2021-11-30 21:31:09 | INFO : Logging experiment exp186b_traintest_musicnet_aligned_pitch_unet_verylarge_blstm_test10files_augall_AdamW
2021-11-30 21:31:09 | INFO : Experiment config: do training = True
2021-11-30 21:31:09 | INFO : Experiment config: do validation = True
2021-11-30 21:31:09 | INFO : Experiment config: do testing = True
2021-11-30 21:31:09 | INFO : Training set parameters: {'context': 75, 'stride': 50, 'compression': 10, 'aug:transpsemitones': 5, 'aug:randomeq': 20, 'aug:noisestd': 0.0001, 'aug:tuning': True}
2021-11-30 21:31:09 | INFO : Validation set parameters: {'context': 75, 'stride': 50, 'compression': 10}
2021-11-30 21:31:09 | INFO : Test set parameters: {'context': 75, 'stride': 1, 'compression': 10}
2021-11-30 21:31:09 | INFO : Training parameters: {'batch_size': 25, 'shuffle': True, 'num_workers': 16}
2021-11-30 21:31:09 | INFO : Trained model saved in /tsi/clusterhome/cweiss/models/exp186b_traintest_musicnet_aligned_pitch_unet_verylarge_blstm_test10files_augall_AdamW.pt
2021-11-30 21:31:09 | INFO : --- Training config: -----------------------------------------
2021-11-30 21:31:09 | INFO : Maximum number of epochs: 100
2021-11-30 21:31:09 | INFO : Criterion (Loss): BCELoss
2021-11-30 21:31:09 | INFO : Optimizer parameters: {'name': 'AdamW', 'initial_lr': 0.001, 'betas': (0.9, 0.999), 'eps': 1e-08, 'weight_decay': 0.01, 'amsgrad': False}
2021-11-30 21:31:09 | 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}
2021-11-30 21:31:09 | INFO : Early stopping parameters: {'use_early_stopping': True, 'mode': 'min', 'min_delta': 1e-05, 'patience': 12, 'percentage': False}
2021-11-30 21:31:09 | INFO : Test parameters: {'batch_size': 50, 'shuffle': False, 'num_workers': 8}
2021-11-30 21:31:09 | INFO : Save filewise results = True, in folder /tsi/clusterhome/cweiss/code/deep_pitch_estimation/experiments/results_filewise/exp186b_traintest_musicnet_aligned_pitch_unet_verylarge_blstm_test10files_augall_AdamW.csv
2021-11-30 21:31:09 | INFO : Save model predictions = True, in folder /tsi/clusterhome/cweiss/predictions/exp186b_traintest_musicnet_aligned_pitch_unet_verylarge_blstm_test10files_augall_AdamW
2021-11-30 21:31:09 | INFO : CUDA use_cuda: True
2021-11-30 21:31:09 | INFO : CUDA device: cuda:0
2021-11-30 21:31:12 | INFO : --- Model config: --------------------------------------------
2021-11-30 21:31:12 | INFO : Model: u_net_blstm_varlayers
2021-11-30 21:31:12 | INFO : Model parameters: {'n_chan_input': 6, 'n_chan_layers': [64, 30, 20, 10], 'n_ch_out': 2, 'n_bins_in': 216, 'n_bins_out': 72, 'a_lrelu': 0.3, 'p_dropout': 0.2, 'scalefac': 16, 'embed_dim': 416, 'hidden_size': 208, 'lstm_depth': 1, 'lstm_number': 1}
2021-11-30 21:31:12 | INFO :
==========================================================================================
Layer (type:depth-idx) Output Shape Param #
==========================================================================================
├─LayerNorm: 1-1 [1, 174, 6, 216] 2,592
├─double_conv: 1-2 [1, 4, 174, 216] --
| └─Sequential: 2-1 [1, 4, 174, 216] --
| | └─Conv2d: 3-1 [1, 4, 174, 216] 5,404
| | └─BatchNorm2d: 3-2 [1, 4, 174, 216] 8
| | └─ReLU: 3-3 [1, 4, 174, 216] --
| | └─Dropout: 3-4 [1, 4, 174, 216] --
| | └─Conv2d: 3-5 [1, 4, 174, 216] 3,604
| | └─BatchNorm2d: 3-6 [1, 4, 174, 216] 8
| | └─ReLU: 3-7 [1, 4, 174, 216] --
| | └─Dropout: 3-8 [1, 4, 174, 216] --
├─Sequential: 1-3 [1, 8, 87, 108] --
| └─MaxPool2d: 2-2 [1, 4, 87, 108] --
| └─double_conv: 2-3 [1, 8, 87, 108] --
| | └─Sequential: 3-9 [1, 8, 87, 108] 21,648
├─Sequential: 1-4 [1, 16, 43, 54] --
| └─MaxPool2d: 2-4 [1, 8, 43, 54] --
| └─double_conv: 2-5 [1, 16, 43, 54] --
| | └─Sequential: 3-10 [1, 16, 43, 54] 31,200
├─Sequential: 1-5 [1, 32, 21, 27] --
| └─MaxPool2d: 2-6 [1, 16, 21, 27] --
| └─double_conv: 2-7 [1, 32, 21, 27] --
| | └─Sequential: 3-11 [1, 32, 21, 27] 38,592
├─Sequential: 1-6 [1, 32, 10, 13] --
| └─MaxPool2d: 2-8 [1, 32, 10, 13] --
| └─double_conv: 2-9 [1, 32, 10, 13] --
| | └─Sequential: 3-12 [1, 32, 10, 13] 18,624
├─blstm_temporal_enc_layer: 1-7 [1, 32, 10, 13] --
| └─Flatten: 2-10 [1, 416, 10] --
| └─LSTM: 2-11 [1, 10, 416] 1,041,664
├─unet_up_concat_padding: 1-8 [1, 64, 21, 27] --
| └─Upsample: 2-12 [1, 32, 20, 26] --
├─double_conv: 1-9 [1, 16, 21, 27] --
| └─Sequential: 2-13 [1, 16, 21, 27] --
| | └─Conv2d: 3-13 [1, 32, 21, 27] 18,464
| | └─BatchNorm2d: 3-14 [1, 32, 21, 27] 64
| | └─ReLU: 3-15 [1, 32, 21, 27] --
| | └─Dropout: 3-16 [1, 32, 21, 27] --
| | └─Conv2d: 3-17 [1, 16, 21, 27] 4,624
| | └─BatchNorm2d: 3-18 [1, 16, 21, 27] 32
| | └─ReLU: 3-19 [1, 16, 21, 27] --
| | └─Dropout: 3-20 [1, 16, 21, 27] --
├─unet_up_concat_padding: 1-10 [1, 32, 43, 54] --
| └─Upsample: 2-14 [1, 16, 42, 54] --
├─double_conv: 1-11 [1, 8, 43, 54] --
| └─Sequential: 2-15 [1, 8, 43, 54] --
| | └─Conv2d: 3-21 [1, 16, 43, 54] 12,816
| | └─BatchNorm2d: 3-22 [1, 16, 43, 54] 32
| | └─ReLU: 3-23 [1, 16, 43, 54] --
| | └─Dropout: 3-24 [1, 16, 43, 54] --
| | └─Conv2d: 3-25 [1, 8, 43, 54] 3,208
| | └─BatchNorm2d: 3-26 [1, 8, 43, 54] 16
| | └─ReLU: 3-27 [1, 8, 43, 54] --
| | └─Dropout: 3-28 [1, 8, 43, 54] --
├─unet_up_concat_padding: 1-12 [1, 16, 87, 108] --
| └─Upsample: 2-16 [1, 8, 86, 108] --
├─double_conv: 1-13 [1, 4, 87, 108] --
| └─Sequential: 2-17 [1, 4, 87, 108] --
| | └─Conv2d: 3-29 [1, 8, 87, 108] 10,376
| | └─BatchNorm2d: 3-30 [1, 8, 87, 108] 16
| | └─ReLU: 3-31 [1, 8, 87, 108] --
| | └─Dropout: 3-32 [1, 8, 87, 108] --
| | └─Conv2d: 3-33 [1, 4, 87, 108] 2,596
| | └─BatchNorm2d: 3-34 [1, 4, 87, 108] 8
| | └─ReLU: 3-35 [1, 4, 87, 108] --
| | └─Dropout: 3-36 [1, 4, 87, 108] --
├─unet_up_concat_padding: 1-14 [1, 8, 174, 216] --
| └─Upsample: 2-18 [1, 4, 174, 216] --
├─double_conv: 1-15 [1, 64, 174, 216] --
| └─Sequential: 2-19 [1, 64, 174, 216] --
| | └─Conv2d: 3-37 [1, 4, 174, 216] 7,204
| | └─BatchNorm2d: 3-38 [1, 4, 174, 216] 8
| | └─ReLU: 3-39 [1, 4, 174, 216] --
| | └─Dropout: 3-40 [1, 4, 174, 216] --
| | └─Conv2d: 3-41 [1, 64, 174, 216] 57,664
| | └─BatchNorm2d: 3-42 [1, 64, 174, 216] 128
| | └─ReLU: 3-43 [1, 64, 174, 216] --
| | └─Dropout: 3-44 [1, 64, 174, 216] --
├─Sequential: 1-16 [1, 30, 174, 72] --
| └─Conv2d: 2-20 [1, 30, 174, 72] 17,310
| └─LeakyReLU: 2-21 [1, 30, 174, 72] --
| └─MaxPool2d: 2-22 [1, 30, 174, 72] --
| └─Dropout: 2-23 [1, 30, 174, 72] --
├─Sequential: 1-17 [1, 20, 100, 72] --
| └─Conv2d: 2-24 [1, 20, 100, 72] 45,020
| └─LeakyReLU: 2-25 [1, 20, 100, 72] --
| └─Dropout: 2-26 [1, 20, 100, 72] --
├─Sequential: 1-18 [1, 1, 100, 72] --
| └─Conv2d: 2-27 [1, 10, 100, 72] 210
| └─LeakyReLU: 2-28 [1, 10, 100, 72] --
| └─Dropout: 2-29 [1, 10, 100, 72] --
| └─Conv2d: 2-30 [1, 1, 100, 72] 11
| └─Sigmoid: 2-31 [1, 1, 100, 72] --
==========================================================================================
Total params: 1,343,151
Trainable params: 1,343,151
Non-trainable params: 0
Total mult-adds (G): 3.79
==========================================================================================
Input size (MB): 0.90
Forward/backward pass size (MB): 59.77
Params size (MB): 5.37
Estimated Total Size (MB): 66.05
==========================================================================================
2021-11-30 21:31:14 | INFO : - file 2530_Beethoven_OP111_PianoSonata.npy added to training set.
2021-11-30 21:31:16 | INFO : - file 1822_Mozart_K421_StringQuartet.npy added to training set.
2021-11-30 21:31:18 | INFO : - file 1752_Schubert_D845_PianoSonata.npy added to training set.
2021-11-30 21:31:19 | INFO : - file 2297_Bach_BWV1010_CelloSuite.npy added to training set.
2021-11-30 21:31:20 | INFO : - file 2240_Bach_BWV862_WTKI.npy added to training set.
2021-11-30 21:31:21 | INFO : - file 2463_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-11-30 21:31:22 | INFO : - file 2550_Beethoven_OP78_PianoSonata.npy added to training set.
2021-11-30 21:31:23 | INFO : - file 2566_Beethoven_OP22_PianoSonata.npy added to training set.
2021-11-30 21:31:25 | INFO : - file 2492_Beethoven_OP7_PianoSonata.npy added to training set.
2021-11-30 21:31:27 | INFO : - file 2359_Beethoven_OP28_PianoSonata.npy added to training set.
2021-11-30 21:31:29 | INFO : - file 2138_Brahms_OP51NO1_StringQuartet.npy added to training set.
2021-11-30 21:31:31 | INFO : - file 1811_Mozart_K581_ClarinetQuintet.npy added to validation set.
2021-11-30 21:31:33 | INFO : - file 2127_Brahms_OP11_SerenadeNo.npy added to training set.
2021-11-30 21:31:37 | INFO : - file 2531_Beethoven_OP111_PianoSonata.npy added to training set.
2021-11-30 21:31:39 | INFO : - file 2116_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-11-30 21:31:40 | INFO : - file 2284_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-11-30 21:31:41 | INFO : - file 2379_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-11-30 21:31:41 | INFO : - file 2237_Bach_BWV868_WTKI.npy added to training set.
2021-11-30 21:31:44 | INFO : - file 2313_Beethoven_OP132_StringQuartet.npy added to training set.
2021-11-30 21:31:45 | INFO : - file 1755_Schubert_D784_PianoSonata.npy added to validation set.
2021-11-30 21:31:45 | INFO : - file 2405_Beethoven_OP110_PianoSonata.npy added to training set.
2021-11-30 21:31:46 | INFO : - file 2307_Bach_BWV863_WTKI.npy added to training set.
2021-11-30 21:31:50 | INFO : - file 2533_Beethoven_OP111_PianoSonata.npy added to training set.
2021-11-30 21:31:51 | INFO : - file 2200_Bach_BWV861_WTKI.npy added to training set.
2021-11-30 21:31:52 | INFO : - file 2567_Beethoven_OP90_PianoSonata.npy added to training set.
2021-11-30 21:31:54 | INFO : - file 2481_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-11-30 21:31:56 | INFO : - file 2334_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-11-30 21:31:56 | INFO : - file 2208_Bach_BWV855_WTKI.npy added to training set.
2021-11-30 21:31:58 | INFO : - file 1766_Schubert_OP142_4Impromptus.npy added to validation set.
2021-11-30 21:32:00 | INFO : - file 2169_Faure_OP45_PianoQuartet.npy added to training set.
2021-11-30 21:32:04 | INFO : - file 2148_Brahms_OP25_PianoQuartet.npy added to training set.
2021-11-30 21:32:05 | INFO : - file 2501_Beethoven_OP12NO3_ViolinSonata.npy added to training set.
2021-11-30 21:32:08 | INFO : - file 2614_Beethoven_OP10NO3_PianoSonata.npy added to training set.
2021-11-30 21:32:11 | INFO : - file 2557_Beethoven_OP109_PianoSonata.npy added to training set.
2021-11-30 21:32:12 | INFO : - file 2373_Beethoven_OP49NO1_PianoSonata.npy added to training set.
2021-11-30 21:32:15 | INFO : - file 1733_Schubert_D959_PianoSonata.npy added to validation set.
2021-11-30 21:32:16 | INFO : - file 2079_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-11-30 21:32:17 | INFO : - file 1835_Mozart_K590_StringQuartet.npy added to training set.
2021-11-30 21:32:18 | INFO : - file 1873_Mozart_K502_PianoTrio.npy added to training set.
2021-11-30 21:32:19 | INFO : - file 2424_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-11-30 21:32:20 | INFO : - file 2209_Bach_BWV849_WTKI.npy added to training set.
2021-11-30 21:32:21 | INFO : - file 2410_Beethoven_OP27NO1_PianoSonata.npy added to training set.
2021-11-30 21:32:23 | INFO : - file 2296_Bach_BWV1010_CelloSuite.npy added to training set.
2021-11-30 21:32:24 | INFO : - file 1817_Mozart_K375_Serenadein.npy added to training set.
2021-11-30 21:32:25 | INFO : - file 2472_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-11-30 21:32:26 | INFO : - file 2383_Beethoven_OP130_StringQuartet.npy added to training set.
2021-11-30 21:32:28 | INFO : - file 2462_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-11-30 21:32:30 | INFO : - file 2575_Beethoven_OP13_PianoSonata.npy added to training set.
2021-11-30 21:32:30 | INFO : - file 2320_Beethoven_OP38_Trioin.npy added to training set.
2021-11-30 21:32:31 | INFO : - file 2207_Bach_BWV855_WTKI.npy added to training set.
2021-11-30 21:32:33 | INFO : - file 2476_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-11-30 21:32:34 | INFO : - file 2371_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-11-30 21:32:36 | INFO : - file 2147_Brahms_OP36_StringSextet.npy added to training set.
2021-11-30 21:32:36 | INFO : - file 2215_Bach_BWV846_WTKI.npy added to training set.
2021-11-30 21:32:39 | INFO : - file 1777_Schubert_D850_PianoSonata.npy added to training set.
2021-11-30 21:32:40 | INFO : - file 2502_Beethoven_OP12NO3_ViolinSonata.npy added to training set.
2021-11-30 21:32:42 | INFO : - file 1922_Dvorak_OP51_StringQuartet.npy added to training set.
2021-11-30 21:32:43 | INFO : - file 1893_Mozart_K564_PianoTrio.npy added to training set.
2021-11-30 21:32:44 | INFO : - file 2186_Bach_BWV1006_ViolinPartita.npy added to training set.
2021-11-30 21:32:46 | INFO : - file 2160_Brahms_OP40_HornTrio.npy added to training set.
2021-11-30 21:32:48 | INFO : - file 2509_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-11-30 21:32:50 | INFO : - file 2505_Beethoven_OP103_Octetin.npy added to training set.
2021-11-30 21:32:51 | INFO : - file 2506_Beethoven_OP103_Octetin.npy added to training set.
2021-11-30 21:32:51 | INFO : - file 2628_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-11-30 21:32:52 | INFO : - file 2218_Bach_BWV1009_CelloSuite.npy added to training set.
2021-11-30 21:32:53 | INFO : - file 2529_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-11-30 21:32:54 | INFO : - file 2374_Beethoven_OP49NO1_PianoSonata.npy added to training set.
2021-11-30 21:32:56 | INFO : - file 2392_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-11-30 21:32:57 | INFO : - file 2231_Bach_BWV866_WTKI.npy added to training set.
2021-11-30 21:32:59 | INFO : - file 1813_Mozart_K581_ClarinetQuintet.npy added to training set.
2021-11-30 21:33:00 | INFO : - file 2196_Bach_BWV848_WTKI.npy added to training set.
2021-11-30 21:33:02 | INFO : - file 2158_Brahms_OP40_HornTrio.npy added to validation set.
2021-11-30 21:33:04 | INFO : - file 1872_Mozart_K502_PianoTrio.npy added to training set.
2021-11-30 21:33:06 | INFO : - file 2621_Beethoven_OP59NO1_StringQuartet.npy added to training set.
2021-11-30 21:33:09 | INFO : - file 2150_Brahms_OP25_PianoQuartet.npy added to training set.
2021-11-30 21:33:09 | INFO : - file 2217_Bach_BWV1009_CelloSuite.npy added to training set.
2021-11-30 21:33:10 | INFO : - file 2243_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-11-30 21:33:12 | INFO : - file 2433_Beethoven_OP135_StringQuartet.npy added to training set.
2021-11-30 21:33:13 | INFO : - file 2211_Bach_BWV857_WTKI.npy added to training set.
2021-11-30 21:33:15 | INFO : - file 1764_Schubert_OP142_4Impromptus.npy added to training set.
2021-11-30 21:33:17 | INFO : - file 2348_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-11-30 21:33:18 | INFO : - file 1932_Dvorak_OP96_StringQuartet.npy added to validation set.
2021-11-30 21:33:19 | INFO : - file 2232_Bach_BWV866_WTKI.npy added to training set.
2021-11-30 21:33:19 | INFO : - file 2203_Bach_BWV1013_Partitain.npy added to training set.
2021-11-30 21:33:22 | INFO : - file 2157_Brahms_OP18_StringSextet.npy added to validation set.
2021-11-30 21:33:23 | INFO : - file 2486_Beethoven_OP7_PianoSonata.npy added to training set.
2021-11-30 21:33:23 | INFO : - file 2393_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-11-30 21:33:23 | INFO : - file 2210_Bach_BWV849_WTKI.npy added to training set.
2021-11-30 21:33:23 | INFO : - file 2659_Bach_BWV1002_ViolinPartita.npy added to training set.
2021-11-30 21:33:24 | INFO : - file 1729_Schubert_OP114_PianoQuintet.npy added to validation set.
2021-11-30 21:33:24 | INFO : - file 2678_Beethoven_OP14NO2_PianoSonata.npy added to training set.
2021-11-30 21:33:24 | INFO : - file 2221_Bach_BWV1009_CelloSuite.npy added to validation set.
2021-11-30 21:33:24 | INFO : - file 2411_Beethoven_OP27NO1_PianoSonata.npy added to training set.
2021-11-30 21:33:25 | INFO : - file 2343_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-11-30 21:33:25 | INFO : - file 1818_Mozart_K375_Serenadein.npy added to training set.
2021-11-30 21:33:25 | INFO : - file 1919_Dvorak_OP51_StringQuartet.npy added to training set.
2021-11-30 21:33:25 | INFO : - file 2415_Beethoven_OP71_Sextetin.npy added to training set.
2021-11-30 21:33:25 | INFO : - file 2305_Bach_BWV859_WTKI.npy added to training set.
2021-11-30 21:33:26 | INFO : - file 2510_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-11-30 21:33:26 | INFO : - file 2608_Beethoven_OP31NO1_PianoSonata.npy added to training set.
2021-11-30 21:33:26 | INFO : - file 2532_Beethoven_OP111_PianoSonata.npy added to training set.
2021-11-30 21:33:27 | INFO : - file 2542_Beethoven_OP101_PianoSonata.npy added to training set.
2021-11-30 21:33:27 | INFO : - file 2118_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-11-30 21:33:27 | INFO : - file 1756_Schubert_D784_PianoSonata.npy added to validation set.
2021-11-30 21:33:27 | INFO : - file 1793_Mozart_K465_StringQuartet.npy added to training set.
2021-11-30 21:33:28 | INFO : - file 1758_Schubert_D958_PianoSonata.npy added to training set.
2021-11-30 21:33:28 | INFO : - file 2404_Beethoven_OP110_PianoSonata.npy added to training set.
2021-11-30 21:33:28 | INFO : - file 2491_Beethoven_OP7_PianoSonata.npy added to training set.
2021-11-30 21:33:28 | INFO : - file 2282_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-11-30 21:33:28 | INFO : - file 2304_Bach_BWV859_WTKI.npy added to training set.
2021-11-30 21:33:29 | INFO : - file 2149_Brahms_OP25_PianoQuartet.npy added to training set.
2021-11-30 21:33:29 | INFO : - file 2330_Beethoven_OP12NO1_ViolinSonata.npy added to training set.
2021-11-30 21:33:29 | INFO : - file 1916_Dvorak_OP51_StringQuartet.npy added to training set.
2021-11-30 21:33:30 | INFO : - file 2212_Bach_BWV857_WTKI.npy added to training set.
2021-11-30 21:33:30 | INFO : - file 2480_Beethoven_OP18NO5_StringQuartet.npy added to validation set.
2021-11-30 21:33:30 | INFO : - file 2214_Bach_BWV847_WTKI.npy added to training set.
2021-11-30 21:33:30 | INFO : - file 2195_Bach_BWV848_WTKI.npy added to training set.
2021-11-30 21:33:30 | INFO : - file 2477_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-11-30 21:33:30 | INFO : - file 2295_Bach_BWV1010_CelloSuite.npy added to training set.
2021-11-30 21:33:30 | INFO : - file 1768_Schubert_D664_PianoSonata.npy added to training set.
2021-11-30 21:33:31 | INFO : - file 2627_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-11-30 21:33:31 | INFO : - file 2431_Beethoven_OP135_StringQuartet.npy added to training set.
2021-11-30 21:33:31 | INFO : - file 2591_Beethoven_OP26_PianoSonata.npy added to training set.
2021-11-30 21:33:31 | INFO : - file 1775_Schubert_D850_PianoSonata.npy added to training set.
2021-11-30 21:33:32 | INFO : - file 2293_Bach_BWV1010_CelloSuite.npy added to training set.
2021-11-30 21:33:32 | INFO : - file 1791_Mozart_K465_StringQuartet.npy added to training set.
2021-11-30 21:33:32 | INFO : - file 2194_Bach_BWV858_WTKI.npy added to training set.
2021-11-30 21:33:32 | INFO : - file 1742_Schubert_OP163_StringQuintet.npy added to training set.
2021-11-30 21:33:33 | INFO : - file 1776_Schubert_D850_PianoSonata.npy added to training set.
2021-11-30 21:33:33 | INFO : - file 2112_Brahms_OP38_CelloSonata.npy added to training set.
2021-11-30 21:33:34 | INFO : - file 2423_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-11-30 21:33:34 | INFO : - file 2560_Beethoven_OP18NO2_StringQuartet.npy added to training set.
2021-11-30 21:33:34 | INFO : - file 2219_Bach_BWV1009_CelloSuite.npy added to training set.
2021-11-30 21:33:34 | INFO : - file 2420_Beethoven_OP12NO2_ViolinSonata.npy added to training set.
2021-11-30 21:33:35 | INFO : - file 1763_Schubert_OP142_4Impromptus.npy added to training set.
2021-11-30 21:33:35 | INFO : - file 2228_Bach_BWV851_WTKI.npy added to training set.
2021-11-30 21:33:35 | INFO : - file 2441_Beethoven_OP106_PianoSonata.npy added to training set.
2021-11-30 21:33:36 | INFO : - file 2570_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-11-30 21:33:36 | INFO : - file 1918_Dvorak_OP51_StringQuartet.npy added to training set.
2021-11-30 21:33:36 | INFO : - file 2451_Beethoven_OP18NO6_StringQuartet.npy added to training set.
2021-11-30 21:33:36 | INFO : - file 2177_Ravel_35_StringQuartet.npy added to training set.
2021-11-30 21:33:37 | INFO : - file 1788_Mozart_K465_StringQuartet.npy added to training set.
2021-11-30 21:33:37 | INFO : - file 2179_Ravel_35_StringQuartet.npy added to training set.
2021-11-30 21:33:37 | INFO : - file 2346_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-11-30 21:33:38 | INFO : - file 2376_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-11-30 21:33:38 | INFO : - file 2620_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-11-30 21:33:38 | INFO : - file 2390_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-11-30 21:33:39 | INFO : - file 2335_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-11-30 21:33:39 | INFO : - file 2403_Beethoven_OP18NO1_StringQuartet.npy added to training set.
2021-11-30 21:33:39 | INFO : - file 2247_Bach_BWV854_WTKI.npy added to training set.
2021-11-30 21:33:39 | INFO : - file 2432_Beethoven_OP135_StringQuartet.npy added to training set.
2021-11-30 21:33:39 | INFO : - file 2292_Bach_BWV864_WTKI.npy added to training set.
2021-11-30 21:33:39 | INFO : - file 2076_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-11-30 21:33:40 | INFO : - file 1790_Mozart_K465_StringQuartet.npy added to training set.
2021-11-30 21:33:40 | INFO : - file 2302_Bach_BWV850_WTKI.npy added to training set.
2021-11-30 21:33:41 | INFO : - file 2391_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-11-30 21:33:42 | INFO : - file 1933_Dvorak_OP96_StringQuartet.npy added to validation set.
2021-11-30 21:33:44 | INFO : - file 2514_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-11-30 21:33:46 | INFO : - file 1829_Mozart_K542_PianoTrio.npy added to training set.
2021-11-30 21:33:47 | INFO : - file 1923_Dvorak_OP51_StringQuartet.npy added to training set.
2021-11-30 21:33:51 | INFO : - file 2377_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-11-30 21:33:53 | INFO : - file 1931_Dvorak_OP96_StringQuartet.npy added to training set.
2021-11-30 21:33:54 | INFO : - file 2294_Bach_BWV1010_CelloSuite.npy added to training set.
2021-11-30 21:33:55 | INFO : - file 2384_Beethoven_OP130_StringQuartet.npy added to training set.
2021-11-30 21:33:56 | INFO : - file 2241_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-11-30 21:33:57 | INFO : - file 2242_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-11-30 21:33:58 | INFO : - file 2283_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-11-30 21:33:59 | INFO : - file 2632_Beethoven_OP14NO2_PianoSonata.npy added to validation set.
2021-11-30 21:34:02 | INFO : - file 1760_Schubert_D958_PianoSonata.npy added to training set.
2021-11-30 21:34:04 | INFO : - file 2568_Beethoven_OP90_PianoSonata.npy added to training set.
2021-11-30 21:34:06 | INFO : - file 2345_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-11-30 21:34:07 | INFO : - file 2576_Beethoven_OP13_PianoSonata.npy added to training set.
2021-11-30 21:34:08 | INFO : - file 2131_Brahms_OP11_SerenadeNo.npy added to training set.
2021-11-30 21:34:09 | INFO : - file 2537_Beethoven_OP49NO2_PianoSonata.npy added to training set.
2021-11-30 21:34:12 | INFO : - file 2607_Beethoven_OP31NO1_PianoSonata.npy added to training set.
2021-11-30 21:34:12 | INFO : - file 2230_Bach_BWV865_WTKI.npy added to training set.
2021-11-30 21:34:13 | INFO : - file 2167_Faure_OP45_PianoQuartet.npy added to validation set.
2021-11-30 21:34:15 | INFO : - file 2603_Beethoven_OP81NO1_PianoSonata.npy added to training set.
2021-11-30 21:34:16 | INFO : - file 2594_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-11-30 21:34:17 | INFO : - file 2204_Bach_BWV1013_Partitain.npy added to training set.
2021-11-30 21:34:19 | INFO : - file 2523_Beethoven_OP69_CelloSonata.npy added to training set.
2021-11-30 21:34:21 | INFO : - file 2357_Beethoven_OP28_PianoSonata.npy added to training set.
2021-11-30 21:34:25 | INFO : - file 2398_Beethoven_OP47_ViolinSonata.npy added to training set.
2021-11-30 21:34:25 | INFO : - file 2310_Bach_BWV860_WTKI.npy added to training set.
2021-11-30 21:34:26 | INFO : - file 2078_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-11-30 21:34:29 | INFO : - file 2521_Beethoven_OP69_CelloSonata.npy added to training set.
2021-11-30 21:34:31 | INFO : - file 2562_Beethoven_OP18NO2_StringQuartet.npy added to training set.
2021-11-30 21:34:32 | INFO : - file 1824_Mozart_K421_StringQuartet.npy added to training set.
2021-11-30 21:34:35 | INFO : - file 2318_Beethoven_OP38_Trioin.npy added to validation set.
2021-11-30 21:34:36 | INFO : - file 1773_Schubert_D568_PianoSonata.npy added to training set.
2021-11-30 21:34:40 | INFO : - file 2443_Beethoven_OP106_PianoSonata.npy added to training set.
2021-11-30 21:34:42 | INFO : - file 2114_Brahms_OP38_CelloSonata.npy added to training set.
2021-11-30 21:34:44 | INFO : - file 2488_Beethoven_OP7_PianoSonata.npy added to training set.
2021-11-30 21:34:45 | INFO : - file 2198_Bach_BWV867_WTKI.npy added to training set.
2021-11-30 21:34:46 | INFO : - file 2350_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-11-30 21:34:47 | INFO : - file 2595_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-11-30 21:34:49 | INFO : - file 1805_Mozart_K387_StringQuartet.npy added to validation set.
2021-11-30 21:34:50 | INFO : - file 2113_Brahms_OP38_CelloSonata.npy added to training set.
2021-11-30 21:34:51 | INFO : - file 2075_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-11-30 21:34:53 | INFO : - file 2516_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-11-30 21:34:54 | INFO : - file 2497_Beethoven_OP95_StringQuartet.npy added to training set.
2021-11-30 21:34:55 | INFO : - file 2507_Beethoven_OP103_Octetin.npy added to training set.
2021-11-30 21:34:57 | INFO : - file 2389_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-11-30 21:34:58 | INFO : - file 2222_Bach_BWV1009_CelloSuite.npy added to validation set.
2021-11-30 21:34:59 | INFO : - file 2372_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-11-30 21:35:01 | INFO : - file 2471_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-11-30 21:35:02 | INFO : - file 2105_Haydn_OP64NO5_QuartetNo.npy added to training set.
2021-11-30 21:35:04 | INFO : - file 2388_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-11-30 21:35:05 | INFO : - file 2213_Bach_BWV847_WTKI.npy added to training set.
2021-11-30 21:35:06 | INFO : - file 2417_Beethoven_OP71_Sextetin.npy added to training set.
2021-11-30 21:35:08 | INFO : - file 1751_Schubert_D845_PianoSonata.npy added to training set.
2021-11-30 21:35:09 | INFO : - file 1728_Schubert_OP114_PianoQuintet.npy added to training set.
2021-11-30 21:35:09 | INFO : - file 2227_Bach_BWV851_WTKI.npy added to training set.
2021-11-30 21:35:10 | INFO : - file 1734_Schubert_D959_PianoSonata.npy added to training set.
2021-11-30 21:35:11 | INFO : - file 2224_Bach_BWV852_WTKI.npy added to training set.
2021-11-30 21:35:12 | INFO : - file 2285_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-11-30 21:35:14 | INFO : - file 2159_Brahms_OP40_HornTrio.npy added to training set.
2021-11-30 21:35:15 | INFO : - file 2117_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-11-30 21:35:18 | INFO : - file 2155_Brahms_OP18_StringSextet.npy added to training set.
2021-11-30 21:35:20 | INFO : - file 1771_Schubert_D568_PianoSonata.npy added to training set.
2021-11-30 21:35:22 | INFO : - file 2571_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-11-30 21:35:24 | INFO : - file 2229_Bach_BWV865_WTKI.npy added to training set.
2021-11-30 21:35:26 | INFO : - file 2325_Beethoven_OP57_PianoSonata.npy added to training set.
2021-11-30 21:35:29 | INFO : - file 1749_Schubert_D845_PianoSonata.npy added to training set.
2021-11-30 21:35:30 | INFO : - file 2573_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-11-30 21:35:32 | INFO : - file 2596_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-11-30 21:35:33 | INFO : - file 2300_Bach_BWV853_WTKI.npy added to training set.
2021-11-30 21:35:34 | INFO : - file 2487_Beethoven_OP7_PianoSonata.npy added to training set.
2021-11-30 21:35:35 | INFO : - file 2119_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-11-30 21:35:35 | INFO : - file 1765_Schubert_OP142_4Impromptus.npy added to validation set.
2021-11-30 21:35:35 | INFO : - file 2528_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-11-30 21:35:36 | INFO : - file 1727_Schubert_OP114_PianoQuintet.npy added to training set.
2021-11-30 21:35:36 | INFO : - file 2314_Beethoven_OP132_StringQuartet.npy added to training set.
2021-11-30 21:35:36 | INFO : - file 2202_Bach_BWV1013_Partitain.npy added to training set.
2021-11-30 21:35:36 | INFO : - file 2239_Bach_BWV862_WTKI.npy added to training set.
2021-11-30 21:35:36 | INFO : - file 2444_Beethoven_OP106_PianoSonata.npy added to training set.
2021-11-30 21:35:36 | INFO : - file 2581_Beethoven_OP54_PianoSonata.npy added to training set.
2021-11-30 21:35:36 | INFO : - file 2244_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-11-30 21:35:36 | INFO : - file 1792_Mozart_K465_StringQuartet.npy added to training set.
2021-11-30 21:35:36 | INFO : - file 1812_Mozart_K581_ClarinetQuintet.npy added to training set.
2021-11-30 21:35:37 | INFO : - file 2490_Beethoven_OP7_PianoSonata.npy added to training set.
2021-11-30 21:35:37 | INFO : - file 2442_Beethoven_OP106_PianoSonata.npy added to training set.
2021-11-30 21:35:37 | INFO : - file 2564_Beethoven_OP22_PianoSonata.npy added to training set.
2021-11-30 21:35:37 | INFO : - file 2611_Beethoven_OP10NO3_PianoSonata.npy added to training set.
2021-11-30 21:35:37 | INFO : - file 2422_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-11-30 21:35:37 | INFO : - file 2483_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-11-30 21:35:37 | INFO : - file 2342_Beethoven_OP30NO3_ViolinSonata.npy added to validation set.
2021-11-30 21:35:37 | INFO : - file 2366_Beethoven_OP127_StringQuartet.npy added to training set.
2021-11-30 21:35:37 | INFO : - file 2358_Beethoven_OP28_PianoSonata.npy added to training set.
2021-11-30 21:35:38 | INFO : - file 2555_Beethoven_OP109_PianoSonata.npy added to training set.
2021-11-30 21:35:38 | INFO : - file 2622_Beethoven_OP59NO1_StringQuartet.npy added to training set.
2021-11-30 21:35:38 | INFO : - file 2289_Bach_BWV1002_ViolinPartita.npy added to validation set.
2021-11-30 21:35:38 | INFO : - file 2080_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-11-30 21:35:38 | INFO : - file 2588_Beethoven_OP26_PianoSonata.npy added to training set.
2021-11-30 21:35:38 | INFO : - file 2494_Beethoven_OP95_StringQuartet.npy added to training set.
2021-11-30 21:35:38 | INFO : - file 1789_Mozart_K465_StringQuartet.npy added to training set.
2021-11-30 21:35:38 | INFO : - file 2168_Faure_OP45_PianoQuartet.npy added to training set.
2021-11-30 21:35:39 | INFO : - file 1859_Mozart_K464_StringQuartet.npy added to training set.
2021-11-30 21:35:39 | INFO : - file 2586_Beethoven_OP102NO1_CelloSonata.npy added to training set.
2021-11-30 21:35:39 | INFO : - file 2478_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-11-30 21:35:40 | INFO : - file 2315_Beethoven_OP132_StringQuartet.npy added to validation set.
2021-11-30 21:35:40 | INFO : - file 2201_Bach_BWV861_WTKI.npy added to training set.
2021-11-30 21:35:40 | INFO : - file 2572_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-11-30 21:35:40 | INFO : - file 2238_Bach_BWV868_WTKI.npy added to training set.
2021-11-30 21:35:40 | INFO : - file 2248_Bach_BWV854_WTKI.npy added to training set.
2021-11-30 21:35:41 | INFO : - file 1735_Schubert_D959_PianoSonata.npy added to training set.
2021-11-30 21:35:41 | INFO : - file 2308_Bach_BWV863_WTKI.npy added to training set.
2021-11-30 21:35:41 | INFO : - file 2154_Brahms_OP18_StringSextet.npy added to training set.
2021-11-30 21:35:42 | INFO : - file 2140_Brahms_OP51NO1_StringQuartet.npy added to training set.
2021-11-30 21:35:42 | INFO : - file 2077_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-11-30 21:35:42 | INFO : - file 1807_Mozart_K387_StringQuartet.npy added to validation set.
2021-11-30 21:35:43 | INFO : - file 2406_Beethoven_OP110_PianoSonata.npy added to training set.
2021-11-30 21:35:43 | INFO : - file 1772_Schubert_D568_PianoSonata.npy added to training set.
2021-11-30 21:35:43 | INFO : - file 2156_Brahms_OP18_StringSextet.npy added to training set.
2021-11-30 21:35:43 | INFO : - file 1757_Schubert_D958_PianoSonata.npy added to training set.
2021-11-30 21:35:44 | INFO : - file 2436_Beethoven_OP53_PianoSonata.npy added to training set.
2021-11-30 21:35:44 | INFO : - file 2364_Beethoven_OP28_PianoSonata.npy added to training set.
2021-11-30 21:35:44 | INFO : - file 2538_Beethoven_OP49NO2_PianoSonata.npy added to training set.
2021-11-30 21:35:44 | INFO : - file 2336_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-11-30 21:35:45 | INFO : - file 2466_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-11-30 21:35:45 | INFO : - file 2677_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-11-30 21:35:45 | INFO : - file 2081_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-11-30 21:35:45 | INFO : - file 2151_Brahms_OP25_PianoQuartet.npy added to training set.
2021-11-30 21:35:46 | INFO : - file 2512_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-11-30 21:35:46 | INFO : - file 2083_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-11-30 21:35:46 | INFO : - file 2368_Beethoven_OP127_StringQuartet.npy added to training set.
2021-11-30 21:35:47 | INFO : - file 2082_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-11-30 21:35:47 | INFO : - file 2178_Ravel_35_StringQuartet.npy added to training set.
2021-11-30 21:35:47 | INFO : - file 2322_Beethoven_OP57_PianoSonata.npy added to training set.
2021-11-30 21:35:47 | INFO : - file 2633_Beethoven_OP14NO2_PianoSonata.npy added to validation set.
2021-11-30 21:35:48 | INFO : - file 2220_Bach_BWV1009_CelloSuite.npy added to training set.
2021-11-30 21:35:48 | INFO : - file 1828_Mozart_K542_PianoTrio.npy added to training set.
2021-11-30 21:35:48 | INFO : - file 2527_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-11-30 21:35:48 | INFO : - file 2540_Beethoven_OP101_PianoSonata.npy added to training set.
2021-11-30 21:35:49 | INFO : - file 2582_Beethoven_OP54_PianoSonata.npy added to training set.
2021-11-30 21:35:49 | INFO : - file 2225_Bach_BWV852_WTKI.npy added to training set.
2021-11-30 21:35:51 | INFO : - file 1876_Mozart_K496_PianoTrio.npy added to training set.
2021-11-30 21:35:52 | INFO : - file 2593_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-11-30 21:35:54 | INFO : - file 2482_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-11-30 21:35:56 | INFO : - file 2341_Beethoven_OP30NO3_ViolinSonata.npy added to validation set.
2021-11-30 21:35:57 | INFO : - file 2288_Bach_BWV1002_ViolinPartita.npy added to training set.
2021-11-30 21:35:59 | INFO : - file 2504_Beethoven_OP103_Octetin.npy added to training set.
2021-11-30 21:36:01 | INFO : - file 2381_Beethoven_OP130_StringQuartet.npy added to training set.
2021-11-30 21:36:03 | INFO : - file 2104_Haydn_OP64NO5_QuartetNo.npy added to training set.
2021-11-30 21:36:05 | INFO : - file 2365_Beethoven_OP127_StringQuartet.npy added to training set.
2021-11-30 21:36:07 | INFO : - file 1739_Schubert_OP99_PianoTrio.npy added to training set.
2021-11-30 21:36:10 | INFO : - file 1750_Schubert_D845_PianoSonata.npy added to training set.
2021-11-30 21:36:11 | INFO : - file 2473_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-11-30 21:36:13 | INFO : - file 2180_Ravel_35_StringQuartet.npy added to training set.
2021-11-30 21:36:15 | INFO : - file 2397_Beethoven_OP47_ViolinSonata.npy added to training set.
2021-11-30 21:36:18 | INFO : - file 2626_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-11-30 21:36:19 | INFO : - file 1730_Schubert_OP114_PianoQuintet.npy added to training set.
2021-11-30 21:36:21 | INFO : - file 2522_Beethoven_OP69_CelloSonata.npy added to training set.
2021-11-30 21:36:22 | INFO : - file 2619_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-11-30 21:36:22 | INFO : - file 2234_Bach_BWV856_WTKI.npy added to training set.
2021-11-30 21:36:24 | INFO : - file 2618_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-11-30 21:36:25 | INFO : - file 2161_Brahms_OP40_HornTrio.npy added to training set.
2021-11-30 21:36:28 | INFO : - file 2166_Faure_OP45_PianoQuartet.npy added to training set.
2021-11-30 21:36:31 | INFO : - file 2319_Beethoven_OP38_Trioin.npy added to training set.
2021-11-30 21:36:32 | INFO : - file 2590_Beethoven_OP26_PianoSonata.npy added to training set.
2021-11-30 21:36:32 | INFO : Training set & loader generated, length 94348
2021-11-30 21:36:32 | INFO : Validation set & loader generated, length 9238
2021-11-30 21:36:32 | INFO :
###################### START TRAINING ######################
2021-11-30 21:39:49 | INFO : Epoch #0 finished. Train Loss: 0.0873, Val Loss: 0.0807 with lr: 0.00100
2021-11-30 21:39:49 | INFO : .... model of epoch 0 saved.
2021-11-30 21:43:05 | INFO : Epoch #1 finished. Train Loss: 0.0761, Val Loss: 0.0771 with lr: 0.00100
2021-11-30 21:43:05 | INFO : .... model of epoch #1 saved.
2021-11-30 21:46:21 | INFO : Epoch #2 finished. Train Loss: 0.0724, Val Loss: 0.0769 with lr: 0.00100
2021-11-30 21:46:21 | INFO : .... model of epoch #2 saved.
2021-11-30 21:49:38 | INFO : Epoch #3 finished. Train Loss: 0.0700, Val Loss: 0.0748 with lr: 0.00100
2021-11-30 21:49:38 | INFO : .... model of epoch #3 saved.
2021-11-30 21:52:55 | INFO : Epoch #4 finished. Train Loss: 0.0684, Val Loss: 0.0758 with lr: 0.00100
2021-11-30 21:56:10 | INFO : Epoch #5 finished. Train Loss: 0.0671, Val Loss: 0.0731 with lr: 0.00100
2021-11-30 21:56:11 | INFO : .... model of epoch #5 saved.
2021-11-30 21:59:28 | INFO : Epoch #6 finished. Train Loss: 0.0662, Val Loss: 0.0743 with lr: 0.00100
2021-11-30 22:02:45 | INFO : Epoch #7 finished. Train Loss: 0.0654, Val Loss: 0.0747 with lr: 0.00100
2021-11-30 22:06:02 | INFO : Epoch #8 finished. Train Loss: 0.0647, Val Loss: 0.0724 with lr: 0.00100
2021-11-30 22:06:02 | INFO : .... model of epoch #8 saved.
2021-11-30 22:09:18 | INFO : Epoch #9 finished. Train Loss: 0.0640, Val Loss: 0.0724 with lr: 0.00100
2021-11-30 22:12:34 | INFO : Epoch #10 finished. Train Loss: 0.0637, Val Loss: 0.0742 with lr: 0.00100
2021-11-30 22:15:50 | INFO : Epoch #11 finished. Train Loss: 0.0632, Val Loss: 0.0744 with lr: 0.00100
2021-11-30 22:19:05 | INFO : Epoch #12 finished. Train Loss: 0.0625, Val Loss: 0.0737 with lr: 0.00100
2021-11-30 22:22:21 | INFO : Epoch #13 finished. Train Loss: 0.0621, Val Loss: 0.0745 with lr: 0.00100
2021-11-30 22:25:37 | INFO : Epoch #14 finished. Train Loss: 0.0619, Val Loss: 0.0727 with lr: 0.00100
2021-11-30 22:28:53 | INFO : Epoch #15 finished. Train Loss: 0.0595, Val Loss: 0.0720 with lr: 0.00050
2021-11-30 22:28:54 | INFO : .... model of epoch #15 saved.
2021-11-30 22:32:11 | INFO : Epoch #16 finished. Train Loss: 0.0589, Val Loss: 0.0710 with lr: 0.00050
2021-11-30 22:32:11 | INFO : .... model of epoch #16 saved.
2021-11-30 22:35:28 | INFO : Epoch #17 finished. Train Loss: 0.0585, Val Loss: 0.0731 with lr: 0.00050
2021-11-30 22:38:44 | INFO : Epoch #18 finished. Train Loss: 0.0583, Val Loss: 0.0740 with lr: 0.00050
2021-11-30 22:42:00 | INFO : Epoch #19 finished. Train Loss: 0.0579, Val Loss: 0.0707 with lr: 0.00050
2021-11-30 22:42:00 | INFO : .... model of epoch #19 saved.
2021-11-30 22:45:17 | INFO : Epoch #20 finished. Train Loss: 0.0576, Val Loss: 0.0722 with lr: 0.00050
2021-11-30 22:48:33 | INFO : Epoch #21 finished. Train Loss: 0.0575, Val Loss: 0.0735 with lr: 0.00050
2021-11-30 22:51:49 | INFO : Epoch #22 finished. Train Loss: 0.0571, Val Loss: 0.0722 with lr: 0.00050
2021-11-30 22:55:05 | INFO : Epoch #23 finished. Train Loss: 0.0568, Val Loss: 0.0730 with lr: 0.00050
2021-11-30 22:58:21 | INFO : Epoch #24 finished. Train Loss: 0.0566, Val Loss: 0.0730 with lr: 0.00050
2021-11-30 23:01:38 | INFO : Epoch #25 finished. Train Loss: 0.0564, Val Loss: 0.0732 with lr: 0.00050
2021-11-30 23:04:54 | INFO : Epoch #26 finished. Train Loss: 0.0548, Val Loss: 0.0705 with lr: 0.00025
2021-11-30 23:04:54 | INFO : .... model of epoch #26 saved.
2021-11-30 23:08:10 | INFO : Epoch #27 finished. Train Loss: 0.0542, Val Loss: 0.0699 with lr: 0.00025
2021-11-30 23:08:10 | INFO : .... model of epoch #27 saved.
2021-11-30 23:11:26 | INFO : Epoch #28 finished. Train Loss: 0.0539, Val Loss: 0.0717 with lr: 0.00025
2021-11-30 23:14:42 | INFO : Epoch #29 finished. Train Loss: 0.0537, Val Loss: 0.0703 with lr: 0.00025
2021-11-30 23:17:58 | INFO : Epoch #30 finished. Train Loss: 0.0535, Val Loss: 0.0705 with lr: 0.00025
2021-11-30 23:21:14 | INFO : Epoch #31 finished. Train Loss: 0.0532, Val Loss: 0.0714 with lr: 0.00025
2021-11-30 23:24:31 | INFO : Epoch #32 finished. Train Loss: 0.0530, Val Loss: 0.0723 with lr: 0.00025
2021-11-30 23:27:47 | INFO : Epoch #33 finished. Train Loss: 0.0528, Val Loss: 0.0723 with lr: 0.00025
2021-11-30 23:31:03 | INFO : Epoch #34 finished. Train Loss: 0.0518, Val Loss: 0.0730 with lr: 0.00013
2021-11-30 23:34:19 | INFO : Epoch #35 finished. Train Loss: 0.0516, Val Loss: 0.0731 with lr: 0.00013
2021-11-30 23:37:35 | INFO : Epoch #36 finished. Train Loss: 0.0512, Val Loss: 0.0718 with lr: 0.00013
2021-11-30 23:40:50 | INFO : Epoch #37 finished. Train Loss: 0.0511, Val Loss: 0.0723 with lr: 0.00013
2021-11-30 23:44:07 | INFO : Epoch #38 finished. Train Loss: 0.0509, Val Loss: 0.0733 with lr: 0.00013
2021-11-30 23:47:24 | INFO : Epoch #39 finished. Train Loss: 0.0509, Val Loss: 0.0736 with lr: 0.00013
2021-11-30 23:47:24 | INFO : ### trained model saved in /tsi/clusterhome/cweiss/models/exp186b_traintest_musicnet_aligned_pitch_unet_verylarge_blstm_test10files_augall_AdamW.pt
2021-11-30 23:47:24 | INFO :
###################### START TESTING ######################
2021-11-30 23:47:38 | INFO : file 2106_Haydn_OP64NO5_QuartetNo.npy tested. Cosine sim: 0.7461613493142552
2021-11-30 23:47:45 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7431114688346722
2021-11-30 23:47:51 | INFO : file 2416_Beethoven_OP71_Sextetin.npy tested. Cosine sim: 0.6836779183034059
2021-11-30 23:47:56 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7961051830407048
2021-11-30 23:48:04 | INFO : file 1759_Schubert_D958_PianoSonata.npy tested. Cosine sim: 0.7484568687947886
2021-11-30 23:48:09 | INFO : file 2191_Bach_BWV1006_ViolinPartita.npy tested. Cosine sim: 0.8104696916680735
2021-11-30 23:48:30 | INFO : file 2629_Beethoven_OP96_ViolinSonata.npy tested. Cosine sim: 0.7867985517505405
2021-11-30 23:48:35 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.5938347891490787
2021-11-30 23:48:41 | INFO : file 2556_Beethoven_OP109_PianoSonata.npy tested. Cosine sim: 0.8038592702787468
2021-11-30 23:48:48 | INFO : file 2298_Bach_BWV1010_CelloSuite.npy tested. Cosine sim: 0.7662772972845882
2021-11-30 23:48:48 | INFO : ### Testing done. ################################################
2021-11-30 23:48:48 | INFO : # Results for large test set (10 files) #########################
2021-11-30 23:48:48 | INFO : Mean precision: 0.7339988555955137
2021-11-30 23:48:48 | INFO : Mean recall: 0.7198487771726767
2021-11-30 23:48:48 | INFO : Mean f_measure: 0.7241517218499456
2021-11-30 23:48:48 | INFO : Mean cosine_sim: 0.7478752388418854
2021-11-30 23:48:48 | INFO : Mean binary_crossentropy: 0.06723053527235195
2021-11-30 23:48:48 | INFO : Mean euclidean_distance: 0.8426203320789509
2021-11-30 23:48:48 | INFO : Mean binary_accuracy: 0.981961132836396
2021-11-30 23:48:48 | INFO : Mean soft_accuracy: 0.974911494848587
2021-11-30 23:48:48 | INFO : Mean accum_energy: 0.532487843389698
2021-11-30 23:48:48 | INFO : Mean roc_auc_measure: 0.986514151955902
2021-11-30 23:48:48 | INFO : Mean average_precision_score: 0.7712579061946656
2021-11-30 23:48:48 | INFO : Mean Precision: 0.7339988555955137
2021-11-30 23:48:48 | INFO : Mean Recall: 0.7198487771726767
2021-11-30 23:48:48 | INFO : Mean Accuracy: 0.5705870796513207
2021-11-30 23:48:48 | INFO : Mean Substitution Error: 0.11247140248142089
2021-11-30 23:48:48 | INFO : Mean Miss Error: 0.1676798203459025
2021-11-30 23:48:48 | INFO : Mean False Alarm Error: 0.15702189684213447
2021-11-30 23:48:48 | INFO : Mean Total Error: 0.43717311966945793
2021-11-30 23:48:48 | INFO : Mean Chroma Precision: 0.7539607708924463
2021-11-30 23:48:48 | INFO : Mean Chroma Recall: 0.7389585000338419
2021-11-30 23:48:48 | INFO : Mean Chroma Accuracy: 0.5945316331998924
2021-11-30 23:48:48 | INFO : Mean Chroma Substitution Error: 0.09336167962025546
2021-11-30 23:48:48 | INFO : Mean Chroma Miss Error: 0.1676798203459025
2021-11-30 23:48:48 | INFO : Mean Chroma False Alarm Error: 0.15702189684213447
2021-11-30 23:48:48 | INFO : Mean Chroma Total Error: 0.4180633968082924
2021-11-30 23:48:48 | INFO :
2021-11-30 23:48:48 | INFO : Framewise precision: 0.7533771546175623
2021-11-30 23:48:48 | INFO : Framewise recall: 0.7093928654324634
2021-11-30 23:48:48 | INFO : Framewise f_measure: 0.7274663079646131
2021-11-30 23:48:48 | INFO : Framewise cosine_sim: 0.7554207558296657
2021-11-30 23:48:48 | INFO : Framewise binary_crossentropy: 0.08013945710336451
2021-11-30 23:48:48 | INFO : Framewise euclidean_distance: 0.9250528764691764
2021-11-30 23:48:48 | INFO : Framewise binary_accuracy: 0.9794260284663125
2021-11-30 23:48:48 | INFO : Framewise soft_accuracy: 0.9713570990679985
2021-11-30 23:48:48 | INFO : Framewise accum_energy: 0.5339310822048211
2021-11-30 23:48:48 | INFO : Framewise roc_auc_measure: 0.9843135633543736
2021-11-30 23:48:48 | INFO : Framewise average_precision_score: 0.7787494556054321
2021-11-30 23:48:48 | INFO : Framewise Precision: 0.7533771546175623
2021-11-30 23:48:48 | INFO : Framewise Recall: 0.7093928654324634
2021-11-30 23:48:48 | INFO : Framewise Accuracy: 0.5736075117460605
2021-11-30 23:48:48 | INFO : Framewise Substitution Error: 0.10858990958905063
2021-11-30 23:48:48 | INFO : Framewise Miss Error: 0.18201722497848616
2021-11-30 23:48:48 | INFO : Framewise False Alarm Error: 0.13370549853858948
2021-11-30 23:48:48 | INFO : Framewise Total Error: 0.42431263310612627
2021-11-30 23:48:48 | INFO : Framewise Chroma Precision: 0.7767176379567466
2021-11-30 23:48:48 | INFO : Framewise Chroma Recall: 0.7307543411322263
2021-11-30 23:48:48 | INFO : Framewise Chroma Accuracy: 0.6014232179300072
2021-11-30 23:48:48 | INFO : Framewise Chroma Substitution Error: 0.08722843388928783
2021-11-30 23:48:48 | INFO : Framewise Chroma Miss Error: 0.18201722497848616
2021-11-30 23:48:48 | INFO : Framewise Chroma False Alarm Error: 0.13370549853858948
2021-11-30 23:48:48 | INFO : Framewise Chroma Total Error: 0.4029511574063635
2021-11-30 23:48:54 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7577955653762323
2021-11-30 23:48:58 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.8031983353303956
2021-11-30 23:49:02 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.6114761105412714
2021-11-30 23:49:02 | INFO : ### Testing done. ################################################
2021-11-30 23:49:02 | INFO : # Results for small test set (3 files), first 90s ##############
2021-11-30 23:49:02 | INFO : Mean precision: 0.7075044200345667
2021-11-30 23:49:02 | INFO : Mean recall: 0.6852344286587551
2021-11-30 23:49:02 | INFO : Mean f_measure: 0.6959517940012395
2021-11-30 23:49:02 | INFO : Mean cosine_sim: 0.7241566704159664
2021-11-30 23:49:02 | INFO : Mean binary_crossentropy: 0.07051145052362097
2021-11-30 23:49:02 | INFO : Mean euclidean_distance: 0.9033054609387438
2021-11-30 23:49:02 | INFO : Mean binary_accuracy: 0.9799768518518519
2021-11-30 23:49:02 | INFO : Mean soft_accuracy: 0.9719893269248804
2021-11-30 23:49:02 | INFO : Mean accum_energy: 0.5242129068334251
2021-11-30 23:49:02 | INFO : Mean roc_auc_measure: 0.9852173389388231
2021-11-30 23:49:02 | INFO : Mean average_precision_score: 0.7459059956010017
2021-11-30 23:49:02 | INFO : Mean Precision: 0.7075044200345667
2021-11-30 23:49:02 | INFO : Mean Recall: 0.6852344286587551
2021-11-30 23:49:02 | INFO : Mean Accuracy: 0.5401368468747051
2021-11-30 23:49:02 | INFO : Mean Substitution Error: 0.10565849564346895
2021-11-30 23:49:02 | INFO : Mean Miss Error: 0.20910707569777595
2021-11-30 23:49:02 | INFO : Mean False Alarm Error: 0.1764139381903019
2021-11-30 23:49:02 | INFO : Mean Total Error: 0.49117950953154677
2021-11-30 23:49:02 | INFO : Mean Chroma Precision: 0.7283119075953852
2021-11-30 23:49:02 | INFO : Mean Chroma Recall: 0.7052303426943056
2021-11-30 23:49:02 | INFO : Mean Chroma Accuracy: 0.5636350101102816
2021-11-30 23:49:02 | INFO : Mean Chroma Substitution Error: 0.0856625816079184
2021-11-30 23:49:02 | INFO : Mean Chroma Miss Error: 0.20910707569777595
2021-11-30 23:49:02 | INFO : Mean Chroma False Alarm Error: 0.1764139381903019
2021-11-30 23:49:02 | INFO : Mean Chroma Total Error: 0.47118359549599614
2021-11-30 23:49:02 | INFO :
2021-11-30 23:49:02 | INFO : Framewise precision: 0.7075044200345666
2021-11-30 23:49:02 | INFO : Framewise recall: 0.6852344286587551
2021-11-30 23:49:02 | INFO : Framewise f_measure: 0.6959517940012395
2021-11-30 23:49:02 | INFO : Framewise cosine_sim: 0.7241566704159664
2021-11-30 23:49:02 | INFO : Framewise binary_crossentropy: 0.07051145052362097
2021-11-30 23:49:02 | INFO : Framewise euclidean_distance: 0.9033054609387438
2021-11-30 23:49:02 | INFO : Framewise binary_accuracy: 0.9799768518518518
2021-11-30 23:49:02 | INFO : Framewise soft_accuracy: 0.9719893269248804
2021-11-30 23:49:02 | INFO : Framewise accum_energy: 0.524212906833425
2021-11-30 23:49:02 | INFO : Framewise roc_auc_measure: 0.9852173389388231
2021-11-30 23:49:02 | INFO : Framewise average_precision_score: 0.7459059956010017
2021-11-30 23:49:02 | INFO : Framewise Precision: 0.7075044200345666
2021-11-30 23:49:02 | INFO : Framewise Recall: 0.6852344286587551
2021-11-30 23:49:02 | INFO : Framewise Accuracy: 0.5401368468747051
2021-11-30 23:49:02 | INFO : Framewise Substitution Error: 0.10565849564346895
2021-11-30 23:49:02 | INFO : Framewise Miss Error: 0.20910707569777592
2021-11-30 23:49:02 | INFO : Framewise False Alarm Error: 0.17641393819030185
2021-11-30 23:49:02 | INFO : Framewise Total Error: 0.49117950953154677
2021-11-30 23:49:02 | INFO : Framewise Chroma Precision: 0.7283119075953851
2021-11-30 23:49:02 | INFO : Framewise Chroma Recall: 0.7052303426943056
2021-11-30 23:49:02 | INFO : Framewise Chroma Accuracy: 0.5636350101102816
2021-11-30 23:49:02 | INFO : Framewise Chroma Substitution Error: 0.0856625816079184
2021-11-30 23:49:02 | INFO : Framewise Chroma Miss Error: 0.20910707569777592
2021-11-30 23:49:02 | INFO : Framewise Chroma False Alarm Error: 0.17641393819030185
2021-11-30 23:49:02 | INFO : Framewise Chroma Total Error: 0.4711835954959961
2021-11-30 23:49:09 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7431114688346722
2021-11-30 23:49:13 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7961051830407048
2021-11-30 23:49:17 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.5938347891490787
2021-11-30 23:49:17 | INFO : ### Testing done. ################################################
2021-11-30 23:49:17 | INFO : # Results for small test set (3 files), full ###################
2021-11-30 23:49:17 | INFO : Mean precision: 0.6984517118581087
2021-11-30 23:49:17 | INFO : Mean recall: 0.6779769871568568
2021-11-30 23:49:17 | INFO : Mean f_measure: 0.6878412136376882
2021-11-30 23:49:17 | INFO : Mean cosine_sim: 0.7110171470081519
2021-11-30 23:49:17 | INFO : Mean binary_crossentropy: 0.07321363768357071
2021-11-30 23:49:17 | INFO : Mean euclidean_distance: 0.9061009739680607
2021-11-30 23:49:17 | INFO : Mean binary_accuracy: 0.9793659308858415
2021-11-30 23:49:17 | INFO : Mean soft_accuracy: 0.9718008125842292
2021-11-30 23:49:17 | INFO : Mean accum_energy: 0.5065986926826661
2021-11-30 23:49:17 | INFO : Mean roc_auc_measure: 0.9841883942760896
2021-11-30 23:49:17 | INFO : Mean average_precision_score: 0.7288423733662573
2021-11-30 23:49:17 | INFO : Mean Precision: 0.6984517118581087
2021-11-30 23:49:17 | INFO : Mean Recall: 0.6779769871568568
2021-11-30 23:49:17 | INFO : Mean Accuracy: 0.5302713214983875
2021-11-30 23:49:17 | INFO : Mean Substitution Error: 0.11883300229106293
2021-11-30 23:49:17 | INFO : Mean Miss Error: 0.20319001055208016
2021-11-30 23:49:17 | INFO : Mean False Alarm Error: 0.17346146927168982
2021-11-30 23:49:17 | INFO : Mean Total Error: 0.4954844821148329
2021-11-30 23:49:17 | INFO : Mean Chroma Precision: 0.7230886206408842
2021-11-30 23:49:17 | INFO : Mean Chroma Recall: 0.701908282933099
2021-11-30 23:49:17 | INFO : Mean Chroma Accuracy: 0.5583042927903213
2021-11-30 23:49:17 | INFO : Mean Chroma Substitution Error: 0.09490170651482084
2021-11-30 23:49:17 | INFO : Mean Chroma Miss Error: 0.20319001055208016
2021-11-30 23:49:17 | INFO : Mean Chroma False Alarm Error: 0.17346146927168982
2021-11-30 23:49:17 | INFO : Mean Chroma Total Error: 0.47155318633859084
2021-11-30 23:49:17 | INFO :
2021-11-30 23:49:17 | INFO : Framewise precision: 0.6987073833675975
2021-11-30 23:49:17 | INFO : Framewise recall: 0.6851256092611635
2021-11-30 23:49:17 | INFO : Framewise f_measure: 0.6916178017493639
2021-11-30 23:49:17 | INFO : Framewise cosine_sim: 0.7103827392321173
2021-11-30 23:49:17 | INFO : Framewise binary_crossentropy: 0.07480809364039695
2021-11-30 23:49:17 | INFO : Framewise euclidean_distance: 0.9227528153272773
2021-11-30 23:49:17 | INFO : Framewise binary_accuracy: 0.9787641323203926
2021-11-30 23:49:17 | INFO : Framewise soft_accuracy: 0.9710773535520887
2021-11-30 23:49:17 | INFO : Framewise accum_energy: 0.5048018514913557
2021-11-30 23:49:17 | INFO : Framewise roc_auc_measure: 0.98438501393971
2021-11-30 23:49:17 | INFO : Framewise average_precision_score: 0.7310382180603759
2021-11-30 23:49:17 | INFO : Framewise Precision: 0.6987073833675975
2021-11-30 23:49:17 | INFO : Framewise Recall: 0.6851256092611635
2021-11-30 23:49:17 | INFO : Framewise Accuracy: 0.5342522729761836
2021-11-30 23:49:17 | INFO : Framewise Substitution Error: 0.11867943804004823
2021-11-30 23:49:17 | INFO : Framewise Miss Error: 0.1961949526987883
2021-11-30 23:49:17 | INFO : Framewise False Alarm Error: 0.17577055321168497
2021-11-30 23:49:17 | INFO : Framewise Total Error: 0.49064494395052155
2021-11-30 23:49:17 | INFO : Framewise Chroma Precision: 0.7237586645605604
2021-11-30 23:49:17 | INFO : Framewise Chroma Recall: 0.7096577152230584
2021-11-30 23:49:17 | INFO : Framewise Chroma Accuracy: 0.5631999747988365
2021-11-30 23:49:17 | INFO : Framewise Chroma Substitution Error: 0.09414733207815339
2021-11-30 23:49:17 | INFO : Framewise Chroma Miss Error: 0.1961949526987883
2021-11-30 23:49:17 | INFO : Framewise Chroma False Alarm Error: 0.17577055321168497
2021-11-30 23:49:17 | INFO : Framewise Chroma Total Error: 0.4661128379886266