749098230411 2021-12-08 13:36:58 | INFO : Mean recall: 0.658878840706476 2021-12-08 13:36:58 | INFO : Mean f_measure: 0.7480709630787004 2021-12-08 13:36:58 | INFO : Mean cosine_sim: 0.8174807898327764 2021-12-08 13:36:58 | INFO : Mean binary_crossentropy: 0.10881540098366771 2021-12-08 13:36:58 | INFO : Mean euclidean_distance: 1.1213151776469696 2021-12-08 13:36:58 | INFO : Mean binary_accuracy: 0.9734993952423017 2021-12-08 13:36:58 | INFO : Mean soft_accuracy: 0.9597746015292665 2021-12-08 13:36:58 | INFO : Mean accum_energy: 0.5146937823389928 2021-12-08 13:36:58 | INFO : Mean roc_auc_measure: 0.9842240033043419 2021-12-08 13:36:58 | INFO : Mean average_precision_score: 0.8697145634756984 2021-12-08 13:36:58 | INFO : Mean Precision: 0.8787749098230411 2021-12-08 13:36:58 | INFO : Mean Recall: 0.658878840706476 2021-12-08 13:36:58 | INFO : Mean Accuracy: 0.602523291949469 2021-12-08 13:36:58 | INFO : Mean Substitution Error: 0.03700688765088499 2021-12-08 13:36:58 | INFO : Mean Miss Error: 0.304114271642639 2021-12-08 13:36:58 | INFO : Mean False Alarm Error: 0.05827691727156646 2021-12-08 13:36:58 | INFO : Mean Total Error: 0.3993980765650905 2021-12-08 13:36:58 | INFO : Mean Chroma Precision: 0.8963826904647627 2021-12-08 13:36:58 | INFO : Mean Chroma Recall: 0.6712666759106881 2021-12-08 13:36:58 | INFO : Mean Chroma Accuracy: 0.6208582832144949 2021-12-08 13:36:58 | INFO : Mean Chroma Substitution Error: 0.024619052446672902 2021-12-08 13:36:58 | INFO : Mean Chroma Miss Error: 0.304114271642639 2021-12-08 13:36:58 | INFO : Mean Chroma False Alarm Error: 0.05827691727156646 2021-12-08 13:36:58 | INFO : Mean Chroma Total Error: 0.38701024136087836 2021-12-08 13:36:58 | INFO : 2021-12-08 13:36:58 | INFO : Framewise precision: 0.8753566216183375 2021-12-08 13:36:58 | INFO : Framewise recall: 0.6716583921755613 2021-12-08 13:36:58 | INFO : Framewise f_measure: 0.7553487151210515 2021-12-08 13:36:58 | INFO : Framewise cosine_sim: 0.8214725355845202 2021-12-08 13:36:58 | INFO : Framewise binary_crossentropy: 0.10428601684277275 2021-12-08 13:36:58 | INFO : Framewise euclidean_distance: 1.1043281610758244 2021-12-08 13:36:58 | INFO : Framewise binary_accuracy: 0.9743258836390137 2021-12-08 13:36:58 | INFO : Framewise soft_accuracy: 0.960559274694531 2021-12-08 13:36:58 | INFO : Framewise accum_energy: 0.5239225584826745 2021-12-08 13:36:58 | INFO : Framewise roc_auc_measure: 0.9859709999626595 2021-12-08 13:36:58 | INFO : Framewise average_precision_score: 0.8747246788284094 2021-12-08 13:36:58 | INFO : Framewise Precision: 0.8753566216183375 2021-12-08 13:36:58 | INFO : Framewise Recall: 0.6716583921755613 2021-12-08 13:36:58 | INFO : Framewise Accuracy: 0.6117832971321444 2021-12-08 13:36:58 | INFO : Framewise Substitution Error: 0.03564866275895249 2021-12-08 13:36:58 | INFO : Framewise Miss Error: 0.2926929450654861 2021-12-08 13:36:58 | INFO : Framewise False Alarm Error: 0.0646378558554801 2021-12-08 13:36:58 | INFO : Framewise Total Error: 0.3929794636799187 2021-12-08 13:36:58 | INFO : Framewise Chroma Precision: 0.8917276930138316 2021-12-08 13:36:58 | INFO : Framewise Chroma Recall: 0.6835626413408699 2021-12-08 13:36:58 | INFO : Framewise Chroma Accuracy: 0.6294896449579539 2021-12-08 13:36:58 | INFO : Framewise Chroma Substitution Error: 0.023744413593643973 2021-12-08 13:36:58 | INFO : Framewise Chroma Miss Error: 0.2926929450654861 2021-12-08 13:36:58 | INFO : Framewise Chroma False Alarm Error: 0.0646378558554801 2021-12-08 13:36:58 | INFO : Framewise Chroma Total Error: 0.3810752145146101 2021-12-08 13:36:58 | INFO : 2021-12-08 13:36:58 | INFO : 2021-12-08 13:36:58 | INFO : ### Testing done. ################################################ 2021-12-08 13:36:58 | INFO : 2021-12-08 13:36:58 | INFO : # Results for complete test set ######################### 2021-12-08 13:36:58 | INFO : Mean precision: 0.7653700755332812 2021-12-08 13:36:58 | INFO : Mean recall: 0.762563060800593 2021-12-08 13:36:58 | INFO : Mean f_measure: 0.75791572405551 2021-12-08 13:36:58 | INFO : Mean cosine_sim: 0.7843997250139099 2021-12-08 13:36:58 | INFO : Mean binary_crossentropy: 0.08346801362916867 2021-12-08 13:36:58 | INFO : Mean euclidean_distance: 0.9773350012027014 2021-12-08 13:36:58 | INFO : Mean binary_accuracy: 0.9779230100153865 2021-12-08 13:36:58 | INFO : Mean soft_accuracy: 0.9653149591131724 2021-12-08 13:36:58 | INFO : Mean accum_energy: 0.5706984657475174 2021-12-08 13:36:58 | INFO : Mean roc_auc_measure: 0.9857236901787922 2021-12-08 13:36:58 | INFO : Mean average_precision_score: 0.8123210740168858 2021-12-08 13:36:58 | INFO : Mean Precision: 0.7653700755332812 2021-12-08 13:36:58 | INFO : Mean Recall: 0.762563060800593 2021-12-08 13:36:58 | INFO : Mean Accuracy: 0.6177739742963275 2021-12-08 13:36:58 | INFO : Mean Substitution Error: 0.09280290993945799 2021-12-08 13:36:58 | INFO : Mean Miss Error: 0.14463402925994892 2021-12-08 13:36:58 | INFO : Mean False Alarm Error: 0.16143270131668494 2021-12-08 13:36:58 | INFO : Mean Total Error: 0.3988696405160918 2021-12-08 13:36:58 | INFO : Mean Chroma Precision: 0.7858783596940875 2021-12-08 13:36:58 | INFO : Mean Chroma Recall: 0.7833331098816839 2021-12-08 13:36:58 | INFO : Mean Chroma Accuracy: 0.6436485221126403 2021-12-08 13:36:58 | INFO : Mean Chroma Substitution Error: 0.07203286085836716 2021-12-08 13:36:58 | INFO : Mean Chroma Miss Error: 0.14463402925994892 2021-12-08 13:36:58 | INFO : Mean Chroma False Alarm Error: 0.16143270131668494 2021-12-08 13:36:58 | INFO : Mean Chroma Total Error: 0.378099591435001 2021-12-08 13:36:58 | INFO : 2021-12-08 13:36:58 | INFO : Framewise precision: 0.7482414453096174 2021-12-08 13:36:58 | INFO : Framewise recall: 0.7656000288340092 2021-12-08 13:36:58 | INFO : Framewise f_measure: 0.752388859552107 2021-12-08 13:36:58 | INFO : Framewise cosine_sim: 0.7780124236680754 2021-12-08 13:36:58 | INFO : Framewise binary_crossentropy: 0.08427155052065509 2021-12-08 13:36:58 | INFO : Framewise euclidean_distance: 0.9926142088423919 2021-12-08 13:36:58 | INFO : Framewise binary_accuracy: 0.9775381694908805 2021-12-08 13:36:58 | INFO : Framewise soft_accuracy: 0.9645781390774414 2021-12-08 13:36:58 | INFO : Framewise accum_energy: 0.5717067120401529 2021-12-08 13:36:58 | INFO : Framewise roc_auc_measure: 0.9848878455880425 2021-12-08 13:36:58 | INFO : Framewise average_precision_score: 0.7993593629466637 2021-12-08 13:36:58 | INFO : Framewise Precision: 0.7482414453096174 2021-12-08 13:36:58 | INFO : Framewise Recall: 0.7656000288340092 2021-12-08 13:36:58 | INFO : Framewise Accuracy: 0.608236099800024 2021-12-08 13:36:58 | INFO : Framewise Substitution Error: 0.1012117217468845 2021-12-08 13:36:58 | INFO : Framewise Miss Error: 0.13318824941910637 2021-12-08 13:36:58 | INFO : Framewise False Alarm Error: 0.17311323349001267 2021-12-08 13:36:58 | INFO : Framewise Total Error: 0.40751320465600355 2021-12-08 13:36:58 | INFO : Framewise Chroma Precision: 0.7699718249651355 2021-12-08 13:36:58 | INFO : Framewise Chroma Recall: 0.7879748453580564 2021-12-08 13:36:58 | INFO : Framewise Chroma Accuracy: 0.6363191884572806 2021-12-08 13:36:58 | INFO : Framewise Chroma Substitution Error: 0.07883690522283714 2021-12-08 13:36:58 | INFO : Framewise Chroma Miss Error: 0.13318824941910637 2021-12-08 13:36:58 | INFO : Framewise Chroma False Alarm Error: 0.17311323349001267 2021-12-08 13:36:58 | INFO : Framewise Chroma Total Error: 0.38513838813195617