2021-12-03 20:48:11 | INFO : Logging experiment exp160f_traintest_musicnet_aligned_pitch_unet_veryverylarge_test10files_augall_AdamW_rerun2
2021-12-03 20:48:11 | INFO : Experiment config: do training = True
2021-12-03 20:48:11 | INFO : Experiment config: do validation = True
2021-12-03 20:48:11 | INFO : Experiment config: do testing = True
2021-12-03 20:48:11 | INFO : Training set parameters: {'context': 75, 'stride': 50, 'compression': 10, 'aug:transpsemitones': 5, 'aug:randomeq': 20, 'aug:noisestd': 0.0001, 'aug:tuning': True}
2021-12-03 20:48:11 | INFO : Validation set parameters: {'context': 75, 'stride': 50, 'compression': 10}
2021-12-03 20:48:11 | INFO : Test set parameters: {'context': 75, 'stride': 1, 'compression': 10}
2021-12-03 20:48:11 | INFO : Training parameters: {'batch_size': 25, 'shuffle': True, 'num_workers': 16}
2021-12-03 20:48:11 | INFO : Trained model saved in /tsi/clusterhome/cweiss/models/exp160f_traintest_musicnet_aligned_pitch_unet_veryverylarge_test10files_augall_AdamW_rerun2.pt
2021-12-03 20:48:11 | INFO : --- Training config: -----------------------------------------
2021-12-03 20:48:11 | INFO : Maximum number of epochs: 100
2021-12-03 20:48:11 | INFO : Criterion (Loss): BCELoss
2021-12-03 20:48:11 | INFO : Optimizer parameters: {'name': 'AdamW', 'initial_lr': 0.001, 'betas': (0.9, 0.999), 'eps': 1e-08, 'weight_decay': 0.01, 'amsgrad': False}
2021-12-03 20:48:11 | INFO : Scheduler parameters: {'use_scheduler': True, 'name': 'ReduceLROnPlateau', 'mode': 'min', 'factor': 0.5, 'patience': 5, 'threshold': 0.0001, 'threshold_mode': 'rel', 'cooldown': 0, 'min_lr': 1e-06, 'eps': 1e-08, 'verbose': False}
2021-12-03 20:48:11 | INFO : Early stopping parameters: {'use_early_stopping': True, 'mode': 'min', 'min_delta': 1e-05, 'patience': 12, 'percentage': False}
2021-12-03 20:48:11 | INFO : Test parameters: {'batch_size': 50, 'shuffle': False, 'num_workers': 8}
2021-12-03 20:48:11 | INFO : Save filewise results = True, in folder /tsi/clusterhome/cweiss/code/deep_pitch_estimation/experiments/results_filewise/exp160f_traintest_musicnet_aligned_pitch_unet_veryverylarge_test10files_augall_AdamW_rerun2.csv
2021-12-03 20:48:11 | INFO : Save model predictions = True, in folder /tsi/clusterhome/cweiss/predictions/exp160f_traintest_musicnet_aligned_pitch_unet_veryverylarge_test10files_augall_AdamW_rerun2
2021-12-03 20:48:11 | INFO : CUDA use_cuda: True
2021-12-03 20:48:11 | INFO : CUDA device: cuda:0
2021-12-03 20:48:14 | INFO : --- Model config: --------------------------------------------
2021-12-03 20:48:14 | INFO : Model: simple_u_net_largekernels
2021-12-03 20:48:14 | INFO : Model parameters: {'n_chan_input': 6, 'n_chan_layers': [128, 180, 150, 100], 'n_ch_out': 2, 'n_bins_in': 216, 'n_bins_out': 72, 'a_lrelu': 0.3, 'p_dropout': 0.2, 'scalefac': 2}
2021-12-03 20:48:15 | INFO :
==========================================================================================
Layer (type:depth-idx) Output Shape Param #
==========================================================================================
├─LayerNorm: 1-1 [1, 174, 6, 216] 2,592
├─double_conv: 1-2 [1, 32, 174, 216] --
| └─Sequential: 2-1 [1, 32, 174, 216] --
| | └─Conv2d: 3-1 [1, 32, 174, 216] 43,232
| | └─BatchNorm2d: 3-2 [1, 32, 174, 216] 64
| | └─ReLU: 3-3 [1, 32, 174, 216] --
| | └─Dropout: 3-4 [1, 32, 174, 216] --
| | └─Conv2d: 3-5 [1, 32, 174, 216] 230,432
| | └─BatchNorm2d: 3-6 [1, 32, 174, 216] 64
| | └─ReLU: 3-7 [1, 32, 174, 216] --
| | └─Dropout: 3-8 [1, 32, 174, 216] --
├─Sequential: 1-3 [1, 64, 87, 108] --
| └─MaxPool2d: 2-2 [1, 32, 87, 108] --
| └─double_conv: 2-3 [1, 64, 87, 108] --
| | └─Sequential: 3-9 [1, 64, 87, 108] 1,382,784
├─Sequential: 1-4 [1, 128, 43, 54] --
| └─MaxPool2d: 2-4 [1, 64, 43, 54] --
| └─double_conv: 2-5 [1, 128, 43, 54] --
| | └─Sequential: 3-10 [1, 128, 43, 54] 1,991,424
├─Sequential: 1-5 [1, 256, 21, 27] --
| └─MaxPool2d: 2-6 [1, 128, 21, 27] --
| └─double_conv: 2-7 [1, 256, 21, 27] --
| | └─Sequential: 3-11 [1, 256, 21, 27] 2,459,136
├─Sequential: 1-6 [1, 256, 10, 13] --
| └─MaxPool2d: 2-8 [1, 256, 10, 13] --
| └─double_conv: 2-9 [1, 256, 10, 13] --
| | └─Sequential: 3-12 [1, 256, 10, 13] 1,181,184
├─unet_up_concat_padding: 1-7 [1, 512, 21, 27] --
| └─Upsample: 2-10 [1, 256, 20, 26] --
├─double_conv: 1-8 [1, 128, 21, 27] --
| └─Sequential: 2-11 [1, 128, 21, 27] --
| | └─Conv2d: 3-13 [1, 256, 21, 27] 1,179,904
| | └─BatchNorm2d: 3-14 [1, 256, 21, 27] 512
| | └─ReLU: 3-15 [1, 256, 21, 27] --
| | └─Dropout: 3-16 [1, 256, 21, 27] --
| | └─Conv2d: 3-17 [1, 128, 21, 27] 295,040
| | └─BatchNorm2d: 3-18 [1, 128, 21, 27] 256
| | └─ReLU: 3-19 [1, 128, 21, 27] --
| | └─Dropout: 3-20 [1, 128, 21, 27] --
├─unet_up_concat_padding: 1-9 [1, 256, 43, 54] --
| └─Upsample: 2-12 [1, 128, 42, 54] --
├─double_conv: 1-10 [1, 64, 43, 54] --
| └─Sequential: 2-13 [1, 64, 43, 54] --
| | └─Conv2d: 3-21 [1, 128, 43, 54] 819,328
| | └─BatchNorm2d: 3-22 [1, 128, 43, 54] 256
| | └─ReLU: 3-23 [1, 128, 43, 54] --
| | └─Dropout: 3-24 [1, 128, 43, 54] --
| | └─Conv2d: 3-25 [1, 64, 43, 54] 204,864
| | └─BatchNorm2d: 3-26 [1, 64, 43, 54] 128
| | └─ReLU: 3-27 [1, 64, 43, 54] --
| | └─Dropout: 3-28 [1, 64, 43, 54] --
├─unet_up_concat_padding: 1-11 [1, 128, 87, 108] --
| └─Upsample: 2-14 [1, 64, 86, 108] --
├─double_conv: 1-12 [1, 32, 87, 108] --
| └─Sequential: 2-15 [1, 32, 87, 108] --
| | └─Conv2d: 3-29 [1, 64, 87, 108] 663,616
| | └─BatchNorm2d: 3-30 [1, 64, 87, 108] 128
| | └─ReLU: 3-31 [1, 64, 87, 108] --
| | └─Dropout: 3-32 [1, 64, 87, 108] --
| | └─Conv2d: 3-33 [1, 32, 87, 108] 165,920
| | └─BatchNorm2d: 3-34 [1, 32, 87, 108] 64
| | └─ReLU: 3-35 [1, 32, 87, 108] --
| | └─Dropout: 3-36 [1, 32, 87, 108] --
├─unet_up_concat_padding: 1-13 [1, 64, 174, 216] --
| └─Upsample: 2-16 [1, 32, 174, 216] --
├─double_conv: 1-14 [1, 128, 174, 216] --
| └─Sequential: 2-17 [1, 128, 174, 216] --
| | └─Conv2d: 3-37 [1, 32, 174, 216] 460,832
| | └─BatchNorm2d: 3-38 [1, 32, 174, 216] 64
| | └─ReLU: 3-39 [1, 32, 174, 216] --
| | └─Dropout: 3-40 [1, 32, 174, 216] --
| | └─Conv2d: 3-41 [1, 128, 174, 216] 921,728
| | └─BatchNorm2d: 3-42 [1, 128, 174, 216] 256
| | └─ReLU: 3-43 [1, 128, 174, 216] --
| | └─Dropout: 3-44 [1, 128, 174, 216] --
├─Sequential: 1-15 [1, 180, 174, 72] --
| └─Conv2d: 2-18 [1, 180, 174, 72] 207,540
| └─LeakyReLU: 2-19 [1, 180, 174, 72] --
| └─MaxPool2d: 2-20 [1, 180, 174, 72] --
| └─Dropout: 2-21 [1, 180, 174, 72] --
├─Sequential: 1-16 [1, 150, 100, 72] --
| └─Conv2d: 2-22 [1, 150, 100, 72] 2,025,150
| └─LeakyReLU: 2-23 [1, 150, 100, 72] --
| └─Dropout: 2-24 [1, 150, 100, 72] --
├─Sequential: 1-17 [1, 1, 100, 72] --
| └─Conv2d: 2-25 [1, 100, 100, 72] 15,100
| └─LeakyReLU: 2-26 [1, 100, 100, 72] --
| └─Dropout: 2-27 [1, 100, 100, 72] --
| └─Conv2d: 2-28 [1, 1, 100, 72] 101
| └─Sigmoid: 2-29 [1, 1, 100, 72] --
==========================================================================================
Total params: 14,251,699
Trainable params: 14,251,699
Non-trainable params: 0
Total mult-adds (G): 109.72
==========================================================================================
Input size (MB): 0.90
Forward/backward pass size (MB): 228.52
Params size (MB): 57.01
Estimated Total Size (MB): 286.42
==========================================================================================
2021-12-03 20:48:15 | INFO : - file 2530_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-03 20:48:15 | INFO : - file 1822_Mozart_K421_StringQuartet.npy added to training set.
2021-12-03 20:48:15 | INFO : - file 1752_Schubert_D845_PianoSonata.npy added to training set.
2021-12-03 20:48:15 | INFO : - file 2297_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-03 20:48:15 | INFO : - file 2240_Bach_BWV862_WTKI.npy added to training set.
2021-12-03 20:48:15 | INFO : - file 2463_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-12-03 20:48:15 | INFO : - file 2550_Beethoven_OP78_PianoSonata.npy added to training set.
2021-12-03 20:48:15 | INFO : - file 2566_Beethoven_OP22_PianoSonata.npy added to training set.
2021-12-03 20:48:16 | INFO : - file 2492_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-03 20:48:16 | INFO : - file 2359_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-03 20:48:16 | INFO : - file 2138_Brahms_OP51NO1_StringQuartet.npy added to training set.
2021-12-03 20:48:16 | INFO : - file 1811_Mozart_K581_ClarinetQuintet.npy added to validation set.
2021-12-03 20:48:16 | INFO : - file 2127_Brahms_OP11_SerenadeNo.npy added to training set.
2021-12-03 20:48:16 | INFO : - file 2531_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-03 20:48:16 | INFO : - file 2116_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-03 20:48:16 | INFO : - file 2284_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-03 20:48:16 | INFO : - file 2379_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-12-03 20:48:16 | INFO : - file 2237_Bach_BWV868_WTKI.npy added to training set.
2021-12-03 20:48:17 | INFO : - file 2313_Beethoven_OP132_StringQuartet.npy added to training set.
2021-12-03 20:48:17 | INFO : - file 1755_Schubert_D784_PianoSonata.npy added to validation set.
2021-12-03 20:48:17 | INFO : - file 2405_Beethoven_OP110_PianoSonata.npy added to training set.
2021-12-03 20:48:17 | INFO : - file 2307_Bach_BWV863_WTKI.npy added to training set.
2021-12-03 20:48:17 | INFO : - file 2533_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-03 20:48:17 | INFO : - file 2200_Bach_BWV861_WTKI.npy added to training set.
2021-12-03 20:48:17 | INFO : - file 2567_Beethoven_OP90_PianoSonata.npy added to training set.
2021-12-03 20:48:17 | INFO : - file 2481_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-12-03 20:48:17 | INFO : - file 2334_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-12-03 20:48:17 | INFO : - file 2208_Bach_BWV855_WTKI.npy added to training set.
2021-12-03 20:48:17 | INFO : - file 1766_Schubert_OP142_4Impromptus.npy added to validation set.
2021-12-03 20:48:17 | INFO : - file 2169_Faure_OP45_PianoQuartet.npy added to training set.
2021-12-03 20:48:18 | INFO : - file 2148_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-03 20:48:18 | INFO : - file 2501_Beethoven_OP12NO3_ViolinSonata.npy added to training set.
2021-12-03 20:48:18 | INFO : - file 2614_Beethoven_OP10NO3_PianoSonata.npy added to training set.
2021-12-03 20:48:18 | INFO : - file 2557_Beethoven_OP109_PianoSonata.npy added to training set.
2021-12-03 20:48:18 | INFO : - file 2373_Beethoven_OP49NO1_PianoSonata.npy added to training set.
2021-12-03 20:48:18 | INFO : - file 1733_Schubert_D959_PianoSonata.npy added to validation set.
2021-12-03 20:48:18 | INFO : - file 2079_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-12-03 20:48:18 | INFO : - file 1835_Mozart_K590_StringQuartet.npy added to training set.
2021-12-03 20:48:18 | INFO : - file 1873_Mozart_K502_PianoTrio.npy added to training set.
2021-12-03 20:48:18 | INFO : - file 2424_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-12-03 20:48:19 | INFO : - file 2209_Bach_BWV849_WTKI.npy added to training set.
2021-12-03 20:48:19 | INFO : - file 2410_Beethoven_OP27NO1_PianoSonata.npy added to training set.
2021-12-03 20:48:19 | INFO : - file 2296_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-03 20:48:19 | INFO : - file 1817_Mozart_K375_Serenadein.npy added to training set.
2021-12-03 20:48:19 | INFO : - file 2472_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-03 20:48:19 | INFO : - file 2383_Beethoven_OP130_StringQuartet.npy added to training set.
2021-12-03 20:48:19 | INFO : - file 2462_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-12-03 20:48:19 | INFO : - file 2575_Beethoven_OP13_PianoSonata.npy added to training set.
2021-12-03 20:48:19 | INFO : - file 2320_Beethoven_OP38_Trioin.npy added to training set.
2021-12-03 20:48:19 | INFO : - file 2207_Bach_BWV855_WTKI.npy added to training set.
2021-12-03 20:48:19 | INFO : - file 2476_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-03 20:48:19 | INFO : - file 2371_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-12-03 20:48:19 | INFO : - file 2147_Brahms_OP36_StringSextet.npy added to training set.
2021-12-03 20:48:19 | INFO : - file 2215_Bach_BWV846_WTKI.npy added to training set.
2021-12-03 20:48:20 | INFO : - file 1777_Schubert_D850_PianoSonata.npy added to training set.
2021-12-03 20:48:20 | INFO : - file 2502_Beethoven_OP12NO3_ViolinSonata.npy added to training set.
2021-12-03 20:48:20 | INFO : - file 1922_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-03 20:48:20 | INFO : - file 1893_Mozart_K564_PianoTrio.npy added to training set.
2021-12-03 20:48:20 | INFO : - file 2186_Bach_BWV1006_ViolinPartita.npy added to training set.
2021-12-03 20:48:20 | INFO : - file 2160_Brahms_OP40_HornTrio.npy added to training set.
2021-12-03 20:48:20 | INFO : - file 2509_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-03 20:48:20 | INFO : - file 2505_Beethoven_OP103_Octetin.npy added to training set.
2021-12-03 20:48:20 | INFO : - file 2506_Beethoven_OP103_Octetin.npy added to training set.
2021-12-03 20:48:20 | INFO : - file 2628_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-12-03 20:48:20 | INFO : - file 2218_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-03 20:48:20 | INFO : - file 2529_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-12-03 20:48:20 | INFO : - file 2374_Beethoven_OP49NO1_PianoSonata.npy added to training set.
2021-12-03 20:48:21 | INFO : - file 2392_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-03 20:48:21 | INFO : - file 2231_Bach_BWV866_WTKI.npy added to training set.
2021-12-03 20:48:21 | INFO : - file 1813_Mozart_K581_ClarinetQuintet.npy added to training set.
2021-12-03 20:48:21 | INFO : - file 2196_Bach_BWV848_WTKI.npy added to training set.
2021-12-03 20:48:21 | INFO : - file 2158_Brahms_OP40_HornTrio.npy added to validation set.
2021-12-03 20:48:21 | INFO : - file 1872_Mozart_K502_PianoTrio.npy added to training set.
2021-12-03 20:48:21 | INFO : - file 2621_Beethoven_OP59NO1_StringQuartet.npy added to training set.
2021-12-03 20:48:21 | INFO : - file 2150_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-03 20:48:21 | INFO : - file 2217_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-03 20:48:21 | INFO : - file 2243_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-03 20:48:21 | INFO : - file 2433_Beethoven_OP135_StringQuartet.npy added to training set.
2021-12-03 20:48:21 | INFO : - file 2211_Bach_BWV857_WTKI.npy added to training set.
2021-12-03 20:48:22 | INFO : - file 1764_Schubert_OP142_4Impromptus.npy added to training set.
2021-12-03 20:48:22 | INFO : - file 2348_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-03 20:48:22 | INFO : - file 1932_Dvorak_OP96_StringQuartet.npy added to validation set.
2021-12-03 20:48:22 | INFO : - file 2232_Bach_BWV866_WTKI.npy added to training set.
2021-12-03 20:48:22 | INFO : - file 2203_Bach_BWV1013_Partitain.npy added to training set.
2021-12-03 20:48:22 | INFO : - file 2157_Brahms_OP18_StringSextet.npy added to validation set.
2021-12-03 20:48:22 | INFO : - file 2486_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-03 20:48:22 | INFO : - file 2393_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-03 20:48:22 | INFO : - file 2210_Bach_BWV849_WTKI.npy added to training set.
2021-12-03 20:48:22 | INFO : - file 2659_Bach_BWV1002_ViolinPartita.npy added to training set.
2021-12-03 20:48:22 | INFO : - file 1729_Schubert_OP114_PianoQuintet.npy added to validation set.
2021-12-03 20:48:22 | INFO : - file 2678_Beethoven_OP14NO2_PianoSonata.npy added to training set.
2021-12-03 20:48:22 | INFO : - file 2221_Bach_BWV1009_CelloSuite.npy added to validation set.
2021-12-03 20:48:22 | INFO : - file 2411_Beethoven_OP27NO1_PianoSonata.npy added to training set.
2021-12-03 20:48:23 | INFO : - file 2343_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-03 20:48:23 | INFO : - file 1818_Mozart_K375_Serenadein.npy added to training set.
2021-12-03 20:48:23 | INFO : - file 1919_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-03 20:48:23 | INFO : - file 2415_Beethoven_OP71_Sextetin.npy added to training set.
2021-12-03 20:48:23 | INFO : - file 2305_Bach_BWV859_WTKI.npy added to training set.
2021-12-03 20:48:23 | INFO : - file 2510_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-03 20:48:23 | INFO : - file 2608_Beethoven_OP31NO1_PianoSonata.npy added to training set.
2021-12-03 20:48:23 | INFO : - file 2532_Beethoven_OP111_PianoSonata.npy added to training set.
2021-12-03 20:48:23 | INFO : - file 2542_Beethoven_OP101_PianoSonata.npy added to training set.
2021-12-03 20:48:23 | INFO : - file 2118_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-03 20:48:23 | INFO : - file 1756_Schubert_D784_PianoSonata.npy added to validation set.
2021-12-03 20:48:23 | INFO : - file 1793_Mozart_K465_StringQuartet.npy added to training set.
2021-12-03 20:48:24 | INFO : - file 1758_Schubert_D958_PianoSonata.npy added to training set.
2021-12-03 20:48:24 | INFO : - file 2404_Beethoven_OP110_PianoSonata.npy added to training set.
2021-12-03 20:48:24 | INFO : - file 2491_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-03 20:48:24 | INFO : - file 2282_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-03 20:48:24 | INFO : - file 2304_Bach_BWV859_WTKI.npy added to training set.
2021-12-03 20:48:24 | INFO : - file 2149_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-03 20:48:24 | INFO : - file 2330_Beethoven_OP12NO1_ViolinSonata.npy added to training set.
2021-12-03 20:48:24 | INFO : - file 1916_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-03 20:48:24 | INFO : - file 2212_Bach_BWV857_WTKI.npy added to training set.
2021-12-03 20:48:24 | INFO : - file 2480_Beethoven_OP18NO5_StringQuartet.npy added to validation set.
2021-12-03 20:48:24 | INFO : - file 2214_Bach_BWV847_WTKI.npy added to training set.
2021-12-03 20:48:24 | INFO : - file 2195_Bach_BWV848_WTKI.npy added to training set.
2021-12-03 20:48:24 | INFO : - file 2477_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-03 20:48:25 | INFO : - file 2295_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-03 20:48:25 | INFO : - file 1768_Schubert_D664_PianoSonata.npy added to training set.
2021-12-03 20:48:25 | INFO : - file 2627_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-12-03 20:48:25 | INFO : - file 2431_Beethoven_OP135_StringQuartet.npy added to training set.
2021-12-03 20:48:25 | INFO : - file 2591_Beethoven_OP26_PianoSonata.npy added to training set.
2021-12-03 20:48:25 | INFO : - file 1775_Schubert_D850_PianoSonata.npy added to training set.
2021-12-03 20:48:25 | INFO : - file 2293_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-03 20:48:25 | INFO : - file 1791_Mozart_K465_StringQuartet.npy added to training set.
2021-12-03 20:48:25 | INFO : - file 2194_Bach_BWV858_WTKI.npy added to training set.
2021-12-03 20:48:25 | INFO : - file 1742_Schubert_OP163_StringQuintet.npy added to training set.
2021-12-03 20:48:25 | INFO : - file 1776_Schubert_D850_PianoSonata.npy added to training set.
2021-12-03 20:48:26 | INFO : - file 2112_Brahms_OP38_CelloSonata.npy added to training set.
2021-12-03 20:48:26 | INFO : - file 2423_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-12-03 20:48:26 | INFO : - file 2560_Beethoven_OP18NO2_StringQuartet.npy added to training set.
2021-12-03 20:48:26 | INFO : - file 2219_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-03 20:48:26 | INFO : - file 2420_Beethoven_OP12NO2_ViolinSonata.npy added to training set.
2021-12-03 20:48:26 | INFO : - file 1763_Schubert_OP142_4Impromptus.npy added to training set.
2021-12-03 20:48:26 | INFO : - file 2228_Bach_BWV851_WTKI.npy added to training set.
2021-12-03 20:48:26 | INFO : - file 2441_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-03 20:48:26 | INFO : - file 2570_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-03 20:48:26 | INFO : - file 1918_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-03 20:48:27 | INFO : - file 2451_Beethoven_OP18NO6_StringQuartet.npy added to training set.
2021-12-03 20:48:27 | INFO : - file 2177_Ravel_35_StringQuartet.npy added to training set.
2021-12-03 20:48:27 | INFO : - file 1788_Mozart_K465_StringQuartet.npy added to training set.
2021-12-03 20:48:27 | INFO : - file 2179_Ravel_35_StringQuartet.npy added to training set.
2021-12-03 20:48:27 | INFO : - file 2346_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-03 20:48:27 | INFO : - file 2376_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-12-03 20:48:27 | INFO : - file 2620_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-12-03 20:48:27 | INFO : - file 2390_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-03 20:48:27 | INFO : - file 2335_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-12-03 20:48:27 | INFO : - file 2403_Beethoven_OP18NO1_StringQuartet.npy added to training set.
2021-12-03 20:48:27 | INFO : - file 2247_Bach_BWV854_WTKI.npy added to training set.
2021-12-03 20:48:27 | INFO : - file 2432_Beethoven_OP135_StringQuartet.npy added to training set.
2021-12-03 20:48:27 | INFO : - file 2292_Bach_BWV864_WTKI.npy added to training set.
2021-12-03 20:48:28 | INFO : - file 2076_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-12-03 20:48:28 | INFO : - file 1790_Mozart_K465_StringQuartet.npy added to training set.
2021-12-03 20:48:28 | INFO : - file 2302_Bach_BWV850_WTKI.npy added to training set.
2021-12-03 20:48:28 | INFO : - file 2391_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-03 20:48:28 | INFO : - file 1933_Dvorak_OP96_StringQuartet.npy added to validation set.
2021-12-03 20:48:28 | INFO : - file 2514_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-03 20:48:28 | INFO : - file 1829_Mozart_K542_PianoTrio.npy added to training set.
2021-12-03 20:48:28 | INFO : - file 1923_Dvorak_OP51_StringQuartet.npy added to training set.
2021-12-03 20:48:29 | INFO : - file 2377_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-12-03 20:48:31 | INFO : - file 1931_Dvorak_OP96_StringQuartet.npy added to training set.
2021-12-03 20:48:32 | INFO : - file 2294_Bach_BWV1010_CelloSuite.npy added to training set.
2021-12-03 20:48:33 | INFO : - file 2384_Beethoven_OP130_StringQuartet.npy added to training set.
2021-12-03 20:48:34 | INFO : - file 2241_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-03 20:48:35 | INFO : - file 2242_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-03 20:48:36 | INFO : - file 2283_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-03 20:48:37 | INFO : - file 2632_Beethoven_OP14NO2_PianoSonata.npy added to validation set.
2021-12-03 20:48:40 | INFO : - file 1760_Schubert_D958_PianoSonata.npy added to training set.
2021-12-03 20:48:42 | INFO : - file 2568_Beethoven_OP90_PianoSonata.npy added to training set.
2021-12-03 20:48:44 | INFO : - file 2345_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-03 20:48:45 | INFO : - file 2576_Beethoven_OP13_PianoSonata.npy added to training set.
2021-12-03 20:48:46 | INFO : - file 2131_Brahms_OP11_SerenadeNo.npy added to training set.
2021-12-03 20:48:47 | INFO : - file 2537_Beethoven_OP49NO2_PianoSonata.npy added to training set.
2021-12-03 20:48:50 | INFO : - file 2607_Beethoven_OP31NO1_PianoSonata.npy added to training set.
2021-12-03 20:48:51 | INFO : - file 2230_Bach_BWV865_WTKI.npy added to training set.
2021-12-03 20:48:51 | INFO : - file 2167_Faure_OP45_PianoQuartet.npy added to validation set.
2021-12-03 20:48:53 | INFO : - file 2603_Beethoven_OP81NO1_PianoSonata.npy added to training set.
2021-12-03 20:48:54 | INFO : - file 2594_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-03 20:48:55 | INFO : - file 2204_Bach_BWV1013_Partitain.npy added to training set.
2021-12-03 20:48:56 | INFO : - file 2523_Beethoven_OP69_CelloSonata.npy added to training set.
2021-12-03 20:48:56 | INFO : - file 2357_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-03 20:48:56 | INFO : - file 2398_Beethoven_OP47_ViolinSonata.npy added to training set.
2021-12-03 20:48:56 | INFO : - file 2310_Bach_BWV860_WTKI.npy added to training set.
2021-12-03 20:48:56 | INFO : - file 2078_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-12-03 20:48:56 | INFO : - file 2521_Beethoven_OP69_CelloSonata.npy added to training set.
2021-12-03 20:48:56 | INFO : - file 2562_Beethoven_OP18NO2_StringQuartet.npy added to training set.
2021-12-03 20:48:57 | INFO : - file 1824_Mozart_K421_StringQuartet.npy added to training set.
2021-12-03 20:48:57 | INFO : - file 2318_Beethoven_OP38_Trioin.npy added to validation set.
2021-12-03 20:48:57 | INFO : - file 1773_Schubert_D568_PianoSonata.npy added to training set.
2021-12-03 20:48:57 | INFO : - file 2443_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-03 20:48:57 | INFO : - file 2114_Brahms_OP38_CelloSonata.npy added to training set.
2021-12-03 20:48:57 | INFO : - file 2488_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-03 20:48:57 | INFO : - file 2198_Bach_BWV867_WTKI.npy added to training set.
2021-12-03 20:48:58 | INFO : - file 2350_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-12-03 20:48:58 | INFO : - file 2595_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-03 20:48:58 | INFO : - file 1805_Mozart_K387_StringQuartet.npy added to validation set.
2021-12-03 20:48:58 | INFO : - file 2113_Brahms_OP38_CelloSonata.npy added to training set.
2021-12-03 20:48:58 | INFO : - file 2075_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-12-03 20:48:58 | INFO : - file 2516_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-03 20:48:58 | INFO : - file 2497_Beethoven_OP95_StringQuartet.npy added to training set.
2021-12-03 20:48:58 | INFO : - file 2507_Beethoven_OP103_Octetin.npy added to training set.
2021-12-03 20:48:58 | INFO : - file 2389_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-03 20:48:58 | INFO : - file 2222_Bach_BWV1009_CelloSuite.npy added to validation set.
2021-12-03 20:48:59 | INFO : - file 2372_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-12-03 20:48:59 | INFO : - file 2471_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-03 20:48:59 | INFO : - file 2105_Haydn_OP64NO5_QuartetNo.npy added to training set.
2021-12-03 20:48:59 | INFO : - file 2388_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-12-03 20:48:59 | INFO : - file 2213_Bach_BWV847_WTKI.npy added to training set.
2021-12-03 20:48:59 | INFO : - file 2417_Beethoven_OP71_Sextetin.npy added to training set.
2021-12-03 20:48:59 | INFO : - file 1751_Schubert_D845_PianoSonata.npy added to training set.
2021-12-03 20:48:59 | INFO : - file 1728_Schubert_OP114_PianoQuintet.npy added to training set.
2021-12-03 20:48:59 | INFO : - file 2227_Bach_BWV851_WTKI.npy added to training set.
2021-12-03 20:48:59 | INFO : - file 1734_Schubert_D959_PianoSonata.npy added to training set.
2021-12-03 20:48:59 | INFO : - file 2224_Bach_BWV852_WTKI.npy added to training set.
2021-12-03 20:49:00 | INFO : - file 2285_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-12-03 20:49:00 | INFO : - file 2159_Brahms_OP40_HornTrio.npy added to training set.
2021-12-03 20:49:00 | INFO : - file 2117_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-03 20:49:00 | INFO : - file 2155_Brahms_OP18_StringSextet.npy added to training set.
2021-12-03 20:49:00 | INFO : - file 1771_Schubert_D568_PianoSonata.npy added to training set.
2021-12-03 20:49:00 | INFO : - file 2571_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-03 20:49:00 | INFO : - file 2229_Bach_BWV865_WTKI.npy added to training set.
2021-12-03 20:49:01 | INFO : - file 2325_Beethoven_OP57_PianoSonata.npy added to training set.
2021-12-03 20:49:01 | INFO : - file 1749_Schubert_D845_PianoSonata.npy added to training set.
2021-12-03 20:49:01 | INFO : - file 2573_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-03 20:49:01 | INFO : - file 2596_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-03 20:49:01 | INFO : - file 2300_Bach_BWV853_WTKI.npy added to training set.
2021-12-03 20:49:01 | INFO : - file 2487_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-03 20:49:01 | INFO : - file 2119_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-12-03 20:49:01 | INFO : - file 1765_Schubert_OP142_4Impromptus.npy added to validation set.
2021-12-03 20:49:02 | INFO : - file 2528_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-12-03 20:49:02 | INFO : - file 1727_Schubert_OP114_PianoQuintet.npy added to training set.
2021-12-03 20:49:02 | INFO : - file 2314_Beethoven_OP132_StringQuartet.npy added to training set.
2021-12-03 20:49:02 | INFO : - file 2202_Bach_BWV1013_Partitain.npy added to training set.
2021-12-03 20:49:02 | INFO : - file 2239_Bach_BWV862_WTKI.npy added to training set.
2021-12-03 20:49:02 | INFO : - file 2444_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-03 20:49:02 | INFO : - file 2581_Beethoven_OP54_PianoSonata.npy added to training set.
2021-12-03 20:49:02 | INFO : - file 2244_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-12-03 20:49:03 | INFO : - file 1792_Mozart_K465_StringQuartet.npy added to training set.
2021-12-03 20:49:03 | INFO : - file 1812_Mozart_K581_ClarinetQuintet.npy added to training set.
2021-12-03 20:49:03 | INFO : - file 2490_Beethoven_OP7_PianoSonata.npy added to training set.
2021-12-03 20:49:03 | INFO : - file 2442_Beethoven_OP106_PianoSonata.npy added to training set.
2021-12-03 20:49:03 | INFO : - file 2564_Beethoven_OP22_PianoSonata.npy added to training set.
2021-12-03 20:49:03 | INFO : - file 2611_Beethoven_OP10NO3_PianoSonata.npy added to training set.
2021-12-03 20:49:03 | INFO : - file 2422_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-12-03 20:49:03 | INFO : - file 2483_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-12-03 20:49:03 | INFO : - file 2342_Beethoven_OP30NO3_ViolinSonata.npy added to validation set.
2021-12-03 20:49:04 | INFO : - file 2366_Beethoven_OP127_StringQuartet.npy added to training set.
2021-12-03 20:49:04 | INFO : - file 2358_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-03 20:49:04 | INFO : - file 2555_Beethoven_OP109_PianoSonata.npy added to training set.
2021-12-03 20:49:04 | INFO : - file 2622_Beethoven_OP59NO1_StringQuartet.npy added to training set.
2021-12-03 20:49:04 | INFO : - file 2289_Bach_BWV1002_ViolinPartita.npy added to validation set.
2021-12-03 20:49:04 | INFO : - file 2080_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-12-03 20:49:04 | INFO : - file 2588_Beethoven_OP26_PianoSonata.npy added to training set.
2021-12-03 20:49:04 | INFO : - file 2494_Beethoven_OP95_StringQuartet.npy added to training set.
2021-12-03 20:49:05 | INFO : - file 1789_Mozart_K465_StringQuartet.npy added to training set.
2021-12-03 20:49:05 | INFO : - file 2168_Faure_OP45_PianoQuartet.npy added to training set.
2021-12-03 20:49:05 | INFO : - file 1859_Mozart_K464_StringQuartet.npy added to training set.
2021-12-03 20:49:05 | INFO : - file 2586_Beethoven_OP102NO1_CelloSonata.npy added to training set.
2021-12-03 20:49:05 | INFO : - file 2478_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-03 20:49:05 | INFO : - file 2315_Beethoven_OP132_StringQuartet.npy added to validation set.
2021-12-03 20:49:05 | INFO : - file 2201_Bach_BWV861_WTKI.npy added to training set.
2021-12-03 20:49:05 | INFO : - file 2572_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-12-03 20:49:06 | INFO : - file 2238_Bach_BWV868_WTKI.npy added to training set.
2021-12-03 20:49:06 | INFO : - file 2248_Bach_BWV854_WTKI.npy added to training set.
2021-12-03 20:49:06 | INFO : - file 1735_Schubert_D959_PianoSonata.npy added to training set.
2021-12-03 20:49:06 | INFO : - file 2308_Bach_BWV863_WTKI.npy added to training set.
2021-12-03 20:49:06 | INFO : - file 2154_Brahms_OP18_StringSextet.npy added to training set.
2021-12-03 20:49:06 | INFO : - file 2140_Brahms_OP51NO1_StringQuartet.npy added to training set.
2021-12-03 20:49:06 | INFO : - file 2077_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-12-03 20:49:06 | INFO : - file 1807_Mozart_K387_StringQuartet.npy added to validation set.
2021-12-03 20:49:07 | INFO : - file 2406_Beethoven_OP110_PianoSonata.npy added to training set.
2021-12-03 20:49:07 | INFO : - file 1772_Schubert_D568_PianoSonata.npy added to training set.
2021-12-03 20:49:07 | INFO : - file 2156_Brahms_OP18_StringSextet.npy added to training set.
2021-12-03 20:49:07 | INFO : - file 1757_Schubert_D958_PianoSonata.npy added to training set.
2021-12-03 20:49:07 | INFO : - file 2436_Beethoven_OP53_PianoSonata.npy added to training set.
2021-12-03 20:49:07 | INFO : - file 2364_Beethoven_OP28_PianoSonata.npy added to training set.
2021-12-03 20:49:07 | INFO : - file 2538_Beethoven_OP49NO2_PianoSonata.npy added to training set.
2021-12-03 20:49:07 | INFO : - file 2336_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-12-03 20:49:07 | INFO : - file 2466_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-12-03 20:49:08 | INFO : - file 2677_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-12-03 20:49:08 | INFO : - file 2081_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-12-03 20:49:08 | INFO : - file 2151_Brahms_OP25_PianoQuartet.npy added to training set.
2021-12-03 20:49:08 | INFO : - file 2512_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-12-03 20:49:08 | INFO : - file 2083_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-12-03 20:49:08 | INFO : - file 2368_Beethoven_OP127_StringQuartet.npy added to training set.
2021-12-03 20:49:08 | INFO : - file 2082_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-12-03 20:49:08 | INFO : - file 2178_Ravel_35_StringQuartet.npy added to training set.
2021-12-03 20:49:09 | INFO : - file 2322_Beethoven_OP57_PianoSonata.npy added to training set.
2021-12-03 20:49:09 | INFO : - file 2633_Beethoven_OP14NO2_PianoSonata.npy added to validation set.
2021-12-03 20:49:09 | INFO : - file 2220_Bach_BWV1009_CelloSuite.npy added to training set.
2021-12-03 20:49:09 | INFO : - file 1828_Mozart_K542_PianoTrio.npy added to training set.
2021-12-03 20:49:09 | INFO : - file 2527_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-12-03 20:49:09 | INFO : - file 2540_Beethoven_OP101_PianoSonata.npy added to training set.
2021-12-03 20:49:09 | INFO : - file 2582_Beethoven_OP54_PianoSonata.npy added to training set.
2021-12-03 20:49:09 | INFO : - file 2225_Bach_BWV852_WTKI.npy added to training set.
2021-12-03 20:49:09 | INFO : - file 1876_Mozart_K496_PianoTrio.npy added to training set.
2021-12-03 20:49:09 | INFO : - file 2593_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-12-03 20:49:10 | INFO : - file 2482_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-12-03 20:49:10 | INFO : - file 2341_Beethoven_OP30NO3_ViolinSonata.npy added to validation set.
2021-12-03 20:49:10 | INFO : - file 2288_Bach_BWV1002_ViolinPartita.npy added to training set.
2021-12-03 20:49:10 | INFO : - file 2504_Beethoven_OP103_Octetin.npy added to training set.
2021-12-03 20:49:10 | INFO : - file 2381_Beethoven_OP130_StringQuartet.npy added to training set.
2021-12-03 20:49:10 | INFO : - file 2104_Haydn_OP64NO5_QuartetNo.npy added to training set.
2021-12-03 20:49:10 | INFO : - file 2365_Beethoven_OP127_StringQuartet.npy added to training set.
2021-12-03 20:49:11 | INFO : - file 1739_Schubert_OP99_PianoTrio.npy added to training set.
2021-12-03 20:49:11 | INFO : - file 1750_Schubert_D845_PianoSonata.npy added to training set.
2021-12-03 20:49:11 | INFO : - file 2473_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-12-03 20:49:11 | INFO : - file 2180_Ravel_35_StringQuartet.npy added to training set.
2021-12-03 20:49:11 | INFO : - file 2397_Beethoven_OP47_ViolinSonata.npy added to training set.
2021-12-03 20:49:11 | INFO : - file 2626_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-12-03 20:49:11 | INFO : - file 1730_Schubert_OP114_PianoQuintet.npy added to training set.
2021-12-03 20:49:12 | INFO : - file 2522_Beethoven_OP69_CelloSonata.npy added to training set.
2021-12-03 20:49:12 | INFO : - file 2619_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-12-03 20:49:12 | INFO : - file 2234_Bach_BWV856_WTKI.npy added to training set.
2021-12-03 20:49:12 | INFO : - file 2618_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-12-03 20:49:12 | INFO : - file 2161_Brahms_OP40_HornTrio.npy added to training set.
2021-12-03 20:49:12 | INFO : - file 2166_Faure_OP45_PianoQuartet.npy added to training set.
2021-12-03 20:49:12 | INFO : - file 2319_Beethoven_OP38_Trioin.npy added to training set.
2021-12-03 20:49:12 | INFO : - file 2590_Beethoven_OP26_PianoSonata.npy added to training set.
2021-12-03 20:49:12 | INFO : Training set & loader generated, length 94348
2021-12-03 20:49:12 | INFO : Validation set & loader generated, length 9238
2021-12-03 20:49:12 | INFO :
###################### START TRAINING ######################
2021-12-03 21:08:44 | INFO : Epoch #0 finished. Train Loss: 0.0820, Val Loss: 0.0767 with lr: 0.00100
2021-12-03 21:08:44 | INFO : .... model of epoch 0 saved.
2021-12-03 21:27:58 | INFO : Epoch #1 finished. Train Loss: 0.0729, Val Loss: 0.0735 with lr: 0.00100
2021-12-03 21:27:58 | INFO : .... model of epoch #1 saved.
2021-12-03 21:47:11 | INFO : Epoch #2 finished. Train Loss: 0.0664, Val Loss: 0.0686 with lr: 0.00100
2021-12-03 21:47:12 | INFO : .... model of epoch #2 saved.
2021-12-03 22:06:26 | INFO : Epoch #3 finished. Train Loss: 0.0645, Val Loss: 0.0681 with lr: 0.00100
2021-12-03 22:06:26 | INFO : .... model of epoch #3 saved.
2021-12-03 22:25:40 | INFO : Epoch #4 finished. Train Loss: 0.0624, Val Loss: 0.0687 with lr: 0.00100
2021-12-03 22:44:53 | INFO : Epoch #5 finished. Train Loss: 0.0611, Val Loss: 0.0685 with lr: 0.00100
2021-12-03 23:04:07 | INFO : Epoch #6 finished. Train Loss: 0.0646, Val Loss: 0.0677 with lr: 0.00100
2021-12-03 23:04:07 | INFO : .... model of epoch #6 saved.
2021-12-03 23:23:21 | INFO : Epoch #7 finished. Train Loss: 0.0598, Val Loss: 0.0674 with lr: 0.00100
2021-12-03 23:23:21 | INFO : .... model of epoch #7 saved.
2021-12-03 23:42:35 | INFO : Epoch #8 finished. Train Loss: 0.0589, Val Loss: 0.0657 with lr: 0.00100
2021-12-03 23:42:35 | INFO : .... model of epoch #8 saved.
2021-12-04 00:01:48 | INFO : Epoch #9 finished. Train Loss: 0.0586, Val Loss: 0.0676 with lr: 0.00100
2021-12-04 00:21:01 | INFO : Epoch #10 finished. Train Loss: 0.0580, Val Loss: 0.0694 with lr: 0.00100
2021-12-04 00:40:14 | INFO : Epoch #11 finished. Train Loss: 0.0569, Val Loss: 0.0690 with lr: 0.00100
2021-12-04 00:59:28 | INFO : Epoch #12 finished. Train Loss: 0.0564, Val Loss: 0.0690 with lr: 0.00100
2021-12-04 01:18:42 | INFO : Epoch #13 finished. Train Loss: 0.0570, Val Loss: 0.0706 with lr: 0.00100
2021-12-04 01:37:55 | INFO : Epoch #14 finished. Train Loss: 0.0565, Val Loss: 0.0685 with lr: 0.00100
2021-12-04 01:57:09 | INFO : Epoch #15 finished. Train Loss: 0.0553, Val Loss: 0.0719 with lr: 0.00050
2021-12-04 02:16:23 | INFO : Epoch #16 finished. Train Loss: 0.0525, Val Loss: 0.0661 with lr: 0.00050
2021-12-04 02:35:36 | INFO : Epoch #17 finished. Train Loss: 0.0514, Val Loss: 0.0679 with lr: 0.00050
2021-12-04 02:54:50 | INFO : Epoch #18 finished. Train Loss: 0.0508, Val Loss: 0.0706 with lr: 0.00050
2021-12-04 03:14:04 | INFO : Epoch #19 finished. Train Loss: 0.0501, Val Loss: 0.0706 with lr: 0.00050
2021-12-04 03:33:18 | INFO : Epoch #20 finished. Train Loss: 0.0497, Val Loss: 0.0688 with lr: 0.00050
2021-12-04 03:33:18 | INFO : ### trained model saved in /tsi/clusterhome/cweiss/models/exp160f_traintest_musicnet_aligned_pitch_unet_veryverylarge_test10files_augall_AdamW_rerun2.pt
2021-12-04 03:33:18 | INFO :
###################### START TESTING ######################
2021-12-04 03:33:57 | INFO : file 2106_Haydn_OP64NO5_QuartetNo.npy tested. Cosine sim: 0.753610801143851
2021-12-04 03:34:25 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7688902549387686
2021-12-04 03:34:48 | INFO : file 2416_Beethoven_OP71_Sextetin.npy tested. Cosine sim: 0.6922207671219807
2021-12-04 03:35:04 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.8044825095288605
2021-12-04 03:35:34 | INFO : file 1759_Schubert_D958_PianoSonata.npy tested. Cosine sim: 0.766262845259439
2021-12-04 03:35:51 | INFO : file 2191_Bach_BWV1006_ViolinPartita.npy tested. Cosine sim: 0.834950068966237
2021-12-04 03:37:03 | INFO : file 2629_Beethoven_OP96_ViolinSonata.npy tested. Cosine sim: 0.8071836284232413
2021-12-04 03:37:22 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.6204109077727246
2021-12-04 03:37:43 | INFO : file 2556_Beethoven_OP109_PianoSonata.npy tested. Cosine sim: 0.8178037083037586
2021-12-04 03:38:05 | INFO : file 2298_Bach_BWV1010_CelloSuite.npy tested. Cosine sim: 0.7405221552086569
2021-12-04 03:38:05 | INFO : ### Testing done. ################################################
2021-12-04 03:38:05 | INFO : # Results for large test set (10 files) #########################
2021-12-04 03:38:05 | INFO : Mean precision: 0.7381355384410682
2021-12-04 03:38:05 | INFO : Mean recall: 0.746322460580293
2021-12-04 03:38:05 | INFO : Mean f_measure: 0.7400287379013986
2021-12-04 03:38:05 | INFO : Mean cosine_sim: 0.7606337646667518
2021-12-04 03:38:05 | INFO : Mean binary_crossentropy: 0.06484976500735354
2021-12-04 03:38:05 | INFO : Mean euclidean_distance: 0.8551058846646168
2021-12-04 03:38:05 | INFO : Mean binary_accuracy: 0.9827744200891824
2021-12-04 03:38:05 | INFO : Mean soft_accuracy: 0.9718017525331009
2021-12-04 03:38:05 | INFO : Mean accum_energy: 0.5086148683276195
2021-12-04 03:38:05 | INFO : Mean roc_auc_measure: 0.9877580698299813
2021-12-04 03:38:05 | INFO : Mean average_precision_score: 0.7851172970881706
2021-12-04 03:38:05 | INFO : Mean Precision: 0.7381355384410682
2021-12-04 03:38:05 | INFO : Mean Recall: 0.746322460580293
2021-12-04 03:38:05 | INFO : Mean Accuracy: 0.5903868039790989
2021-12-04 03:38:05 | INFO : Mean Substitution Error: 0.108870489098604
2021-12-04 03:38:05 | INFO : Mean Miss Error: 0.14480705032110314
2021-12-04 03:38:05 | INFO : Mean False Alarm Error: 0.16465840176060714
2021-12-04 03:38:05 | INFO : Mean Total Error: 0.4183359411803143
2021-12-04 03:38:05 | INFO : Mean Chroma Precision: 0.7580037994505987
2021-12-04 03:38:05 | INFO : Mean Chroma Recall: 0.7662674412867424
2021-12-04 03:38:05 | INFO : Mean Chroma Accuracy: 0.6153008591838081
2021-12-04 03:38:05 | INFO : Mean Chroma Substitution Error: 0.08892550839215443
2021-12-04 03:38:05 | INFO : Mean Chroma Miss Error: 0.14480705032110314
2021-12-04 03:38:05 | INFO : Mean Chroma False Alarm Error: 0.16465840176060714
2021-12-04 03:38:05 | INFO : Mean Chroma Total Error: 0.3983909604738647
2021-12-04 03:38:05 | INFO :
2021-12-04 03:38:05 | INFO : Framewise precision: 0.7578134706378551
2021-12-04 03:38:05 | INFO : Framewise recall: 0.7403375050850081
2021-12-04 03:38:05 | INFO : Framewise f_measure: 0.7465092022444149
2021-12-04 03:38:05 | INFO : Framewise cosine_sim: 0.7693267220863117
2021-12-04 03:38:05 | INFO : Framewise binary_crossentropy: 0.07518759691045677
2021-12-04 03:38:05 | INFO : Framewise euclidean_distance: 0.9261889742636131
2021-12-04 03:38:05 | INFO : Framewise binary_accuracy: 0.9806553087704378
2021-12-04 03:38:05 | INFO : Framewise soft_accuracy: 0.9683259214744336
2021-12-04 03:38:05 | INFO : Framewise accum_energy: 0.515345527625171
2021-12-04 03:38:05 | INFO : Framewise roc_auc_measure: 0.9861478951308188
2021-12-04 03:38:05 | INFO : Framewise average_precision_score: 0.7952051596672332
2021-12-04 03:38:05 | INFO : Framewise Precision: 0.7578134706378551
2021-12-04 03:38:05 | INFO : Framewise Recall: 0.7403375050850081
2021-12-04 03:38:05 | INFO : Framewise Accuracy: 0.5976669826839484
2021-12-04 03:38:05 | INFO : Framewise Substitution Error: 0.10597140462480492
2021-12-04 03:38:05 | INFO : Framewise Miss Error: 0.1536910902901874
2021-12-04 03:38:05 | INFO : Framewise False Alarm Error: 0.13995950468915896
2021-12-04 03:38:05 | INFO : Framewise Total Error: 0.3996219996041513
2021-12-04 03:38:05 | INFO : Framewise Chroma Precision: 0.780701324684276
2021-12-04 03:38:05 | INFO : Framewise Chroma Recall: 0.7623114819802881
2021-12-04 03:38:05 | INFO : Framewise Chroma Accuracy: 0.6264859298804369
2021-12-04 03:38:05 | INFO : Framewise Chroma Substitution Error: 0.0839974277295247
2021-12-04 03:38:05 | INFO : Framewise Chroma Miss Error: 0.1536910902901874
2021-12-04 03:38:05 | INFO : Framewise Chroma False Alarm Error: 0.13995950468915896
2021-12-04 03:38:05 | INFO : Framewise Chroma Total Error: 0.3776480227088711
2021-12-04 03:38:21 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7809469068074752
2021-12-04 03:38:35 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.8067721503812888
2021-12-04 03:38:48 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.635549285143346
2021-12-04 03:38:48 | INFO : ### Testing done. ################################################
2021-12-04 03:38:48 | INFO : # Results for small test set (3 files), first 90s ##############
2021-12-04 03:38:48 | INFO : Mean precision: 0.710229921100129
2021-12-04 03:38:48 | INFO : Mean recall: 0.7229845858126364
2021-12-04 03:38:48 | INFO : Mean f_measure: 0.7164286002202527
2021-12-04 03:38:48 | INFO : Mean cosine_sim: 0.7410894474440367
2021-12-04 03:38:48 | INFO : Mean binary_crossentropy: 0.06808353250115505
2021-12-04 03:38:48 | INFO : Mean euclidean_distance: 0.9063615372927892
2021-12-04 03:38:48 | INFO : Mean binary_accuracy: 0.9807728647014362
2021-12-04 03:38:48 | INFO : Mean soft_accuracy: 0.9695753399184622
2021-12-04 03:38:48 | INFO : Mean accum_energy: 0.5135974446583796
2021-12-04 03:38:48 | INFO : Mean roc_auc_measure: 0.9872909698640283
2021-12-04 03:38:48 | INFO : Mean average_precision_score: 0.7641461962679393
2021-12-04 03:38:48 | INFO : Mean Precision: 0.710229921100129
2021-12-04 03:38:48 | INFO : Mean Recall: 0.7229845858126364
2021-12-04 03:38:48 | INFO : Mean Accuracy: 0.5636777414686776
2021-12-04 03:38:48 | INFO : Mean Substitution Error: 0.09844478231305526
2021-12-04 03:38:48 | INFO : Mean Miss Error: 0.17857063187430844
2021-12-04 03:38:48 | INFO : Mean False Alarm Error: 0.1999098283900195
2021-12-04 03:38:48 | INFO : Mean Total Error: 0.47692524257738317
2021-12-04 03:38:48 | INFO : Mean Chroma Precision: 0.7334461924300925
2021-12-04 03:38:48 | INFO : Mean Chroma Recall: 0.7469509748237021
2021-12-04 03:38:48 | INFO : Mean Chroma Accuracy: 0.5917731478027842
2021-12-04 03:38:48 | INFO : Mean Chroma Substitution Error: 0.07447839330198958
2021-12-04 03:38:48 | INFO : Mean Chroma Miss Error: 0.17857063187430844
2021-12-04 03:38:48 | INFO : Mean Chroma False Alarm Error: 0.1999098283900195
2021-12-04 03:38:48 | INFO : Mean Chroma Total Error: 0.45295885356631754
2021-12-04 03:38:48 | INFO :
2021-12-04 03:38:48 | INFO : Framewise precision: 0.7102299211001288
2021-12-04 03:38:48 | INFO : Framewise recall: 0.7229845858126364
2021-12-04 03:38:48 | INFO : Framewise f_measure: 0.7164286002202528
2021-12-04 03:38:48 | INFO : Framewise cosine_sim: 0.7410894474440366
2021-12-04 03:38:48 | INFO : Framewise binary_crossentropy: 0.06808353250115504
2021-12-04 03:38:48 | INFO : Framewise euclidean_distance: 0.9063615372927891
2021-12-04 03:38:48 | INFO : Framewise binary_accuracy: 0.9807728647014361
2021-12-04 03:38:48 | INFO : Framewise soft_accuracy: 0.9695753399184621
2021-12-04 03:38:48 | INFO : Framewise accum_energy: 0.5135974446583796
2021-12-04 03:38:48 | INFO : Framewise roc_auc_measure: 0.9872909698640284
2021-12-04 03:38:48 | INFO : Framewise average_precision_score: 0.7641461962679393
2021-12-04 03:38:48 | INFO : Framewise Precision: 0.7102299211001288
2021-12-04 03:38:48 | INFO : Framewise Recall: 0.7229845858126364
2021-12-04 03:38:48 | INFO : Framewise Accuracy: 0.5636777414686777
2021-12-04 03:38:48 | INFO : Framewise Substitution Error: 0.09844478231305526
2021-12-04 03:38:48 | INFO : Framewise Miss Error: 0.1785706318743084
2021-12-04 03:38:48 | INFO : Framewise False Alarm Error: 0.1999098283900195
2021-12-04 03:38:48 | INFO : Framewise Total Error: 0.4769252425773832
2021-12-04 03:38:48 | INFO : Framewise Chroma Precision: 0.7334461924300925
2021-12-04 03:38:48 | INFO : Framewise Chroma Recall: 0.746950974823702
2021-12-04 03:38:48 | INFO : Framewise Chroma Accuracy: 0.591773147802784
2021-12-04 03:38:48 | INFO : Framewise Chroma Substitution Error: 0.07447839330198959
2021-12-04 03:38:48 | INFO : Framewise Chroma Miss Error: 0.1785706318743084
2021-12-04 03:38:48 | INFO : Framewise Chroma False Alarm Error: 0.1999098283900195
2021-12-04 03:38:48 | INFO : Framewise Chroma Total Error: 0.45295885356631754
2021-12-04 03:39:13 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7688902549387686
2021-12-04 03:39:26 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.8044825095288605
2021-12-04 03:39:44 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.6204109077727246
2021-12-04 03:39:44 | INFO : ### Testing done. ################################################
2021-12-04 03:39:44 | INFO : # Results for small test set (3 files), full ###################
2021-12-04 03:39:44 | INFO : Mean precision: 0.6997593839601438
2021-12-04 03:39:44 | INFO : Mean recall: 0.7110096721230058
2021-12-04 03:39:44 | INFO : Mean f_measure: 0.7052737706206198
2021-12-04 03:39:44 | INFO : Mean cosine_sim: 0.731261224080118
2021-12-04 03:39:44 | INFO : Mean binary_crossentropy: 0.07075502734529489
2021-12-04 03:39:44 | INFO : Mean euclidean_distance: 0.9086834043297229
2021-12-04 03:39:44 | INFO : Mean binary_accuracy: 0.9800624700855781
2021-12-04 03:39:44 | INFO : Mean soft_accuracy: 0.9691637522589226
2021-12-04 03:39:44 | INFO : Mean accum_energy: 0.49379410939695284
2021-12-04 03:39:44 | INFO : Mean roc_auc_measure: 0.98552269482663
2021-12-04 03:39:44 | INFO : Mean average_precision_score: 0.7453156983292804
2021-12-04 03:39:44 | INFO : Mean Precision: 0.6997593839601438
2021-12-04 03:39:44 | INFO : Mean Recall: 0.7110096721230058
2021-12-04 03:39:44 | INFO : Mean Accuracy: 0.5502912447166922
2021-12-04 03:39:44 | INFO : Mean Substitution Error: 0.11430715642595528
2021-12-04 03:39:44 | INFO : Mean Miss Error: 0.17468317145103898
2021-12-04 03:39:44 | INFO : Mean False Alarm Error: 0.19326836676836567
2021-12-04 03:39:44 | INFO : Mean Total Error: 0.4822586946453599
2021-12-04 03:39:44 | INFO : Mean Chroma Precision: 0.727562720244697
2021-12-04 03:39:44 | INFO : Mean Chroma Recall: 0.7395093636467815
2021-12-04 03:39:44 | INFO : Mean Chroma Accuracy: 0.5837242367924472
2021-12-04 03:39:44 | INFO : Mean Chroma Substitution Error: 0.0858074649021795
2021-12-04 03:39:44 | INFO : Mean Chroma Miss Error: 0.17468317145103898
2021-12-04 03:39:44 | INFO : Mean Chroma False Alarm Error: 0.19326836676836567
2021-12-04 03:39:44 | INFO : Mean Chroma Total Error: 0.4537590031215841
2021-12-04 03:39:44 | INFO :
2021-12-04 03:39:44 | INFO : Framewise precision: 0.7041884870111486
2021-12-04 03:39:44 | INFO : Framewise recall: 0.715259834369722
2021-12-04 03:39:44 | INFO : Framewise f_measure: 0.7096216103949847
2021-12-04 03:39:44 | INFO : Framewise cosine_sim: 0.7322495087385666
2021-12-04 03:39:44 | INFO : Framewise binary_crossentropy: 0.07213930130210273
2021-12-04 03:39:44 | INFO : Framewise euclidean_distance: 0.9225393552573716
2021-12-04 03:39:44 | INFO : Framewise binary_accuracy: 0.9796439751949114
2021-12-04 03:39:44 | INFO : Framewise soft_accuracy: 0.9683253458410727
2021-12-04 03:39:44 | INFO : Framewise accum_energy: 0.4909650551290597
2021-12-04 03:39:44 | INFO : Framewise roc_auc_measure: 0.9859254703174477
2021-12-04 03:39:44 | INFO : Framewise average_precision_score: 0.7498801984275631
2021-12-04 03:39:44 | INFO : Framewise Precision: 0.7041884870111486
2021-12-04 03:39:44 | INFO : Framewise Recall: 0.715259834369722
2021-12-04 03:39:44 | INFO : Framewise Accuracy: 0.5551915741290349
2021-12-04 03:39:44 | INFO : Framewise Substitution Error: 0.11259578113422423
2021-12-04 03:39:44 | INFO : Framewise Miss Error: 0.1721443844960539
2021-12-04 03:39:44 | INFO : Framewise False Alarm Error: 0.19016766327134604
2021-12-04 03:39:44 | INFO : Framewise Total Error: 0.47490782890162425
2021-12-04 03:39:44 | INFO : Framewise Chroma Precision: 0.7315800162605458
2021-12-04 03:39:44 | INFO : Framewise Chroma Recall: 0.7433103948116746
2021-12-04 03:39:44 | INFO : Framewise Chroma Accuracy: 0.5883736268798658
2021-12-04 03:39:44 | INFO : Framewise Chroma Substitution Error: 0.08454522069227148
2021-12-04 03:39:44 | INFO : Framewise Chroma Miss Error: 0.1721443844960539
2021-12-04 03:39:44 | INFO : Framewise Chroma False Alarm Error: 0.19016766327134604
2021-12-04 03:39:44 | INFO : Framewise Chroma Total Error: 0.4468572684596714