2021-12-12 10:42:06 | INFO : Logging experiment exp212f_traintest_bigmix_aligned_pitch_unet_veryverylarge_test10files_augall_AdamW_smallepochs_rerun1 2021-12-12 10:42:06 | INFO : Experiment config: do training = True 2021-12-12 10:42:06 | INFO : Experiment config: do validation = True 2021-12-12 10:42:06 | INFO : Experiment config: do testing = True 2021-12-12 10:42:06 | INFO : Training set parameters: {'context': 75, 'stride': 35, 'compression': 10, 'aug:transpsemitones': 5, 'aug:randomeq': 20, 'aug:noisestd': 0.0001, 'aug:tuning': True} 2021-12-12 10:42:06 | INFO : Validation set parameters: {'context': 75, 'stride': 35, 'compression': 10} 2021-12-12 10:42:06 | INFO : Test set parameters: {'context': 75, 'stride': 1, 'compression': 10} 2021-12-12 10:42:06 | INFO : Training parameters: {'batch_size': 25, 'shuffle': True, 'num_workers': 16} 2021-12-12 10:42:06 | INFO : Trained model saved in /tsi/clusterhome/cweiss/models/exp212f_traintest_bigmix_aligned_pitch_unet_veryverylarge_test10files_augall_AdamW_smallepochs_rerun1.pt 2021-12-12 10:42:06 | INFO : --- Training config: ----------------------------------------- 2021-12-12 10:42:06 | INFO : Maximum number of epochs: 100 2021-12-12 10:42:06 | INFO : Criterion (Loss): BCELoss 2021-12-12 10:42:06 | INFO : Optimizer parameters: {'name': 'AdamW', 'initial_lr': 0.001, 'betas': (0.9, 0.999), 'eps': 1e-08, 'weight_decay': 0.01, 'amsgrad': False} 2021-12-12 10:42:06 | 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} 2021-12-12 10:42:06 | INFO : Early stopping parameters: {'use_early_stopping': True, 'mode': 'min', 'min_delta': 1e-05, 'patience': 12, 'percentage': False} 2021-12-12 10:42:06 | INFO : Test parameters: {'batch_size': 50, 'shuffle': False, 'num_workers': 8} 2021-12-12 10:42:06 | INFO : Save filewise results = True, in folder /tsi/clusterhome/cweiss/code/deep_pitch_estimation/experiments/results_filewise/exp212f_traintest_bigmix_aligned_pitch_unet_veryverylarge_test10files_augall_AdamW_smallepochs_rerun1.csv 2021-12-12 10:42:06 | INFO : Save model predictions = True, in folder /tsi/clusterhome/cweiss/predictions/exp212f_traintest_bigmix_aligned_pitch_unet_veryverylarge_test10files_augall_AdamW_smallepochs_rerun1 2021-12-12 10:42:06 | INFO : CUDA use_cuda: True 2021-12-12 10:42:06 | INFO : CUDA device: cuda:0 2021-12-12 10:42:09 | INFO : --- Model config: -------------------------------------------- 2021-12-12 10:42:09 | INFO : Model: simple_u_net_largekernels 2021-12-12 10:42:09 | INFO : Model parameters: {'n_chan_input': 6, 'n_chan_layers': [128, 180, 150, 100], 'n_ch_out': 2, 'n_bins_in': 216, 'n_bins_out': 72, 'a_lrelu': 0.3, 'p_dropout': 0.2, 'scalefac': 2} 2021-12-12 10:42:10 | INFO : ========================================================================================== Layer (type:depth-idx) Output Shape Param # ========================================================================================== ├─LayerNorm: 1-1 [1, 174, 6, 216] 2,592 ├─double_conv: 1-2 [1, 32, 174, 216] -- | └─Sequential: 2-1 [1, 32, 174, 216] -- | | └─Conv2d: 3-1 [1, 32, 174, 216] 43,232 | | └─BatchNorm2d: 3-2 [1, 32, 174, 216] 64 | | └─ReLU: 3-3 [1, 32, 174, 216] -- | | └─Dropout: 3-4 [1, 32, 174, 216] -- | | └─Conv2d: 3-5 [1, 32, 174, 216] 230,432 | | └─BatchNorm2d: 3-6 [1, 32, 174, 216] 64 | | └─ReLU: 3-7 [1, 32, 174, 216] -- | | └─Dropout: 3-8 [1, 32, 174, 216] -- ├─Sequential: 1-3 [1, 64, 87, 108] -- | └─MaxPool2d: 2-2 [1, 32, 87, 108] -- | └─double_conv: 2-3 [1, 64, 87, 108] -- | | └─Sequential: 3-9 [1, 64, 87, 108] 1,382,784 ├─Sequential: 1-4 [1, 128, 43, 54] -- | └─MaxPool2d: 2-4 [1, 64, 43, 54] -- | └─double_conv: 2-5 [1, 128, 43, 54] -- | | └─Sequential: 3-10 [1, 128, 43, 54] 1,991,424 ├─Sequential: 1-5 [1, 256, 21, 27] -- | └─MaxPool2d: 2-6 [1, 128, 21, 27] -- | └─double_conv: 2-7 [1, 256, 21, 27] -- | | └─Sequential: 3-11 [1, 256, 21, 27] 2,459,136 ├─Sequential: 1-6 [1, 256, 10, 13] -- | └─MaxPool2d: 2-8 [1, 256, 10, 13] -- | └─double_conv: 2-9 [1, 256, 10, 13] -- | | └─Sequential: 3-12 [1, 256, 10, 13] 1,181,184 ├─unet_up_concat_padding: 1-7 [1, 512, 21, 27] -- | └─Upsample: 2-10 [1, 256, 20, 26] -- ├─double_conv: 1-8 [1, 128, 21, 27] -- | └─Sequential: 2-11 [1, 128, 21, 27] -- | | └─Conv2d: 3-13 [1, 256, 21, 27] 1,179,904 | | └─BatchNorm2d: 3-14 [1, 256, 21, 27] 512 | | └─ReLU: 3-15 [1, 256, 21, 27] -- | | └─Dropout: 3-16 [1, 256, 21, 27] -- | | └─Conv2d: 3-17 [1, 128, 21, 27] 295,040 | | └─BatchNorm2d: 3-18 [1, 128, 21, 27] 256 | | └─ReLU: 3-19 [1, 128, 21, 27] -- | | └─Dropout: 3-20 [1, 128, 21, 27] -- ├─unet_up_concat_padding: 1-9 [1, 256, 43, 54] -- | └─Upsample: 2-12 [1, 128, 42, 54] -- ├─double_conv: 1-10 [1, 64, 43, 54] -- | └─Sequential: 2-13 [1, 64, 43, 54] -- | | └─Conv2d: 3-21 [1, 128, 43, 54] 819,328 | | └─BatchNorm2d: 3-22 [1, 128, 43, 54] 256 | | └─ReLU: 3-23 [1, 128, 43, 54] -- | | └─Dropout: 3-24 [1, 128, 43, 54] -- | | └─Conv2d: 3-25 [1, 64, 43, 54] 204,864 | | └─BatchNorm2d: 3-26 [1, 64, 43, 54] 128 | | └─ReLU: 3-27 [1, 64, 43, 54] -- | | └─Dropout: 3-28 [1, 64, 43, 54] -- ├─unet_up_concat_padding: 1-11 [1, 128, 87, 108] -- | └─Upsample: 2-14 [1, 64, 86, 108] -- ├─double_conv: 1-12 [1, 32, 87, 108] -- | └─Sequential: 2-15 [1, 32, 87, 108] -- | | └─Conv2d: 3-29 [1, 64, 87, 108] 663,616 | | └─BatchNorm2d: 3-30 [1, 64, 87, 108] 128 | | └─ReLU: 3-31 [1, 64, 87, 108] -- | | └─Dropout: 3-32 [1, 64, 87, 108] -- | | └─Conv2d: 3-33 [1, 32, 87, 108] 165,920 | | └─BatchNorm2d: 3-34 [1, 32, 87, 108] 64 | | └─ReLU: 3-35 [1, 32, 87, 108] -- | | └─Dropout: 3-36 [1, 32, 87, 108] -- ├─unet_up_concat_padding: 1-13 [1, 64, 174, 216] -- | └─Upsample: 2-16 [1, 32, 174, 216] -- ├─double_conv: 1-14 [1, 128, 174, 216] -- | └─Sequential: 2-17 [1, 128, 174, 216] -- | | └─Conv2d: 3-37 [1, 32, 174, 216] 460,832 | | └─BatchNorm2d: 3-38 [1, 32, 174, 216] 64 | | └─ReLU: 3-39 [1, 32, 174, 216] -- | | └─Dropout: 3-40 [1, 32, 174, 216] -- | | └─Conv2d: 3-41 [1, 128, 174, 216] 921,728 | | └─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, 180, 174, 72] -- | └─Conv2d: 2-18 [1, 180, 174, 72] 207,540 | └─LeakyReLU: 2-19 [1, 180, 174, 72] -- | └─MaxPool2d: 2-20 [1, 180, 174, 72] -- | └─Dropout: 2-21 [1, 180, 174, 72] -- ├─Sequential: 1-16 [1, 150, 100, 72] -- | └─Conv2d: 2-22 [1, 150, 100, 72] 2,025,150 | └─LeakyReLU: 2-23 [1, 150, 100, 72] -- | └─Dropout: 2-24 [1, 150, 100, 72] -- ├─Sequential: 1-17 [1, 1, 100, 72] -- | └─Conv2d: 2-25 [1, 100, 100, 72] 15,100 | └─LeakyReLU: 2-26 [1, 100, 100, 72] -- | └─Dropout: 2-27 [1, 100, 100, 72] -- | └─Conv2d: 2-28 [1, 1, 100, 72] 101 | └─Sigmoid: 2-29 [1, 1, 100, 72] -- ========================================================================================== Total params: 14,251,699 Trainable params: 14,251,699 Non-trainable params: 0 Total mult-adds (G): 109.72 ========================================================================================== Input size (MB): 0.90 Forward/backward pass size (MB): 228.52 Params size (MB): 57.01 Estimated Total Size (MB): 286.42 ========================================================================================== 2021-12-12 10:42:13 | INFO : - file 2530_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-12 10:42:15 | INFO : - file 1822_Mozart_K421_StringQuartet.npy added to training set. 2021-12-12 10:42:16 | INFO : - file 1752_Schubert_D845_PianoSonata.npy added to training set. 2021-12-12 10:42:17 | INFO : - file 2297_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-12 10:42:18 | INFO : - file 2240_Bach_BWV862_WTKI.npy added to training set. 2021-12-12 10:42:19 | INFO : - file 2463_Beethoven_OP23_ViolinSonata.npy added to training set. 2021-12-12 10:42:20 | INFO : - file 2550_Beethoven_OP78_PianoSonata.npy added to training set. 2021-12-12 10:42:22 | INFO : - file 2566_Beethoven_OP22_PianoSonata.npy added to training set. 2021-12-12 10:42:24 | INFO : - file 2492_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-12 10:42:24 | INFO : - file 2359_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-12 10:42:26 | INFO : - file 2138_Brahms_OP51NO1_StringQuartet.npy added to training set. 2021-12-12 10:42:28 | INFO : - file 1811_Mozart_K581_ClarinetQuintet.npy added to validation set. 2021-12-12 10:42:30 | INFO : - file 2127_Brahms_OP11_SerenadeNo.npy added to training set. 2021-12-12 10:42:34 | INFO : - file 2531_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-12 10:42:36 | INFO : - file 2116_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-12 10:42:37 | INFO : - file 2284_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-12 10:42:38 | INFO : - file 2379_Beethoven_OP59NO2_StringQuartet.npy added to training set. 2021-12-12 10:42:39 | INFO : - file 2237_Bach_BWV868_WTKI.npy added to training set. 2021-12-12 10:42:41 | INFO : - file 2313_Beethoven_OP132_StringQuartet.npy added to training set. 2021-12-12 10:42:42 | INFO : - file 1755_Schubert_D784_PianoSonata.npy added to validation set. 2021-12-12 10:42:43 | INFO : - file 2405_Beethoven_OP110_PianoSonata.npy added to training set. 2021-12-12 10:42:44 | INFO : - file 2307_Bach_BWV863_WTKI.npy added to training set. 2021-12-12 10:42:48 | INFO : - file 2533_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-12 10:42:49 | INFO : - file 2200_Bach_BWV861_WTKI.npy added to training set. 2021-12-12 10:42:50 | INFO : - file 2567_Beethoven_OP90_PianoSonata.npy added to training set. 2021-12-12 10:42:52 | INFO : - file 2481_Beethoven_OP18NO5_StringQuartet.npy added to validation set. 2021-12-12 10:42:54 | INFO : - file 2334_Beethoven_OP30NO3_ViolinSonata.npy added to training set. 2021-12-12 10:42:54 | INFO : - file 2208_Bach_BWV855_WTKI.npy added to training set. 2021-12-12 10:42:56 | INFO : - file 1766_Schubert_OP142_4Impromptus.npy added to validation set. 2021-12-12 10:42:58 | INFO : - file 2169_Faure_OP45_PianoQuartet.npy added to training set. 2021-12-12 10:43:01 | INFO : - file 2148_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-12 10:43:03 | INFO : - file 2501_Beethoven_OP12NO3_ViolinSonata.npy added to training set. 2021-12-12 10:43:05 | INFO : - file 2614_Beethoven_OP10NO3_PianoSonata.npy added to training set. 2021-12-12 10:43:08 | INFO : - file 2557_Beethoven_OP109_PianoSonata.npy added to training set. 2021-12-12 10:43:10 | INFO : - file 2373_Beethoven_OP49NO1_PianoSonata.npy added to training set. 2021-12-12 10:43:12 | INFO : - file 1733_Schubert_D959_PianoSonata.npy added to validation set. 2021-12-12 10:43:13 | INFO : - file 2079_Cambini_JOHN2_WindQuintet.npy added to training set. 2021-12-12 10:43:14 | INFO : - file 1835_Mozart_K590_StringQuartet.npy added to training set. 2021-12-12 10:43:16 | INFO : - file 1873_Mozart_K502_PianoTrio.npy added to training set. 2021-12-12 10:43:16 | INFO : - file 2424_Beethoven_OP2NO1_PianoSonata.npy added to training set. 2021-12-12 10:43:17 | INFO : - file 2209_Bach_BWV849_WTKI.npy added to training set. 2021-12-12 10:43:18 | INFO : - file 2410_Beethoven_OP27NO1_PianoSonata.npy added to training set. 2021-12-12 10:43:20 | INFO : - file 2296_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-12 10:43:21 | INFO : - file 1817_Mozart_K375_Serenadein.npy added to training set. 2021-12-12 10:43:22 | INFO : - file 2472_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-12 10:43:23 | INFO : - file 2383_Beethoven_OP130_StringQuartet.npy added to training set. 2021-12-12 10:43:25 | INFO : - file 2462_Beethoven_OP23_ViolinSonata.npy added to training set. 2021-12-12 10:43:27 | INFO : - file 2575_Beethoven_OP13_PianoSonata.npy added to training set. 2021-12-12 10:43:28 | INFO : - file 2320_Beethoven_OP38_Trioin.npy added to training set. 2021-12-12 10:43:28 | INFO : - file 2207_Bach_BWV855_WTKI.npy added to training set. 2021-12-12 10:43:30 | INFO : - file 2476_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-12 10:43:31 | INFO : - file 2371_Beethoven_OP14NO1_PianoSonata.npy added to training set. 2021-12-12 10:43:33 | INFO : - file 2147_Brahms_OP36_StringSextet.npy added to training set. 2021-12-12 10:43:33 | INFO : - file 2215_Bach_BWV846_WTKI.npy added to training set. 2021-12-12 10:43:36 | INFO : - file 1777_Schubert_D850_PianoSonata.npy added to training set. 2021-12-12 10:43:37 | INFO : - file 2502_Beethoven_OP12NO3_ViolinSonata.npy added to training set. 2021-12-12 10:43:39 | INFO : - file 1922_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-12 10:43:40 | INFO : - file 1893_Mozart_K564_PianoTrio.npy added to training set. 2021-12-12 10:43:41 | INFO : - file 2186_Bach_BWV1006_ViolinPartita.npy added to validation set. 2021-12-12 10:43:43 | INFO : - file 2160_Brahms_OP40_HornTrio.npy added to training set. 2021-12-12 10:43:45 | INFO : - file 2509_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-12 10:43:47 | INFO : - file 2505_Beethoven_OP103_Octetin.npy added to training set. 2021-12-12 10:43:48 | INFO : - file 2506_Beethoven_OP103_Octetin.npy added to training set. 2021-12-12 10:43:48 | INFO : - file 2628_Beethoven_OP96_ViolinSonata.npy added to training set. 2021-12-12 10:43:49 | INFO : - file 2218_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-12 10:43:50 | INFO : - file 2529_Beethoven_OP10NO1_PianoSonata.npy added to training set. 2021-12-12 10:43:51 | INFO : - file 2374_Beethoven_OP49NO1_PianoSonata.npy added to training set. 2021-12-12 10:43:53 | INFO : - file 2392_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-12 10:43:54 | INFO : - file 2231_Bach_BWV866_WTKI.npy added to training set. 2021-12-12 10:43:56 | INFO : - file 1813_Mozart_K581_ClarinetQuintet.npy added to training set. 2021-12-12 10:43:57 | INFO : - file 2196_Bach_BWV848_WTKI.npy added to training set. 2021-12-12 10:43:59 | INFO : - file 2158_Brahms_OP40_HornTrio.npy added to validation set. 2021-12-12 10:44:01 | INFO : - file 1872_Mozart_K502_PianoTrio.npy added to training set. 2021-12-12 10:44:03 | INFO : - file 2621_Beethoven_OP59NO1_StringQuartet.npy added to training set. 2021-12-12 10:44:06 | INFO : - file 2150_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-12 10:44:07 | INFO : - file 2217_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-12 10:44:08 | INFO : - file 2243_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-12 10:44:10 | INFO : - file 2433_Beethoven_OP135_StringQuartet.npy added to training set. 2021-12-12 10:44:11 | INFO : - file 2211_Bach_BWV857_WTKI.npy added to training set. 2021-12-12 10:44:12 | INFO : - file 1764_Schubert_OP142_4Impromptus.npy added to training set. 2021-12-12 10:44:15 | INFO : - file 2348_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-12 10:44:16 | INFO : - file 1932_Dvorak_OP96_StringQuartet.npy added to validation set. 2021-12-12 10:44:16 | INFO : - file 2232_Bach_BWV866_WTKI.npy added to training set. 2021-12-12 10:44:17 | INFO : - file 2203_Bach_BWV1013_Partitain.npy added to training set. 2021-12-12 10:44:19 | INFO : - file 2157_Brahms_OP18_StringSextet.npy added to validation set. 2021-12-12 10:44:21 | INFO : - file 2486_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-12 10:44:23 | INFO : - file 2393_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-12 10:44:24 | INFO : - file 2210_Bach_BWV849_WTKI.npy added to training set. 2021-12-12 10:44:24 | INFO : - file 2659_Bach_BWV1002_ViolinPartita.npy added to training set. 2021-12-12 10:44:26 | INFO : - file 1729_Schubert_OP114_PianoQuintet.npy added to validation set. 2021-12-12 10:44:28 | INFO : - file 2678_Beethoven_OP14NO2_PianoSonata.npy added to training set. 2021-12-12 10:44:29 | INFO : - file 2221_Bach_BWV1009_CelloSuite.npy added to validation set. 2021-12-12 10:44:30 | INFO : - file 2411_Beethoven_OP27NO1_PianoSonata.npy added to training set. 2021-12-12 10:44:31 | INFO : - file 2343_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-12 10:44:33 | INFO : - file 1818_Mozart_K375_Serenadein.npy added to training set. 2021-12-12 10:44:35 | INFO : - file 1919_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-12 10:44:36 | INFO : - file 2415_Beethoven_OP71_Sextetin.npy added to training set. 2021-12-12 10:44:36 | INFO : - file 2305_Bach_BWV859_WTKI.npy added to training set. 2021-12-12 10:44:38 | INFO : - file 2510_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-12 10:44:40 | INFO : - file 2608_Beethoven_OP31NO1_PianoSonata.npy added to training set. 2021-12-12 10:44:42 | INFO : - file 2532_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-12 10:44:45 | INFO : - file 2542_Beethoven_OP101_PianoSonata.npy added to training set. 2021-12-12 10:44:46 | INFO : - file 2118_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-12 10:44:47 | INFO : - file 1756_Schubert_D784_PianoSonata.npy added to validation set. 2021-12-12 10:44:49 | INFO : - file 1793_Mozart_K465_StringQuartet.npy added to training set. 2021-12-12 10:44:51 | INFO : - file 1758_Schubert_D958_PianoSonata.npy added to training set. 2021-12-12 10:44:53 | INFO : - file 2404_Beethoven_OP110_PianoSonata.npy added to training set. 2021-12-12 10:44:54 | INFO : - file 2491_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-12 10:44:56 | INFO : - file 2282_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-12 10:44:57 | INFO : - file 2304_Bach_BWV859_WTKI.npy added to training set. 2021-12-12 10:44:59 | INFO : - file 2149_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-12 10:45:01 | INFO : - file 2330_Beethoven_OP12NO1_ViolinSonata.npy added to training set. 2021-12-12 10:45:04 | INFO : - file 1916_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-12 10:45:05 | INFO : - file 2212_Bach_BWV857_WTKI.npy added to training set. 2021-12-12 10:45:06 | INFO : - file 2480_Beethoven_OP18NO5_StringQuartet.npy added to validation set. 2021-12-12 10:45:07 | INFO : - file 2214_Bach_BWV847_WTKI.npy added to training set. 2021-12-12 10:45:07 | INFO : - file 2195_Bach_BWV848_WTKI.npy added to training set. 2021-12-12 10:45:08 | INFO : - file 2477_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-12 10:45:09 | INFO : - file 2295_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-12 10:45:11 | INFO : - file 1768_Schubert_D664_PianoSonata.npy added to training set. 2021-12-12 10:45:12 | INFO : - file 2627_Beethoven_OP96_ViolinSonata.npy added to training set. 2021-12-12 10:45:13 | INFO : - file 2431_Beethoven_OP135_StringQuartet.npy added to training set. 2021-12-12 10:45:14 | INFO : - file 2591_Beethoven_OP26_PianoSonata.npy added to training set. 2021-12-12 10:45:17 | INFO : - file 1775_Schubert_D850_PianoSonata.npy added to training set. 2021-12-12 10:45:18 | INFO : - file 2293_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-12 10:45:19 | INFO : - file 1791_Mozart_K465_StringQuartet.npy added to training set. 2021-12-12 10:45:20 | INFO : - file 2194_Bach_BWV858_WTKI.npy added to validation set. 2021-12-12 10:45:24 | INFO : - file 1742_Schubert_OP163_StringQuintet.npy added to training set. 2021-12-12 10:45:27 | INFO : - file 1776_Schubert_D850_PianoSonata.npy added to training set. 2021-12-12 10:45:31 | INFO : - file 2112_Brahms_OP38_CelloSonata.npy added to training set. 2021-12-12 10:45:32 | INFO : - file 2423_Beethoven_OP2NO1_PianoSonata.npy added to training set. 2021-12-12 10:45:33 | INFO : - file 2560_Beethoven_OP18NO2_StringQuartet.npy added to training set. 2021-12-12 10:45:35 | INFO : - file 2219_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-12 10:45:36 | INFO : - file 2420_Beethoven_OP12NO2_ViolinSonata.npy added to training set. 2021-12-12 10:45:38 | INFO : - file 1763_Schubert_OP142_4Impromptus.npy added to training set. 2021-12-12 10:45:39 | INFO : - file 2228_Bach_BWV851_WTKI.npy added to training set. 2021-12-12 10:45:42 | INFO : - file 2441_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-12 10:45:44 | INFO : - file 2570_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-12 10:45:46 | INFO : - file 1918_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-12 10:45:47 | INFO : - file 2451_Beethoven_OP18NO6_StringQuartet.npy added to training set. 2021-12-12 10:45:49 | INFO : - file 2177_Ravel_35_StringQuartet.npy added to training set. 2021-12-12 10:45:52 | INFO : - file 1788_Mozart_K465_StringQuartet.npy added to training set. 2021-12-12 10:45:54 | INFO : - file 2179_Ravel_35_StringQuartet.npy added to training set. 2021-12-12 10:45:55 | INFO : - file 2346_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-12 10:45:58 | INFO : - file 2376_Beethoven_OP59NO2_StringQuartet.npy added to training set. 2021-12-12 10:45:58 | INFO : - file 2620_Beethoven_OP10NO2_PianoSonata.npy added to training set. 2021-12-12 10:46:00 | INFO : - file 2390_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-12 10:46:02 | INFO : - file 2335_Beethoven_OP30NO3_ViolinSonata.npy added to training set. 2021-12-12 10:46:03 | INFO : - file 2403_Beethoven_OP18NO1_StringQuartet.npy added to training set. 2021-12-12 10:46:04 | INFO : - file 2247_Bach_BWV854_WTKI.npy added to training set. 2021-12-12 10:46:05 | INFO : - file 2432_Beethoven_OP135_StringQuartet.npy added to training set. 2021-12-12 10:46:05 | INFO : - file 2292_Bach_BWV864_WTKI.npy added to training set. 2021-12-12 10:46:06 | INFO : - file 2076_Cambini_JOHN1_WindQuintet.npy added to training set. 2021-12-12 10:46:07 | INFO : - file 1790_Mozart_K465_StringQuartet.npy added to training set. 2021-12-12 10:46:08 | INFO : - file 2302_Bach_BWV850_WTKI.npy added to training set. 2021-12-12 10:46:10 | INFO : - file 2391_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-12 10:46:11 | INFO : - file 1933_Dvorak_OP96_StringQuartet.npy added to validation set. 2021-12-12 10:46:13 | INFO : - file 2514_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-12 10:46:15 | INFO : - file 1829_Mozart_K542_PianoTrio.npy added to validation set. 2021-12-12 10:46:17 | INFO : - file 1923_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-12 10:46:20 | INFO : - file 2377_Beethoven_OP59NO2_StringQuartet.npy added to training set. 2021-12-12 10:46:22 | INFO : - file 1931_Dvorak_OP96_StringQuartet.npy added to training set. 2021-12-12 10:46:23 | INFO : - file 2294_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-12 10:46:24 | INFO : - file 2384_Beethoven_OP130_StringQuartet.npy added to training set. 2021-12-12 10:46:25 | INFO : - file 2241_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-12 10:46:26 | INFO : - file 2242_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-12 10:46:27 | INFO : - file 2283_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-12 10:46:28 | INFO : - file 2632_Beethoven_OP14NO2_PianoSonata.npy added to validation set. 2021-12-12 10:46:31 | INFO : - file 1760_Schubert_D958_PianoSonata.npy added to training set. 2021-12-12 10:46:33 | INFO : - file 2568_Beethoven_OP90_PianoSonata.npy added to training set. 2021-12-12 10:46:35 | INFO : - file 2345_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-12 10:46:36 | INFO : - file 2576_Beethoven_OP13_PianoSonata.npy added to training set. 2021-12-12 10:46:37 | INFO : - file 2131_Brahms_OP11_SerenadeNo.npy added to training set. 2021-12-12 10:46:39 | INFO : - file 2537_Beethoven_OP49NO2_PianoSonata.npy added to training set. 2021-12-12 10:46:42 | INFO : - file 2607_Beethoven_OP31NO1_PianoSonata.npy added to training set. 2021-12-12 10:46:42 | INFO : - file 2230_Bach_BWV865_WTKI.npy added to training set. 2021-12-12 10:46:43 | INFO : - file 2167_Faure_OP45_PianoQuartet.npy added to validation set. 2021-12-12 10:46:45 | INFO : - file 2603_Beethoven_OP81NO1_PianoSonata.npy added to training set. 2021-12-12 10:46:46 | INFO : - file 2594_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-12 10:46:46 | INFO : - file 2204_Bach_BWV1013_Partitain.npy added to training set. 2021-12-12 10:46:49 | INFO : - file 2523_Beethoven_OP69_CelloSonata.npy added to training set. 2021-12-12 10:46:50 | INFO : - file 2357_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-12 10:46:54 | INFO : - file 2398_Beethoven_OP47_ViolinSonata.npy added to training set. 2021-12-12 10:46:54 | INFO : - file 2310_Bach_BWV860_WTKI.npy added to training set. 2021-12-12 10:46:56 | INFO : - file 2078_Cambini_JOHN2_WindQuintet.npy added to training set. 2021-12-12 10:46:59 | INFO : - file 2521_Beethoven_OP69_CelloSonata.npy added to training set. 2021-12-12 10:47:01 | INFO : - file 2562_Beethoven_OP18NO2_StringQuartet.npy added to training set. 2021-12-12 10:47:02 | INFO : - file 1824_Mozart_K421_StringQuartet.npy added to training set. 2021-12-12 10:47:04 | INFO : - file 2318_Beethoven_OP38_Trioin.npy added to validation set. 2021-12-12 10:47:06 | INFO : - file 1773_Schubert_D568_PianoSonata.npy added to training set. 2021-12-12 10:47:10 | INFO : - file 2443_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-12 10:47:12 | INFO : - file 2114_Brahms_OP38_CelloSonata.npy added to training set. 2021-12-12 10:47:14 | INFO : - file 2488_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-12 10:47:14 | INFO : - file 2198_Bach_BWV867_WTKI.npy added to training set. 2021-12-12 10:47:16 | INFO : - file 2350_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-12 10:47:17 | INFO : - file 2595_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-12 10:47:18 | INFO : - file 1805_Mozart_K387_StringQuartet.npy added to validation set. 2021-12-12 10:47:20 | INFO : - file 2113_Brahms_OP38_CelloSonata.npy added to training set. 2021-12-12 10:47:21 | INFO : - file 2075_Cambini_JOHN1_WindQuintet.npy added to training set. 2021-12-12 10:47:23 | INFO : - file 2516_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-12 10:47:24 | INFO : - file 2497_Beethoven_OP95_StringQuartet.npy added to training set. 2021-12-12 10:47:25 | INFO : - file 2507_Beethoven_OP103_Octetin.npy added to training set. 2021-12-12 10:47:27 | INFO : - file 2389_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-12 10:47:28 | INFO : - file 2222_Bach_BWV1009_CelloSuite.npy added to validation set. 2021-12-12 10:47:29 | INFO : - file 2372_Beethoven_OP14NO1_PianoSonata.npy added to training set. 2021-12-12 10:47:31 | INFO : - file 2471_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-12 10:47:33 | INFO : - file 2105_Haydn_OP64NO5_QuartetNo.npy added to training set. 2021-12-12 10:47:34 | INFO : - file 2388_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-12 10:47:35 | INFO : - file 2213_Bach_BWV847_WTKI.npy added to training set. 2021-12-12 10:47:36 | INFO : - file 2629_Beethoven_OP96_ViolinSonata.npy added to validation set. 2021-12-12 10:47:37 | INFO : - file 2417_Beethoven_OP71_Sextetin.npy added to training set. 2021-12-12 10:47:39 | INFO : - file 1751_Schubert_D845_PianoSonata.npy added to training set. 2021-12-12 10:47:40 | INFO : - file 1728_Schubert_OP114_PianoQuintet.npy added to training set. 2021-12-12 10:47:40 | INFO : - file 2227_Bach_BWV851_WTKI.npy added to training set. 2021-12-12 10:47:42 | INFO : - file 1734_Schubert_D959_PianoSonata.npy added to training set. 2021-12-12 10:47:42 | INFO : - file 2224_Bach_BWV852_WTKI.npy added to training set. 2021-12-12 10:47:43 | INFO : - file 2285_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-12 10:47:45 | INFO : - file 2159_Brahms_OP40_HornTrio.npy added to training set. 2021-12-12 10:47:46 | INFO : - file 2117_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-12 10:47:49 | INFO : - file 2155_Brahms_OP18_StringSextet.npy added to training set. 2021-12-12 10:47:52 | INFO : - file 1771_Schubert_D568_PianoSonata.npy added to training set. 2021-12-12 10:47:54 | INFO : - file 2571_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-12 10:47:55 | INFO : - file 2229_Bach_BWV865_WTKI.npy added to training set. 2021-12-12 10:47:58 | INFO : - file 2325_Beethoven_OP57_PianoSonata.npy added to training set. 2021-12-12 10:48:01 | INFO : - file 1749_Schubert_D845_PianoSonata.npy added to training set. 2021-12-12 10:48:02 | INFO : - file 2573_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-12 10:48:03 | INFO : - file 2596_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-12 10:48:04 | INFO : - file 2300_Bach_BWV853_WTKI.npy added to training set. 2021-12-12 10:48:06 | INFO : - file 2487_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-12 10:48:07 | INFO : - file 2119_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-12 10:48:10 | INFO : - file 1765_Schubert_OP142_4Impromptus.npy added to validation set. 2021-12-12 10:48:12 | INFO : - file 2528_Beethoven_OP10NO1_PianoSonata.npy added to training set. 2021-12-12 10:48:14 | INFO : - file 1727_Schubert_OP114_PianoQuintet.npy added to training set. 2021-12-12 10:48:17 | INFO : - file 2314_Beethoven_OP132_StringQuartet.npy added to training set. 2021-12-12 10:48:18 | INFO : - file 2202_Bach_BWV1013_Partitain.npy added to training set. 2021-12-12 10:48:19 | INFO : - file 2239_Bach_BWV862_WTKI.npy added to training set. 2021-12-12 10:48:22 | INFO : - file 2444_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-12 10:48:23 | INFO : - file 2581_Beethoven_OP54_PianoSonata.npy added to training set. 2021-12-12 10:48:24 | INFO : - file 2244_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-12 10:48:27 | INFO : - file 1792_Mozart_K465_StringQuartet.npy added to training set. 2021-12-12 10:48:29 | INFO : - file 1812_Mozart_K581_ClarinetQuintet.npy added to training set. 2021-12-12 10:48:31 | INFO : - file 2490_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-12 10:48:32 | INFO : - file 2442_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-12 10:48:35 | INFO : - file 2564_Beethoven_OP22_PianoSonata.npy added to training set. 2021-12-12 10:48:37 | INFO : - file 2611_Beethoven_OP10NO3_PianoSonata.npy added to training set. 2021-12-12 10:48:38 | INFO : - file 2422_Beethoven_OP2NO1_PianoSonata.npy added to training set. 2021-12-12 10:48:40 | INFO : - file 2483_Beethoven_OP18NO5_StringQuartet.npy added to training set. 2021-12-12 10:48:41 | INFO : - file 2342_Beethoven_OP30NO3_ViolinSonata.npy added to validation set. 2021-12-12 10:48:45 | INFO : - file 2366_Beethoven_OP127_StringQuartet.npy added to training set. 2021-12-12 10:48:45 | INFO : - file 2358_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-12 10:48:47 | INFO : - file 2555_Beethoven_OP109_PianoSonata.npy added to training set. 2021-12-12 10:48:49 | INFO : - file 2622_Beethoven_OP59NO1_StringQuartet.npy added to training set. 2021-12-12 10:48:50 | INFO : - file 2289_Bach_BWV1002_ViolinPartita.npy added to validation set. 2021-12-12 10:48:51 | INFO : - file 2080_Cambini_JOHN2_WindQuintet.npy added to training set. 2021-12-12 10:48:53 | INFO : - file 2588_Beethoven_OP26_PianoSonata.npy added to training set. 2021-12-12 10:48:54 | INFO : - file 2494_Beethoven_OP95_StringQuartet.npy added to training set. 2021-12-12 10:48:56 | INFO : - file 1789_Mozart_K465_StringQuartet.npy added to training set. 2021-12-12 10:48:59 | INFO : - file 2168_Faure_OP45_PianoQuartet.npy added to training set. 2021-12-12 10:49:01 | INFO : - file 1859_Mozart_K464_StringQuartet.npy added to training set. 2021-12-12 10:49:03 | INFO : - file 2586_Beethoven_OP102NO1_CelloSonata.npy added to training set. 2021-12-12 10:49:04 | INFO : - file 2478_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-12 10:49:09 | INFO : - file 2315_Beethoven_OP132_StringQuartet.npy added to validation set. 2021-12-12 10:49:10 | INFO : - file 2201_Bach_BWV861_WTKI.npy added to training set. 2021-12-12 10:49:11 | INFO : - file 2572_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-12 10:49:11 | INFO : - file 2238_Bach_BWV868_WTKI.npy added to training set. 2021-12-12 10:49:11 | INFO : - file 2248_Bach_BWV854_WTKI.npy added to training set. 2021-12-12 10:49:14 | INFO : - file 1735_Schubert_D959_PianoSonata.npy added to training set. 2021-12-12 10:49:15 | INFO : - file 2308_Bach_BWV863_WTKI.npy added to training set. 2021-12-12 10:49:19 | INFO : - file 2154_Brahms_OP18_StringSextet.npy added to training set. 2021-12-12 10:49:21 | INFO : - file 2140_Brahms_OP51NO1_StringQuartet.npy added to training set. 2021-12-12 10:49:22 | INFO : - file 2077_Cambini_JOHN1_WindQuintet.npy added to training set. 2021-12-12 10:49:25 | INFO : - file 1807_Mozart_K387_StringQuartet.npy added to validation set. 2021-12-12 10:49:28 | INFO : - file 2406_Beethoven_OP110_PianoSonata.npy added to training set. 2021-12-12 10:49:30 | INFO : - file 1772_Schubert_D568_PianoSonata.npy added to training set. 2021-12-12 10:49:31 | INFO : - file 2156_Brahms_OP18_StringSextet.npy added to training set. 2021-12-12 10:49:34 | INFO : - file 1757_Schubert_D958_PianoSonata.npy added to training set. 2021-12-12 10:49:37 | INFO : - file 2436_Beethoven_OP53_PianoSonata.npy added to training set. 2021-12-12 10:49:38 | INFO : - file 2364_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-12 10:49:39 | INFO : - file 2538_Beethoven_OP49NO2_PianoSonata.npy added to training set. 2021-12-12 10:49:40 | INFO : - file 2336_Beethoven_OP30NO3_ViolinSonata.npy added to training set. 2021-12-12 10:49:41 | INFO : - file 2466_Beethoven_OP23_ViolinSonata.npy added to training set. 2021-12-12 10:49:43 | INFO : - file 2677_Beethoven_OP14NO1_PianoSonata.npy added to training set. 2021-12-12 10:49:45 | INFO : - file 2081_Cambini_JOHN3_WindQuintet.npy added to validation set. 2021-12-12 10:49:47 | INFO : - file 2151_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-12 10:49:49 | INFO : - file 2512_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-12 10:49:50 | INFO : - file 2083_Cambini_JOHN3_WindQuintet.npy added to validation set. 2021-12-12 10:49:52 | INFO : - file 2368_Beethoven_OP127_StringQuartet.npy added to training set. 2021-12-12 10:49:53 | INFO : - file 2082_Cambini_JOHN3_WindQuintet.npy added to validation set. 2021-12-12 10:49:55 | INFO : - file 2178_Ravel_35_StringQuartet.npy added to training set. 2021-12-12 10:49:58 | INFO : - file 2322_Beethoven_OP57_PianoSonata.npy added to training set. 2021-12-12 10:49:59 | INFO : - file 2633_Beethoven_OP14NO2_PianoSonata.npy added to validation set. 2021-12-12 10:50:00 | INFO : - file 2220_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-12 10:50:02 | INFO : - file 1828_Mozart_K542_PianoTrio.npy added to validation set. 2021-12-12 10:50:03 | INFO : - file 2527_Beethoven_OP10NO1_PianoSonata.npy added to training set. 2021-12-12 10:50:04 | INFO : - file 2540_Beethoven_OP101_PianoSonata.npy added to training set. 2021-12-12 10:50:06 | INFO : - file 2582_Beethoven_OP54_PianoSonata.npy added to training set. 2021-12-12 10:50:07 | INFO : - file 2225_Bach_BWV852_WTKI.npy added to training set. 2021-12-12 10:50:09 | INFO : - file 1876_Mozart_K496_PianoTrio.npy added to training set. 2021-12-12 10:50:11 | INFO : - file 2593_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-12 10:50:13 | INFO : - file 2482_Beethoven_OP18NO5_StringQuartet.npy added to training set. 2021-12-12 10:50:15 | INFO : - file 2341_Beethoven_OP30NO3_ViolinSonata.npy added to validation set. 2021-12-12 10:50:16 | INFO : - file 2288_Bach_BWV1002_ViolinPartita.npy added to training set. 2021-12-12 10:50:18 | INFO : - file 2504_Beethoven_OP103_Octetin.npy added to training set. 2021-12-12 10:50:20 | INFO : - file 2381_Beethoven_OP130_StringQuartet.npy added to training set. 2021-12-12 10:50:22 | INFO : - file 2104_Haydn_OP64NO5_QuartetNo.npy added to training set. 2021-12-12 10:50:24 | INFO : - file 2365_Beethoven_OP127_StringQuartet.npy added to training set. 2021-12-12 10:50:26 | INFO : - file 1739_Schubert_OP99_PianoTrio.npy added to training set. 2021-12-12 10:50:29 | INFO : - file 1750_Schubert_D845_PianoSonata.npy added to training set. 2021-12-12 10:50:30 | INFO : - file 2473_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-12 10:50:32 | INFO : - file 2180_Ravel_35_StringQuartet.npy added to training set. 2021-12-12 10:50:34 | INFO : - file 2397_Beethoven_OP47_ViolinSonata.npy added to training set. 2021-12-12 10:50:37 | INFO : - file 2626_Beethoven_OP96_ViolinSonata.npy added to training set. 2021-12-12 10:50:38 | INFO : - file 1730_Schubert_OP114_PianoQuintet.npy added to training set. 2021-12-12 10:50:40 | INFO : - file 2522_Beethoven_OP69_CelloSonata.npy added to training set. 2021-12-12 10:50:42 | INFO : - file 2619_Beethoven_OP10NO2_PianoSonata.npy added to training set. 2021-12-12 10:50:42 | INFO : - file 2234_Bach_BWV856_WTKI.npy added to training set. 2021-12-12 10:50:44 | INFO : - file 2618_Beethoven_OP10NO2_PianoSonata.npy added to training set. 2021-12-12 10:50:46 | INFO : - file 2161_Brahms_OP40_HornTrio.npy added to training set. 2021-12-12 10:50:48 | INFO : - file 2166_Faure_OP45_PianoQuartet.npy added to training set. 2021-12-12 10:50:51 | INFO : - file 2319_Beethoven_OP38_Trioin.npy added to training set. 2021-12-12 10:50:54 | INFO : - file 2590_Beethoven_OP26_PianoSonata.npy added to training set. 2021-12-12 10:50:54 | INFO : ######## Training set MusicNet generated, length 133177 ###### 2021-12-12 10:50:54 | INFO : ######## Validation set MusicNet generated, length 15491 ###### 2021-12-12 10:50:55 | INFO : - file Schubert_D911-06_AL98.npy added to training set. 2021-12-12 10:50:56 | INFO : - file Schubert_D911-11_OL06.npy added to training set. 2021-12-12 10:50:57 | INFO : - file Schubert_D911-10_FI80.npy added to training set. 2021-12-12 10:50:58 | INFO : - file Schubert_D911-05_FI80.npy added to training set. 2021-12-12 10:50:59 | INFO : - file Schubert_D911-06_QU98.npy added to training set. 2021-12-12 10:51:00 | INFO : - file Schubert_D911-04_FI80.npy added to training set. 2021-12-12 10:51:01 | INFO : - file Schubert_D911-05_QU98.npy added to training set. 2021-12-12 10:51:02 | INFO : - file Schubert_D911-12_AL98.npy added to training set. 2021-12-12 10:51:03 | INFO : - file Schubert_D911-10_AL98.npy added to training set. 2021-12-12 10:51:04 | INFO : - file Schubert_D911-04_FI55.npy added to training set. 2021-12-12 10:51:04 | INFO : - file Schubert_D911-04_AL98.npy added to training set. 2021-12-12 10:51:05 | INFO : - file Schubert_D911-14_TR99.npy added to validation set. 2021-12-12 10:51:06 | INFO : - file Schubert_D911-10_FI55.npy added to training set. 2021-12-12 10:51:07 | INFO : - file Schubert_D911-02_FI55.npy added to training set. 2021-12-12 10:51:07 | INFO : - file Schubert_D911-03_AL98.npy added to training set. 2021-12-12 10:51:08 | INFO : - file Schubert_D911-10_OL06.npy added to training set. 2021-12-12 10:51:09 | INFO : - file Schubert_D911-15_FI66.npy added to validation set. 2021-12-12 10:51:10 | INFO : - file Schubert_D911-05_FI55.npy added to training set. 2021-12-12 10:51:11 | INFO : - file Schubert_D911-09_FI55.npy added to training set. 2021-12-12 10:51:11 | INFO : - file Schubert_D911-13_OL06.npy added to training set. 2021-12-12 10:51:12 | INFO : - file Schubert_D911-03_QU98.npy added to training set. 2021-12-12 10:51:12 | INFO : - file Schubert_D911-15_TR99.npy added to validation set. 2021-12-12 10:51:13 | INFO : - file Schubert_D911-13_QU98.npy added to training set. 2021-12-12 10:51:14 | INFO : - file Schubert_D911-13_AL98.npy added to training set. 2021-12-12 10:51:14 | INFO : - file Schubert_D911-08_FI80.npy added to training set. 2021-12-12 10:51:15 | INFO : - file Schubert_D911-13_FI80.npy added to training set. 2021-12-12 10:51:15 | INFO : - file Schubert_D911-16_FI66.npy added to validation set. 2021-12-12 10:51:16 | INFO : - file Schubert_D911-03_OL06.npy added to training set. 2021-12-12 10:51:17 | INFO : - file Schubert_D911-11_FI55.npy added to training set. 2021-12-12 10:51:18 | INFO : - file Schubert_D911-02_OL06.npy added to training set. 2021-12-12 10:51:19 | INFO : - file Schubert_D911-06_FI80.npy added to training set. 2021-12-12 10:51:20 | INFO : - file Schubert_D911-01_FI80.npy added to training set. 2021-12-12 10:51:22 | INFO : - file Schubert_D911-01_AL98.npy added to training set. 2021-12-12 10:51:24 | INFO : - file Schubert_D911-01_OL06.npy added to training set. 2021-12-12 10:51:25 | INFO : - file Schubert_D911-16_TR99.npy added to validation set. 2021-12-12 10:51:25 | INFO : - file Schubert_D911-03_FI80.npy added to training set. 2021-12-12 10:51:26 | INFO : - file Schubert_D911-04_QU98.npy added to training set. 2021-12-12 10:51:28 | INFO : - file Schubert_D911-11_AL98.npy added to training set. 2021-12-12 10:51:28 | INFO : - file Schubert_D911-10_QU98.npy added to training set. 2021-12-12 10:51:29 | INFO : - file Schubert_D911-13_FI55.npy added to training set. 2021-12-12 10:51:30 | INFO : - file Schubert_D911-09_AL98.npy added to training set. 2021-12-12 10:51:31 | INFO : - file Schubert_D911-01_QU98.npy added to training set. 2021-12-12 10:51:32 | INFO : - file Schubert_D911-04_OL06.npy added to training set. 2021-12-12 10:51:33 | INFO : - file Schubert_D911-05_AL98.npy added to training set. 2021-12-12 10:51:34 | INFO : - file Schubert_D911-02_QU98.npy added to training set. 2021-12-12 10:51:35 | INFO : - file Schubert_D911-07_OL06.npy added to training set. 2021-12-12 10:51:36 | INFO : - file Schubert_D911-11_FI80.npy added to training set. 2021-12-12 10:51:37 | INFO : - file Schubert_D911-06_OL06.npy added to training set. 2021-12-12 10:51:38 | INFO : - file Schubert_D911-07_QU98.npy added to training set. 2021-12-12 10:51:40 | INFO : - file Schubert_D911-01_FI55.npy added to training set. 2021-12-12 10:51:40 | INFO : - file Schubert_D911-03_FI55.npy added to training set. 2021-12-12 10:51:42 | INFO : - file Schubert_D911-05_OL06.npy added to training set. 2021-12-12 10:51:42 | INFO : - file Schubert_D911-12_QU98.npy added to training set. 2021-12-12 10:51:44 | INFO : - file Schubert_D911-14_FI66.npy added to validation set. 2021-12-12 10:51:45 | INFO : - file Schubert_D911-11_QU98.npy added to training set. 2021-12-12 10:51:46 | INFO : - file Schubert_D911-06_FI55.npy added to training set. 2021-12-12 10:51:46 | INFO : - file Schubert_D911-02_AL98.npy added to training set. 2021-12-12 10:51:47 | INFO : - file Schubert_D911-09_OL06.npy added to training set. 2021-12-12 10:51:48 | INFO : - file Schubert_D911-12_FI80.npy added to training set. 2021-12-12 10:51:48 | INFO : - file Schubert_D911-08_OL06.npy added to training set. 2021-12-12 10:51:49 | INFO : - file Schubert_D911-09_FI80.npy added to training set. 2021-12-12 10:51:50 | INFO : - file Schubert_D911-09_QU98.npy added to training set. 2021-12-12 10:51:51 | INFO : - file Schubert_D911-07_FI55.npy added to training set. 2021-12-12 10:51:51 | INFO : - file Schubert_D911-02_FI80.npy added to training set. 2021-12-12 10:51:52 | INFO : - file Schubert_D911-08_QU98.npy added to training set. 2021-12-12 10:51:53 | INFO : - file Schubert_D911-08_FI55.npy added to training set. 2021-12-12 10:51:54 | INFO : - file Schubert_D911-07_FI80.npy added to training set. 2021-12-12 10:51:55 | INFO : - file Schubert_D911-07_AL98.npy added to training set. 2021-12-12 10:51:55 | INFO : - file Schubert_D911-12_FI55.npy added to training set. 2021-12-12 10:51:56 | INFO : - file Schubert_D911-08_AL98.npy added to training set. 2021-12-12 10:51:57 | INFO : - file Schubert_D911-12_OL06.npy added to training set. 2021-12-12 10:51:57 | INFO : ######## Training set SchubertWR generated, length 92820 ###### 2021-12-12 10:51:57 | INFO : ######## Validation set SchubertWR generated, length 9466 ###### 2021-12-12 10:51:57 | INFO : - file 01-AchGottundHerr.npy added to training set. 2021-12-12 10:51:57 | INFO : - file 06-DieSonne.npy added to validation set. 2021-12-12 10:51:57 | INFO : - file 05-DieNacht.npy added to validation set. 2021-12-12 10:51:58 | INFO : - file 03-ChristederdubistTagundLicht.npy added to training set. 2021-12-12 10:51:58 | INFO : - file 02-AchLiebenChristen.npy added to training set. 2021-12-12 10:51:58 | INFO : - file 04-ChristeDuBeistand.npy added to training set. 2021-12-12 10:51:58 | INFO : ######## Training set Bach10 generated, length 5421 ###### 2021-12-12 10:51:58 | INFO : ######## Validation set Bach10 generated, length 2827 ###### 2021-12-12 10:51:59 | INFO : - file mahler.npy added to training set. 2021-12-12 10:52:00 | INFO : - file beethoven.npy added to training set. 2021-12-12 10:52:00 | INFO : ######## Training set PHENICX-Anechoic generated, length 6884 ###### 2021-12-12 10:52:00 | INFO : - file CSD_Traditional_ElRossinyol.npy added to training set. 2021-12-12 10:52:01 | INFO : - file CSD_Guerrero_NinoDios_noalt.npy added to validation set. 2021-12-12 10:52:01 | INFO : - file CSD_Guerrero_NinoDios_nosop.npy added to validation set. 2021-12-12 10:52:02 | INFO : - file CSD_Guerrero_NinoDios_nobas.npy added to validation set. 2021-12-12 10:52:02 | INFO : - file CSD_Guerrero_NinoDios_noten.npy added to validation set. 2021-12-12 10:52:03 | INFO : - file CSD_Traditional_ElRossinyol_nobas.npy added to training set. 2021-12-12 10:52:03 | INFO : - file CSD_Traditional_ElRossinyol_noten.npy added to training set. 2021-12-12 10:52:04 | INFO : - file CSD_Traditional_ElRossinyol_nosop.npy added to training set. 2021-12-12 10:52:05 | INFO : - file CSD_Traditional_ElRossinyol_noalt.npy added to training set. 2021-12-12 10:52:05 | INFO : - file CSD_Guerrero_NinoDios.npy added to validation set. 2021-12-12 10:52:05 | INFO : ######## Training set ChoralSingingDataset generated, length 7274 ###### 2021-12-12 10:52:05 | INFO : ######## Validation set ChoralSingingDataset generated, length 5555 ###### 2021-12-12 10:52:05 | INFO : Training set & loader generated, length 245576 2021-12-12 10:52:05 | INFO : Validation set & loader generated, length 33339 2021-12-12 10:52:05 | INFO : ###################### START TRAINING ###################### 2021-12-12 11:05:15 | INFO : Epoch #0 finished. Train Loss: 0.0859, Val Loss: 0.0731 with lr: 0.00100 2021-12-12 11:05:16 | INFO : .... model of epoch 0 saved. 2021-12-12 11:18:20 | INFO : Epoch #1 finished. Train Loss: 0.0704, Val Loss: 0.0821 with lr: 0.00100 2021-12-12 11:31:24 | INFO : Epoch #2 finished. Train Loss: 0.0656, Val Loss: 0.0693 with lr: 0.00100 2021-12-12 11:31:25 | INFO : .... model of epoch #2 saved. 2021-12-12 11:44:29 | INFO : Epoch #3 finished. Train Loss: 0.0626, Val Loss: 0.0812 with lr: 0.00100 2021-12-12 11:57:33 | INFO : Epoch #4 finished. Train Loss: 0.0600, Val Loss: 0.0874 with lr: 0.00100 2021-12-12 12:10:38 | INFO : Epoch #5 finished. Train Loss: 0.0586, Val Loss: 0.0710 with lr: 0.00100 2021-12-12 12:23:43 | INFO : Epoch #6 finished. Train Loss: 0.0572, Val Loss: 0.1223 with lr: 0.00100 2021-12-12 12:36:47 | INFO : Epoch #7 finished. Train Loss: 0.0559, Val Loss: 0.0650 with lr: 0.00100 2021-12-12 12:36:48 | INFO : .... model of epoch #7 saved. 2021-12-12 12:49:51 | INFO : Epoch #8 finished. Train Loss: 0.0545, Val Loss: 0.0704 with lr: 0.00100 2021-12-12 13:02:55 | INFO : Epoch #9 finished. Train Loss: 0.0535, Val Loss: 0.0848 with lr: 0.00100 2021-12-12 13:16:00 | INFO : Epoch #10 finished. Train Loss: 0.0528, Val Loss: 0.0820 with lr: 0.00100 2021-12-12 13:29:05 | INFO : Epoch #11 finished. Train Loss: 0.0520, Val Loss: 0.0675 with lr: 0.00100 2021-12-12 13:42:09 | INFO : Epoch #12 finished. Train Loss: 0.0512, Val Loss: 0.0659 with lr: 0.00100 2021-12-12 13:55:13 | INFO : Epoch #13 finished. Train Loss: 0.0503, Val Loss: 0.0694 with lr: 0.00100 2021-12-12 14:08:17 | INFO : Epoch #14 finished. Train Loss: 0.0473, Val Loss: 0.0783 with lr: 0.00050 2021-12-12 14:21:21 | INFO : Epoch #15 finished. Train Loss: 0.0462, Val Loss: 0.0797 with lr: 0.00050 2021-12-12 14:34:26 | INFO : Epoch #16 finished. Train Loss: 0.0456, Val Loss: 0.0754 with lr: 0.00050 2021-12-12 14:47:31 | INFO : Epoch #17 finished. Train Loss: 0.0457, Val Loss: 0.0676 with lr: 0.00050 2021-12-12 15:00:35 | INFO : Epoch #18 finished. Train Loss: 0.0464, Val Loss: 0.0726 with lr: 0.00050 2021-12-12 15:13:39 | INFO : Epoch #19 finished. Train Loss: 0.0449, Val Loss: 0.0697 with lr: 0.00050 2021-12-12 15:13:39 | INFO : ### trained model saved in /tsi/clusterhome/cweiss/models/exp212f_traintest_bigmix_aligned_pitch_unet_veryverylarge_test10files_augall_AdamW_smallepochs_rerun1.pt 2021-12-12 15:13:39 | INFO : ###################### START TESTING ###################### 2021-12-12 15:14:08 | INFO : file 2106_Haydn_OP64NO5_QuartetNo.npy tested. Av. Prec: 0.7439952128327854 2021-12-12 15:14:26 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Av. Prec: 0.7809621018231547 2021-12-12 15:14:41 | INFO : file 2416_Beethoven_OP71_Sextetin.npy tested. Av. Prec: 0.6429088936136744 2021-12-12 15:14:52 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Av. Prec: 0.7690155052437744 2021-12-12 15:15:12 | INFO : file 1759_Schubert_D958_PianoSonata.npy tested. Av. Prec: 0.7793376330253287 2021-12-12 15:15:24 | INFO : file 2191_Bach_BWV1006_ViolinPartita.npy tested. Av. Prec: 0.7328927769759659 2021-12-12 15:16:13 | INFO : file 2629_Beethoven_OP96_ViolinSonata.npy tested. Av. Prec: 0.8164442306372197 2021-12-12 15:16:26 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Av. Prec: 0.5463402899409799 2021-12-12 15:16:42 | INFO : file 2556_Beethoven_OP109_PianoSonata.npy tested. Av. Prec: 0.8102097659767599 2021-12-12 15:16:56 | INFO : file 2298_Bach_BWV1010_CelloSuite.npy tested. Av. Prec: 0.6877534157784273 2021-12-12 15:16:56 | INFO : ### Dataset MusicNet tested. Individual results: ################################ 2021-12-12 15:16:56 | INFO : Mean precision: 0.6809662751149688 2021-12-12 15:16:56 | INFO : Mean recall: 0.7330875453570884 2021-12-12 15:16:56 | INFO : Mean f_measure: 0.703710548910581 2021-12-12 15:16:56 | INFO : Mean cosine_sim: 0.7258833827437725 2021-12-12 15:16:56 | INFO : Mean binary_crossentropy: 0.07137932167014792 2021-12-12 15:16:56 | INFO : Mean euclidean_distance: 0.9090539316493637 2021-12-12 15:16:56 | INFO : Mean binary_accuracy: 0.9804654888552831 2021-12-12 15:16:56 | INFO : Mean soft_accuracy: 0.9691817391775256 2021-12-12 15:16:56 | INFO : Mean accum_energy: 0.5069752670609583 2021-12-12 15:16:56 | INFO : Mean roc_auc_measure: 0.9841359211145138 2021-12-12 15:16:56 | INFO : Mean average_precision_score: 0.7309859825848071 2021-12-12 15:16:56 | INFO : Mean Precision: 0.6809662751149688 2021-12-12 15:16:56 | INFO : Mean Recall: 0.7330875453570884 2021-12-12 15:16:56 | INFO : Mean Accuracy: 0.5464857620693967 2021-12-12 15:16:56 | INFO : Mean Substitution Error: 0.13140817509072802 2021-12-12 15:16:56 | INFO : Mean Miss Error: 0.13550427955218364 2021-12-12 15:16:56 | INFO : Mean False Alarm Error: 0.21894673818532712 2021-12-12 15:16:56 | INFO : Mean Total Error: 0.48585919282823864 2021-12-12 15:16:56 | INFO : Mean Chroma Precision: 0.7019933247071355 2021-12-12 15:16:56 | INFO : Mean Chroma Recall: 0.7553863979387371 2021-12-12 15:16:56 | INFO : Mean Chroma Accuracy: 0.5722836412409164 2021-12-12 15:16:56 | INFO : Mean Chroma Substitution Error: 0.10910932250907932 2021-12-12 15:16:56 | INFO : Mean Chroma Miss Error: 0.13550427955218364 2021-12-12 15:16:56 | INFO : Mean Chroma False Alarm Error: 0.21894673818532712 2021-12-12 15:16:56 | INFO : Mean Chroma Total Error: 0.46356034024659004 2021-12-12 15:16:56 | INFO : 2021-12-12 15:16:56 | INFO : Framewise precision: 0.7081436153065809 2021-12-12 15:16:56 | INFO : Framewise recall: 0.7335412427471906 2021-12-12 15:16:56 | INFO : Framewise f_measure: 0.7176376954957867 2021-12-12 15:16:56 | INFO : Framewise cosine_sim: 0.7411513976538138 2021-12-12 15:16:56 | INFO : Framewise binary_crossentropy: 0.08154038936775 2021-12-12 15:16:56 | INFO : Framewise euclidean_distance: 0.9715390586088133 2021-12-12 15:16:56 | INFO : Framewise binary_accuracy: 0.9784426042230124 2021-12-12 15:16:56 | INFO : Framewise soft_accuracy: 0.9661161554895797 2021-12-12 15:16:56 | INFO : Framewise accum_energy: 0.5194678840104492 2021-12-12 15:16:56 | INFO : Framewise roc_auc_measure: 0.9820351289527762 2021-12-12 15:16:56 | INFO : Framewise average_precision_score: 0.7526110837533498 2021-12-12 15:16:56 | INFO : Framewise Precision: 0.7081436153065809 2021-12-12 15:16:56 | INFO : Framewise Recall: 0.7335412427471906 2021-12-12 15:16:56 | INFO : Framewise Accuracy: 0.5625634138985898 2021-12-12 15:16:56 | INFO : Framewise Substitution Error: 0.12360137509899821 2021-12-12 15:16:56 | INFO : Framewise Miss Error: 0.14285738215381152 2021-12-12 15:16:56 | INFO : Framewise False Alarm Error: 0.18901677505944245 2021-12-12 15:16:56 | INFO : Framewise Total Error: 0.45547553231225213 2021-12-12 15:16:56 | INFO : Framewise Chroma Precision: 0.7316520476619583 2021-12-12 15:16:56 | INFO : Framewise Chroma Recall: 0.7574438386757887 2021-12-12 15:16:56 | INFO : Framewise Chroma Accuracy: 0.5917822596345342 2021-12-12 15:16:56 | INFO : Framewise Chroma Substitution Error: 0.09969877917040006 2021-12-12 15:16:56 | INFO : Framewise Chroma Miss Error: 0.14285738215381152 2021-12-12 15:16:56 | INFO : Framewise Chroma False Alarm Error: 0.18901677505944245 2021-12-12 15:16:56 | INFO : Framewise Chroma Total Error: 0.43157293638365407 2021-12-12 15:17:19 | INFO : file Schubert_D911-20_SC06.npy tested. Av. Prec: 0.9043839007381744 2021-12-12 15:17:43 | INFO : file Schubert_D911-21_SC06.npy tested. Av. Prec: 0.880629068909624 2021-12-12 15:18:05 | INFO : file Schubert_D911-21_HU33.npy tested. Av. Prec: 0.8816803107989699 2021-12-12 15:18:11 | INFO : file Schubert_D911-18_HU33.npy tested. Av. Prec: 0.750605915334566 2021-12-12 15:18:21 | INFO : file Schubert_D911-22_HU33.npy tested. Av. Prec: 0.7930709618835391 2021-12-12 15:18:41 | INFO : file Schubert_D911-23_HU33.npy tested. Av. Prec: 0.785395321790752 2021-12-12 15:19:05 | INFO : file Schubert_D911-20_HU33.npy tested. Av. Prec: 0.8756065893459287 2021-12-12 15:19:11 | INFO : file Schubert_D911-18_SC06.npy tested. Av. Prec: 0.8128150935717773 2021-12-12 15:19:20 | INFO : file Schubert_D911-22_SC06.npy tested. Av. Prec: 0.8731265851203425 2021-12-12 15:19:39 | INFO : file Schubert_D911-24_HU33.npy tested. Av. Prec: 0.8297379727439217 2021-12-12 15:19:48 | INFO : file Schubert_D911-19_SC06.npy tested. Av. Prec: 0.8194317083716042 2021-12-12 15:20:05 | INFO : file Schubert_D911-23_SC06.npy tested. Av. Prec: 0.8672260034006425 2021-12-12 15:20:25 | INFO : file Schubert_D911-24_SC06.npy tested. Av. Prec: 0.8283798217901039 2021-12-12 15:20:45 | INFO : file Schubert_D911-17_HU33.npy tested. Av. Prec: 0.7286114322135219 2021-12-12 15:21:04 | INFO : file Schubert_D911-17_SC06.npy tested. Av. Prec: 0.7056828855144062 2021-12-12 15:21:12 | INFO : file Schubert_D911-19_HU33.npy tested. Av. Prec: 0.6502749728632921 2021-12-12 15:21:12 | INFO : ### Dataset Schubert_Winterreise tested. Individual results: ################################ 2021-12-12 15:21:12 | INFO : Mean precision: 0.7396279398396788 2021-12-12 15:21:12 | INFO : Mean recall: 0.7886198910961733 2021-12-12 15:21:12 | INFO : Mean f_measure: 0.761328881961053 2021-12-12 15:21:12 | INFO : Mean cosine_sim: 0.7935459550929372 2021-12-12 15:21:12 | INFO : Mean binary_crossentropy: 0.09365167029760475 2021-12-12 15:21:12 | INFO : Mean euclidean_distance: 1.052527921103583 2021-12-12 15:21:12 | INFO : Mean binary_accuracy: 0.974481687994927 2021-12-12 15:21:12 | INFO : Mean soft_accuracy: 0.9636625297852847 2021-12-12 15:21:12 | INFO : Mean accum_energy: 0.614399299596611 2021-12-12 15:21:12 | INFO : Mean roc_auc_measure: 0.9812435542168905 2021-12-12 15:21:12 | INFO : Mean average_precision_score: 0.8116661590244479 2021-12-12 15:21:12 | INFO : Mean Precision: 0.7396279398396788 2021-12-12 15:21:12 | INFO : Mean Recall: 0.7886198910961733 2021-12-12 15:21:12 | INFO : Mean Accuracy: 0.6177396207903275 2021-12-12 15:21:12 | INFO : Mean Substitution Error: 0.09866176918782107 2021-12-12 15:21:12 | INFO : Mean Miss Error: 0.11271833971600555 2021-12-12 15:21:12 | INFO : Mean False Alarm Error: 0.18604804884929912 2021-12-12 15:21:12 | INFO : Mean Total Error: 0.3974281577531257 2021-12-12 15:21:12 | INFO : Mean Chroma Precision: 0.767140135453072 2021-12-12 15:21:12 | INFO : Mean Chroma Recall: 0.818378044729041 2021-12-12 15:21:12 | INFO : Mean Chroma Accuracy: 0.6550006576846 2021-12-12 15:21:12 | INFO : Mean Chroma Substitution Error: 0.06890361555495356 2021-12-12 15:21:12 | INFO : Mean Chroma Miss Error: 0.11271833971600555 2021-12-12 15:21:12 | INFO : Mean Chroma False Alarm Error: 0.18604804884929912 2021-12-12 15:21:12 | INFO : Mean Chroma Total Error: 0.3676700041202583 2021-12-12 15:21:12 | INFO : 2021-12-12 15:21:12 | INFO : Framewise precision: 0.7441490924244216 2021-12-12 15:21:12 | INFO : Framewise recall: 0.8106209709573545 2021-12-12 15:21:12 | INFO : Framewise f_measure: 0.7742755017648846 2021-12-12 15:21:12 | INFO : Framewise cosine_sim: 0.8024272731017196 2021-12-12 15:21:12 | INFO : Framewise binary_crossentropy: 0.08951264974270377 2021-12-12 15:21:12 | INFO : Framewise euclidean_distance: 1.0251563846184646 2021-12-12 15:21:12 | INFO : Framewise binary_accuracy: 0.9755296518664914 2021-12-12 15:21:12 | INFO : Framewise soft_accuracy: 0.965405249889525 2021-12-12 15:21:12 | INFO : Framewise accum_energy: 0.640580097412116 2021-12-12 15:21:12 | INFO : Framewise roc_auc_measure: 0.9826836882848449 2021-12-12 15:21:12 | INFO : Framewise average_precision_score: 0.8252577497952899 2021-12-12 15:21:12 | INFO : Framewise Precision: 0.7441490924244216 2021-12-12 15:21:12 | INFO : Framewise Recall: 0.8106209709573545 2021-12-12 15:21:12 | INFO : Framewise Accuracy: 0.6348831314711104 2021-12-12 15:21:12 | INFO : Framewise Substitution Error: 0.09118537489207086 2021-12-12 15:21:12 | INFO : Framewise Miss Error: 0.09819365415057452 2021-12-12 15:21:12 | INFO : Framewise False Alarm Error: 0.19487270719246597 2021-12-12 15:21:12 | INFO : Framewise Total Error: 0.38425173623511133 2021-12-12 15:21:12 | INFO : Framewise Chroma Precision: 0.7689250879630507 2021-12-12 15:21:12 | INFO : Framewise Chroma Recall: 0.8381000153205538 2021-12-12 15:21:12 | INFO : Framewise Chroma Accuracy: 0.6695110755816187 2021-12-12 15:21:12 | INFO : Framewise Chroma Substitution Error: 0.0637063305288717 2021-12-12 15:21:12 | INFO : Framewise Chroma Miss Error: 0.09819365415057452 2021-12-12 15:21:12 | INFO : Framewise Chroma False Alarm Error: 0.19487270719246597 2021-12-12 15:21:12 | INFO : Framewise Chroma Total Error: 0.3567726918719122 2021-12-12 15:21:16 | INFO : file 09-Jesus.npy tested. Av. Prec: 0.966675978215808 2021-12-12 15:21:20 | INFO : file 07-HerrGott.npy tested. Av. Prec: 0.9671024114045182 2021-12-12 15:21:25 | INFO : file 10-NunBitten.npy tested. Av. Prec: 0.970352527973768 2021-12-12 15:21:30 | INFO : file 08-FuerDeinenThron.npy tested. Av. Prec: 0.9724786333884728 2021-12-12 15:21:30 | INFO : ### Dataset Bach10 tested. Individual results: ################################ 2021-12-12 15:21:30 | INFO : Mean precision: 0.8887748929208679 2021-12-12 15:21:30 | INFO : Mean recall: 0.9297042939131135 2021-12-12 15:21:30 | INFO : Mean f_measure: 0.9087525007459866 2021-12-12 15:21:30 | INFO : Mean cosine_sim: 0.8645521045829542 2021-12-12 15:21:30 | INFO : Mean binary_crossentropy: 0.0365569146909516 2021-12-12 15:21:30 | INFO : Mean euclidean_distance: 0.586630977021146 2021-12-12 15:21:30 | INFO : Mean binary_accuracy: 0.9911468411131661 2021-12-12 15:21:30 | INFO : Mean soft_accuracy: 0.9816963605267759 2021-12-12 15:21:30 | INFO : Mean accum_energy: 0.7251252403829356 2021-12-12 15:21:30 | INFO : Mean roc_auc_measure: 0.9982147248269477 2021-12-12 15:21:30 | INFO : Mean average_precision_score: 0.9691523877456418 2021-12-12 15:21:30 | INFO : Mean Precision: 0.8887748929208679 2021-12-12 15:21:30 | INFO : Mean Recall: 0.9297042939131135 2021-12-12 15:21:30 | INFO : Mean Accuracy: 0.8328583734429023 2021-12-12 15:21:30 | INFO : Mean Substitution Error: 0.026135842961363294 2021-12-12 15:21:30 | INFO : Mean Miss Error: 0.044159863125523335 2021-12-12 15:21:30 | INFO : Mean False Alarm Error: 0.09026606057524733 2021-12-12 15:21:30 | INFO : Mean Total Error: 0.16056176666213395 2021-12-12 15:21:30 | INFO : Mean Chroma Precision: 0.8905794447790826 2021-12-12 15:21:30 | INFO : Mean Chroma Recall: 0.9316030728595189 2021-12-12 15:21:30 | INFO : Mean Chroma Accuracy: 0.8359643004722533 2021-12-12 15:21:30 | INFO : Mean Chroma Substitution Error: 0.024237064014957725 2021-12-12 15:21:30 | INFO : Mean Chroma Miss Error: 0.044159863125523335 2021-12-12 15:21:30 | INFO : Mean Chroma False Alarm Error: 0.09026606057524733 2021-12-12 15:21:30 | INFO : Mean Chroma Total Error: 0.1586629877157284 2021-12-12 15:21:30 | INFO : 2021-12-12 15:21:30 | INFO : Framewise precision: 0.8888846128805467 2021-12-12 15:21:30 | INFO : Framewise recall: 0.9301939465526725 2021-12-12 15:21:30 | INFO : Framewise f_measure: 0.909042512045144 2021-12-12 15:21:30 | INFO : Framewise cosine_sim: 0.8645820015642993 2021-12-12 15:21:30 | INFO : Framewise binary_crossentropy: 0.036583657499535356 2021-12-12 15:21:30 | INFO : Framewise euclidean_distance: 0.5869675806858754 2021-12-12 15:21:30 | INFO : Framewise binary_accuracy: 0.9911768711453529 2021-12-12 15:21:30 | INFO : Framewise soft_accuracy: 0.9816494785665323 2021-12-12 15:21:30 | INFO : Framewise accum_energy: 0.72503700626469 2021-12-12 15:21:30 | INFO : Framewise roc_auc_measure: 0.9982196239214693 2021-12-12 15:21:30 | INFO : Framewise average_precision_score: 0.9692728280899263 2021-12-12 15:21:30 | INFO : Framewise Precision: 0.8888846128805467 2021-12-12 15:21:30 | INFO : Framewise Recall: 0.9301939465526725 2021-12-12 15:21:30 | INFO : Framewise Accuracy: 0.8333432313811874 2021-12-12 15:21:30 | INFO : Framewise Substitution Error: 0.026116701948797536 2021-12-12 15:21:30 | INFO : Framewise Miss Error: 0.04368935149853002 2021-12-12 15:21:30 | INFO : Framewise False Alarm Error: 0.09021881538366598 2021-12-12 15:21:30 | INFO : Framewise Total Error: 0.1600248688309935 2021-12-12 15:21:30 | INFO : Framewise Chroma Precision: 0.890688244581941 2021-12-12 15:21:30 | INFO : Framewise Chroma Recall: 0.9320927591736817 2021-12-12 15:21:30 | INFO : Framewise Chroma Accuracy: 0.8364508004913589 2021-12-12 15:21:30 | INFO : Framewise Chroma Substitution Error: 0.02421788932778812 2021-12-12 15:21:30 | INFO : Framewise Chroma Miss Error: 0.04368935149853002 2021-12-12 15:21:30 | INFO : Framewise Chroma False Alarm Error: 0.09021881538366598 2021-12-12 15:21:30 | INFO : Framewise Chroma Total Error: 0.1581260562099841 2021-12-12 15:21:43 | INFO : file bruckner.npy tested. Av. Prec: 0.817376007547995 2021-12-12 15:22:06 | INFO : file mozart.npy tested. Av. Prec: 0.8757707742624585 2021-12-12 15:22:06 | INFO : ### Dataset PHENICX-Anechoic tested. Individual results: ################################ 2021-12-12 15:22:06 | INFO : Mean precision: 0.864032410955762 2021-12-12 15:22:06 | INFO : Mean recall: 0.6875938428298789 2021-12-12 15:22:06 | INFO : Mean f_measure: 0.7642558026923633 2021-12-12 15:22:06 | INFO : Mean cosine_sim: 0.8174631766780471 2021-12-12 15:22:06 | INFO : Mean binary_crossentropy: 0.13962084215911108 2021-12-12 15:22:06 | INFO : Mean euclidean_distance: 1.336932262806443 2021-12-12 15:22:06 | INFO : Mean binary_accuracy: 0.9654710556038086 2021-12-12 15:22:06 | INFO : Mean soft_accuracy: 0.9438891506131274 2021-12-12 15:22:06 | INFO : Mean accum_energy: 0.5223458079907857 2021-12-12 15:22:06 | INFO : Mean roc_auc_measure: 0.9818932389828514 2021-12-12 15:22:06 | INFO : Mean average_precision_score: 0.8465733909052268 2021-12-12 15:22:06 | INFO : Mean Precision: 0.864032410955762 2021-12-12 15:22:06 | INFO : Mean Recall: 0.6875938428298789 2021-12-12 15:22:06 | INFO : Mean Accuracy: 0.6193236739656881 2021-12-12 15:22:06 | INFO : Mean Substitution Error: 0.0743211928138187 2021-12-12 15:22:06 | INFO : Mean Miss Error: 0.23808496435630244 2021-12-12 15:22:06 | INFO : Mean False Alarm Error: 0.034793535240904866 2021-12-12 15:22:06 | INFO : Mean Total Error: 0.347199692411026 2021-12-12 15:22:06 | INFO : Mean Chroma Precision: 0.8933351681669827 2021-12-12 15:22:06 | INFO : Mean Chroma Recall: 0.7104668108327679 2021-12-12 15:22:06 | INFO : Mean Chroma Accuracy: 0.6534045989537298 2021-12-12 15:22:06 | INFO : Mean Chroma Substitution Error: 0.051448224810929644 2021-12-12 15:22:06 | INFO : Mean Chroma Miss Error: 0.23808496435630244 2021-12-12 15:22:06 | INFO : Mean Chroma False Alarm Error: 0.034793535240904866 2021-12-12 15:22:06 | INFO : Mean Chroma Total Error: 0.3243267244081369 2021-12-12 15:22:06 | INFO : 2021-12-12 15:22:06 | INFO : Framewise precision: 0.8591172803092748 2021-12-12 15:22:06 | INFO : Framewise recall: 0.7112170280066294 2021-12-12 15:22:06 | INFO : Framewise f_measure: 0.7769943271062961 2021-12-12 15:22:06 | INFO : Framewise cosine_sim: 0.8235014840748089 2021-12-12 15:22:06 | INFO : Framewise binary_crossentropy: 0.11862289746695487 2021-12-12 15:22:06 | INFO : Framewise euclidean_distance: 1.2253918170997176 2021-12-12 15:22:06 | INFO : Framewise binary_accuracy: 0.9704915003695491 2021-12-12 15:22:06 | INFO : Framewise soft_accuracy: 0.950453357025442 2021-12-12 15:22:06 | INFO : Framewise accum_energy: 0.5389467339578367 2021-12-12 15:22:06 | INFO : Framewise roc_auc_measure: 0.9854357800390783 2021-12-12 15:22:06 | INFO : Framewise average_precision_score: 0.8595902879052875 2021-12-12 15:22:06 | INFO : Framewise Precision: 0.8591172803092748 2021-12-12 15:22:06 | INFO : Framewise Recall: 0.7112170280066294 2021-12-12 15:22:06 | INFO : Framewise Accuracy: 0.6360162825167248 2021-12-12 15:22:06 | INFO : Framewise Substitution Error: 0.0733256905756238 2021-12-12 15:22:06 | INFO : Framewise Miss Error: 0.2154572814177467 2021-12-12 15:22:06 | INFO : Framewise False Alarm Error: 0.04403862876378033 2021-12-12 15:22:06 | INFO : Framewise Total Error: 0.33282160075715084 2021-12-12 15:22:06 | INFO : Framewise Chroma Precision: 0.8854717129580855 2021-12-12 15:22:06 | INFO : Framewise Chroma Recall: 0.7326750007911936 2021-12-12 15:22:06 | INFO : Framewise Chroma Accuracy: 0.6680360606364565 2021-12-12 15:22:06 | INFO : Framewise Chroma Substitution Error: 0.051867717791059594 2021-12-12 15:22:06 | INFO : Framewise Chroma Miss Error: 0.2154572814177467 2021-12-12 15:22:06 | INFO : Framewise Chroma False Alarm Error: 0.04403862876378033 2021-12-12 15:22:06 | INFO : Framewise Chroma Total Error: 0.31136362797258665 2021-12-12 15:22:24 | INFO : file CSD_Bruckner_LocusIste_nosop.npy tested. Av. Prec: 0.8684352432721125 2021-12-12 15:22:43 | INFO : file CSD_Bruckner_LocusIste_nobas.npy tested. Av. Prec: 0.9047815569782304 2021-12-12 15:23:02 | INFO : file CSD_Bruckner_LocusIste.npy tested. Av. Prec: 0.8673217587816686 2021-12-12 15:23:20 | INFO : file CSD_Bruckner_LocusIste_noten.npy tested. Av. Prec: 0.867707455964187 2021-12-12 15:23:41 | INFO : file CSD_Bruckner_LocusIste_noalt.npy tested. Av. Prec: 0.8408452930950578 2021-12-12 15:23:41 | INFO : ### Dataset ChoralSingingDataset tested. Individual results: ################################ 2021-12-12 15:23:41 | INFO : Mean precision: 0.7964288121261054 2021-12-12 15:23:41 | INFO : Mean recall: 0.8106742449347948 2021-12-12 15:23:41 | INFO : Mean f_measure: 0.8031686816909118 2021-12-12 15:23:41 | INFO : Mean cosine_sim: 0.7919902598253661 2021-12-12 15:23:41 | INFO : Mean binary_crossentropy: 0.05068585106969037 2021-12-12 15:23:41 | INFO : Mean euclidean_distance: 0.7444064581788857 2021-12-12 15:23:41 | INFO : Mean binary_accuracy: 0.9870038002172483 2021-12-12 15:23:41 | INFO : Mean soft_accuracy: 0.9764005717717149 2021-12-12 15:23:41 | INFO : Mean accum_energy: 0.5333968507326918 2021-12-12 15:23:41 | INFO : Mean roc_auc_measure: 0.9935221805690787 2021-12-12 15:23:41 | INFO : Mean average_precision_score: 0.8698182616182514 2021-12-12 15:23:41 | INFO : Mean Precision: 0.7964288121261054 2021-12-12 15:23:41 | INFO : Mean Recall: 0.8106742449347948 2021-12-12 15:23:41 | INFO : Mean Accuracy: 0.6714175571036755 2021-12-12 15:23:41 | INFO : Mean Substitution Error: 0.07742657030686806 2021-12-12 15:23:41 | INFO : Mean Miss Error: 0.11189918475833709 2021-12-12 15:23:41 | INFO : Mean False Alarm Error: 0.13085071072916094 2021-12-12 15:23:41 | INFO : Mean Total Error: 0.3201764657943661 2021-12-12 15:23:41 | INFO : Mean Chroma Precision: 0.7994081783717035 2021-12-12 15:23:41 | INFO : Mean Chroma Recall: 0.8137224350048005 2021-12-12 15:23:41 | INFO : Mean Chroma Accuracy: 0.6755855171621865 2021-12-12 15:23:41 | INFO : Mean Chroma Substitution Error: 0.07437838023686257 2021-12-12 15:23:41 | INFO : Mean Chroma Miss Error: 0.11189918475833709 2021-12-12 15:23:41 | INFO : Mean Chroma False Alarm Error: 0.13085071072916094 2021-12-12 15:23:41 | INFO : Mean Chroma Total Error: 0.31712827572436064 2021-12-12 15:23:41 | INFO : 2021-12-12 15:23:41 | INFO : Framewise precision: 0.7964724800813757 2021-12-12 15:23:41 | INFO : Framewise recall: 0.8106894299872125 2021-12-12 15:23:41 | INFO : Framewise f_measure: 0.8031981716896359 2021-12-12 15:23:41 | INFO : Framewise cosine_sim: 0.7919959292357733 2021-12-12 15:23:41 | INFO : Framewise binary_crossentropy: 0.050683056145627 2021-12-12 15:23:41 | INFO : Framewise euclidean_distance: 0.7443770774642184 2021-12-12 15:23:41 | INFO : Framewise binary_accuracy: 0.9870050620760611 2021-12-12 15:23:41 | INFO : Framewise soft_accuracy: 0.976402095169097 2021-12-12 15:23:41 | INFO : Framewise accum_energy: 0.5333879318627672 2021-12-12 15:23:41 | INFO : Framewise roc_auc_measure: 0.9935227543831137 2021-12-12 15:23:41 | INFO : Framewise average_precision_score: 0.8698549082540139 2021-12-12 15:23:41 | INFO : Framewise Precision: 0.7964724800813757 2021-12-12 15:23:41 | INFO : Framewise Recall: 0.8106894299872125 2021-12-12 15:23:41 | INFO : Framewise Accuracy: 0.6714583736988555 2021-12-12 15:23:41 | INFO : Framewise Substitution Error: 0.07740467816263671 2021-12-12 15:23:41 | INFO : Framewise Miss Error: 0.1119058918501508 2021-12-12 15:23:41 | INFO : Framewise False Alarm Error: 0.13082035578456425 2021-12-12 15:23:41 | INFO : Framewise Total Error: 0.3201309257973518 2021-12-12 15:23:41 | INFO : Framewise Chroma Precision: 0.799450627908701 2021-12-12 15:23:41 | INFO : Framewise Chroma Recall: 0.8137362480593207 2021-12-12 15:23:41 | INFO : Framewise Chroma Accuracy: 0.6756247256482192 2021-12-12 15:23:41 | INFO : Framewise Chroma Substitution Error: 0.07435786009052846 2021-12-12 15:23:41 | INFO : Framewise Chroma Miss Error: 0.1119058918501508 2021-12-12 15:23:41 | INFO : Framewise Chroma False Alarm Error: 0.13082035578456425 2021-12-12 15:23:41 | INFO : Framewise Chroma Total Error: 0.31708410772524354 2021-12-12 15:23:46 | INFO : file brahms.npy tested. Av. Prec: 0.8634331162448683 2021-12-12 15:23:52 | INFO : file schubert.npy tested. Av. Prec: 0.9142233502097874 2021-12-12 15:23:58 | INFO : file mozart.npy tested. Av. Prec: 0.9316549758265563 2021-12-12 15:24:02 | INFO : file lussier.npy tested. Av. Prec: 0.842905163929563 2021-12-12 15:24:06 | INFO : file take_five.npy tested. Av. Prec: 0.7716216423298096 2021-12-12 15:24:06 | INFO : ### Dataset TRIOS tested. Individual results: ################################ 2021-12-12 15:24:06 | INFO : Mean precision: 0.8617059133044052 2021-12-12 15:24:06 | INFO : Mean recall: 0.7023344028339382 2021-12-12 15:24:06 | INFO : Mean f_measure: 0.7704732622464265 2021-12-12 15:24:06 | INFO : Mean cosine_sim: 0.8068817860124003 2021-12-12 15:24:06 | INFO : Mean binary_crossentropy: 0.09988629546199622 2021-12-12 15:24:06 | INFO : Mean euclidean_distance: 1.0909415417917994 2021-12-12 15:24:06 | INFO : Mean binary_accuracy: 0.9749836073773102 2021-12-12 15:24:06 | INFO : Mean soft_accuracy: 0.9601504353781627 2021-12-12 15:24:06 | INFO : Mean accum_energy: 0.5333644199978272 2021-12-12 15:24:06 | INFO : Mean roc_auc_measure: 0.9871514069625308 2021-12-12 15:24:06 | INFO : Mean average_precision_score: 0.8647676497081169 2021-12-12 15:24:06 | INFO : Mean Precision: 0.8617059133044052 2021-12-12 15:24:06 | INFO : Mean Recall: 0.7023344028339382 2021-12-12 15:24:06 | INFO : Mean Accuracy: 0.6292665487874705 2021-12-12 15:24:06 | INFO : Mean Substitution Error: 0.0456218662991034 2021-12-12 15:24:06 | INFO : Mean Miss Error: 0.2520437308669584 2021-12-12 15:24:06 | INFO : Mean False Alarm Error: 0.07215908501835054 2021-12-12 15:24:06 | INFO : Mean Total Error: 0.36982468218441233 2021-12-12 15:24:06 | INFO : Mean Chroma Precision: 0.8761147987629929 2021-12-12 15:24:06 | INFO : Mean Chroma Recall: 0.7136737295008352 2021-12-12 15:24:06 | INFO : Mean Chroma Accuracy: 0.6457576167009131 2021-12-12 15:24:06 | INFO : Mean Chroma Substitution Error: 0.03428253963220634 2021-12-12 15:24:06 | INFO : Mean Chroma Miss Error: 0.2520437308669584 2021-12-12 15:24:06 | INFO : Mean Chroma False Alarm Error: 0.07215908501835054 2021-12-12 15:24:06 | INFO : Mean Chroma Total Error: 0.35848535551751526 2021-12-12 15:24:06 | INFO : 2021-12-12 15:24:06 | INFO : Framewise precision: 0.8574616698571781 2021-12-12 15:24:06 | INFO : Framewise recall: 0.7112817407250741 2021-12-12 15:24:06 | INFO : Framewise f_measure: 0.7744059739798125 2021-12-12 15:24:06 | INFO : Framewise cosine_sim: 0.8083768111254489 2021-12-12 15:24:06 | INFO : Framewise binary_crossentropy: 0.09655671212926421 2021-12-12 15:24:06 | INFO : Framewise euclidean_distance: 1.0793163172221045 2021-12-12 15:24:06 | INFO : Framewise binary_accuracy: 0.9754814634870508 2021-12-12 15:24:06 | INFO : Framewise soft_accuracy: 0.9610652816734966 2021-12-12 15:24:06 | INFO : Framewise accum_energy: 0.5411833295743291 2021-12-12 15:24:06 | INFO : Framewise roc_auc_measure: 0.9882689983073233 2021-12-12 15:24:06 | INFO : Framewise average_precision_score: 0.8666722521096337 2021-12-12 15:24:06 | INFO : Framewise Precision: 0.8574616698571781 2021-12-12 15:24:06 | INFO : Framewise Recall: 0.7112817407250741 2021-12-12 15:24:06 | INFO : Framewise Accuracy: 0.6343996512799568 2021-12-12 15:24:06 | INFO : Framewise Substitution Error: 0.044066930395101275 2021-12-12 15:24:06 | INFO : Framewise Miss Error: 0.24465132887982466 2021-12-12 15:24:06 | INFO : Framewise False Alarm Error: 0.07942849678070481 2021-12-12 15:24:06 | INFO : Framewise Total Error: 0.36814675605563063 2021-12-12 15:24:06 | INFO : Framewise Chroma Precision: 0.8718219926978038 2021-12-12 15:24:06 | INFO : Framewise Chroma Recall: 0.7228147596126451 2021-12-12 15:24:06 | INFO : Framewise Chroma Accuracy: 0.6511579858078477 2021-12-12 15:24:06 | INFO : Framewise Chroma Substitution Error: 0.03253391150753037 2021-12-12 15:24:06 | INFO : Framewise Chroma Miss Error: 0.24465132887982466 2021-12-12 15:24:06 | INFO : Framewise Chroma False Alarm Error: 0.07942849678070481 2021-12-12 15:24:06 | INFO : Framewise Chroma Total Error: 0.3566137371680598 2021-12-12 15:24:06 | INFO : 2021-12-12 15:24:06 | INFO : 2021-12-12 15:24:06 | INFO : ### Testing done. ################################################ 2021-12-12 15:24:06 | INFO : 2021-12-12 15:24:06 | INFO : # Results for complete test set ######################### 2021-12-12 15:24:06 | INFO : Mean precision: 0.7670844716507642 2021-12-12 15:24:06 | INFO : Mean recall: 0.7763771859825126 2021-12-12 15:24:06 | INFO : Mean f_measure: 0.7678594982985244 2021-12-12 15:24:06 | INFO : Mean cosine_sim: 0.7867396216619394 2021-12-12 15:24:06 | INFO : Mean binary_crossentropy: 0.08072738136199087 2021-12-12 15:24:06 | INFO : Mean euclidean_distance: 0.9554312973262346 2021-12-12 15:24:06 | INFO : Mean binary_accuracy: 0.9786149621453509 2021-12-12 15:24:06 | INFO : Mean soft_accuracy: 0.9668508725576801 2021-12-12 15:24:06 | INFO : Mean accum_energy: 0.5756938189362207 2021-12-12 15:24:06 | INFO : Mean roc_auc_measure: 0.9857445093701649 2021-12-12 15:24:06 | INFO : Mean average_precision_score: 0.8223620061824787 2021-12-12 15:24:06 | INFO : Mean Precision: 0.7670844716507642 2021-12-12 15:24:06 | INFO : Mean Recall: 0.7763771859825126 2021-12-12 15:24:06 | INFO : Mean Accuracy: 0.6290998315356648 2021-12-12 15:24:06 | INFO : Mean Substitution Error: 0.08954995234322302 2021-12-12 15:24:06 | INFO : Mean Miss Error: 0.1340728616742643 2021-12-12 15:24:06 | INFO : Mean False Alarm Error: 0.15742705845148605 2021-12-12 15:24:06 | INFO : Mean Total Error: 0.38104987246897337 2021-12-12 15:24:06 | INFO : Mean Chroma Precision: 0.7862090098915305 2021-12-12 15:24:06 | INFO : Mean Chroma Recall: 0.7960057007305666 2021-12-12 15:24:06 | INFO : Mean Chroma Accuracy: 0.6538149762970173 2021-12-12 15:24:06 | INFO : Mean Chroma Substitution Error: 0.06992143759516865 2021-12-12 15:24:06 | INFO : Mean Chroma Miss Error: 0.1340728616742643 2021-12-12 15:24:06 | INFO : Mean Chroma False Alarm Error: 0.15742705845148605 2021-12-12 15:24:06 | INFO : Mean Chroma Total Error: 0.36142135772091893 2021-12-12 15:24:06 | INFO : 2021-12-12 15:24:06 | INFO : Framewise precision: 0.754274399112425 2021-12-12 15:24:06 | INFO : Framewise recall: 0.7806463514438589 2021-12-12 15:24:06 | INFO : Framewise f_measure: 0.7643373698549659 2021-12-12 15:24:06 | INFO : Framewise cosine_sim: 0.7841507028561873 2021-12-12 15:24:06 | INFO : Framewise binary_crossentropy: 0.08125528461241537 2021-12-12 15:24:06 | INFO : Framewise euclidean_distance: 0.9650433586133873 2021-12-12 15:24:06 | INFO : Framewise binary_accuracy: 0.9783980536328067 2021-12-12 15:24:06 | INFO : Framewise soft_accuracy: 0.9668570567011742 2021-12-12 15:24:06 | INFO : Framewise accum_energy: 0.5783698735490398 2021-12-12 15:24:06 | INFO : Framewise roc_auc_measure: 0.9849174120385547 2021-12-12 15:24:06 | INFO : Framewise average_precision_score: 0.8160393934324108 2021-12-12 15:24:06 | INFO : Framewise Precision: 0.754274399112425 2021-12-12 15:24:06 | INFO : Framewise Recall: 0.7806463514438589 2021-12-12 15:24:06 | INFO : Framewise Accuracy: 0.6225777996294887 2021-12-12 15:24:06 | INFO : Framewise Substitution Error: 0.09522729877776909 2021-12-12 15:24:06 | INFO : Framewise Miss Error: 0.1241263497783723 2021-12-12 15:24:06 | INFO : Framewise False Alarm Error: 0.16861166406656888 2021-12-12 15:24:06 | INFO : Framewise Total Error: 0.38796531262271017 2021-12-12 15:24:06 | INFO : Framewise Chroma Precision: 0.7743347408199137 2021-12-12 15:24:06 | INFO : Framewise Chroma Recall: 0.8016188416951523 2021-12-12 15:24:06 | INFO : Framewise Chroma Accuracy: 0.6491257185035094 2021-12-12 15:24:06 | INFO : Framewise Chroma Substitution Error: 0.07425480852647556 2021-12-12 15:24:06 | INFO : Framewise Chroma Miss Error: 0.1241263497783723 2021-12-12 15:24:06 | INFO : Framewise Chroma False Alarm Error: 0.16861166406656888 2021-12-12 15:24:06 | INFO : Framewise Chroma Total Error: 0.3669928223714166