2021-11-29 14:42:56 | INFO : Logging experiment exp186d_traintest_musicnet_aligned_pitch_unet_extremelylarge_blstm_test10files_augall_AdamW
2021-11-29 14:42:56 | INFO : Experiment config: do training = True
2021-11-29 14:42:56 | INFO : Experiment config: do validation = True
2021-11-29 14:42:56 | INFO : Experiment config: do testing = True
2021-11-29 14:42:56 | INFO : Training set parameters: {'context': 75, 'stride': 50, 'compression': 10, 'aug:transpsemitones': 5, 'aug:randomeq': 20, 'aug:noisestd': 0.0001, 'aug:tuning': True}
2021-11-29 14:42:56 | INFO : Validation set parameters: {'context': 75, 'stride': 50, 'compression': 10}
2021-11-29 14:42:56 | INFO : Test set parameters: {'context': 75, 'stride': 1, 'compression': 10}
2021-11-29 14:42:56 | INFO : Training parameters: {'batch_size': 25, 'shuffle': True, 'num_workers': 16}
2021-11-29 14:42:56 | INFO : Trained model saved in /tsi/clusterhome/cweiss/models/exp186d_traintest_musicnet_aligned_pitch_unet_extremelylarge_blstm_test10files_augall_AdamW.pt
2021-11-29 14:42:56 | INFO : --- Training config: -----------------------------------------
2021-11-29 14:42:56 | INFO : Maximum number of epochs: 100
2021-11-29 14:42:56 | INFO : Criterion (Loss): BCELoss
2021-11-29 14:42:56 | INFO : Optimizer parameters: {'name': 'AdamW', 'initial_lr': 0.001, 'betas': (0.9, 0.999), 'eps': 1e-08, 'weight_decay': 0.01, 'amsgrad': False}
2021-11-29 14:42:56 | 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}
2021-11-29 14:42:56 | INFO : Early stopping parameters: {'use_early_stopping': True, 'mode': 'min', 'min_delta': 1e-05, 'patience': 12, 'percentage': False}
2021-11-29 14:42:56 | INFO : Test parameters: {'batch_size': 50, 'shuffle': False, 'num_workers': 8}
2021-11-29 14:42:56 | INFO : Save filewise results = True, in folder /tsi/clusterhome/cweiss/code/deep_pitch_estimation/experiments/results_filewise/exp186d_traintest_musicnet_aligned_pitch_unet_extremelylarge_blstm_test10files_augall_AdamW.csv
2021-11-29 14:42:56 | INFO : Save model predictions = True, in folder /tsi/clusterhome/cweiss/predictions/exp186d_traintest_musicnet_aligned_pitch_unet_extremelylarge_blstm_test10files_augall_AdamW
2021-11-29 14:42:56 | INFO : CUDA use_cuda: True
2021-11-29 14:42:56 | INFO : CUDA device: cuda:0
2021-11-29 14:42:59 | INFO : --- Model config: --------------------------------------------
2021-11-29 14:42:59 | INFO : Model: u_net_blstm_varlayers
2021-11-29 14:42:59 | 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}
2021-11-29 14:42:59 | 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
==========================================================================================
2021-11-29 14:42:59 | INFO : - file 2530_Beethoven_OP111_PianoSonata.npy added to training set.
2021-11-29 14:42:59 | INFO : - file 1822_Mozart_K421_StringQuartet.npy added to training set.
2021-11-29 14:42:59 | INFO : - file 1752_Schubert_D845_PianoSonata.npy added to training set.
2021-11-29 14:42:59 | INFO : - file 2297_Bach_BWV1010_CelloSuite.npy added to training set.
2021-11-29 14:42:59 | INFO : - file 2240_Bach_BWV862_WTKI.npy added to training set.
2021-11-29 14:42:59 | INFO : - file 2463_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-11-29 14:42:59 | INFO : - file 2550_Beethoven_OP78_PianoSonata.npy added to training set.
2021-11-29 14:43:00 | INFO : - file 2566_Beethoven_OP22_PianoSonata.npy added to training set.
2021-11-29 14:43:00 | INFO : - file 2492_Beethoven_OP7_PianoSonata.npy added to training set.
2021-11-29 14:43:00 | INFO : - file 2359_Beethoven_OP28_PianoSonata.npy added to training set.
2021-11-29 14:43:00 | INFO : - file 2138_Brahms_OP51NO1_StringQuartet.npy added to training set.
2021-11-29 14:43:00 | INFO : - file 1811_Mozart_K581_ClarinetQuintet.npy added to validation set.
2021-11-29 14:43:00 | INFO : - file 2127_Brahms_OP11_SerenadeNo.npy added to training set.
2021-11-29 14:43:00 | INFO : - file 2531_Beethoven_OP111_PianoSonata.npy added to training set.
2021-11-29 14:43:00 | INFO : - file 2116_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-11-29 14:43:00 | INFO : - file 2284_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-11-29 14:43:00 | INFO : - file 2379_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-11-29 14:43:00 | INFO : - file 2237_Bach_BWV868_WTKI.npy added to training set.
2021-11-29 14:43:00 | INFO : - file 2313_Beethoven_OP132_StringQuartet.npy added to training set.
2021-11-29 14:43:00 | INFO : - file 1755_Schubert_D784_PianoSonata.npy added to validation set.
2021-11-29 14:43:01 | INFO : - file 2405_Beethoven_OP110_PianoSonata.npy added to training set.
2021-11-29 14:43:01 | INFO : - file 2307_Bach_BWV863_WTKI.npy added to training set.
2021-11-29 14:43:01 | INFO : - file 2533_Beethoven_OP111_PianoSonata.npy added to training set.
2021-11-29 14:43:01 | INFO : - file 2200_Bach_BWV861_WTKI.npy added to training set.
2021-11-29 14:43:01 | INFO : - file 2567_Beethoven_OP90_PianoSonata.npy added to training set.
2021-11-29 14:43:01 | INFO : - file 2481_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-11-29 14:43:01 | INFO : - file 2334_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-11-29 14:43:01 | INFO : - file 2208_Bach_BWV855_WTKI.npy added to training set.
2021-11-29 14:43:01 | INFO : - file 1766_Schubert_OP142_4Impromptus.npy added to validation set.
2021-11-29 14:43:01 | INFO : - file 2169_Faure_OP45_PianoQuartet.npy added to training set.
2021-11-29 14:43:01 | INFO : - file 2148_Brahms_OP25_PianoQuartet.npy added to training set.
2021-11-29 14:43:01 | INFO : - file 2501_Beethoven_OP12NO3_ViolinSonata.npy added to training set.
2021-11-29 14:43:01 | INFO : - file 2614_Beethoven_OP10NO3_PianoSonata.npy added to training set.
2021-11-29 14:43:02 | INFO : - file 2557_Beethoven_OP109_PianoSonata.npy added to training set.
2021-11-29 14:43:02 | INFO : - file 2373_Beethoven_OP49NO1_PianoSonata.npy added to training set.
2021-11-29 14:43:02 | INFO : - file 1733_Schubert_D959_PianoSonata.npy added to validation set.
2021-11-29 14:43:02 | INFO : - file 2079_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-11-29 14:43:02 | INFO : - file 1835_Mozart_K590_StringQuartet.npy added to training set.
2021-11-29 14:43:02 | INFO : - file 1873_Mozart_K502_PianoTrio.npy added to training set.
2021-11-29 14:43:02 | INFO : - file 2424_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-11-29 14:43:02 | INFO : - file 2209_Bach_BWV849_WTKI.npy added to training set.
2021-11-29 14:43:02 | INFO : - file 2410_Beethoven_OP27NO1_PianoSonata.npy added to training set.
2021-11-29 14:43:02 | INFO : - file 2296_Bach_BWV1010_CelloSuite.npy added to training set.
2021-11-29 14:43:02 | INFO : - file 1817_Mozart_K375_Serenadein.npy added to training set.
2021-11-29 14:43:02 | INFO : - file 2472_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-11-29 14:43:02 | INFO : - file 2383_Beethoven_OP130_StringQuartet.npy added to training set.
2021-11-29 14:43:02 | INFO : - file 2462_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-11-29 14:43:02 | INFO : - file 2575_Beethoven_OP13_PianoSonata.npy added to training set.
2021-11-29 14:43:02 | INFO : - file 2320_Beethoven_OP38_Trioin.npy added to training set.
2021-11-29 14:43:02 | INFO : - file 2207_Bach_BWV855_WTKI.npy added to training set.
2021-11-29 14:43:03 | INFO : - file 2476_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-11-29 14:43:03 | INFO : - file 2371_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-11-29 14:43:03 | INFO : - file 2147_Brahms_OP36_StringSextet.npy added to training set.
2021-11-29 14:43:03 | INFO : - file 2215_Bach_BWV846_WTKI.npy added to training set.
2021-11-29 14:43:03 | INFO : - file 1777_Schubert_D850_PianoSonata.npy added to training set.
2021-11-29 14:43:03 | INFO : - file 2502_Beethoven_OP12NO3_ViolinSonata.npy added to training set.
2021-11-29 14:43:03 | INFO : - file 1922_Dvorak_OP51_StringQuartet.npy added to training set.
2021-11-29 14:43:03 | INFO : - file 1893_Mozart_K564_PianoTrio.npy added to training set.
2021-11-29 14:43:03 | INFO : - file 2186_Bach_BWV1006_ViolinPartita.npy added to training set.
2021-11-29 14:43:03 | INFO : - file 2160_Brahms_OP40_HornTrio.npy added to training set.
2021-11-29 14:43:03 | INFO : - file 2509_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-11-29 14:43:03 | INFO : - file 2505_Beethoven_OP103_Octetin.npy added to training set.
2021-11-29 14:43:03 | INFO : - file 2506_Beethoven_OP103_Octetin.npy added to training set.
2021-11-29 14:43:03 | INFO : - file 2628_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-11-29 14:43:03 | INFO : - file 2218_Bach_BWV1009_CelloSuite.npy added to training set.
2021-11-29 14:43:03 | INFO : - file 2529_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-11-29 14:43:03 | INFO : - file 2374_Beethoven_OP49NO1_PianoSonata.npy added to training set.
2021-11-29 14:43:04 | INFO : - file 2392_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-11-29 14:43:04 | INFO : - file 2231_Bach_BWV866_WTKI.npy added to training set.
2021-11-29 14:43:04 | INFO : - file 1813_Mozart_K581_ClarinetQuintet.npy added to training set.
2021-11-29 14:43:04 | INFO : - file 2196_Bach_BWV848_WTKI.npy added to training set.
2021-11-29 14:43:04 | INFO : - file 2158_Brahms_OP40_HornTrio.npy added to validation set.
2021-11-29 14:43:04 | INFO : - file 1872_Mozart_K502_PianoTrio.npy added to training set.
2021-11-29 14:43:04 | INFO : - file 2621_Beethoven_OP59NO1_StringQuartet.npy added to training set.
2021-11-29 14:43:04 | INFO : - file 2150_Brahms_OP25_PianoQuartet.npy added to training set.
2021-11-29 14:43:04 | INFO : - file 2217_Bach_BWV1009_CelloSuite.npy added to training set.
2021-11-29 14:43:04 | INFO : - file 2243_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-11-29 14:43:04 | INFO : - file 2433_Beethoven_OP135_StringQuartet.npy added to training set.
2021-11-29 14:43:04 | INFO : - file 2211_Bach_BWV857_WTKI.npy added to training set.
2021-11-29 14:43:04 | INFO : - file 1764_Schubert_OP142_4Impromptus.npy added to training set.
2021-11-29 14:43:04 | INFO : - file 2348_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-11-29 14:43:04 | INFO : - file 1932_Dvorak_OP96_StringQuartet.npy added to validation set.
2021-11-29 14:43:04 | INFO : - file 2232_Bach_BWV866_WTKI.npy added to training set.
2021-11-29 14:43:05 | INFO : - file 2203_Bach_BWV1013_Partitain.npy added to training set.
2021-11-29 14:43:05 | INFO : - file 2157_Brahms_OP18_StringSextet.npy added to validation set.
2021-11-29 14:43:05 | INFO : - file 2486_Beethoven_OP7_PianoSonata.npy added to training set.
2021-11-29 14:43:05 | INFO : - file 2393_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-11-29 14:43:05 | INFO : - file 2210_Bach_BWV849_WTKI.npy added to training set.
2021-11-29 14:43:05 | INFO : - file 2659_Bach_BWV1002_ViolinPartita.npy added to training set.
2021-11-29 14:43:05 | INFO : - file 1729_Schubert_OP114_PianoQuintet.npy added to validation set.
2021-11-29 14:43:05 | INFO : - file 2678_Beethoven_OP14NO2_PianoSonata.npy added to training set.
2021-11-29 14:43:05 | INFO : - file 2221_Bach_BWV1009_CelloSuite.npy added to validation set.
2021-11-29 14:43:05 | INFO : - file 2411_Beethoven_OP27NO1_PianoSonata.npy added to training set.
2021-11-29 14:43:05 | INFO : - file 2343_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-11-29 14:43:05 | INFO : - file 1818_Mozart_K375_Serenadein.npy added to training set.
2021-11-29 14:43:05 | INFO : - file 1919_Dvorak_OP51_StringQuartet.npy added to training set.
2021-11-29 14:43:05 | INFO : - file 2415_Beethoven_OP71_Sextetin.npy added to training set.
2021-11-29 14:43:05 | INFO : - file 2305_Bach_BWV859_WTKI.npy added to training set.
2021-11-29 14:43:05 | INFO : - file 2510_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-11-29 14:43:06 | INFO : - file 2608_Beethoven_OP31NO1_PianoSonata.npy added to training set.
2021-11-29 14:43:06 | INFO : - file 2532_Beethoven_OP111_PianoSonata.npy added to training set.
2021-11-29 14:43:06 | INFO : - file 2542_Beethoven_OP101_PianoSonata.npy added to training set.
2021-11-29 14:43:06 | INFO : - file 2118_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-11-29 14:43:06 | INFO : - file 1756_Schubert_D784_PianoSonata.npy added to validation set.
2021-11-29 14:43:06 | INFO : - file 1793_Mozart_K465_StringQuartet.npy added to training set.
2021-11-29 14:43:06 | INFO : - file 1758_Schubert_D958_PianoSonata.npy added to training set.
2021-11-29 14:43:06 | INFO : - file 2404_Beethoven_OP110_PianoSonata.npy added to training set.
2021-11-29 14:43:06 | INFO : - file 2491_Beethoven_OP7_PianoSonata.npy added to training set.
2021-11-29 14:43:06 | INFO : - file 2282_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-11-29 14:43:06 | INFO : - file 2304_Bach_BWV859_WTKI.npy added to training set.
2021-11-29 14:43:06 | INFO : - file 2149_Brahms_OP25_PianoQuartet.npy added to training set.
2021-11-29 14:43:06 | INFO : - file 2330_Beethoven_OP12NO1_ViolinSonata.npy added to training set.
2021-11-29 14:43:06 | INFO : - file 1916_Dvorak_OP51_StringQuartet.npy added to training set.
2021-11-29 14:43:07 | INFO : - file 2212_Bach_BWV857_WTKI.npy added to training set.
2021-11-29 14:43:07 | INFO : - file 2480_Beethoven_OP18NO5_StringQuartet.npy added to validation set.
2021-11-29 14:43:07 | INFO : - file 2214_Bach_BWV847_WTKI.npy added to training set.
2021-11-29 14:43:07 | INFO : - file 2195_Bach_BWV848_WTKI.npy added to training set.
2021-11-29 14:43:07 | INFO : - file 2477_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-11-29 14:43:07 | INFO : - file 2295_Bach_BWV1010_CelloSuite.npy added to training set.
2021-11-29 14:43:07 | INFO : - file 1768_Schubert_D664_PianoSonata.npy added to training set.
2021-11-29 14:43:07 | INFO : - file 2627_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-11-29 14:43:07 | INFO : - file 2431_Beethoven_OP135_StringQuartet.npy added to training set.
2021-11-29 14:43:07 | INFO : - file 2591_Beethoven_OP26_PianoSonata.npy added to training set.
2021-11-29 14:43:07 | INFO : - file 1775_Schubert_D850_PianoSonata.npy added to training set.
2021-11-29 14:43:07 | INFO : - file 2293_Bach_BWV1010_CelloSuite.npy added to training set.
2021-11-29 14:43:07 | INFO : - file 1791_Mozart_K465_StringQuartet.npy added to training set.
2021-11-29 14:43:07 | INFO : - file 2194_Bach_BWV858_WTKI.npy added to training set.
2021-11-29 14:43:07 | INFO : - file 1742_Schubert_OP163_StringQuintet.npy added to training set.
2021-11-29 14:43:07 | INFO : - file 1776_Schubert_D850_PianoSonata.npy added to training set.
2021-11-29 14:43:08 | INFO : - file 2112_Brahms_OP38_CelloSonata.npy added to training set.
2021-11-29 14:43:08 | INFO : - file 2423_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-11-29 14:43:08 | INFO : - file 2560_Beethoven_OP18NO2_StringQuartet.npy added to training set.
2021-11-29 14:43:08 | INFO : - file 2219_Bach_BWV1009_CelloSuite.npy added to training set.
2021-11-29 14:43:08 | INFO : - file 2420_Beethoven_OP12NO2_ViolinSonata.npy added to training set.
2021-11-29 14:43:08 | INFO : - file 1763_Schubert_OP142_4Impromptus.npy added to training set.
2021-11-29 14:43:08 | INFO : - file 2228_Bach_BWV851_WTKI.npy added to training set.
2021-11-29 14:43:08 | INFO : - file 2441_Beethoven_OP106_PianoSonata.npy added to training set.
2021-11-29 14:43:08 | INFO : - file 2570_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-11-29 14:43:08 | INFO : - file 1918_Dvorak_OP51_StringQuartet.npy added to training set.
2021-11-29 14:43:08 | INFO : - file 2451_Beethoven_OP18NO6_StringQuartet.npy added to training set.
2021-11-29 14:43:08 | INFO : - file 2177_Ravel_35_StringQuartet.npy added to training set.
2021-11-29 14:43:08 | INFO : - file 1788_Mozart_K465_StringQuartet.npy added to training set.
2021-11-29 14:43:09 | INFO : - file 2179_Ravel_35_StringQuartet.npy added to training set.
2021-11-29 14:43:09 | INFO : - file 2346_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-11-29 14:43:09 | INFO : - file 2376_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-11-29 14:43:09 | INFO : - file 2620_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-11-29 14:43:09 | INFO : - file 2390_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-11-29 14:43:09 | INFO : - file 2335_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-11-29 14:43:09 | INFO : - file 2403_Beethoven_OP18NO1_StringQuartet.npy added to training set.
2021-11-29 14:43:09 | INFO : - file 2247_Bach_BWV854_WTKI.npy added to training set.
2021-11-29 14:43:09 | INFO : - file 2432_Beethoven_OP135_StringQuartet.npy added to training set.
2021-11-29 14:43:09 | INFO : - file 2292_Bach_BWV864_WTKI.npy added to training set.
2021-11-29 14:43:09 | INFO : - file 2076_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-11-29 14:43:09 | INFO : - file 1790_Mozart_K465_StringQuartet.npy added to training set.
2021-11-29 14:43:09 | INFO : - file 2302_Bach_BWV850_WTKI.npy added to training set.
2021-11-29 14:43:09 | INFO : - file 2391_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-11-29 14:43:09 | INFO : - file 1933_Dvorak_OP96_StringQuartet.npy added to validation set.
2021-11-29 14:43:09 | INFO : - file 2514_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-11-29 14:43:09 | INFO : - file 1829_Mozart_K542_PianoTrio.npy added to training set.
2021-11-29 14:43:10 | INFO : - file 1923_Dvorak_OP51_StringQuartet.npy added to training set.
2021-11-29 14:43:10 | INFO : - file 2377_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-11-29 14:43:10 | INFO : - file 1931_Dvorak_OP96_StringQuartet.npy added to training set.
2021-11-29 14:43:10 | INFO : - file 2294_Bach_BWV1010_CelloSuite.npy added to training set.
2021-11-29 14:43:10 | INFO : - file 2384_Beethoven_OP130_StringQuartet.npy added to training set.
2021-11-29 14:43:10 | INFO : - file 2241_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-11-29 14:43:10 | INFO : - file 2242_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-11-29 14:43:10 | INFO : - file 2283_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-11-29 14:43:10 | INFO : - file 2632_Beethoven_OP14NO2_PianoSonata.npy added to validation set.
2021-11-29 14:43:10 | INFO : - file 1760_Schubert_D958_PianoSonata.npy added to training set.
2021-11-29 14:43:10 | INFO : - file 2568_Beethoven_OP90_PianoSonata.npy added to training set.
2021-11-29 14:43:10 | INFO : - file 2345_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-11-29 14:43:10 | INFO : - file 2576_Beethoven_OP13_PianoSonata.npy added to training set.
2021-11-29 14:43:10 | INFO : - file 2131_Brahms_OP11_SerenadeNo.npy added to training set.
2021-11-29 14:43:10 | INFO : - file 2537_Beethoven_OP49NO2_PianoSonata.npy added to training set.
2021-11-29 14:43:11 | INFO : - file 2607_Beethoven_OP31NO1_PianoSonata.npy added to training set.
2021-11-29 14:43:11 | INFO : - file 2230_Bach_BWV865_WTKI.npy added to training set.
2021-11-29 14:43:11 | INFO : - file 2167_Faure_OP45_PianoQuartet.npy added to validation set.
2021-11-29 14:43:11 | INFO : - file 2603_Beethoven_OP81NO1_PianoSonata.npy added to training set.
2021-11-29 14:43:11 | INFO : - file 2594_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-11-29 14:43:11 | INFO : - file 2204_Bach_BWV1013_Partitain.npy added to training set.
2021-11-29 14:43:11 | INFO : - file 2523_Beethoven_OP69_CelloSonata.npy added to training set.
2021-11-29 14:43:11 | INFO : - file 2357_Beethoven_OP28_PianoSonata.npy added to training set.
2021-11-29 14:43:11 | INFO : - file 2398_Beethoven_OP47_ViolinSonata.npy added to training set.
2021-11-29 14:43:11 | INFO : - file 2310_Bach_BWV860_WTKI.npy added to training set.
2021-11-29 14:43:12 | INFO : - file 2078_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-11-29 14:43:12 | INFO : - file 2521_Beethoven_OP69_CelloSonata.npy added to training set.
2021-11-29 14:43:12 | INFO : - file 2562_Beethoven_OP18NO2_StringQuartet.npy added to training set.
2021-11-29 14:43:12 | INFO : - file 1824_Mozart_K421_StringQuartet.npy added to training set.
2021-11-29 14:43:12 | INFO : - file 2318_Beethoven_OP38_Trioin.npy added to validation set.
2021-11-29 14:43:12 | INFO : - file 1773_Schubert_D568_PianoSonata.npy added to training set.
2021-11-29 14:43:12 | INFO : - file 2443_Beethoven_OP106_PianoSonata.npy added to training set.
2021-11-29 14:43:13 | INFO : - file 2114_Brahms_OP38_CelloSonata.npy added to training set.
2021-11-29 14:43:13 | INFO : - file 2488_Beethoven_OP7_PianoSonata.npy added to training set.
2021-11-29 14:43:13 | INFO : - file 2198_Bach_BWV867_WTKI.npy added to training set.
2021-11-29 14:43:13 | INFO : - file 2350_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-11-29 14:43:13 | INFO : - file 2595_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-11-29 14:43:13 | INFO : - file 1805_Mozart_K387_StringQuartet.npy added to validation set.
2021-11-29 14:43:13 | INFO : - file 2113_Brahms_OP38_CelloSonata.npy added to training set.
2021-11-29 14:43:13 | INFO : - file 2075_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-11-29 14:43:13 | INFO : - file 2516_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-11-29 14:43:13 | INFO : - file 2497_Beethoven_OP95_StringQuartet.npy added to training set.
2021-11-29 14:43:14 | INFO : - file 2507_Beethoven_OP103_Octetin.npy added to training set.
2021-11-29 14:43:14 | INFO : - file 2389_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-11-29 14:43:14 | INFO : - file 2222_Bach_BWV1009_CelloSuite.npy added to validation set.
2021-11-29 14:43:14 | INFO : - file 2372_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-11-29 14:43:14 | INFO : - file 2471_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-11-29 14:43:14 | INFO : - file 2105_Haydn_OP64NO5_QuartetNo.npy added to training set.
2021-11-29 14:43:14 | INFO : - file 2388_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-11-29 14:43:14 | INFO : - file 2213_Bach_BWV847_WTKI.npy added to training set.
2021-11-29 14:43:14 | INFO : - file 2417_Beethoven_OP71_Sextetin.npy added to training set.
2021-11-29 14:43:14 | INFO : - file 1751_Schubert_D845_PianoSonata.npy added to training set.
2021-11-29 14:43:14 | INFO : - file 1728_Schubert_OP114_PianoQuintet.npy added to training set.
2021-11-29 14:43:14 | INFO : - file 2227_Bach_BWV851_WTKI.npy added to training set.
2021-11-29 14:43:15 | INFO : - file 1734_Schubert_D959_PianoSonata.npy added to training set.
2021-11-29 14:43:15 | INFO : - file 2224_Bach_BWV852_WTKI.npy added to training set.
2021-11-29 14:43:15 | INFO : - file 2285_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-11-29 14:43:15 | INFO : - file 2159_Brahms_OP40_HornTrio.npy added to training set.
2021-11-29 14:43:15 | INFO : - file 2117_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-11-29 14:43:15 | INFO : - file 2155_Brahms_OP18_StringSextet.npy added to training set.
2021-11-29 14:43:15 | INFO : - file 1771_Schubert_D568_PianoSonata.npy added to training set.
2021-11-29 14:43:15 | INFO : - file 2571_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-11-29 14:43:15 | INFO : - file 2229_Bach_BWV865_WTKI.npy added to training set.
2021-11-29 14:43:16 | INFO : - file 2325_Beethoven_OP57_PianoSonata.npy added to training set.
2021-11-29 14:43:16 | INFO : - file 1749_Schubert_D845_PianoSonata.npy added to training set.
2021-11-29 14:43:16 | INFO : - file 2573_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-11-29 14:43:16 | INFO : - file 2596_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-11-29 14:43:16 | INFO : - file 2300_Bach_BWV853_WTKI.npy added to training set.
2021-11-29 14:43:16 | INFO : - file 2487_Beethoven_OP7_PianoSonata.npy added to training set.
2021-11-29 14:43:16 | INFO : - file 2119_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-11-29 14:43:16 | INFO : - file 1765_Schubert_OP142_4Impromptus.npy added to validation set.
2021-11-29 14:43:16 | INFO : - file 2528_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-11-29 14:43:17 | INFO : - file 1727_Schubert_OP114_PianoQuintet.npy added to training set.
2021-11-29 14:43:17 | INFO : - file 2314_Beethoven_OP132_StringQuartet.npy added to training set.
2021-11-29 14:43:17 | INFO : - file 2202_Bach_BWV1013_Partitain.npy added to training set.
2021-11-29 14:43:17 | INFO : - file 2239_Bach_BWV862_WTKI.npy added to training set.
2021-11-29 14:43:17 | INFO : - file 2444_Beethoven_OP106_PianoSonata.npy added to training set.
2021-11-29 14:43:17 | INFO : - file 2581_Beethoven_OP54_PianoSonata.npy added to training set.
2021-11-29 14:43:17 | INFO : - file 2244_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-11-29 14:43:17 | INFO : - file 1792_Mozart_K465_StringQuartet.npy added to training set.
2021-11-29 14:43:17 | INFO : - file 1812_Mozart_K581_ClarinetQuintet.npy added to training set.
2021-11-29 14:43:18 | INFO : - file 2490_Beethoven_OP7_PianoSonata.npy added to training set.
2021-11-29 14:43:18 | INFO : - file 2442_Beethoven_OP106_PianoSonata.npy added to training set.
2021-11-29 14:43:18 | INFO : - file 2564_Beethoven_OP22_PianoSonata.npy added to training set.
2021-11-29 14:43:18 | INFO : - file 2611_Beethoven_OP10NO3_PianoSonata.npy added to training set.
2021-11-29 14:43:18 | INFO : - file 2422_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-11-29 14:43:18 | INFO : - file 2483_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-11-29 14:43:18 | INFO : - file 2342_Beethoven_OP30NO3_ViolinSonata.npy added to validation set.
2021-11-29 14:43:18 | INFO : - file 2366_Beethoven_OP127_StringQuartet.npy added to training set.
2021-11-29 14:43:19 | INFO : - file 2358_Beethoven_OP28_PianoSonata.npy added to training set.
2021-11-29 14:43:19 | INFO : - file 2555_Beethoven_OP109_PianoSonata.npy added to training set.
2021-11-29 14:43:19 | INFO : - file 2622_Beethoven_OP59NO1_StringQuartet.npy added to training set.
2021-11-29 14:43:19 | INFO : - file 2289_Bach_BWV1002_ViolinPartita.npy added to validation set.
2021-11-29 14:43:19 | INFO : - file 2080_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-11-29 14:43:19 | INFO : - file 2588_Beethoven_OP26_PianoSonata.npy added to training set.
2021-11-29 14:43:19 | INFO : - file 2494_Beethoven_OP95_StringQuartet.npy added to training set.
2021-11-29 14:43:19 | INFO : - file 1789_Mozart_K465_StringQuartet.npy added to training set.
2021-11-29 14:43:19 | INFO : - file 2168_Faure_OP45_PianoQuartet.npy added to training set.
2021-11-29 14:43:19 | INFO : - file 1859_Mozart_K464_StringQuartet.npy added to training set.
2021-11-29 14:43:20 | INFO : - file 2586_Beethoven_OP102NO1_CelloSonata.npy added to training set.
2021-11-29 14:43:20 | INFO : - file 2478_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-11-29 14:43:20 | INFO : - file 2315_Beethoven_OP132_StringQuartet.npy added to validation set.
2021-11-29 14:43:20 | INFO : - file 2201_Bach_BWV861_WTKI.npy added to training set.
2021-11-29 14:43:20 | INFO : - file 2572_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-11-29 14:43:20 | INFO : - file 2238_Bach_BWV868_WTKI.npy added to training set.
2021-11-29 14:43:20 | INFO : - file 2248_Bach_BWV854_WTKI.npy added to training set.
2021-11-29 14:43:20 | INFO : - file 1735_Schubert_D959_PianoSonata.npy added to training set.
2021-11-29 14:43:20 | INFO : - file 2308_Bach_BWV863_WTKI.npy added to training set.
2021-11-29 14:43:21 | INFO : - file 2154_Brahms_OP18_StringSextet.npy added to training set.
2021-11-29 14:43:21 | INFO : - file 2140_Brahms_OP51NO1_StringQuartet.npy added to training set.
2021-11-29 14:43:21 | INFO : - file 2077_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-11-29 14:43:21 | INFO : - file 1807_Mozart_K387_StringQuartet.npy added to validation set.
2021-11-29 14:43:21 | INFO : - file 2406_Beethoven_OP110_PianoSonata.npy added to training set.
2021-11-29 14:43:21 | INFO : - file 1772_Schubert_D568_PianoSonata.npy added to training set.
2021-11-29 14:43:21 | INFO : - file 2156_Brahms_OP18_StringSextet.npy added to training set.
2021-11-29 14:43:21 | INFO : - file 1757_Schubert_D958_PianoSonata.npy added to training set.
2021-11-29 14:43:22 | INFO : - file 2436_Beethoven_OP53_PianoSonata.npy added to training set.
2021-11-29 14:43:22 | INFO : - file 2364_Beethoven_OP28_PianoSonata.npy added to training set.
2021-11-29 14:43:22 | INFO : - file 2538_Beethoven_OP49NO2_PianoSonata.npy added to training set.
2021-11-29 14:43:22 | INFO : - file 2336_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-11-29 14:43:22 | INFO : - file 2466_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-11-29 14:43:22 | INFO : - file 2677_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-11-29 14:43:22 | INFO : - file 2081_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-11-29 14:43:22 | INFO : - file 2151_Brahms_OP25_PianoQuartet.npy added to training set.
2021-11-29 14:43:22 | INFO : - file 2512_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-11-29 14:43:22 | INFO : - file 2083_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-11-29 14:43:23 | INFO : - file 2368_Beethoven_OP127_StringQuartet.npy added to training set.
2021-11-29 14:43:23 | INFO : - file 2082_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-11-29 14:43:23 | INFO : - file 2178_Ravel_35_StringQuartet.npy added to training set.
2021-11-29 14:43:23 | INFO : - file 2322_Beethoven_OP57_PianoSonata.npy added to training set.
2021-11-29 14:43:23 | INFO : - file 2633_Beethoven_OP14NO2_PianoSonata.npy added to validation set.
2021-11-29 14:43:23 | INFO : - file 2220_Bach_BWV1009_CelloSuite.npy added to training set.
2021-11-29 14:43:23 | INFO : - file 1828_Mozart_K542_PianoTrio.npy added to training set.
2021-11-29 14:43:23 | INFO : - file 2527_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-11-29 14:43:23 | INFO : - file 2540_Beethoven_OP101_PianoSonata.npy added to training set.
2021-11-29 14:43:23 | INFO : - file 2582_Beethoven_OP54_PianoSonata.npy added to training set.
2021-11-29 14:43:24 | INFO : - file 2225_Bach_BWV852_WTKI.npy added to training set.
2021-11-29 14:43:24 | INFO : - file 1876_Mozart_K496_PianoTrio.npy added to training set.
2021-11-29 14:43:24 | INFO : - file 2593_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-11-29 14:43:24 | INFO : - file 2482_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-11-29 14:43:24 | INFO : - file 2341_Beethoven_OP30NO3_ViolinSonata.npy added to validation set.
2021-11-29 14:43:24 | INFO : - file 2288_Bach_BWV1002_ViolinPartita.npy added to training set.
2021-11-29 14:43:24 | INFO : - file 2504_Beethoven_OP103_Octetin.npy added to training set.
2021-11-29 14:43:24 | INFO : - file 2381_Beethoven_OP130_StringQuartet.npy added to training set.
2021-11-29 14:43:24 | INFO : - file 2104_Haydn_OP64NO5_QuartetNo.npy added to training set.
2021-11-29 14:43:25 | INFO : - file 2365_Beethoven_OP127_StringQuartet.npy added to training set.
2021-11-29 14:43:25 | INFO : - file 1739_Schubert_OP99_PianoTrio.npy added to training set.
2021-11-29 14:43:25 | INFO : - file 1750_Schubert_D845_PianoSonata.npy added to training set.
2021-11-29 14:43:25 | INFO : - file 2473_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-11-29 14:43:25 | INFO : - file 2180_Ravel_35_StringQuartet.npy added to training set.
2021-11-29 14:43:25 | INFO : - file 2397_Beethoven_OP47_ViolinSonata.npy added to training set.
2021-11-29 14:43:25 | INFO : - file 2626_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-11-29 14:43:26 | INFO : - file 1730_Schubert_OP114_PianoQuintet.npy added to training set.
2021-11-29 14:43:26 | INFO : - file 2522_Beethoven_OP69_CelloSonata.npy added to training set.
2021-11-29 14:43:26 | INFO : - file 2619_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-11-29 14:43:26 | INFO : - file 2234_Bach_BWV856_WTKI.npy added to training set.
2021-11-29 14:43:26 | INFO : - file 2618_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-11-29 14:43:26 | INFO : - file 2161_Brahms_OP40_HornTrio.npy added to training set.
2021-11-29 14:43:26 | INFO : - file 2166_Faure_OP45_PianoQuartet.npy added to training set.
2021-11-29 14:43:26 | INFO : - file 2319_Beethoven_OP38_Trioin.npy added to training set.
2021-11-29 14:43:26 | INFO : - file 2590_Beethoven_OP26_PianoSonata.npy added to training set.
2021-11-29 14:43:26 | INFO : Training set & loader generated, length 94348
2021-11-29 14:43:26 | INFO : Validation set & loader generated, length 9238
2021-11-29 14:43:26 | INFO :
###################### START TRAINING ######################
2021-11-29 14:51:52 | INFO : Epoch #0 finished. Train Loss: 0.0819, Val Loss: 0.0759 with lr: 0.00100
2021-11-29 14:51:53 | INFO : .... model of epoch 0 saved.
2021-11-29 15:00:12 | INFO : Epoch #1 finished. Train Loss: 0.0713, Val Loss: 0.0717 with lr: 0.00100
2021-11-29 15:00:12 | INFO : .... model of epoch #1 saved.
2021-11-29 15:08:32 | INFO : Epoch #2 finished. Train Loss: 0.0680, Val Loss: 0.0734 with lr: 0.00100
2021-11-29 15:16:51 | INFO : Epoch #3 finished. Train Loss: 0.0658, Val Loss: 0.0705 with lr: 0.00100
2021-11-29 15:16:51 | INFO : .... model of epoch #3 saved.
2021-11-29 15:25:11 | INFO : Epoch #4 finished. Train Loss: 0.0643, Val Loss: 0.0675 with lr: 0.00100
2021-11-29 15:25:11 | INFO : .... model of epoch #4 saved.
2021-11-29 15:33:30 | INFO : Epoch #5 finished. Train Loss: 0.0634, Val Loss: 0.0695 with lr: 0.00100
2021-11-29 15:41:49 | INFO : Epoch #6 finished. Train Loss: 0.0625, Val Loss: 0.0710 with lr: 0.00100
2021-11-29 15:50:08 | INFO : Epoch #7 finished. Train Loss: 0.0617, Val Loss: 0.0680 with lr: 0.00100
2021-11-29 15:58:27 | INFO : Epoch #8 finished. Train Loss: 0.0608, Val Loss: 0.0690 with lr: 0.00100
2021-11-29 16:06:46 | INFO : Epoch #9 finished. Train Loss: 0.0603, Val Loss: 0.0697 with lr: 0.00100
2021-11-29 16:15:05 | INFO : Epoch #10 finished. Train Loss: 0.0596, Val Loss: 0.0678 with lr: 0.00100
2021-11-29 16:23:24 | INFO : Epoch #11 finished. Train Loss: 0.0573, Val Loss: 0.0673 with lr: 0.00050
2021-11-29 16:23:25 | INFO : .... model of epoch #11 saved.
2021-11-29 16:31:44 | INFO : Epoch #12 finished. Train Loss: 0.0567, Val Loss: 0.0679 with lr: 0.00050
2021-11-29 16:40:03 | INFO : Epoch #13 finished. Train Loss: 0.0561, Val Loss: 0.0681 with lr: 0.00050
2021-11-29 16:48:23 | INFO : Epoch #14 finished. Train Loss: 0.0557, Val Loss: 0.0663 with lr: 0.00050
2021-11-29 16:48:23 | INFO : .... model of epoch #14 saved.
2021-11-29 16:56:42 | INFO : Epoch #15 finished. Train Loss: 0.0555, Val Loss: 0.0683 with lr: 0.00050
2021-11-29 17:05:02 | INFO : Epoch #16 finished. Train Loss: 0.0554, Val Loss: 0.0695 with lr: 0.00050
2021-11-29 17:13:21 | INFO : Epoch #17 finished. Train Loss: 0.0549, Val Loss: 0.0691 with lr: 0.00050
2021-11-29 17:21:40 | INFO : Epoch #18 finished. Train Loss: 0.0544, Val Loss: 0.0694 with lr: 0.00050
2021-11-29 17:30:00 | INFO : Epoch #19 finished. Train Loss: 0.0542, Val Loss: 0.0670 with lr: 0.00050
2021-11-29 17:38:19 | INFO : Epoch #20 finished. Train Loss: 0.0539, Val Loss: 0.0699 with lr: 0.00050
2021-11-29 17:46:38 | INFO : Epoch #21 finished. Train Loss: 0.0519, Val Loss: 0.0703 with lr: 0.00025
2021-11-29 17:54:58 | INFO : Epoch #22 finished. Train Loss: 0.0515, Val Loss: 0.0683 with lr: 0.00025
2021-11-29 18:03:17 | INFO : Epoch #23 finished. Train Loss: 0.0510, Val Loss: 0.0691 with lr: 0.00025
2021-11-29 18:11:37 | INFO : Epoch #24 finished. Train Loss: 0.0508, Val Loss: 0.0696 with lr: 0.00025
2021-11-29 18:19:56 | INFO : Epoch #25 finished. Train Loss: 0.0505, Val Loss: 0.0705 with lr: 0.00025
2021-11-29 18:28:15 | INFO : Epoch #26 finished. Train Loss: 0.0502, Val Loss: 0.0698 with lr: 0.00025
2021-11-29 18:28:15 | INFO : ### trained model saved in /tsi/clusterhome/cweiss/models/exp186d_traintest_musicnet_aligned_pitch_unet_extremelylarge_blstm_test10files_augall_AdamW.pt
2021-11-29 18:28:15 | INFO :
###################### START TESTING ######################
2021-11-29 18:28:38 | INFO : file 2106_Haydn_OP64NO5_QuartetNo.npy tested. Cosine sim: 0.7550807743343994
2021-11-29 18:28:53 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7634090313822094
2021-11-29 18:29:05 | INFO : file 2416_Beethoven_OP71_Sextetin.npy tested. Cosine sim: 0.6858052959308945
2021-11-29 18:29:14 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7817413638648621
2021-11-29 18:29:29 | INFO : file 1759_Schubert_D958_PianoSonata.npy tested. Cosine sim: 0.7701774023477912
2021-11-29 18:29:38 | INFO : file 2191_Bach_BWV1006_ViolinPartita.npy tested. Cosine sim: 0.8379991607659174
2021-11-29 18:30:16 | INFO : file 2629_Beethoven_OP96_ViolinSonata.npy tested. Cosine sim: 0.8064765022423269
2021-11-29 18:30:26 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.6320094707740973
2021-11-29 18:30:37 | INFO : file 2556_Beethoven_OP109_PianoSonata.npy tested. Cosine sim: 0.81575538158504
2021-11-29 18:30:49 | INFO : file 2298_Bach_BWV1010_CelloSuite.npy tested. Cosine sim: 0.7257794467602657
2021-11-29 18:30:49 | INFO : ### Testing done. ################################################
2021-11-29 18:30:49 | INFO : # Results for large test set (10 files) #########################
2021-11-29 18:30:49 | INFO : Mean precision: 0.7178648658072895
2021-11-29 18:30:49 | INFO : Mean recall: 0.7595325876708865
2021-11-29 18:30:49 | INFO : Mean f_measure: 0.7358669515892567
2021-11-29 18:30:49 | INFO : Mean cosine_sim: 0.7574233829987803
2021-11-29 18:30:49 | INFO : Mean binary_crossentropy: 0.06462352967436351
2021-11-29 18:30:49 | INFO : Mean euclidean_distance: 0.8350261653190284
2021-11-29 18:30:49 | INFO : Mean binary_accuracy: 0.98229048293375
2021-11-29 18:30:49 | INFO : Mean soft_accuracy: 0.9738462605174029
2021-11-29 18:30:49 | INFO : Mean accum_energy: 0.5545290726406595
2021-11-29 18:30:49 | INFO : Mean roc_auc_measure: 0.9870579908580248
2021-11-29 18:30:49 | INFO : Mean average_precision_score: 0.7845992201263623
2021-11-29 18:30:49 | INFO : Mean Precision: 0.7178648658072895
2021-11-29 18:30:49 | INFO : Mean Recall: 0.7595325876708865
2021-11-29 18:30:49 | INFO : Mean Accuracy: 0.585428775250057
2021-11-29 18:30:49 | INFO : Mean Substitution Error: 0.11150205030353817
2021-11-29 18:30:49 | INFO : Mean Miss Error: 0.12896536202557543
2021-11-29 18:30:49 | INFO : Mean False Alarm Error: 0.19528926469269348
2021-11-29 18:30:49 | INFO : Mean Total Error: 0.435756677021807
2021-11-29 18:30:49 | INFO : Mean Chroma Precision: 0.7359428225567839
2021-11-29 18:30:49 | INFO : Mean Chroma Recall: 0.7783666728084511
2021-11-29 18:30:49 | INFO : Mean Chroma Accuracy: 0.6084404672687455
2021-11-29 18:30:49 | INFO : Mean Chroma Substitution Error: 0.09266796516597339
2021-11-29 18:30:49 | INFO : Mean Chroma Miss Error: 0.12896536202557543
2021-11-29 18:30:49 | INFO : Mean Chroma False Alarm Error: 0.19528926469269348
2021-11-29 18:30:49 | INFO : Mean Chroma Total Error: 0.41692259188424236
2021-11-29 18:30:49 | INFO :
2021-11-29 18:30:49 | INFO : Framewise precision: 0.741770997694631
2021-11-29 18:30:49 | INFO : Framewise recall: 0.7529338160850418
2021-11-29 18:30:49 | INFO : Framewise f_measure: 0.7446219584180732
2021-11-29 18:30:49 | INFO : Framewise cosine_sim: 0.7671206091749868
2021-11-29 18:30:49 | INFO : Framewise binary_crossentropy: 0.07450798432580787
2021-11-29 18:30:49 | INFO : Framewise euclidean_distance: 0.90096465883134
2021-11-29 18:30:49 | INFO : Framewise binary_accuracy: 0.980360763230807
2021-11-29 18:30:49 | INFO : Framewise soft_accuracy: 0.9707547214636122
2021-11-29 18:30:49 | INFO : Framewise accum_energy: 0.5587566932610918
2021-11-29 18:30:49 | INFO : Framewise roc_auc_measure: 0.9858077086076602
2021-11-29 18:30:49 | INFO : Framewise average_precision_score: 0.7962420616942993
2021-11-29 18:30:49 | INFO : Framewise Precision: 0.741770997694631
2021-11-29 18:30:49 | INFO : Framewise Recall: 0.7529338160850418
2021-11-29 18:30:49 | INFO : Framewise Accuracy: 0.595581911466472
2021-11-29 18:30:49 | INFO : Framewise Substitution Error: 0.1083137626208326
2021-11-29 18:30:49 | INFO : Framewise Miss Error: 0.13875242129412585
2021-11-29 18:30:49 | INFO : Framewise False Alarm Error: 0.1639032019453412
2021-11-29 18:30:49 | INFO : Framewise Total Error: 0.41096938586029974
2021-11-29 18:30:49 | INFO : Framewise Chroma Precision: 0.7623458109404987
2021-11-29 18:30:49 | INFO : Framewise Chroma Recall: 0.7734303968083616
2021-11-29 18:30:49 | INFO : Framewise Chroma Accuracy: 0.6219303237575583
2021-11-29 18:30:49 | INFO : Framewise Chroma Substitution Error: 0.08781718189751285
2021-11-29 18:30:49 | INFO : Framewise Chroma Miss Error: 0.13875242129412585
2021-11-29 18:30:49 | INFO : Framewise Chroma False Alarm Error: 0.1639032019453412
2021-11-29 18:30:49 | INFO : Framewise Chroma Total Error: 0.3904728051369799
2021-11-29 18:30:59 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7773162121559636
2021-11-29 18:31:07 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7843114684318492
2021-11-29 18:31:14 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.6407895220734957
2021-11-29 18:31:14 | INFO : ### Testing done. ################################################
2021-11-29 18:31:14 | INFO : # Results for small test set (3 files), first 90s ##############
2021-11-29 18:31:14 | INFO : Mean precision: 0.6963327404157761
2021-11-29 18:31:14 | INFO : Mean recall: 0.7181219276968598
2021-11-29 18:31:14 | INFO : Mean f_measure: 0.7065062094345089
2021-11-29 18:31:14 | INFO : Mean cosine_sim: 0.7341390675537696
2021-11-29 18:31:14 | INFO : Mean binary_crossentropy: 0.06977717362355476
2021-11-29 18:31:14 | INFO : Mean euclidean_distance: 0.9096294320202815
2021-11-29 18:31:14 | INFO : Mean binary_accuracy: 0.9799154383975811
2021-11-29 18:31:14 | INFO : Mean soft_accuracy: 0.9709649377089051
2021-11-29 18:31:14 | INFO : Mean accum_energy: 0.5465503604724528
2021-11-29 18:31:14 | INFO : Mean roc_auc_measure: 0.9860441314254645
2021-11-29 18:31:14 | INFO : Mean average_precision_score: 0.7563579368891032
2021-11-29 18:31:14 | INFO : Mean Precision: 0.6963327404157761
2021-11-29 18:31:14 | INFO : Mean Recall: 0.7181219276968598
2021-11-29 18:31:14 | INFO : Mean Accuracy: 0.550772299615696
2021-11-29 18:31:14 | INFO : Mean Substitution Error: 0.09815194853723604
2021-11-29 18:31:14 | INFO : Mean Miss Error: 0.18372612376590416
2021-11-29 18:31:14 | INFO : Mean False Alarm Error: 0.2223756077553464
2021-11-29 18:31:14 | INFO : Mean Total Error: 0.5042536800584866
2021-11-29 18:31:14 | INFO : Mean Chroma Precision: 0.7177599162815625
2021-11-29 18:31:14 | INFO : Mean Chroma Recall: 0.7407991646471247
2021-11-29 18:31:14 | INFO : Mean Chroma Accuracy: 0.576752410507733
2021-11-29 18:31:14 | INFO : Mean Chroma Substitution Error: 0.07547471158697115
2021-11-29 18:31:14 | INFO : Mean Chroma Miss Error: 0.18372612376590416
2021-11-29 18:31:14 | INFO : Mean Chroma False Alarm Error: 0.2223756077553464
2021-11-29 18:31:14 | INFO : Mean Chroma Total Error: 0.48157644310822173
2021-11-29 18:31:14 | INFO :
2021-11-29 18:31:14 | INFO : Framewise precision: 0.6963327404157759
2021-11-29 18:31:14 | INFO : Framewise recall: 0.7181219276968596
2021-11-29 18:31:14 | INFO : Framewise f_measure: 0.7065062094345089
2021-11-29 18:31:14 | INFO : Framewise cosine_sim: 0.7341390675537695
2021-11-29 18:31:14 | INFO : Framewise binary_crossentropy: 0.06977717362355478
2021-11-29 18:31:14 | INFO : Framewise euclidean_distance: 0.9096294320202815
2021-11-29 18:31:14 | INFO : Framewise binary_accuracy: 0.9799154383975812
2021-11-29 18:31:14 | INFO : Framewise soft_accuracy: 0.970964937708905
2021-11-29 18:31:14 | INFO : Framewise accum_energy: 0.5465503604724528
2021-11-29 18:31:14 | INFO : Framewise roc_auc_measure: 0.9860441314254647
2021-11-29 18:31:14 | INFO : Framewise average_precision_score: 0.7563579368891034
2021-11-29 18:31:14 | INFO : Framewise Precision: 0.6963327404157759
2021-11-29 18:31:14 | INFO : Framewise Recall: 0.7181219276968596
2021-11-29 18:31:14 | INFO : Framewise Accuracy: 0.5507722996156961
2021-11-29 18:31:14 | INFO : Framewise Substitution Error: 0.09815194853723605
2021-11-29 18:31:14 | INFO : Framewise Miss Error: 0.1837261237659042
2021-11-29 18:31:14 | INFO : Framewise False Alarm Error: 0.2223756077553464
2021-11-29 18:31:14 | INFO : Framewise Total Error: 0.5042536800584866
2021-11-29 18:31:14 | INFO : Framewise Chroma Precision: 0.7177599162815624
2021-11-29 18:31:14 | INFO : Framewise Chroma Recall: 0.7407991646471247
2021-11-29 18:31:14 | INFO : Framewise Chroma Accuracy: 0.576752410507733
2021-11-29 18:31:14 | INFO : Framewise Chroma Substitution Error: 0.07547471158697115
2021-11-29 18:31:14 | INFO : Framewise Chroma Miss Error: 0.1837261237659042
2021-11-29 18:31:14 | INFO : Framewise Chroma False Alarm Error: 0.2223756077553464
2021-11-29 18:31:14 | INFO : Framewise Chroma Total Error: 0.48157644310822173
2021-11-29 18:31:28 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7634090313822094
2021-11-29 18:31:35 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7817413638648621
2021-11-29 18:31:45 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.6320094707740973
2021-11-29 18:31:45 | INFO : ### Testing done. ################################################
2021-11-29 18:31:45 | INFO : # Results for small test set (3 files), full ###################
2021-11-29 18:31:45 | INFO : Mean precision: 0.6817325053218187
2021-11-29 18:31:45 | INFO : Mean recall: 0.7073046369258845
2021-11-29 18:31:45 | INFO : Mean f_measure: 0.6939049771310642
2021-11-29 18:31:45 | INFO : Mean cosine_sim: 0.7257199553403897
2021-11-29 18:31:45 | INFO : Mean binary_crossentropy: 0.07325955006496711
2021-11-29 18:31:45 | INFO : Mean euclidean_distance: 0.9144132958364097
2021-11-29 18:31:45 | INFO : Mean binary_accuracy: 0.9789807859849247
2021-11-29 18:31:45 | INFO : Mean soft_accuracy: 0.9705592275026196
2021-11-29 18:31:45 | INFO : Mean accum_energy: 0.5268706600117399
2021-11-29 18:31:45 | INFO : Mean roc_auc_measure: 0.9838262182255266
2021-11-29 18:31:45 | INFO : Mean average_precision_score: 0.737713600650934
2021-11-29 18:31:45 | INFO : Mean Precision: 0.6817325053218187
2021-11-29 18:31:45 | INFO : Mean Recall: 0.7073046369258845
2021-11-29 18:31:45 | INFO : Mean Accuracy: 0.5348551759076985
2021-11-29 18:31:45 | INFO : Mean Substitution Error: 0.11452693993052361
2021-11-29 18:31:45 | INFO : Mean Miss Error: 0.1781684231435919
2021-11-29 18:31:45 | INFO : Mean False Alarm Error: 0.2211088965658339
2021-11-29 18:31:45 | INFO : Mean Total Error: 0.5138042596399495
2021-11-29 18:31:45 | INFO : Mean Chroma Precision: 0.7058879716241963
2021-11-29 18:31:45 | INFO : Mean Chroma Recall: 0.7327134440244237
2021-11-29 18:31:45 | INFO : Mean Chroma Accuracy: 0.5639876164044105
2021-11-29 18:31:45 | INFO : Mean Chroma Substitution Error: 0.08911813283198437
2021-11-29 18:31:45 | INFO : Mean Chroma Miss Error: 0.1781684231435919
2021-11-29 18:31:45 | INFO : Mean Chroma False Alarm Error: 0.2211088965658339
2021-11-29 18:31:45 | INFO : Mean Chroma Total Error: 0.4883954525414102
2021-11-29 18:31:45 | INFO :
2021-11-29 18:31:45 | INFO : Framewise precision: 0.6912328131315437
2021-11-29 18:31:45 | INFO : Framewise recall: 0.7107756575634031
2021-11-29 18:31:45 | INFO : Framewise f_measure: 0.7004552835078188
2021-11-29 18:31:45 | INFO : Framewise cosine_sim: 0.7278399563046142
2021-11-29 18:31:45 | INFO : Framewise binary_crossentropy: 0.07431636337241067
2021-11-29 18:31:45 | INFO : Framewise euclidean_distance: 0.9227596506999114
2021-11-29 18:31:45 | INFO : Framewise binary_accuracy: 0.9787741022113219
2021-11-29 18:31:45 | INFO : Framewise soft_accuracy: 0.9699038462042774
2021-11-29 18:31:45 | INFO : Framewise accum_energy: 0.5199160018727421
2021-11-29 18:31:45 | INFO : Framewise roc_auc_measure: 0.9841044182614027
2021-11-29 18:31:45 | INFO : Framewise average_precision_score: 0.7451944865327924
2021-11-29 18:31:45 | INFO : Framewise Precision: 0.6912328131315437
2021-11-29 18:31:45 | INFO : Framewise Recall: 0.7107756575634031
2021-11-29 18:31:45 | INFO : Framewise Accuracy: 0.5426180701255358
2021-11-29 18:31:45 | INFO : Framewise Substitution Error: 0.11322334488685305
2021-11-29 18:31:45 | INFO : Framewise Miss Error: 0.17600099754974377
2021-11-29 18:31:45 | INFO : Framewise False Alarm Error: 0.2100157906678042
2021-11-29 18:31:45 | INFO : Framewise Total Error: 0.4992401331044011
2021-11-29 18:31:45 | INFO : Framewise Chroma Precision: 0.7153006494798376
2021-11-29 18:31:45 | INFO : Framewise Chroma Recall: 0.7358820913663493
2021-11-29 18:31:45 | INFO : Framewise Chroma Accuracy: 0.5718402389219932
2021-11-29 18:31:45 | INFO : Framewise Chroma Substitution Error: 0.08811691108390708
2021-11-29 18:31:45 | INFO : Framewise Chroma Miss Error: 0.17600099754974377
2021-11-29 18:31:45 | INFO : Framewise Chroma False Alarm Error: 0.2100157906678042
2021-11-29 18:31:45 | INFO : Framewise Chroma Total Error: 0.47413369930145505