2021-12-10 08:19:35 | INFO : Logging experiment exp217d_traintest_bigmix_aligned_pitch_unet_extremelylarge_blstm_test10files_augall_AdamW_smallepochs 2021-12-10 08:19:35 | INFO : Experiment config: do training = True 2021-12-10 08:19:35 | INFO : Experiment config: do validation = True 2021-12-10 08:19:35 | INFO : Experiment config: do testing = True 2021-12-10 08:19:35 | INFO : Training set parameters: {'context': 75, 'stride': 35, 'compression': 10, 'aug:transpsemitones': 5, 'aug:randomeq': 20, 'aug:noisestd': 0.0001, 'aug:tuning': True} 2021-12-10 08:19:35 | INFO : Validation set parameters: {'context': 75, 'stride': 35, 'compression': 10} 2021-12-10 08:19:35 | INFO : Test set parameters: {'context': 75, 'stride': 1, 'compression': 10} 2021-12-10 08:19:35 | INFO : Training parameters: {'batch_size': 25, 'shuffle': True, 'num_workers': 16} 2021-12-10 08:19:35 | INFO : Trained model saved in /tsi/clusterhome/cweiss/models/exp217d_traintest_bigmix_aligned_pitch_unet_extremelylarge_blstm_test10files_augall_AdamW_smallepochs.pt 2021-12-10 08:19:35 | INFO : --- Training config: ----------------------------------------- 2021-12-10 08:19:35 | INFO : Maximum number of epochs: 100 2021-12-10 08:19:35 | INFO : Criterion (Loss): BCELoss 2021-12-10 08:19:35 | INFO : Optimizer parameters: {'name': 'AdamW', 'initial_lr': 0.001, 'betas': (0.9, 0.999), 'eps': 1e-08, 'weight_decay': 0.01, 'amsgrad': False} 2021-12-10 08:19:35 | INFO : Scheduler parameters: {'use_scheduler': True, 'name': 'ReduceLROnPlateau', 'mode': 'min', 'factor': 0.5, 'patience': 5, 'threshold': 0.0001, 'threshold_mode': 'rel', 'cooldown': 0, 'min_lr': 1e-06, 'eps': 1e-08, 'verbose': False} 2021-12-10 08:19:35 | INFO : Early stopping parameters: {'use_early_stopping': True, 'mode': 'min', 'min_delta': 1e-05, 'patience': 12, 'percentage': False} 2021-12-10 08:19:35 | INFO : Test parameters: {'batch_size': 50, 'shuffle': False, 'num_workers': 8} 2021-12-10 08:19:35 | INFO : Save filewise results = True, in folder /tsi/clusterhome/cweiss/code/deep_pitch_estimation/experiments/results_filewise/exp217d_traintest_bigmix_aligned_pitch_unet_extremelylarge_blstm_test10files_augall_AdamW_smallepochs.csv 2021-12-10 08:19:35 | INFO : Save model predictions = True, in folder /tsi/clusterhome/cweiss/predictions/exp217d_traintest_bigmix_aligned_pitch_unet_extremelylarge_blstm_test10files_augall_AdamW_smallepochs 2021-12-10 08:19:35 | INFO : CUDA use_cuda: True 2021-12-10 08:19:35 | INFO : CUDA device: cuda:0 2021-12-10 08:19:43 | INFO : --- Model config: -------------------------------------------- 2021-12-10 08:19:43 | INFO : Model: u_net_blstm_varlayers 2021-12-10 08:19:43 | INFO : Model parameters: {'n_chan_input': 6, 'n_chan_layers': [128, 80, 50, 30], 'n_ch_out': 2, 'n_bins_in': 216, 'n_bins_out': 72, 'a_lrelu': 0.3, 'p_dropout': 0.2, 'scalefac': 8, 'embed_dim': 832, 'hidden_size': 416, 'lstm_depth': 1, 'lstm_number': 2} 2021-12-10 08:19:43 | 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 ├─blstm_temporal_enc_layer: 1-7 [1, 64, 10, 13] -- | └─Flatten: 2-10 [1, 832, 10] -- | └─LSTM: 2-11 [1, 10, 832] 8,320,000 ├─unet_up_concat_padding: 1-8 [1, 128, 21, 27] -- | └─Upsample: 2-12 [1, 64, 20, 26] -- ├─double_conv: 1-9 [1, 32, 21, 27] -- | └─Sequential: 2-13 [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: 1-10 [1, 64, 43, 54] -- | └─Upsample: 2-14 [1, 32, 42, 54] -- ├─double_conv: 1-11 [1, 16, 43, 54] -- | └─Sequential: 2-15 [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: 1-12 [1, 32, 87, 108] -- | └─Upsample: 2-16 [1, 16, 86, 108] -- ├─double_conv: 1-13 [1, 8, 87, 108] -- | └─Sequential: 2-17 [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: 1-14 [1, 16, 174, 216] -- | └─Upsample: 2-18 [1, 8, 174, 216] -- ├─double_conv: 1-15 [1, 128, 174, 216] -- | └─Sequential: 2-19 [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: 1-16 [1, 80, 174, 72] -- | └─Conv2d: 2-20 [1, 80, 174, 72] 92,240 | └─LeakyReLU: 2-21 [1, 80, 174, 72] -- | └─MaxPool2d: 2-22 [1, 80, 174, 72] -- | └─Dropout: 2-23 [1, 80, 174, 72] -- ├─Sequential: 1-17 [1, 50, 100, 72] -- | └─Conv2d: 2-24 [1, 50, 100, 72] 300,050 | └─LeakyReLU: 2-25 [1, 50, 100, 72] -- | └─Dropout: 2-26 [1, 50, 100, 72] -- ├─Sequential: 1-18 [1, 1, 100, 72] -- | └─Conv2d: 2-27 [1, 30, 100, 72] 1,530 | └─LeakyReLU: 2-28 [1, 30, 100, 72] -- | └─Dropout: 2-29 [1, 30, 100, 72] -- | └─Conv2d: 2-30 [1, 1, 100, 72] 31 | └─Sigmoid: 2-31 [1, 1, 100, 72] -- ========================================================================================== Total params: 9,649,003 Trainable params: 9,649,003 Non-trainable params: 0 Total mult-adds (G): 15.92 ========================================================================================== Input size (MB): 0.90 Forward/backward pass size (MB): 120.84 Params size (MB): 38.60 Estimated Total Size (MB): 160.33 ========================================================================================== 2021-12-10 08:19:46 | INFO : - file 2530_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-10 08:19:48 | INFO : - file 1822_Mozart_K421_StringQuartet.npy added to training set. 2021-12-10 08:19:49 | INFO : - file 1752_Schubert_D845_PianoSonata.npy added to training set. 2021-12-10 08:19:51 | INFO : - file 2297_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-10 08:19:51 | INFO : - file 2240_Bach_BWV862_WTKI.npy added to training set. 2021-12-10 08:19:52 | INFO : - file 2463_Beethoven_OP23_ViolinSonata.npy added to training set. 2021-12-10 08:19:53 | INFO : - file 2550_Beethoven_OP78_PianoSonata.npy added to training set. 2021-12-10 08:19:55 | INFO : - file 2566_Beethoven_OP22_PianoSonata.npy added to training set. 2021-12-10 08:19:57 | INFO : - file 2492_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-10 08:19:58 | INFO : - file 2359_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-10 08:20:00 | INFO : - file 2138_Brahms_OP51NO1_StringQuartet.npy added to training set. 2021-12-10 08:20:02 | INFO : - file 1811_Mozart_K581_ClarinetQuintet.npy added to validation set. 2021-12-10 08:20:04 | INFO : - file 2127_Brahms_OP11_SerenadeNo.npy added to training set. 2021-12-10 08:20:09 | INFO : - file 2531_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-10 08:20:10 | INFO : - file 2116_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-10 08:20:11 | INFO : - file 2284_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-10 08:20:13 | INFO : - file 2379_Beethoven_OP59NO2_StringQuartet.npy added to training set. 2021-12-10 08:20:13 | INFO : - file 2237_Bach_BWV868_WTKI.npy added to training set. 2021-12-10 08:20:16 | INFO : - file 2313_Beethoven_OP132_StringQuartet.npy added to training set. 2021-12-10 08:20:17 | INFO : - file 1755_Schubert_D784_PianoSonata.npy added to validation set. 2021-12-10 08:20:17 | INFO : - file 2405_Beethoven_OP110_PianoSonata.npy added to training set. 2021-12-10 08:20:18 | INFO : - file 2307_Bach_BWV863_WTKI.npy added to training set. 2021-12-10 08:20:22 | INFO : - file 2533_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-10 08:20:23 | INFO : - file 2200_Bach_BWV861_WTKI.npy added to training set. 2021-12-10 08:20:24 | INFO : - file 2567_Beethoven_OP90_PianoSonata.npy added to training set. 2021-12-10 08:20:26 | INFO : - file 2481_Beethoven_OP18NO5_StringQuartet.npy added to validation set. 2021-12-10 08:20:28 | INFO : - file 2334_Beethoven_OP30NO3_ViolinSonata.npy added to training set. 2021-12-10 08:20:28 | INFO : - file 2208_Bach_BWV855_WTKI.npy added to training set. 2021-12-10 08:20:30 | INFO : - file 1766_Schubert_OP142_4Impromptus.npy added to validation set. 2021-12-10 08:20:32 | INFO : - file 2169_Faure_OP45_PianoQuartet.npy added to training set. 2021-12-10 08:20:36 | INFO : - file 2148_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-10 08:20:37 | INFO : - file 2501_Beethoven_OP12NO3_ViolinSonata.npy added to training set. 2021-12-10 08:20:40 | INFO : - file 2614_Beethoven_OP10NO3_PianoSonata.npy added to training set. 2021-12-10 08:20:43 | INFO : - file 2557_Beethoven_OP109_PianoSonata.npy added to training set. 2021-12-10 08:20:44 | INFO : - file 2373_Beethoven_OP49NO1_PianoSonata.npy added to training set. 2021-12-10 08:20:47 | INFO : - file 1733_Schubert_D959_PianoSonata.npy added to validation set. 2021-12-10 08:20:48 | INFO : - file 2079_Cambini_JOHN2_WindQuintet.npy added to training set. 2021-12-10 08:20:49 | INFO : - file 1835_Mozart_K590_StringQuartet.npy added to training set. 2021-12-10 08:20:50 | INFO : - file 1873_Mozart_K502_PianoTrio.npy added to training set. 2021-12-10 08:20:51 | INFO : - file 2424_Beethoven_OP2NO1_PianoSonata.npy added to training set. 2021-12-10 08:20:52 | INFO : - file 2209_Bach_BWV849_WTKI.npy added to training set. 2021-12-10 08:20:53 | INFO : - file 2410_Beethoven_OP27NO1_PianoSonata.npy added to training set. 2021-12-10 08:20:55 | INFO : - file 2296_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-10 08:20:56 | INFO : - file 1817_Mozart_K375_Serenadein.npy added to training set. 2021-12-10 08:20:57 | INFO : - file 2472_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-10 08:20:58 | INFO : - file 2383_Beethoven_OP130_StringQuartet.npy added to training set. 2021-12-10 08:21:00 | INFO : - file 2462_Beethoven_OP23_ViolinSonata.npy added to training set. 2021-12-10 08:21:02 | INFO : - file 2575_Beethoven_OP13_PianoSonata.npy added to training set. 2021-12-10 08:21:03 | INFO : - file 2320_Beethoven_OP38_Trioin.npy added to training set. 2021-12-10 08:21:03 | INFO : - file 2207_Bach_BWV855_WTKI.npy added to training set. 2021-12-10 08:21:05 | INFO : - file 2476_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-10 08:21:06 | INFO : - file 2371_Beethoven_OP14NO1_PianoSonata.npy added to training set. 2021-12-10 08:21:08 | INFO : - file 2147_Brahms_OP36_StringSextet.npy added to training set. 2021-12-10 08:21:08 | INFO : - file 2215_Bach_BWV846_WTKI.npy added to training set. 2021-12-10 08:21:11 | INFO : - file 1777_Schubert_D850_PianoSonata.npy added to training set. 2021-12-10 08:21:12 | INFO : - file 2502_Beethoven_OP12NO3_ViolinSonata.npy added to training set. 2021-12-10 08:21:14 | INFO : - file 1922_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-10 08:21:15 | INFO : - file 1893_Mozart_K564_PianoTrio.npy added to training set. 2021-12-10 08:21:16 | INFO : - file 2186_Bach_BWV1006_ViolinPartita.npy added to validation set. 2021-12-10 08:21:18 | INFO : - file 2160_Brahms_OP40_HornTrio.npy added to training set. 2021-12-10 08:21:20 | INFO : - file 2509_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-10 08:21:22 | INFO : - file 2505_Beethoven_OP103_Octetin.npy added to training set. 2021-12-10 08:21:23 | INFO : - file 2506_Beethoven_OP103_Octetin.npy added to training set. 2021-12-10 08:21:24 | INFO : - file 2628_Beethoven_OP96_ViolinSonata.npy added to training set. 2021-12-10 08:21:24 | INFO : - file 2218_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-10 08:21:26 | INFO : - file 2529_Beethoven_OP10NO1_PianoSonata.npy added to training set. 2021-12-10 08:21:27 | INFO : - file 2374_Beethoven_OP49NO1_PianoSonata.npy added to training set. 2021-12-10 08:21:28 | INFO : - file 2392_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-10 08:21:29 | INFO : - file 2231_Bach_BWV866_WTKI.npy added to training set. 2021-12-10 08:21:31 | INFO : - file 1813_Mozart_K581_ClarinetQuintet.npy added to training set. 2021-12-10 08:21:32 | INFO : - file 2196_Bach_BWV848_WTKI.npy added to training set. 2021-12-10 08:21:34 | INFO : - file 2158_Brahms_OP40_HornTrio.npy added to validation set. 2021-12-10 08:21:36 | INFO : - file 1872_Mozart_K502_PianoTrio.npy added to training set. 2021-12-10 08:21:39 | INFO : - file 2621_Beethoven_OP59NO1_StringQuartet.npy added to training set. 2021-12-10 08:21:41 | INFO : - file 2150_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-10 08:21:42 | INFO : - file 2217_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-10 08:21:43 | INFO : - file 2243_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-10 08:21:45 | INFO : - file 2433_Beethoven_OP135_StringQuartet.npy added to training set. 2021-12-10 08:21:46 | INFO : - file 2211_Bach_BWV857_WTKI.npy added to training set. 2021-12-10 08:21:48 | INFO : - file 1764_Schubert_OP142_4Impromptus.npy added to training set. 2021-12-10 08:21:50 | INFO : - file 2348_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-10 08:21:51 | INFO : - file 1932_Dvorak_OP96_StringQuartet.npy added to validation set. 2021-12-10 08:21:51 | INFO : - file 2232_Bach_BWV866_WTKI.npy added to training set. 2021-12-10 08:21:52 | INFO : - file 2203_Bach_BWV1013_Partitain.npy added to training set. 2021-12-10 08:21:55 | INFO : - file 2157_Brahms_OP18_StringSextet.npy added to validation set. 2021-12-10 08:21:56 | INFO : - file 2486_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-10 08:21:58 | INFO : - file 2393_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-10 08:21:59 | INFO : - file 2210_Bach_BWV849_WTKI.npy added to training set. 2021-12-10 08:21:59 | INFO : - file 2659_Bach_BWV1002_ViolinPartita.npy added to training set. 2021-12-10 08:22:01 | INFO : - file 1729_Schubert_OP114_PianoQuintet.npy added to validation set. 2021-12-10 08:22:03 | INFO : - file 2678_Beethoven_OP14NO2_PianoSonata.npy added to training set. 2021-12-10 08:22:04 | INFO : - file 2221_Bach_BWV1009_CelloSuite.npy added to validation set. 2021-12-10 08:22:05 | INFO : - file 2411_Beethoven_OP27NO1_PianoSonata.npy added to training set. 2021-12-10 08:22:06 | INFO : - file 2343_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-10 08:22:08 | INFO : - file 1818_Mozart_K375_Serenadein.npy added to training set. 2021-12-10 08:22:10 | INFO : - file 1919_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-10 08:22:11 | INFO : - file 2415_Beethoven_OP71_Sextetin.npy added to training set. 2021-12-10 08:22:11 | INFO : - file 2305_Bach_BWV859_WTKI.npy added to training set. 2021-12-10 08:22:13 | INFO : - file 2510_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-10 08:22:15 | INFO : - file 2608_Beethoven_OP31NO1_PianoSonata.npy added to training set. 2021-12-10 08:22:17 | INFO : - file 2532_Beethoven_OP111_PianoSonata.npy added to training set. 2021-12-10 08:22:20 | INFO : - file 2542_Beethoven_OP101_PianoSonata.npy added to training set. 2021-12-10 08:22:21 | INFO : - file 2118_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-10 08:22:22 | INFO : - file 1756_Schubert_D784_PianoSonata.npy added to validation set. 2021-12-10 08:22:24 | INFO : - file 1793_Mozart_K465_StringQuartet.npy added to training set. 2021-12-10 08:22:26 | INFO : - file 1758_Schubert_D958_PianoSonata.npy added to training set. 2021-12-10 08:22:28 | INFO : - file 2404_Beethoven_OP110_PianoSonata.npy added to training set. 2021-12-10 08:22:29 | INFO : - file 2491_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-10 08:22:31 | INFO : - file 2282_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-10 08:22:32 | INFO : - file 2304_Bach_BWV859_WTKI.npy added to training set. 2021-12-10 08:22:34 | INFO : - file 2149_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-10 08:22:36 | INFO : - file 2330_Beethoven_OP12NO1_ViolinSonata.npy added to training set. 2021-12-10 08:22:39 | INFO : - file 1916_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-10 08:22:39 | INFO : - file 2212_Bach_BWV857_WTKI.npy added to training set. 2021-12-10 08:22:41 | INFO : - file 2480_Beethoven_OP18NO5_StringQuartet.npy added to validation set. 2021-12-10 08:22:41 | INFO : - file 2214_Bach_BWV847_WTKI.npy added to training set. 2021-12-10 08:22:42 | INFO : - file 2195_Bach_BWV848_WTKI.npy added to training set. 2021-12-10 08:22:43 | INFO : - file 2477_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-10 08:22:44 | INFO : - file 2295_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-10 08:22:45 | INFO : - file 1768_Schubert_D664_PianoSonata.npy added to training set. 2021-12-10 08:22:47 | INFO : - file 2627_Beethoven_OP96_ViolinSonata.npy added to training set. 2021-12-10 08:22:48 | INFO : - file 2431_Beethoven_OP135_StringQuartet.npy added to training set. 2021-12-10 08:22:49 | INFO : - file 2591_Beethoven_OP26_PianoSonata.npy added to training set. 2021-12-10 08:22:51 | INFO : - file 1775_Schubert_D850_PianoSonata.npy added to training set. 2021-12-10 08:22:53 | INFO : - file 2293_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-10 08:22:54 | INFO : - file 1791_Mozart_K465_StringQuartet.npy added to training set. 2021-12-10 08:22:55 | INFO : - file 2194_Bach_BWV858_WTKI.npy added to validation set. 2021-12-10 08:22:59 | INFO : - file 1742_Schubert_OP163_StringQuintet.npy added to training set. 2021-12-10 08:23:02 | INFO : - file 1776_Schubert_D850_PianoSonata.npy added to training set. 2021-12-10 08:23:05 | INFO : - file 2112_Brahms_OP38_CelloSonata.npy added to training set. 2021-12-10 08:23:07 | INFO : - file 2423_Beethoven_OP2NO1_PianoSonata.npy added to training set. 2021-12-10 08:23:08 | INFO : - file 2560_Beethoven_OP18NO2_StringQuartet.npy added to training set. 2021-12-10 08:23:09 | INFO : - file 2219_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-10 08:23:10 | INFO : - file 2420_Beethoven_OP12NO2_ViolinSonata.npy added to training set. 2021-12-10 08:23:13 | INFO : - file 1763_Schubert_OP142_4Impromptus.npy added to training set. 2021-12-10 08:23:13 | INFO : - file 2228_Bach_BWV851_WTKI.npy added to training set. 2021-12-10 08:23:17 | INFO : - file 2441_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-10 08:23:19 | INFO : - file 2570_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-10 08:23:20 | INFO : - file 1918_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-10 08:23:22 | INFO : - file 2451_Beethoven_OP18NO6_StringQuartet.npy added to training set. 2021-12-10 08:23:24 | INFO : - file 2177_Ravel_35_StringQuartet.npy added to training set. 2021-12-10 08:23:26 | INFO : - file 1788_Mozart_K465_StringQuartet.npy added to training set. 2021-12-10 08:23:28 | INFO : - file 2179_Ravel_35_StringQuartet.npy added to training set. 2021-12-10 08:23:30 | INFO : - file 2346_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-10 08:23:32 | INFO : - file 2376_Beethoven_OP59NO2_StringQuartet.npy added to training set. 2021-12-10 08:23:33 | INFO : - file 2620_Beethoven_OP10NO2_PianoSonata.npy added to training set. 2021-12-10 08:23:35 | INFO : - file 2390_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-10 08:23:36 | INFO : - file 2335_Beethoven_OP30NO3_ViolinSonata.npy added to training set. 2021-12-10 08:23:38 | INFO : - file 2403_Beethoven_OP18NO1_StringQuartet.npy added to training set. 2021-12-10 08:23:38 | INFO : - file 2247_Bach_BWV854_WTKI.npy added to training set. 2021-12-10 08:23:39 | INFO : - file 2432_Beethoven_OP135_StringQuartet.npy added to training set. 2021-12-10 08:23:40 | INFO : - file 2292_Bach_BWV864_WTKI.npy added to training set. 2021-12-10 08:23:41 | INFO : - file 2076_Cambini_JOHN1_WindQuintet.npy added to training set. 2021-12-10 08:23:42 | INFO : - file 1790_Mozart_K465_StringQuartet.npy added to training set. 2021-12-10 08:23:42 | INFO : - file 2302_Bach_BWV850_WTKI.npy added to training set. 2021-12-10 08:23:44 | INFO : - file 2391_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-10 08:23:46 | INFO : - file 1933_Dvorak_OP96_StringQuartet.npy added to validation set. 2021-12-10 08:23:48 | INFO : - file 2514_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-10 08:23:49 | INFO : - file 1829_Mozart_K542_PianoTrio.npy added to validation set. 2021-12-10 08:23:51 | INFO : - file 1923_Dvorak_OP51_StringQuartet.npy added to training set. 2021-12-10 08:23:54 | INFO : - file 2377_Beethoven_OP59NO2_StringQuartet.npy added to training set. 2021-12-10 08:23:56 | INFO : - file 1931_Dvorak_OP96_StringQuartet.npy added to training set. 2021-12-10 08:23:57 | INFO : - file 2294_Bach_BWV1010_CelloSuite.npy added to training set. 2021-12-10 08:23:58 | INFO : - file 2384_Beethoven_OP130_StringQuartet.npy added to training set. 2021-12-10 08:23:59 | INFO : - file 2241_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-10 08:24:01 | INFO : - file 2242_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-10 08:24:01 | INFO : - file 2283_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-10 08:24:03 | INFO : - file 2632_Beethoven_OP14NO2_PianoSonata.npy added to validation set. 2021-12-10 08:24:06 | INFO : - file 1760_Schubert_D958_PianoSonata.npy added to training set. 2021-12-10 08:24:08 | INFO : - file 2568_Beethoven_OP90_PianoSonata.npy added to training set. 2021-12-10 08:24:09 | INFO : - file 2345_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-10 08:24:11 | INFO : - file 2576_Beethoven_OP13_PianoSonata.npy added to training set. 2021-12-10 08:24:12 | INFO : - file 2131_Brahms_OP11_SerenadeNo.npy added to training set. 2021-12-10 08:24:13 | INFO : - file 2537_Beethoven_OP49NO2_PianoSonata.npy added to training set. 2021-12-10 08:24:16 | INFO : - file 2607_Beethoven_OP31NO1_PianoSonata.npy added to training set. 2021-12-10 08:24:16 | INFO : - file 2230_Bach_BWV865_WTKI.npy added to training set. 2021-12-10 08:24:17 | INFO : - file 2167_Faure_OP45_PianoQuartet.npy added to validation set. 2021-12-10 08:24:19 | INFO : - file 2603_Beethoven_OP81NO1_PianoSonata.npy added to training set. 2021-12-10 08:24:20 | INFO : - file 2594_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-10 08:24:21 | INFO : - file 2204_Bach_BWV1013_Partitain.npy added to training set. 2021-12-10 08:24:23 | INFO : - file 2523_Beethoven_OP69_CelloSonata.npy added to training set. 2021-12-10 08:24:25 | INFO : - file 2357_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-10 08:24:28 | INFO : - file 2398_Beethoven_OP47_ViolinSonata.npy added to training set. 2021-12-10 08:24:29 | INFO : - file 2310_Bach_BWV860_WTKI.npy added to training set. 2021-12-10 08:24:30 | INFO : - file 2078_Cambini_JOHN2_WindQuintet.npy added to training set. 2021-12-10 08:24:33 | INFO : - file 2521_Beethoven_OP69_CelloSonata.npy added to training set. 2021-12-10 08:24:35 | INFO : - file 2562_Beethoven_OP18NO2_StringQuartet.npy added to training set. 2021-12-10 08:24:36 | INFO : - file 1824_Mozart_K421_StringQuartet.npy added to training set. 2021-12-10 08:24:39 | INFO : - file 2318_Beethoven_OP38_Trioin.npy added to validation set. 2021-12-10 08:24:40 | INFO : - file 1773_Schubert_D568_PianoSonata.npy added to training set. 2021-12-10 08:24:44 | INFO : - file 2443_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-10 08:24:46 | INFO : - file 2114_Brahms_OP38_CelloSonata.npy added to training set. 2021-12-10 08:24:48 | INFO : - file 2488_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-10 08:24:49 | INFO : - file 2198_Bach_BWV867_WTKI.npy added to training set. 2021-12-10 08:24:50 | INFO : - file 2350_Beethoven_OP27NO2_PianoSonata.npy added to training set. 2021-12-10 08:24:51 | INFO : - file 2595_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-10 08:24:53 | INFO : - file 1805_Mozart_K387_StringQuartet.npy added to validation set. 2021-12-10 08:24:54 | INFO : - file 2113_Brahms_OP38_CelloSonata.npy added to training set. 2021-12-10 08:24:55 | INFO : - file 2075_Cambini_JOHN1_WindQuintet.npy added to training set. 2021-12-10 08:24:57 | INFO : - file 2516_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-10 08:24:58 | INFO : - file 2497_Beethoven_OP95_StringQuartet.npy added to training set. 2021-12-10 08:24:59 | INFO : - file 2507_Beethoven_OP103_Octetin.npy added to training set. 2021-12-10 08:25:01 | INFO : - file 2389_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-10 08:25:02 | INFO : - file 2222_Bach_BWV1009_CelloSuite.npy added to validation set. 2021-12-10 08:25:03 | INFO : - file 2372_Beethoven_OP14NO1_PianoSonata.npy added to training set. 2021-12-10 08:25:05 | INFO : - file 2471_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-10 08:25:06 | INFO : - file 2105_Haydn_OP64NO5_QuartetNo.npy added to training set. 2021-12-10 08:25:08 | INFO : - file 2388_Beethoven_OP31NO2_PianoSonata.npy added to training set. 2021-12-10 08:25:09 | INFO : - file 2213_Bach_BWV847_WTKI.npy added to training set. 2021-12-10 08:25:11 | INFO : - file 2629_Beethoven_OP96_ViolinSonata.npy added to validation set. 2021-12-10 08:25:12 | INFO : - file 2417_Beethoven_OP71_Sextetin.npy added to training set. 2021-12-10 08:25:14 | INFO : - file 1751_Schubert_D845_PianoSonata.npy added to training set. 2021-12-10 08:25:15 | INFO : - file 1728_Schubert_OP114_PianoQuintet.npy added to training set. 2021-12-10 08:25:15 | INFO : - file 2227_Bach_BWV851_WTKI.npy added to training set. 2021-12-10 08:25:17 | INFO : - file 1734_Schubert_D959_PianoSonata.npy added to training set. 2021-12-10 08:25:17 | INFO : - file 2224_Bach_BWV852_WTKI.npy added to training set. 2021-12-10 08:25:18 | INFO : - file 2285_Bach_BWV1014_ViolinSonata.npy added to training set. 2021-12-10 08:25:20 | INFO : - file 2159_Brahms_OP40_HornTrio.npy added to training set. 2021-12-10 08:25:21 | INFO : - file 2117_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-10 08:25:24 | INFO : - file 2155_Brahms_OP18_StringSextet.npy added to training set. 2021-12-10 08:25:27 | INFO : - file 1771_Schubert_D568_PianoSonata.npy added to training set. 2021-12-10 08:25:29 | INFO : - file 2571_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-10 08:25:30 | INFO : - file 2229_Bach_BWV865_WTKI.npy added to training set. 2021-12-10 08:25:32 | INFO : - file 2325_Beethoven_OP57_PianoSonata.npy added to training set. 2021-12-10 08:25:35 | INFO : - file 1749_Schubert_D845_PianoSonata.npy added to training set. 2021-12-10 08:25:37 | INFO : - file 2573_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-10 08:25:38 | INFO : - file 2596_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-10 08:25:39 | INFO : - file 2300_Bach_BWV853_WTKI.npy added to training set. 2021-12-10 08:25:41 | INFO : - file 2487_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-10 08:25:42 | INFO : - file 2119_Brahms_OP120NO1_ClarinetSonata.npy added to training set. 2021-12-10 08:25:45 | INFO : - file 1765_Schubert_OP142_4Impromptus.npy added to validation set. 2021-12-10 08:25:47 | INFO : - file 2528_Beethoven_OP10NO1_PianoSonata.npy added to training set. 2021-12-10 08:25:48 | INFO : - file 1727_Schubert_OP114_PianoQuintet.npy added to training set. 2021-12-10 08:25:51 | INFO : - file 2314_Beethoven_OP132_StringQuartet.npy added to training set. 2021-12-10 08:25:52 | INFO : - file 2202_Bach_BWV1013_Partitain.npy added to training set. 2021-12-10 08:25:52 | INFO : - file 2239_Bach_BWV862_WTKI.npy added to training set. 2021-12-10 08:25:55 | INFO : - file 2444_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-10 08:25:57 | INFO : - file 2581_Beethoven_OP54_PianoSonata.npy added to training set. 2021-12-10 08:25:58 | INFO : - file 2244_Bach_BWV1001_ViolinSonata.npy added to training set. 2021-12-10 08:26:00 | INFO : - file 1792_Mozart_K465_StringQuartet.npy added to training set. 2021-12-10 08:26:02 | INFO : - file 1812_Mozart_K581_ClarinetQuintet.npy added to training set. 2021-12-10 08:26:04 | INFO : - file 2490_Beethoven_OP7_PianoSonata.npy added to training set. 2021-12-10 08:26:05 | INFO : - file 2442_Beethoven_OP106_PianoSonata.npy added to training set. 2021-12-10 08:26:07 | INFO : - file 2564_Beethoven_OP22_PianoSonata.npy added to training set. 2021-12-10 08:26:09 | INFO : - file 2611_Beethoven_OP10NO3_PianoSonata.npy added to training set. 2021-12-10 08:26:10 | INFO : - file 2422_Beethoven_OP2NO1_PianoSonata.npy added to training set. 2021-12-10 08:26:12 | INFO : - file 2483_Beethoven_OP18NO5_StringQuartet.npy added to training set. 2021-12-10 08:26:13 | INFO : - file 2342_Beethoven_OP30NO3_ViolinSonata.npy added to validation set. 2021-12-10 08:26:17 | INFO : - file 2366_Beethoven_OP127_StringQuartet.npy added to training set. 2021-12-10 08:26:17 | INFO : - file 2358_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-10 08:26:18 | INFO : - file 2555_Beethoven_OP109_PianoSonata.npy added to training set. 2021-12-10 08:26:20 | INFO : - file 2622_Beethoven_OP59NO1_StringQuartet.npy added to training set. 2021-12-10 08:26:21 | INFO : - file 2289_Bach_BWV1002_ViolinPartita.npy added to validation set. 2021-12-10 08:26:22 | INFO : - file 2080_Cambini_JOHN2_WindQuintet.npy added to training set. 2021-12-10 08:26:25 | INFO : - file 2588_Beethoven_OP26_PianoSonata.npy added to training set. 2021-12-10 08:26:26 | INFO : - file 2494_Beethoven_OP95_StringQuartet.npy added to training set. 2021-12-10 08:26:28 | INFO : - file 1789_Mozart_K465_StringQuartet.npy added to training set. 2021-12-10 08:26:30 | INFO : - file 2168_Faure_OP45_PianoQuartet.npy added to training set. 2021-12-10 08:26:32 | INFO : - file 1859_Mozart_K464_StringQuartet.npy added to training set. 2021-12-10 08:26:34 | INFO : - file 2586_Beethoven_OP102NO1_CelloSonata.npy added to training set. 2021-12-10 08:26:35 | INFO : - file 2478_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-10 08:26:40 | INFO : - file 2315_Beethoven_OP132_StringQuartet.npy added to validation set. 2021-12-10 08:26:40 | INFO : - file 2201_Bach_BWV861_WTKI.npy added to training set. 2021-12-10 08:26:41 | INFO : - file 2572_Beethoven_OP30NO2_ViolinSonata.npy added to training set. 2021-12-10 08:26:41 | INFO : - file 2238_Bach_BWV868_WTKI.npy added to training set. 2021-12-10 08:26:42 | INFO : - file 2248_Bach_BWV854_WTKI.npy added to training set. 2021-12-10 08:26:45 | INFO : - file 1735_Schubert_D959_PianoSonata.npy added to training set. 2021-12-10 08:26:45 | INFO : - file 2308_Bach_BWV863_WTKI.npy added to training set. 2021-12-10 08:26:49 | INFO : - file 2154_Brahms_OP18_StringSextet.npy added to training set. 2021-12-10 08:26:51 | INFO : - file 2140_Brahms_OP51NO1_StringQuartet.npy added to training set. 2021-12-10 08:26:52 | INFO : - file 2077_Cambini_JOHN1_WindQuintet.npy added to training set. 2021-12-10 08:26:54 | INFO : - file 1807_Mozart_K387_StringQuartet.npy added to validation set. 2021-12-10 08:26:56 | INFO : - file 2406_Beethoven_OP110_PianoSonata.npy added to training set. 2021-12-10 08:26:58 | INFO : - file 1772_Schubert_D568_PianoSonata.npy added to training set. 2021-12-10 08:26:59 | INFO : - file 2156_Brahms_OP18_StringSextet.npy added to training set. 2021-12-10 08:27:02 | INFO : - file 1757_Schubert_D958_PianoSonata.npy added to training set. 2021-12-10 08:27:05 | INFO : - file 2436_Beethoven_OP53_PianoSonata.npy added to training set. 2021-12-10 08:27:06 | INFO : - file 2364_Beethoven_OP28_PianoSonata.npy added to training set. 2021-12-10 08:27:07 | INFO : - file 2538_Beethoven_OP49NO2_PianoSonata.npy added to training set. 2021-12-10 08:27:08 | INFO : - file 2336_Beethoven_OP30NO3_ViolinSonata.npy added to training set. 2021-12-10 08:27:09 | INFO : - file 2466_Beethoven_OP23_ViolinSonata.npy added to training set. 2021-12-10 08:27:11 | INFO : - file 2677_Beethoven_OP14NO1_PianoSonata.npy added to training set. 2021-12-10 08:27:12 | INFO : - file 2081_Cambini_JOHN3_WindQuintet.npy added to validation set. 2021-12-10 08:27:14 | INFO : - file 2151_Brahms_OP25_PianoQuartet.npy added to training set. 2021-12-10 08:27:16 | INFO : - file 2512_Beethoven_OP2NO2_PianoSonata.npy added to training set. 2021-12-10 08:27:17 | INFO : - file 2083_Cambini_JOHN3_WindQuintet.npy added to validation set. 2021-12-10 08:27:19 | INFO : - file 2368_Beethoven_OP127_StringQuartet.npy added to training set. 2021-12-10 08:27:20 | INFO : - file 2082_Cambini_JOHN3_WindQuintet.npy added to validation set. 2021-12-10 08:27:22 | INFO : - file 2178_Ravel_35_StringQuartet.npy added to training set. 2021-12-10 08:27:25 | INFO : - file 2322_Beethoven_OP57_PianoSonata.npy added to training set. 2021-12-10 08:27:26 | INFO : - file 2633_Beethoven_OP14NO2_PianoSonata.npy added to validation set. 2021-12-10 08:27:27 | INFO : - file 2220_Bach_BWV1009_CelloSuite.npy added to training set. 2021-12-10 08:27:28 | INFO : - file 1828_Mozart_K542_PianoTrio.npy added to validation set. 2021-12-10 08:27:30 | INFO : - file 2527_Beethoven_OP10NO1_PianoSonata.npy added to training set. 2021-12-10 08:27:31 | INFO : - file 2540_Beethoven_OP101_PianoSonata.npy added to training set. 2021-12-10 08:27:33 | INFO : - file 2582_Beethoven_OP54_PianoSonata.npy added to training set. 2021-12-10 08:27:33 | INFO : - file 2225_Bach_BWV852_WTKI.npy added to training set. 2021-12-10 08:27:35 | INFO : - file 1876_Mozart_K496_PianoTrio.npy added to training set. 2021-12-10 08:27:37 | INFO : - file 2593_Beethoven_OP31NO3_PianoSonata.npy added to training set. 2021-12-10 08:27:40 | INFO : - file 2482_Beethoven_OP18NO5_StringQuartet.npy added to training set. 2021-12-10 08:27:41 | INFO : - file 2341_Beethoven_OP30NO3_ViolinSonata.npy added to validation set. 2021-12-10 08:27:42 | INFO : - file 2288_Bach_BWV1002_ViolinPartita.npy added to training set. 2021-12-10 08:27:44 | INFO : - file 2504_Beethoven_OP103_Octetin.npy added to training set. 2021-12-10 08:27:47 | INFO : - file 2381_Beethoven_OP130_StringQuartet.npy added to training set. 2021-12-10 08:27:48 | INFO : - file 2104_Haydn_OP64NO5_QuartetNo.npy added to training set. 2021-12-10 08:27:50 | INFO : - file 2365_Beethoven_OP127_StringQuartet.npy added to training set. 2021-12-10 08:27:52 | INFO : - file 1739_Schubert_OP99_PianoTrio.npy added to training set. 2021-12-10 08:27:55 | INFO : - file 1750_Schubert_D845_PianoSonata.npy added to training set. 2021-12-10 08:27:57 | INFO : - file 2473_Beethoven_OP2NO3_PianoSonata.npy added to training set. 2021-12-10 08:27:58 | INFO : - file 2180_Ravel_35_StringQuartet.npy added to training set. 2021-12-10 08:28:01 | INFO : - file 2397_Beethoven_OP47_ViolinSonata.npy added to training set. 2021-12-10 08:28:03 | INFO : - file 2626_Beethoven_OP96_ViolinSonata.npy added to training set. 2021-12-10 08:28:05 | INFO : - file 1730_Schubert_OP114_PianoQuintet.npy added to training set. 2021-12-10 08:28:06 | INFO : - file 2522_Beethoven_OP69_CelloSonata.npy added to training set. 2021-12-10 08:28:07 | INFO : - file 2619_Beethoven_OP10NO2_PianoSonata.npy added to training set. 2021-12-10 08:28:07 | INFO : - file 2234_Bach_BWV856_WTKI.npy added to training set. 2021-12-10 08:28:09 | INFO : - file 2618_Beethoven_OP10NO2_PianoSonata.npy added to training set. 2021-12-10 08:28:11 | INFO : - file 2161_Brahms_OP40_HornTrio.npy added to training set. 2021-12-10 08:28:13 | INFO : - file 2166_Faure_OP45_PianoQuartet.npy added to training set. 2021-12-10 08:28:16 | INFO : - file 2319_Beethoven_OP38_Trioin.npy added to training set. 2021-12-10 08:28:18 | INFO : - file 2590_Beethoven_OP26_PianoSonata.npy added to training set. 2021-12-10 08:28:18 | INFO : ######## Training set MusicNet generated, length 133177 ###### 2021-12-10 08:28:18 | INFO : ######## Validation set MusicNet generated, length 15491 ###### 2021-12-10 08:28:19 | INFO : - file Schubert_D911-06_AL98.npy added to training set. 2021-12-10 08:28:20 | INFO : - file Schubert_D911-11_OL06.npy added to training set. 2021-12-10 08:28:21 | INFO : - file Schubert_D911-10_FI80.npy added to training set. 2021-12-10 08:28:22 | INFO : - file Schubert_D911-05_FI80.npy added to training set. 2021-12-10 08:28:23 | INFO : - file Schubert_D911-06_QU98.npy added to training set. 2021-12-10 08:28:24 | INFO : - file Schubert_D911-04_FI80.npy added to training set. 2021-12-10 08:28:25 | INFO : - file Schubert_D911-05_QU98.npy added to training set. 2021-12-10 08:28:26 | INFO : - file Schubert_D911-12_AL98.npy added to training set. 2021-12-10 08:28:27 | INFO : - file Schubert_D911-10_AL98.npy added to training set. 2021-12-10 08:28:27 | INFO : - file Schubert_D911-04_FI55.npy added to training set. 2021-12-10 08:28:28 | INFO : - file Schubert_D911-04_AL98.npy added to training set. 2021-12-10 08:28:29 | INFO : - file Schubert_D911-14_TR99.npy added to validation set. 2021-12-10 08:28:30 | INFO : - file Schubert_D911-10_FI55.npy added to training set. 2021-12-10 08:28:30 | INFO : - file Schubert_D911-02_FI55.npy added to training set. 2021-12-10 08:28:31 | INFO : - file Schubert_D911-03_AL98.npy added to training set. 2021-12-10 08:28:32 | INFO : - file Schubert_D911-10_OL06.npy added to training set. 2021-12-10 08:28:32 | INFO : - file Schubert_D911-15_FI66.npy added to validation set. 2021-12-10 08:28:34 | INFO : - file Schubert_D911-05_FI55.npy added to training set. 2021-12-10 08:28:34 | INFO : - file Schubert_D911-09_FI55.npy added to training set. 2021-12-10 08:28:35 | INFO : - file Schubert_D911-13_OL06.npy added to training set. 2021-12-10 08:28:36 | INFO : - file Schubert_D911-03_QU98.npy added to training set. 2021-12-10 08:28:36 | INFO : - file Schubert_D911-15_TR99.npy added to validation set. 2021-12-10 08:28:37 | INFO : - file Schubert_D911-13_QU98.npy added to training set. 2021-12-10 08:28:37 | INFO : - file Schubert_D911-13_AL98.npy added to training set. 2021-12-10 08:28:38 | INFO : - file Schubert_D911-08_FI80.npy added to training set. 2021-12-10 08:28:39 | INFO : - file Schubert_D911-13_FI80.npy added to training set. 2021-12-10 08:28:39 | INFO : - file Schubert_D911-16_FI66.npy added to validation set. 2021-12-10 08:28:40 | INFO : - file Schubert_D911-03_OL06.npy added to training set. 2021-12-10 08:28:41 | INFO : - file Schubert_D911-11_FI55.npy added to training set. 2021-12-10 08:28:41 | INFO : - file Schubert_D911-02_OL06.npy added to training set. 2021-12-10 08:28:43 | INFO : - file Schubert_D911-06_FI80.npy added to training set. 2021-12-10 08:28:44 | INFO : - file Schubert_D911-01_FI80.npy added to training set. 2021-12-10 08:28:46 | INFO : - file Schubert_D911-01_AL98.npy added to training set. 2021-12-10 08:28:47 | INFO : - file Schubert_D911-01_OL06.npy added to training set. 2021-12-10 08:28:48 | INFO : - file Schubert_D911-16_TR99.npy added to validation set. 2021-12-10 08:28:48 | INFO : - file Schubert_D911-03_FI80.npy added to training set. 2021-12-10 08:28:49 | INFO : - file Schubert_D911-04_QU98.npy added to training set. 2021-12-10 08:28:50 | INFO : - file Schubert_D911-11_AL98.npy added to training set. 2021-12-10 08:28:51 | INFO : - file Schubert_D911-10_QU98.npy added to training set. 2021-12-10 08:28:52 | INFO : - file Schubert_D911-13_FI55.npy added to training set. 2021-12-10 08:28:52 | INFO : - file Schubert_D911-09_AL98.npy added to training set. 2021-12-10 08:28:54 | INFO : - file Schubert_D911-01_QU98.npy added to training set. 2021-12-10 08:28:55 | INFO : - file Schubert_D911-04_OL06.npy added to training set. 2021-12-10 08:28:56 | INFO : - file Schubert_D911-05_AL98.npy added to training set. 2021-12-10 08:28:56 | INFO : - file Schubert_D911-02_QU98.npy added to training set. 2021-12-10 08:28:57 | INFO : - file Schubert_D911-07_OL06.npy added to training set. 2021-12-10 08:28:59 | INFO : - file Schubert_D911-11_FI80.npy added to training set. 2021-12-10 08:29:00 | INFO : - file Schubert_D911-06_OL06.npy added to training set. 2021-12-10 08:29:01 | INFO : - file Schubert_D911-07_QU98.npy added to training set. 2021-12-10 08:29:03 | INFO : - file Schubert_D911-01_FI55.npy added to training set. 2021-12-10 08:29:03 | INFO : - file Schubert_D911-03_FI55.npy added to training set. 2021-12-10 08:29:05 | INFO : - file Schubert_D911-05_OL06.npy added to training set. 2021-12-10 08:29:05 | INFO : - file Schubert_D911-12_QU98.npy added to training set. 2021-12-10 08:29:06 | INFO : - file Schubert_D911-14_FI66.npy added to validation set. 2021-12-10 08:29:07 | INFO : - file Schubert_D911-11_QU98.npy added to training set. 2021-12-10 08:29:08 | INFO : - file Schubert_D911-06_FI55.npy added to training set. 2021-12-10 08:29:09 | INFO : - file Schubert_D911-02_AL98.npy added to training set. 2021-12-10 08:29:10 | INFO : - file Schubert_D911-09_OL06.npy added to training set. 2021-12-10 08:29:10 | INFO : - file Schubert_D911-12_FI80.npy added to training set. 2021-12-10 08:29:11 | INFO : - file Schubert_D911-08_OL06.npy added to training set. 2021-12-10 08:29:12 | INFO : - file Schubert_D911-09_FI80.npy added to training set. 2021-12-10 08:29:13 | INFO : - file Schubert_D911-09_QU98.npy added to training set. 2021-12-10 08:29:14 | INFO : - file Schubert_D911-07_FI55.npy added to training set. 2021-12-10 08:29:14 | INFO : - file Schubert_D911-02_FI80.npy added to training set. 2021-12-10 08:29:15 | INFO : - file Schubert_D911-08_QU98.npy added to training set. 2021-12-10 08:29:15 | INFO : - file Schubert_D911-08_FI55.npy added to training set. 2021-12-10 08:29:16 | INFO : - file Schubert_D911-07_FI80.npy added to training set. 2021-12-10 08:29:18 | INFO : - file Schubert_D911-07_AL98.npy added to training set. 2021-12-10 08:29:18 | INFO : - file Schubert_D911-12_FI55.npy added to training set. 2021-12-10 08:29:19 | INFO : - file Schubert_D911-08_AL98.npy added to training set. 2021-12-10 08:29:20 | INFO : - file Schubert_D911-12_OL06.npy added to training set. 2021-12-10 08:29:20 | INFO : ######## Training set SchubertWR generated, length 92820 ###### 2021-12-10 08:29:20 | INFO : ######## Validation set SchubertWR generated, length 9466 ###### 2021-12-10 08:29:20 | INFO : - file 01-AchGottundHerr.npy added to training set. 2021-12-10 08:29:20 | INFO : - file 06-DieSonne.npy added to validation set. 2021-12-10 08:29:20 | INFO : - file 05-DieNacht.npy added to validation set. 2021-12-10 08:29:20 | INFO : - file 03-ChristederdubistTagundLicht.npy added to training set. 2021-12-10 08:29:21 | INFO : - file 02-AchLiebenChristen.npy added to training set. 2021-12-10 08:29:21 | INFO : - file 04-ChristeDuBeistand.npy added to training set. 2021-12-10 08:29:21 | INFO : ######## Training set Bach10 generated, length 5421 ###### 2021-12-10 08:29:21 | INFO : ######## Validation set Bach10 generated, length 2827 ###### 2021-12-10 08:29:21 | INFO : - file mahler.npy added to training set. 2021-12-10 08:29:22 | INFO : - file beethoven.npy added to training set. 2021-12-10 08:29:22 | INFO : ######## Training set PHENICX-Anechoic generated, length 6884 ###### 2021-12-10 08:29:23 | INFO : - file CSD_Traditional_ElRossinyol.npy added to training set. 2021-12-10 08:29:23 | INFO : - file CSD_Guerrero_NinoDios_noalt.npy added to validation set. 2021-12-10 08:29:24 | INFO : - file CSD_Guerrero_NinoDios_nosop.npy added to validation set. 2021-12-10 08:29:24 | INFO : - file CSD_Guerrero_NinoDios_nobas.npy added to validation set. 2021-12-10 08:29:25 | INFO : - file CSD_Guerrero_NinoDios_noten.npy added to validation set. 2021-12-10 08:29:25 | INFO : - file CSD_Traditional_ElRossinyol_nobas.npy added to training set. 2021-12-10 08:29:26 | INFO : - file CSD_Traditional_ElRossinyol_noten.npy added to training set. 2021-12-10 08:29:26 | INFO : - file CSD_Traditional_ElRossinyol_nosop.npy added to training set. 2021-12-10 08:29:27 | INFO : - file CSD_Traditional_ElRossinyol_noalt.npy added to training set. 2021-12-10 08:29:28 | INFO : - file CSD_Guerrero_NinoDios.npy added to validation set. 2021-12-10 08:29:28 | INFO : ######## Training set ChoralSingingDataset generated, length 7274 ###### 2021-12-10 08:29:28 | INFO : ######## Validation set ChoralSingingDataset generated, length 5555 ###### 2021-12-10 08:29:28 | INFO : Training set & loader generated, length 245576 2021-12-10 08:29:28 | INFO : Validation set & loader generated, length 33339 2021-12-10 08:29:28 | INFO : ###################### START TRAINING ###################### 2021-12-10 08:38:39 | INFO : Epoch #0 finished. Train Loss: 0.0854, Val Loss: 0.0737 with lr: 0.00100 2021-12-10 08:38:39 | INFO : .... model of epoch 0 saved. 2021-12-10 08:47:44 | INFO : Epoch #1 finished. Train Loss: 0.0733, Val Loss: 0.0722 with lr: 0.00100 2021-12-10 08:47:44 | INFO : .... model of epoch #1 saved. 2021-12-10 08:56:48 | INFO : Epoch #2 finished. Train Loss: 0.0693, Val Loss: 0.0682 with lr: 0.00100 2021-12-10 08:56:49 | INFO : .... model of epoch #2 saved. 2021-12-10 09:05:53 | INFO : Epoch #3 finished. Train Loss: 0.0667, Val Loss: 0.0698 with lr: 0.00100 2021-12-10 09:14:58 | INFO : Epoch #4 finished. Train Loss: 0.0651, Val Loss: 0.0694 with lr: 0.00100 2021-12-10 09:24:02 | INFO : Epoch #5 finished. Train Loss: 0.0639, Val Loss: 0.0682 with lr: 0.00100 2021-12-10 09:33:06 | INFO : Epoch #6 finished. Train Loss: 0.0623, Val Loss: 0.0681 with lr: 0.00100 2021-12-10 09:33:07 | INFO : .... model of epoch #6 saved. 2021-12-10 09:42:11 | INFO : Epoch #7 finished. Train Loss: 0.0611, Val Loss: 0.0671 with lr: 0.00100 2021-12-10 09:42:11 | INFO : .... model of epoch #7 saved. 2021-12-10 09:51:15 | INFO : Epoch #8 finished. Train Loss: 0.0602, Val Loss: 0.0663 with lr: 0.00100 2021-12-10 09:51:16 | INFO : .... model of epoch #8 saved. 2021-12-10 10:00:20 | INFO : Epoch #9 finished. Train Loss: 0.0590, Val Loss: 0.0671 with lr: 0.00100 2021-12-10 10:09:24 | INFO : Epoch #10 finished. Train Loss: 0.0583, Val Loss: 0.0677 with lr: 0.00100 2021-12-10 10:18:28 | INFO : Epoch #11 finished. Train Loss: 0.0573, Val Loss: 0.0668 with lr: 0.00100 2021-12-10 10:27:32 | INFO : Epoch #12 finished. Train Loss: 0.0569, Val Loss: 0.0667 with lr: 0.00100 2021-12-10 10:36:36 | INFO : Epoch #13 finished. Train Loss: 0.0563, Val Loss: 0.0678 with lr: 0.00100 2021-12-10 10:45:41 | INFO : Epoch #14 finished. Train Loss: 0.0557, Val Loss: 0.0680 with lr: 0.00100 2021-12-10 10:54:45 | INFO : Epoch #15 finished. Train Loss: 0.0526, Val Loss: 0.0666 with lr: 0.00050 2021-12-10 11:03:49 | INFO : Epoch #16 finished. Train Loss: 0.0519, Val Loss: 0.0652 with lr: 0.00050 2021-12-10 11:03:50 | INFO : .... model of epoch #16 saved. 2021-12-10 11:12:54 | INFO : Epoch #17 finished. Train Loss: 0.0512, Val Loss: 0.0662 with lr: 0.00050 2021-12-10 11:21:59 | INFO : Epoch #18 finished. Train Loss: 0.0511, Val Loss: 0.0677 with lr: 0.00050 2021-12-10 11:31:03 | INFO : Epoch #19 finished. Train Loss: 0.0503, Val Loss: 0.0681 with lr: 0.00050 2021-12-10 11:40:07 | INFO : Epoch #20 finished. Train Loss: 0.0500, Val Loss: 0.0678 with lr: 0.00050 2021-12-10 11:49:11 | INFO : Epoch #21 finished. Train Loss: 0.0495, Val Loss: 0.0688 with lr: 0.00050 2021-12-10 11:58:14 | INFO : Epoch #22 finished. Train Loss: 0.0491, Val Loss: 0.0682 with lr: 0.00050 2021-12-10 12:07:19 | INFO : Epoch #23 finished. Train Loss: 0.0473, Val Loss: 0.0676 with lr: 0.00025 2021-12-10 12:16:24 | INFO : Epoch #24 finished. Train Loss: 0.0467, Val Loss: 0.0665 with lr: 0.00025 2021-12-10 12:25:27 | INFO : Epoch #25 finished. Train Loss: 0.0465, Val Loss: 0.0693 with lr: 0.00025 2021-12-10 12:34:32 | INFO : Epoch #26 finished. Train Loss: 0.0459, Val Loss: 0.0707 with lr: 0.00025 2021-12-10 12:43:37 | INFO : Epoch #27 finished. Train Loss: 0.0458, Val Loss: 0.0689 with lr: 0.00025 2021-12-10 12:52:41 | INFO : Epoch #28 finished. Train Loss: 0.0451, Val Loss: 0.0692 with lr: 0.00025 2021-12-10 12:52:41 | INFO : ### trained model saved in /tsi/clusterhome/cweiss/models/exp217d_traintest_bigmix_aligned_pitch_unet_extremelylarge_blstm_test10files_augall_AdamW_smallepochs.pt 2021-12-10 12:52:41 | INFO : ###################### START TESTING ###################### 2021-12-10 12:53:05 | INFO : file 2106_Haydn_OP64NO5_QuartetNo.npy tested. Av. Prec: 0.7085797092795756 2021-12-10 12:53:21 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Av. Prec: 0.7770905223814484 2021-12-10 12:53:33 | INFO : file 2416_Beethoven_OP71_Sextetin.npy tested. Av. Prec: 0.6706116779766967 2021-12-10 12:53:42 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Av. Prec: 0.7181462997528645 2021-12-10 12:53:59 | INFO : file 1759_Schubert_D958_PianoSonata.npy tested. Av. Prec: 0.8062945090093141 2021-12-10 12:54:08 | INFO : file 2191_Bach_BWV1006_ViolinPartita.npy tested. Av. Prec: 0.7338418074706783 2021-12-10 12:54:47 | INFO : file 2629_Beethoven_OP96_ViolinSonata.npy tested. Av. Prec: 0.8164924055195457 2021-12-10 12:54:58 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Av. Prec: 0.5698590466904804 2021-12-10 12:55:11 | INFO : file 2556_Beethoven_OP109_PianoSonata.npy tested. Av. Prec: 0.7974687305382189 2021-12-10 12:55:24 | INFO : file 2298_Bach_BWV1010_CelloSuite.npy tested. Av. Prec: 0.7228095144878857 2021-12-10 12:55:24 | INFO : ### Dataset MusicNet tested. Individual results: ################################ 2021-12-10 12:55:24 | INFO : Mean precision: 0.6594088339582852 2021-12-10 12:55:24 | INFO : Mean recall: 0.7602870756648394 2021-12-10 12:55:24 | INFO : Mean f_measure: 0.7036542832132044 2021-12-10 12:55:24 | INFO : Mean cosine_sim: 0.7277710938347383 2021-12-10 12:55:24 | INFO : Mean binary_crossentropy: 0.07241121580139251 2021-12-10 12:55:24 | INFO : Mean euclidean_distance: 0.899477013762232 2021-12-10 12:55:24 | INFO : Mean binary_accuracy: 0.9795349962787212 2021-12-10 12:55:24 | INFO : Mean soft_accuracy: 0.9708854539349062 2021-12-10 12:55:24 | INFO : Mean accum_energy: 0.576058259541658 2021-12-10 12:55:24 | INFO : Mean roc_auc_measure: 0.9845134890662566 2021-12-10 12:55:24 | INFO : Mean average_precision_score: 0.7321194223106707 2021-12-10 12:55:24 | INFO : Mean Precision: 0.6594088339582852 2021-12-10 12:55:24 | INFO : Mean Recall: 0.7602870756648394 2021-12-10 12:55:24 | INFO : Mean Accuracy: 0.5457379569798286 2021-12-10 12:55:24 | INFO : Mean Substitution Error: 0.13161346477385122 2021-12-10 12:55:24 | INFO : Mean Miss Error: 0.10809945956130944 2021-12-10 12:55:24 | INFO : Mean False Alarm Error: 0.27079376120512866 2021-12-10 12:55:24 | INFO : Mean Total Error: 0.5105066855402892 2021-12-10 12:55:24 | INFO : Mean Chroma Precision: 0.6795635285014668 2021-12-10 12:55:24 | INFO : Mean Chroma Recall: 0.7829769112734399 2021-12-10 12:55:24 | INFO : Mean Chroma Accuracy: 0.5713262748425874 2021-12-10 12:55:24 | INFO : Mean Chroma Substitution Error: 0.1089236291652507 2021-12-10 12:55:24 | INFO : Mean Chroma Miss Error: 0.10809945956130944 2021-12-10 12:55:24 | INFO : Mean Chroma False Alarm Error: 0.27079376120512866 2021-12-10 12:55:24 | INFO : Mean Chroma Total Error: 0.4878168499316888 2021-12-10 12:55:24 | INFO : 2021-12-10 12:55:24 | INFO : Framewise precision: 0.6875649116369374 2021-12-10 12:55:24 | INFO : Framewise recall: 0.7585395481226209 2021-12-10 12:55:24 | INFO : Framewise f_measure: 0.7182603689141144 2021-12-10 12:55:24 | INFO : Framewise cosine_sim: 0.7425361455384966 2021-12-10 12:55:24 | INFO : Framewise binary_crossentropy: 0.08128714155781298 2021-12-10 12:55:24 | INFO : Framewise euclidean_distance: 0.9556251010554591 2021-12-10 12:55:24 | INFO : Framewise binary_accuracy: 0.9776124744165179 2021-12-10 12:55:24 | INFO : Framewise soft_accuracy: 0.9680944359958802 2021-12-10 12:55:24 | INFO : Framewise accum_energy: 0.5859932208044915 2021-12-10 12:55:24 | INFO : Framewise roc_auc_measure: 0.9829205830787779 2021-12-10 12:55:24 | INFO : Framewise average_precision_score: 0.7536905782049438 2021-12-10 12:55:24 | INFO : Framewise Precision: 0.6875649116369374 2021-12-10 12:55:24 | INFO : Framewise Recall: 0.7585395481226209 2021-12-10 12:55:24 | INFO : Framewise Accuracy: 0.5628954812819079 2021-12-10 12:55:24 | INFO : Framewise Substitution Error: 0.1254759884973038 2021-12-10 12:55:24 | INFO : Framewise Miss Error: 0.11598446338007558 2021-12-10 12:55:24 | INFO : Framewise False Alarm Error: 0.2314966400183267 2021-12-10 12:55:24 | INFO : Framewise Total Error: 0.47295709189570606 2021-12-10 12:55:24 | INFO : Framewise Chroma Precision: 0.7105248685024252 2021-12-10 12:55:24 | INFO : Framewise Chroma Recall: 0.7831011111254044 2021-12-10 12:55:24 | INFO : Framewise Chroma Accuracy: 0.5923311920061288 2021-12-10 12:55:24 | INFO : Framewise Chroma Substitution Error: 0.10091442549452041 2021-12-10 12:55:24 | INFO : Framewise Chroma Miss Error: 0.11598446338007558 2021-12-10 12:55:24 | INFO : Framewise Chroma False Alarm Error: 0.2314966400183267 2021-12-10 12:55:24 | INFO : Framewise Chroma Total Error: 0.4483955288929227 2021-12-10 12:55:42 | INFO : file Schubert_D911-20_SC06.npy tested. Av. Prec: 0.9018051847310047 2021-12-10 12:56:02 | INFO : file Schubert_D911-21_SC06.npy tested. Av. Prec: 0.8816204712882971 2021-12-10 12:56:20 | INFO : file Schubert_D911-21_HU33.npy tested. Av. Prec: 0.8900770731027217 2021-12-10 12:56:25 | INFO : file Schubert_D911-18_HU33.npy tested. Av. Prec: 0.7708422608483083 2021-12-10 12:56:33 | INFO : file Schubert_D911-22_HU33.npy tested. Av. Prec: 0.7613232678671855 2021-12-10 12:56:49 | INFO : file Schubert_D911-23_HU33.npy tested. Av. Prec: 0.7966102862491816 2021-12-10 12:57:09 | INFO : file Schubert_D911-20_HU33.npy tested. Av. Prec: 0.8936947969874004 2021-12-10 12:57:14 | INFO : file Schubert_D911-18_SC06.npy tested. Av. Prec: 0.8127882608018508 2021-12-10 12:57:21 | INFO : file Schubert_D911-22_SC06.npy tested. Av. Prec: 0.8576217156390955 2021-12-10 12:57:37 | INFO : file Schubert_D911-24_HU33.npy tested. Av. Prec: 0.8395137186388781 2021-12-10 12:57:44 | INFO : file Schubert_D911-19_SC06.npy tested. Av. Prec: 0.8265665265571596 2021-12-10 12:57:58 | INFO : file Schubert_D911-23_SC06.npy tested. Av. Prec: 0.8387993294019274 2021-12-10 12:58:15 | INFO : file Schubert_D911-24_SC06.npy tested. Av. Prec: 0.8934545832312383 2021-12-10 12:58:32 | INFO : file Schubert_D911-17_HU33.npy tested. Av. Prec: 0.744505144101482 2021-12-10 12:58:48 | INFO : file Schubert_D911-17_SC06.npy tested. Av. Prec: 0.717539700879358 2021-12-10 12:58:54 | INFO : file Schubert_D911-19_HU33.npy tested. Av. Prec: 0.6163864522304068 2021-12-10 12:58:54 | INFO : ### Dataset Schubert_Winterreise tested. Individual results: ################################ 2021-12-10 12:58:54 | INFO : Mean precision: 0.756356853406703 2021-12-10 12:58:54 | INFO : Mean recall: 0.7798212612201734 2021-12-10 12:58:54 | INFO : Mean f_measure: 0.7658343730334919 2021-12-10 12:58:54 | INFO : Mean cosine_sim: 0.7986456277502629 2021-12-10 12:58:54 | INFO : Mean binary_crossentropy: 0.09240250222259064 2021-12-10 12:58:54 | INFO : Mean euclidean_distance: 1.018747184367364 2021-12-10 12:58:54 | INFO : Mean binary_accuracy: 0.9754004393025022 2021-12-10 12:58:54 | INFO : Mean soft_accuracy: 0.967573503645761 2021-12-10 12:58:54 | INFO : Mean accum_energy: 0.6529258898690452 2021-12-10 12:58:54 | INFO : Mean roc_auc_measure: 0.9843431029389487 2021-12-10 12:58:54 | INFO : Mean average_precision_score: 0.8151967982847186 2021-12-10 12:58:54 | INFO : Mean Precision: 0.756356853406703 2021-12-10 12:58:54 | INFO : Mean Recall: 0.7798212612201734 2021-12-10 12:58:54 | INFO : Mean Accuracy: 0.6244250333935147 2021-12-10 12:58:54 | INFO : Mean Substitution Error: 0.09283843594796871 2021-12-10 12:58:54 | INFO : Mean Miss Error: 0.127340302831858 2021-12-10 12:58:54 | INFO : Mean False Alarm Error: 0.16330459855306098 2021-12-10 12:58:54 | INFO : Mean Total Error: 0.38348333733288764 2021-12-10 12:58:54 | INFO : Mean Chroma Precision: 0.7849588046656532 2021-12-10 12:58:54 | INFO : Mean Chroma Recall: 0.8094232418177657 2021-12-10 12:58:54 | INFO : Mean Chroma Accuracy: 0.6624163048357851 2021-12-10 12:58:54 | INFO : Mean Chroma Substitution Error: 0.06323645535037618 2021-12-10 12:58:54 | INFO : Mean Chroma Miss Error: 0.127340302831858 2021-12-10 12:58:54 | INFO : Mean Chroma False Alarm Error: 0.16330459855306098 2021-12-10 12:58:54 | INFO : Mean Chroma Total Error: 0.35388135673529525 2021-12-10 12:58:54 | INFO : 2021-12-10 12:58:54 | INFO : Framewise precision: 0.7654318115275106 2021-12-10 12:58:54 | INFO : Framewise recall: 0.8052600476502207 2021-12-10 12:58:54 | INFO : Framewise f_measure: 0.7831179124750386 2021-12-10 12:58:54 | INFO : Framewise cosine_sim: 0.8099388798383743 2021-12-10 12:58:54 | INFO : Framewise binary_crossentropy: 0.08646013596750715 2021-12-10 12:58:54 | INFO : Framewise euclidean_distance: 0.9833599521675506 2021-12-10 12:58:54 | INFO : Framewise binary_accuracy: 0.9769204530908024 2021-12-10 12:58:54 | INFO : Framewise soft_accuracy: 0.9695349895703773 2021-12-10 12:58:54 | INFO : Framewise accum_energy: 0.6816791226831633 2021-12-10 12:58:54 | INFO : Framewise roc_auc_measure: 0.986416326425757 2021-12-10 12:58:54 | INFO : Framewise average_precision_score: 0.8329616554568385 2021-12-10 12:58:54 | INFO : Framewise Precision: 0.7654318115275106 2021-12-10 12:58:54 | INFO : Framewise Recall: 0.8052600476502207 2021-12-10 12:58:54 | INFO : Framewise Accuracy: 0.6471983605967426 2021-12-10 12:58:54 | INFO : Framewise Substitution Error: 0.08235657174026569 2021-12-10 12:58:54 | INFO : Framewise Miss Error: 0.11238338060951344 2021-12-10 12:58:54 | INFO : Framewise False Alarm Error: 0.1699332664090437 2021-12-10 12:58:54 | INFO : Framewise Total Error: 0.36467321875882286 2021-12-10 12:58:54 | INFO : Framewise Chroma Precision: 0.7895584576883836 2021-12-10 12:58:54 | INFO : Framewise Chroma Recall: 0.830917672029033 2021-12-10 12:58:54 | INFO : Framewise Chroma Accuracy: 0.6807508651050254 2021-12-10 12:58:54 | INFO : Framewise Chroma Substitution Error: 0.056698947361453415 2021-12-10 12:58:54 | INFO : Framewise Chroma Miss Error: 0.11238338060951344 2021-12-10 12:58:54 | INFO : Framewise Chroma False Alarm Error: 0.1699332664090437 2021-12-10 12:58:54 | INFO : Framewise Chroma Total Error: 0.3390155943800105 2021-12-10 12:58:57 | INFO : file 09-Jesus.npy tested. Av. Prec: 0.9748422854246562 2021-12-10 12:59:01 | INFO : file 07-HerrGott.npy tested. Av. Prec: 0.9717466609645002 2021-12-10 12:59:06 | INFO : file 10-NunBitten.npy tested. Av. Prec: 0.9700153906769697 2021-12-10 12:59:09 | INFO : file 08-FuerDeinenThron.npy tested. Av. Prec: 0.9829961901959495 2021-12-10 12:59:09 | INFO : ### Dataset Bach10 tested. Individual results: ################################ 2021-12-10 12:59:09 | INFO : Mean precision: 0.9108538787712758 2021-12-10 12:59:09 | INFO : Mean recall: 0.935601637298568 2021-12-10 12:59:09 | INFO : Mean f_measure: 0.9230212646435948 2021-12-10 12:59:09 | INFO : Mean cosine_sim: 0.870727670097674 2021-12-10 12:59:09 | INFO : Mean binary_crossentropy: 0.03169365819435213 2021-12-10 12:59:09 | INFO : Mean euclidean_distance: 0.5350339315265187 2021-12-10 12:59:09 | INFO : Mean binary_accuracy: 0.9926016794292398 2021-12-10 12:59:09 | INFO : Mean soft_accuracy: 0.9842739751911869 2021-12-10 12:59:09 | INFO : Mean accum_energy: 0.7369011395044025 2021-12-10 12:59:09 | INFO : Mean roc_auc_measure: 0.9987302462080332 2021-12-10 12:59:09 | INFO : Mean average_precision_score: 0.974900131815519 2021-12-10 12:59:09 | INFO : Mean Precision: 0.9108538787712758 2021-12-10 12:59:09 | INFO : Mean Recall: 0.935601637298568 2021-12-10 12:59:09 | INFO : Mean Accuracy: 0.8570954319652766 2021-12-10 12:59:09 | INFO : Mean Substitution Error: 0.01984885115993483 2021-12-10 12:59:09 | INFO : Mean Miss Error: 0.04454951154149721 2021-12-10 12:59:09 | INFO : Mean False Alarm Error: 0.07180826186374406 2021-12-10 12:59:09 | INFO : Mean Total Error: 0.1362066245651761 2021-12-10 12:59:09 | INFO : Mean Chroma Precision: 0.9138052893917459 2021-12-10 12:59:09 | INFO : Mean Chroma Recall: 0.9386421602042069 2021-12-10 12:59:09 | INFO : Mean Chroma Accuracy: 0.8623258667622068 2021-12-10 12:59:09 | INFO : Mean Chroma Substitution Error: 0.01680832825429591 2021-12-10 12:59:09 | INFO : Mean Chroma Miss Error: 0.04454951154149721 2021-12-10 12:59:09 | INFO : Mean Chroma False Alarm Error: 0.07180826186374406 2021-12-10 12:59:09 | INFO : Mean Chroma Total Error: 0.13316610165953716 2021-12-10 12:59:09 | INFO : 2021-12-10 12:59:09 | INFO : Framewise precision: 0.9103255672973354 2021-12-10 12:59:09 | INFO : Framewise recall: 0.936092384628837 2021-12-10 12:59:09 | INFO : Framewise f_measure: 0.9229870577195286 2021-12-10 12:59:09 | INFO : Framewise cosine_sim: 0.8706672512155698 2021-12-10 12:59:09 | INFO : Framewise binary_crossentropy: 0.03164830206423976 2021-12-10 12:59:09 | INFO : Framewise euclidean_distance: 0.534875599891299 2021-12-10 12:59:09 | INFO : Framewise binary_accuracy: 0.9925971322399267 2021-12-10 12:59:09 | INFO : Framewise soft_accuracy: 0.9842985475841814 2021-12-10 12:59:09 | INFO : Framewise accum_energy: 0.7377238457504425 2021-12-10 12:59:09 | INFO : Framewise roc_auc_measure: 0.9987327477368609 2021-12-10 12:59:09 | INFO : Framewise average_precision_score: 0.9747647338708775 2021-12-10 12:59:09 | INFO : Framewise Precision: 0.9103255672973354 2021-12-10 12:59:09 | INFO : Framewise Recall: 0.936092384628837 2021-12-10 12:59:09 | INFO : Framewise Accuracy: 0.8570369629948701 2021-12-10 12:59:09 | INFO : Framewise Substitution Error: 0.019909980736073734 2021-12-10 12:59:09 | INFO : Framewise Miss Error: 0.04399763463508912 2021-12-10 12:59:09 | INFO : Framewise False Alarm Error: 0.07239879627473357 2021-12-10 12:59:09 | INFO : Framewise Total Error: 0.1363064116458964 2021-12-10 12:59:09 | INFO : Framewise Chroma Precision: 0.9133219788275361 2021-12-10 12:59:09 | INFO : Framewise Chroma Recall: 0.9391811432435204 2021-12-10 12:59:09 | INFO : Framewise Chroma Accuracy: 0.8623475287462092 2021-12-10 12:59:09 | INFO : Framewise Chroma Substitution Error: 0.01682122212139032 2021-12-10 12:59:09 | INFO : Framewise Chroma Miss Error: 0.04399763463508912 2021-12-10 12:59:09 | INFO : Framewise Chroma False Alarm Error: 0.07239879627473357 2021-12-10 12:59:09 | INFO : Framewise Chroma Total Error: 0.133217653031213 2021-12-10 12:59:20 | INFO : file bruckner.npy tested. Av. Prec: 0.8364186616407959 2021-12-10 12:59:39 | INFO : file mozart.npy tested. Av. Prec: 0.8567023273984391 2021-12-10 12:59:39 | INFO : ### Dataset PHENICX-Anechoic tested. Individual results: ################################ 2021-12-10 12:59:39 | INFO : Mean precision: 0.8598900944651912 2021-12-10 12:59:39 | INFO : Mean recall: 0.689848757789007 2021-12-10 12:59:39 | INFO : Mean f_measure: 0.7621498827178842 2021-12-10 12:59:39 | INFO : Mean cosine_sim: 0.8199827955393287 2021-12-10 12:59:39 | INFO : Mean binary_crossentropy: 0.13639560872985487 2021-12-10 12:59:39 | INFO : Mean euclidean_distance: 1.3154996481903094 2021-12-10 12:59:39 | INFO : Mean binary_accuracy: 0.9652106196840895 2021-12-10 12:59:39 | INFO : Mean soft_accuracy: 0.9487061845674345 2021-12-10 12:59:39 | INFO : Mean accum_energy: 0.5603843332946066 2021-12-10 12:59:39 | INFO : Mean roc_auc_measure: 0.9838130741333642 2021-12-10 12:59:39 | INFO : Mean average_precision_score: 0.8465604945196175 2021-12-10 12:59:39 | INFO : Mean Precision: 0.8598900944651912 2021-12-10 12:59:39 | INFO : Mean Recall: 0.689848757789007 2021-12-10 12:59:39 | INFO : Mean Accuracy: 0.616634143848877 2021-12-10 12:59:39 | INFO : Mean Substitution Error: 0.06944793904420525 2021-12-10 12:59:39 | INFO : Mean Miss Error: 0.24070330316678773 2021-12-10 12:59:39 | INFO : Mean False Alarm Error: 0.04678548272448739 2021-12-10 12:59:39 | INFO : Mean Total Error: 0.3569367249354804 2021-12-10 12:59:39 | INFO : Mean Chroma Precision: 0.8913163237038824 2021-12-10 12:59:39 | INFO : Mean Chroma Recall: 0.7148345569221708 2021-12-10 12:59:39 | INFO : Mean Chroma Accuracy: 0.6536513690104989 2021-12-10 12:59:39 | INFO : Mean Chroma Substitution Error: 0.044462139911041434 2021-12-10 12:59:39 | INFO : Mean Chroma Miss Error: 0.24070330316678773 2021-12-10 12:59:39 | INFO : Mean Chroma False Alarm Error: 0.04678548272448739 2021-12-10 12:59:39 | INFO : Mean Chroma Total Error: 0.33195092580231655 2021-12-10 12:59:39 | INFO : 2021-12-10 12:59:39 | INFO : Framewise precision: 0.8462370329266461 2021-12-10 12:59:39 | INFO : Framewise recall: 0.720069571614582 2021-12-10 12:59:39 | INFO : Framewise f_measure: 0.7753836939071194 2021-12-10 12:59:39 | INFO : Framewise cosine_sim: 0.8259357342496728 2021-12-10 12:59:39 | INFO : Framewise binary_crossentropy: 0.11533793046772632 2021-12-10 12:59:39 | INFO : Framewise euclidean_distance: 1.2049410659166673 2021-12-10 12:59:39 | INFO : Framewise binary_accuracy: 0.9700439352878377 2021-12-10 12:59:39 | INFO : Framewise soft_accuracy: 0.95482190911689 2021-12-10 12:59:39 | INFO : Framewise accum_energy: 0.5840798696637983 2021-12-10 12:59:39 | INFO : Framewise roc_auc_measure: 0.9865660844926961 2021-12-10 12:59:39 | INFO : Framewise average_precision_score: 0.8510819679804491 2021-12-10 12:59:39 | INFO : Framewise Precision: 0.8462370329266461 2021-12-10 12:59:39 | INFO : Framewise Recall: 0.720069571614582 2021-12-10 12:59:39 | INFO : Framewise Accuracy: 0.6339175214751934 2021-12-10 12:59:39 | INFO : Framewise Substitution Error: 0.07162543550153294 2021-12-10 12:59:39 | INFO : Framewise Miss Error: 0.20830499288388513 2021-12-10 12:59:39 | INFO : Framewise False Alarm Error: 0.062330861633447664 2021-12-10 12:59:39 | INFO : Framewise Total Error: 0.3422612900188657 2021-12-10 12:59:39 | INFO : Framewise Chroma Precision: 0.8762275132508297 2021-12-10 12:59:39 | INFO : Framewise Chroma Recall: 0.745404728500534 2021-12-10 12:59:39 | INFO : Framewise Chroma Accuracy: 0.6712586907651767 2021-12-10 12:59:39 | INFO : Framewise Chroma Substitution Error: 0.04629027861558088 2021-12-10 12:59:39 | INFO : Framewise Chroma Miss Error: 0.20830499288388513 2021-12-10 12:59:39 | INFO : Framewise Chroma False Alarm Error: 0.062330861633447664 2021-12-10 12:59:39 | INFO : Framewise Chroma Total Error: 0.3169261331329137 2021-12-10 12:59:55 | INFO : file CSD_Bruckner_LocusIste_nosop.npy tested. Av. Prec: 0.893786104159554 2021-12-10 13:00:11 | INFO : file CSD_Bruckner_LocusIste_nobas.npy tested. Av. Prec: 0.9183485237029362 2021-12-10 13:00:27 | INFO : file CSD_Bruckner_LocusIste.npy tested. Av. Prec: 0.8826685884727163 2021-12-10 13:00:42 | INFO : file CSD_Bruckner_LocusIste_noten.npy tested. Av. Prec: 0.9045512307763827 2021-12-10 13:00:59 | INFO : file CSD_Bruckner_LocusIste_noalt.npy tested. Av. Prec: 0.8594957198391502 2021-12-10 13:00:59 | INFO : ### Dataset ChoralSingingDataset tested. Individual results: ################################ 2021-12-10 13:00:59 | INFO : Mean precision: 0.8486131618994757 2021-12-10 13:00:59 | INFO : Mean recall: 0.7799894976993768 2021-12-10 13:00:59 | INFO : Mean f_measure: 0.8126233988948931 2021-12-10 13:00:59 | INFO : Mean cosine_sim: 0.8063670219183534 2021-12-10 13:00:59 | INFO : Mean binary_crossentropy: 0.046163298099970454 2021-12-10 13:00:59 | INFO : Mean euclidean_distance: 0.6834291803936339 2021-12-10 13:00:59 | INFO : Mean binary_accuracy: 0.988232635765365 2021-12-10 13:00:59 | INFO : Mean soft_accuracy: 0.9802973395409149 2021-12-10 13:00:59 | INFO : Mean accum_energy: 0.5381904167470304 2021-12-10 13:00:59 | INFO : Mean roc_auc_measure: 0.9945984264517908 2021-12-10 13:00:59 | INFO : Mean average_precision_score: 0.8917700333901479 2021-12-10 13:00:59 | INFO : Mean Precision: 0.8486131618994757 2021-12-10 13:00:59 | INFO : Mean Recall: 0.7799894976993768 2021-12-10 13:00:59 | INFO : Mean Accuracy: 0.6852348058625175 2021-12-10 13:00:59 | INFO : Mean Substitution Error: 0.08032619522345011 2021-12-10 13:00:59 | INFO : Mean Miss Error: 0.1396843070771731 2021-12-10 13:00:59 | INFO : Mean False Alarm Error: 0.058533204055758736 2021-12-10 13:00:59 | INFO : Mean Total Error: 0.2785437063563819 2021-12-10 13:00:59 | INFO : Mean Chroma Precision: 0.8509351305685431 2021-12-10 13:00:59 | INFO : Mean Chroma Recall: 0.7821297055928766 2021-12-10 13:00:59 | INFO : Mean Chroma Accuracy: 0.6883714778896957 2021-12-10 13:00:59 | INFO : Mean Chroma Substitution Error: 0.07818598732995019 2021-12-10 13:00:59 | INFO : Mean Chroma Miss Error: 0.1396843070771731 2021-12-10 13:00:59 | INFO : Mean Chroma False Alarm Error: 0.058533204055758736 2021-12-10 13:00:59 | INFO : Mean Chroma Total Error: 0.276403498462882 2021-12-10 13:00:59 | INFO : 2021-12-10 13:00:59 | INFO : Framewise precision: 0.8486364618657701 2021-12-10 13:00:59 | INFO : Framewise recall: 0.7800490360481047 2021-12-10 13:00:59 | INFO : Framewise f_measure: 0.812666524080619 2021-12-10 13:00:59 | INFO : Framewise cosine_sim: 0.8063768962861037 2021-12-10 13:00:59 | INFO : Framewise binary_crossentropy: 0.046157196062135294 2021-12-10 13:00:59 | INFO : Framewise euclidean_distance: 0.6833849514135755 2021-12-10 13:00:59 | INFO : Framewise binary_accuracy: 0.988234120354902 2021-12-10 13:00:59 | INFO : Framewise soft_accuracy: 0.980298437689863 2021-12-10 13:00:59 | INFO : Framewise accum_energy: 0.5382008109175557 2021-12-10 13:00:59 | INFO : Framewise roc_auc_measure: 0.9946004007957373 2021-12-10 13:00:59 | INFO : Framewise average_precision_score: 0.8918108557522832 2021-12-10 13:00:59 | INFO : Framewise Precision: 0.8486364618657701 2021-12-10 13:00:59 | INFO : Framewise Recall: 0.7800490360481047 2021-12-10 13:00:59 | INFO : Framewise Accuracy: 0.6852953488323463 2021-12-10 13:00:59 | INFO : Framewise Substitution Error: 0.08030043491233922 2021-12-10 13:00:59 | INFO : Framewise Miss Error: 0.13965052903955602 2021-12-10 13:00:59 | INFO : Framewise False Alarm Error: 0.05854498512844945 2021-12-10 13:00:59 | INFO : Framewise Total Error: 0.2784959490803447 2021-12-10 13:00:59 | INFO : Framewise Chroma Precision: 0.8509569072738026 2021-12-10 13:00:59 | INFO : Framewise Chroma Recall: 0.7821880133843727 2021-12-10 13:00:59 | INFO : Framewise Chroma Accuracy: 0.6884303662763713 2021-12-10 13:00:59 | INFO : Framewise Chroma Substitution Error: 0.07816145757607132 2021-12-10 13:00:59 | INFO : Framewise Chroma Miss Error: 0.13965052903955602 2021-12-10 13:00:59 | INFO : Framewise Chroma False Alarm Error: 0.05854498512844945 2021-12-10 13:00:59 | INFO : Framewise Chroma Total Error: 0.2763569717440768 2021-12-10 13:01:04 | INFO : file brahms.npy tested. Av. Prec: 0.8805372047976774 2021-12-10 13:01:09 | INFO : file schubert.npy tested. Av. Prec: 0.9204550531022206 2021-12-10 13:01:14 | INFO : file mozart.npy tested. Av. Prec: 0.9343900423376741 2021-12-10 13:01:17 | INFO : file lussier.npy tested. Av. Prec: 0.841762512891828 2021-12-10 13:01:21 | INFO : file take_five.npy tested. Av. Prec: 0.8737290484676439 2021-12-10 13:01:21 | INFO : ### Dataset TRIOS tested. Individual results: ################################ 2021-12-10 13:01:21 | INFO : Mean precision: 0.8906852977355157 2021-12-10 13:01:21 | INFO : Mean recall: 0.7003773014841606 2021-12-10 13:01:21 | INFO : Mean f_measure: 0.7814773998393602 2021-12-10 13:01:21 | INFO : Mean cosine_sim: 0.8101289501526253 2021-12-10 13:01:21 | INFO : Mean binary_crossentropy: 0.0966257271092387 2021-12-10 13:01:21 | INFO : Mean euclidean_distance: 1.0378056382444865 2021-12-10 13:01:21 | INFO : Mean binary_accuracy: 0.9761376991661006 2021-12-10 13:01:21 | INFO : Mean soft_accuracy: 0.9645509010248274 2021-12-10 13:01:21 | INFO : Mean accum_energy: 0.5607431743883978 2021-12-10 13:01:21 | INFO : Mean roc_auc_measure: 0.9874398891145191 2021-12-10 13:01:21 | INFO : Mean average_precision_score: 0.8901747723194088 2021-12-10 13:01:21 | INFO : Mean Precision: 0.8906852977355157 2021-12-10 13:01:21 | INFO : Mean Recall: 0.7003773014841606 2021-12-10 13:01:21 | INFO : Mean Accuracy: 0.6445371890103302 2021-12-10 13:01:21 | INFO : Mean Substitution Error: 0.04047497713521815 2021-12-10 13:01:21 | INFO : Mean Miss Error: 0.2591477213806212 2021-12-10 13:01:21 | INFO : Mean False Alarm Error: 0.04602995460646223 2021-12-10 13:01:21 | INFO : Mean Total Error: 0.3456526531223016 2021-12-10 13:01:21 | INFO : Mean Chroma Precision: 0.9067993899810951 2021-12-10 13:01:21 | INFO : Mean Chroma Recall: 0.7128296428570505 2021-12-10 13:01:21 | INFO : Mean Chroma Accuracy: 0.6636273024357291 2021-12-10 13:01:21 | INFO : Mean Chroma Substitution Error: 0.02802263576232829 2021-12-10 13:01:21 | INFO : Mean Chroma Miss Error: 0.2591477213806212 2021-12-10 13:01:21 | INFO : Mean Chroma False Alarm Error: 0.04602995460646223 2021-12-10 13:01:21 | INFO : Mean Chroma Total Error: 0.3332003117494118 2021-12-10 13:01:21 | INFO : 2021-12-10 13:01:21 | INFO : Framewise precision: 0.8913090076675533 2021-12-10 13:01:21 | INFO : Framewise recall: 0.7121110276032955 2021-12-10 13:01:21 | INFO : Framewise f_measure: 0.7896411823055592 2021-12-10 13:01:21 | INFO : Framewise cosine_sim: 0.815345065594337 2021-12-10 13:01:21 | INFO : Framewise binary_crossentropy: 0.09223446056656187 2021-12-10 13:01:21 | INFO : Framewise euclidean_distance: 1.020342239921324 2021-12-10 13:01:21 | INFO : Framewise binary_accuracy: 0.9770638487388151 2021-12-10 13:01:21 | INFO : Framewise soft_accuracy: 0.9654946748177579 2021-12-10 13:01:21 | INFO : Framewise accum_energy: 0.5685269052132628 2021-12-10 13:01:21 | INFO : Framewise roc_auc_measure: 0.9887837706241059 2021-12-10 13:01:21 | INFO : Framewise average_precision_score: 0.8958650361604354 2021-12-10 13:01:21 | INFO : Framewise Precision: 0.8913090076675533 2021-12-10 13:01:21 | INFO : Framewise Recall: 0.7121110276032955 2021-12-10 13:01:21 | INFO : Framewise Accuracy: 0.6550288843413246 2021-12-10 13:01:21 | INFO : Framewise Substitution Error: 0.03858199865276892 2021-12-10 13:01:21 | INFO : Framewise Miss Error: 0.24930697374393554 2021-12-10 13:01:21 | INFO : Framewise False Alarm Error: 0.04887862554253119 2021-12-10 13:01:21 | INFO : Framewise Total Error: 0.33676759793923566 2021-12-10 13:01:21 | INFO : Framewise Chroma Precision: 0.9075423208770612 2021-12-10 13:01:21 | INFO : Framewise Chroma Recall: 0.7248270390023255 2021-12-10 13:01:21 | INFO : Framewise Chroma Accuracy: 0.6746135445407045 2021-12-10 13:01:21 | INFO : Framewise Chroma Substitution Error: 0.025865987253738863 2021-12-10 13:01:21 | INFO : Framewise Chroma Miss Error: 0.24930697374393554 2021-12-10 13:01:21 | INFO : Framewise Chroma False Alarm Error: 0.04887862554253119 2021-12-10 13:01:21 | INFO : Framewise Chroma Total Error: 0.3240515865402056 2021-12-10 13:01:21 | INFO : 2021-12-10 13:01:21 | INFO : 2021-12-10 13:01:21 | INFO : ### Testing done. ################################################ 2021-12-10 13:01:21 | INFO : 2021-12-10 13:01:21 | INFO : # Results for complete test set ######################### 2021-12-10 13:01:21 | INFO : Mean precision: 0.7798925237209654 2021-12-10 13:01:21 | INFO : Mean recall: 0.7762844999252649 2021-12-10 13:01:21 | INFO : Mean f_measure: 0.7732567051987937 2021-12-10 13:01:21 | INFO : Mean cosine_sim: 0.7919380265279959 2021-12-10 13:01:21 | INFO : Mean binary_crossentropy: 0.07895388499663188 2021-12-10 13:01:21 | INFO : Mean euclidean_distance: 0.9207627191232722 2021-12-10 13:01:21 | INFO : Mean binary_accuracy: 0.9791532529373738 2021-12-10 13:01:21 | INFO : Mean soft_accuracy: 0.9702090492954655 2021-12-10 13:01:21 | INFO : Mean accum_energy: 0.613581857466792 2021-12-10 13:01:21 | INFO : Mean roc_auc_measure: 0.9873181725860992 2021-12-10 13:01:21 | INFO : Mean average_precision_score: 0.8301616319169354 2021-12-10 13:01:21 | INFO : Mean Precision: 0.7798925237209654 2021-12-10 13:01:21 | INFO : Mean Recall: 0.7762844999252649 2021-12-10 13:01:21 | INFO : Mean Accuracy: 0.6371116689051816 2021-12-10 13:01:21 | INFO : Mean Substitution Error: 0.08628206589113104 2021-12-10 13:01:21 | INFO : Mean Miss Error: 0.13743343418360374 2021-12-10 13:01:21 | INFO : Mean False Alarm Error: 0.14820073797893618 2021-12-10 13:01:21 | INFO : Mean Total Error: 0.37191623805367113 2021-12-10 13:01:21 | INFO : Mean Chroma Precision: 0.7995595849378108 2021-12-10 13:01:21 | INFO : Mean Chroma Recall: 0.7961803685411776 2021-12-10 13:01:21 | INFO : Mean Chroma Accuracy: 0.6625838983927472 2021-12-10 13:01:21 | INFO : Mean Chroma Substitution Error: 0.06638619727521866 2021-12-10 13:01:21 | INFO : Mean Chroma Miss Error: 0.13743343418360374 2021-12-10 13:01:21 | INFO : Mean Chroma False Alarm Error: 0.14820073797893618 2021-12-10 13:01:21 | INFO : Mean Chroma Total Error: 0.35202036943775855 2021-12-10 13:01:21 | INFO : 2021-12-10 13:01:21 | INFO : Framewise precision: 0.766045399435448 2021-12-10 13:01:21 | INFO : Framewise recall: 0.7819002525825979 2021-12-10 13:01:21 | INFO : Framewise f_measure: 0.7704663579533674 2021-12-10 13:01:21 | INFO : Framewise cosine_sim: 0.790540794960716 2021-12-10 13:01:21 | INFO : Framewise binary_crossentropy: 0.07874736776527003 2021-12-10 13:01:21 | INFO : Framewise euclidean_distance: 0.9285947037537237 2021-12-10 13:01:21 | INFO : Framewise binary_accuracy: 0.9789744458199997 2021-12-10 13:01:21 | INFO : Framewise soft_accuracy: 0.9702618324558395 2021-12-10 13:01:21 | INFO : Framewise accum_energy: 0.6206804202199862 2021-12-10 13:01:21 | INFO : Framewise roc_auc_measure: 0.9870103508895545 2021-12-10 13:01:21 | INFO : Framewise average_precision_score: 0.8237719288292031 2021-12-10 13:01:21 | INFO : Framewise Precision: 0.766045399435448 2021-12-10 13:01:21 | INFO : Framewise Recall: 0.7819002525825979 2021-12-10 13:01:21 | INFO : Framewise Accuracy: 0.6311354665958625 2021-12-10 13:01:21 | INFO : Framewise Substitution Error: 0.0922158917608885 2021-12-10 13:01:21 | INFO : Framewise Miss Error: 0.12588385565651392 2021-12-10 13:01:21 | INFO : Framewise False Alarm Error: 0.15939435485723175 2021-12-10 13:01:21 | INFO : Framewise Total Error: 0.37749410227463426 2021-12-10 13:01:21 | INFO : Framewise Chroma Precision: 0.7858342599235231 2021-12-10 13:01:21 | INFO : Framewise Chroma Recall: 0.8024432951471596 2021-12-10 13:01:21 | INFO : Framewise Chroma Accuracy: 0.6575561736116308 2021-12-10 13:01:21 | INFO : Framewise Chroma Substitution Error: 0.07167284919632667 2021-12-10 13:01:21 | INFO : Framewise Chroma Miss Error: 0.12588385565651392 2021-12-10 13:01:21 | INFO : Framewise Chroma False Alarm Error: 0.15939435485723175 2021-12-10 13:01:21 | INFO : Framewise Chroma Total Error: 0.3569510597100724