2021-11-19 09:18:57 | INFO : Logging experiment exp180d_traintest_musicnet_aligned_pitch_unet_extremelylarge_doubleselfattn_posencsinusoidal_test10files_augall_AdamW
2021-11-19 09:18:57 | INFO : Experiment config: do training = True
2021-11-19 09:18:57 | INFO : Experiment config: do validation = True
2021-11-19 09:18:57 | INFO : Experiment config: do testing = True
2021-11-19 09:18:57 | INFO : Training set parameters: {'context': 75, 'stride': 50, 'compression': 10, 'aug:transpsemitones': 5, 'aug:randomeq': 20, 'aug:noisestd': 0.0001, 'aug:tuning': True}
2021-11-19 09:18:57 | INFO : Validation set parameters: {'context': 75, 'stride': 50, 'compression': 10}
2021-11-19 09:18:57 | INFO : Test set parameters: {'context': 75, 'stride': 1, 'compression': 10}
2021-11-19 09:18:57 | INFO : Training parameters: {'batch_size': 25, 'shuffle': True, 'num_workers': 16}
2021-11-19 09:18:57 | INFO : Trained model saved in /tsi/clusterhome/cweiss/models/exp180d_traintest_musicnet_aligned_pitch_unet_extremelylarge_doubleselfattn_posencsinusoidal_test10files_augall_AdamW.pt
2021-11-19 09:18:57 | INFO : --- Training config: -----------------------------------------
2021-11-19 09:18:57 | INFO : Maximum number of epochs: 100
2021-11-19 09:18:57 | INFO : Criterion (Loss): BCELoss
2021-11-19 09:18:57 | INFO : Optimizer parameters: {'name': 'AdamW', 'initial_lr': 0.001, 'betas': (0.9, 0.999), 'eps': 1e-08, 'weight_decay': 0.01, 'amsgrad': False}
2021-11-19 09:18:57 | 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}
2021-11-19 09:18:57 | INFO : Early stopping parameters: {'use_early_stopping': True, 'mode': 'min', 'min_delta': 1e-05, 'patience': 12, 'percentage': False}
2021-11-19 09:18:57 | INFO : Test parameters: {'batch_size': 50, 'shuffle': False, 'num_workers': 8}
2021-11-19 09:18:57 | INFO : Save filewise results = True, in folder /tsi/clusterhome/cweiss/code/deep_pitch_estimation/experiments/results_filewise/exp180d_traintest_musicnet_aligned_pitch_unet_extremelylarge_doubleselfattn_posencsinusoidal_test10files_augall_AdamW.csv
2021-11-19 09:18:57 | INFO : Save model predictions = True, in folder /tsi/clusterhome/cweiss/predictions/exp180d_traintest_musicnet_aligned_pitch_unet_extremelylarge_doubleselfattn_posencsinusoidal_test10files_augall_AdamW
2021-11-19 09:18:57 | INFO : CUDA use_cuda: True
2021-11-19 09:18:57 | INFO : CUDA device: cuda:0
2021-11-19 09:19:07 | INFO : --- Model config: --------------------------------------------
2021-11-19 09:19:07 | INFO : Model: simple_u_net_doubleselfattn
2021-11-19 09:19:07 | 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': 4, 'embed_dim': 128, 'num_heads': 8, 'mlp_dim': 8192, 'pos_encoding': 'sinusoidal'}
2021-11-19 09:19:08 | INFO :
==========================================================================================
Layer (type:depth-idx) Output Shape Param #
==========================================================================================
├─LayerNorm: 1-1 [1, 174, 6, 216] 2,592
├─double_conv: 1-2 [1, 16, 174, 216] --
| └─Sequential: 2-1 [1, 16, 174, 216] --
| | └─Conv2d: 3-1 [1, 16, 174, 216] 21,616
| | └─BatchNorm2d: 3-2 [1, 16, 174, 216] 32
| | └─ReLU: 3-3 [1, 16, 174, 216] --
| | └─Conv2d: 3-4 [1, 16, 174, 216] 57,616
| | └─BatchNorm2d: 3-5 [1, 16, 174, 216] 32
| | └─ReLU: 3-6 [1, 16, 174, 216] --
├─Sequential: 1-3 [1, 32, 87, 108] --
| └─MaxPool2d: 2-2 [1, 16, 87, 108] --
| └─double_conv: 2-3 [1, 32, 87, 108] --
| | └─Sequential: 3-7 [1, 32, 87, 108] 345,792
├─Sequential: 1-4 [1, 64, 43, 54] --
| └─MaxPool2d: 2-4 [1, 32, 43, 54] --
| └─double_conv: 2-5 [1, 64, 43, 54] --
| | └─Sequential: 3-8 [1, 64, 43, 54] 498,048
├─Sequential: 1-5 [1, 128, 21, 27] --
| └─MaxPool2d: 2-6 [1, 64, 21, 27] --
| └─double_conv: 2-7 [1, 128, 21, 27] --
| | └─Sequential: 3-9 [1, 128, 21, 27] 615,168
├─Sequential: 1-6 [1, 128, 10, 13] --
| └─MaxPool2d: 2-8 [1, 128, 10, 13] --
| └─double_conv: 2-9 [1, 128, 10, 13] --
| | └─Sequential: 3-10 [1, 128, 10, 13] 295,680
├─transformer_enc_layer: 1-7 [1, 128, 10, 13] --
| └─Flatten: 2-10 [1, 128, 130] --
| └─Dropout: 2-11 [1, 130, 128] --
| └─Linear: 2-12 [1, 130, 128] 16,384
| └─Linear: 2-13 [1, 130, 128] 16,384
| └─Linear: 2-14 [1, 130, 128] 16,384
| └─MultiheadAttention: 2-15 [1, 130, 128] --
| └─Linear: 2-16 [1, 130, 128] 16,384
| └─Dropout: 2-17 [1, 130, 128] --
| └─LayerNorm: 2-18 [1, 130, 128] 256
| └─Sequential: 2-19 [1, 130, 128] --
| | └─Linear: 3-11 [1, 130, 8192] 1,056,768
| | └─ReLU: 3-12 [1, 130, 8192] --
| | └─Linear: 3-13 [1, 130, 128] 1,048,704
| └─Dropout: 2-20 [1, 130, 128] --
| └─LayerNorm: 2-21 [1, 130, 128] 256
├─transformer_enc_layer: 1-8 [1, 128, 10, 13] --
| └─Flatten: 2-22 [1, 128, 130] --
| └─Linear: 2-23 [1, 130, 128] 16,384
| └─Linear: 2-24 [1, 130, 128] 16,384
| └─Linear: 2-25 [1, 130, 128] 16,384
| └─MultiheadAttention: 2-26 [1, 130, 128] --
| └─Linear: 2-27 [1, 130, 128] 16,384
| └─Dropout: 2-28 [1, 130, 128] --
| └─LayerNorm: 2-29 [1, 130, 128] 256
| └─Sequential: 2-30 [1, 130, 128] --
| | └─Linear: 3-14 [1, 130, 8192] 1,056,768
| | └─ReLU: 3-15 [1, 130, 8192] --
| | └─Linear: 3-16 [1, 130, 128] 1,048,704
| └─Dropout: 2-31 [1, 130, 128] --
| └─LayerNorm: 2-32 [1, 130, 128] 256
├─unet_up_concat_padding: 1-9 [1, 256, 21, 27] --
| └─Upsample: 2-33 [1, 128, 20, 26] --
├─double_conv: 1-10 [1, 64, 21, 27] --
| └─Sequential: 2-34 [1, 64, 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] --
| | └─Conv2d: 3-20 [1, 64, 21, 27] 73,792
| | └─BatchNorm2d: 3-21 [1, 64, 21, 27] 128
| | └─ReLU: 3-22 [1, 64, 21, 27] --
├─unet_up_concat_padding: 1-11 [1, 128, 43, 54] --
| └─Upsample: 2-35 [1, 64, 42, 54] --
├─double_conv: 1-12 [1, 32, 43, 54] --
| └─Sequential: 2-36 [1, 32, 43, 54] --
| | └─Conv2d: 3-23 [1, 64, 43, 54] 204,864
| | └─BatchNorm2d: 3-24 [1, 64, 43, 54] 128
| | └─ReLU: 3-25 [1, 64, 43, 54] --
| | └─Conv2d: 3-26 [1, 32, 43, 54] 51,232
| | └─BatchNorm2d: 3-27 [1, 32, 43, 54] 64
| | └─ReLU: 3-28 [1, 32, 43, 54] --
├─unet_up_concat_padding: 1-13 [1, 64, 87, 108] --
| └─Upsample: 2-37 [1, 32, 86, 108] --
├─double_conv: 1-14 [1, 16, 87, 108] --
| └─Sequential: 2-38 [1, 16, 87, 108] --
| | └─Conv2d: 3-29 [1, 32, 87, 108] 165,920
| | └─BatchNorm2d: 3-30 [1, 32, 87, 108] 64
| | └─ReLU: 3-31 [1, 32, 87, 108] --
| | └─Conv2d: 3-32 [1, 16, 87, 108] 41,488
| | └─BatchNorm2d: 3-33 [1, 16, 87, 108] 32
| | └─ReLU: 3-34 [1, 16, 87, 108] --
├─unet_up_concat_padding: 1-15 [1, 32, 174, 216] --
| └─Upsample: 2-39 [1, 16, 174, 216] --
├─double_conv: 1-16 [1, 128, 174, 216] --
| └─Sequential: 2-40 [1, 128, 174, 216] --
| | └─Conv2d: 3-35 [1, 16, 174, 216] 115,216
| | └─BatchNorm2d: 3-36 [1, 16, 174, 216] 32
| | └─ReLU: 3-37 [1, 16, 174, 216] --
| | └─Conv2d: 3-38 [1, 128, 174, 216] 460,928
| | └─BatchNorm2d: 3-39 [1, 128, 174, 216] 256
| | └─ReLU: 3-40 [1, 128, 174, 216] --
├─Sequential: 1-17 [1, 80, 174, 72] --
| └─Conv2d: 2-41 [1, 80, 174, 72] 92,240
| └─LeakyReLU: 2-42 [1, 80, 174, 72] --
| └─MaxPool2d: 2-43 [1, 80, 174, 72] --
| └─Dropout: 2-44 [1, 80, 174, 72] --
├─Sequential: 1-18 [1, 50, 100, 72] --
| └─Conv2d: 2-45 [1, 50, 100, 72] 300,050
| └─LeakyReLU: 2-46 [1, 50, 100, 72] --
| └─Dropout: 2-47 [1, 50, 100, 72] --
├─Sequential: 1-19 [1, 1, 100, 72] --
| └─Conv2d: 2-48 [1, 30, 100, 72] 1,530
| └─LeakyReLU: 2-49 [1, 30, 100, 72] --
| └─Dropout: 2-50 [1, 30, 100, 72] --
| └─Conv2d: 2-51 [1, 1, 100, 72] 31
| └─Sigmoid: 2-52 [1, 1, 100, 72] --
==========================================================================================
Total params: 7,982,907
Trainable params: 7,982,907
Non-trainable params: 0
Total mult-adds (G): 35.51
==========================================================================================
Input size (MB): 0.90
Forward/backward pass size (MB): 168.98
Params size (MB): 31.93
Estimated Total Size (MB): 201.82
==========================================================================================
2021-11-19 09:19:09 | INFO : - file 2530_Beethoven_OP111_PianoSonata.npy added to training set.
2021-11-19 09:19:11 | INFO : - file 1822_Mozart_K421_StringQuartet.npy added to training set.
2021-11-19 09:19:13 | INFO : - file 1752_Schubert_D845_PianoSonata.npy added to training set.
2021-11-19 09:19:14 | INFO : - file 2297_Bach_BWV1010_CelloSuite.npy added to training set.
2021-11-19 09:19:14 | INFO : - file 2240_Bach_BWV862_WTKI.npy added to training set.
2021-11-19 09:19:15 | INFO : - file 2463_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-11-19 09:19:16 | INFO : - file 2550_Beethoven_OP78_PianoSonata.npy added to training set.
2021-11-19 09:19:18 | INFO : - file 2566_Beethoven_OP22_PianoSonata.npy added to training set.
2021-11-19 09:19:20 | INFO : - file 2492_Beethoven_OP7_PianoSonata.npy added to training set.
2021-11-19 09:19:21 | INFO : - file 2359_Beethoven_OP28_PianoSonata.npy added to training set.
2021-11-19 09:19:23 | INFO : - file 2138_Brahms_OP51NO1_StringQuartet.npy added to training set.
2021-11-19 09:19:25 | INFO : - file 1811_Mozart_K581_ClarinetQuintet.npy added to validation set.
2021-11-19 09:19:27 | INFO : - file 2127_Brahms_OP11_SerenadeNo.npy added to training set.
2021-11-19 09:19:31 | INFO : - file 2531_Beethoven_OP111_PianoSonata.npy added to training set.
2021-11-19 09:19:33 | INFO : - file 2116_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-11-19 09:19:34 | INFO : - file 2284_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-11-19 09:19:35 | INFO : - file 2379_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-11-19 09:19:36 | INFO : - file 2237_Bach_BWV868_WTKI.npy added to training set.
2021-11-19 09:19:38 | INFO : - file 2313_Beethoven_OP132_StringQuartet.npy added to training set.
2021-11-19 09:19:39 | INFO : - file 1755_Schubert_D784_PianoSonata.npy added to validation set.
2021-11-19 09:19:40 | INFO : - file 2405_Beethoven_OP110_PianoSonata.npy added to training set.
2021-11-19 09:19:40 | INFO : - file 2307_Bach_BWV863_WTKI.npy added to training set.
2021-11-19 09:19:45 | INFO : - file 2533_Beethoven_OP111_PianoSonata.npy added to training set.
2021-11-19 09:19:45 | INFO : - file 2200_Bach_BWV861_WTKI.npy added to training set.
2021-11-19 09:19:47 | INFO : - file 2567_Beethoven_OP90_PianoSonata.npy added to training set.
2021-11-19 09:19:48 | INFO : - file 2481_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-11-19 09:19:50 | INFO : - file 2334_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-11-19 09:19:50 | INFO : - file 2208_Bach_BWV855_WTKI.npy added to training set.
2021-11-19 09:19:52 | INFO : - file 1766_Schubert_OP142_4Impromptus.npy added to validation set.
2021-11-19 09:19:54 | INFO : - file 2169_Faure_OP45_PianoQuartet.npy added to training set.
2021-11-19 09:19:58 | INFO : - file 2148_Brahms_OP25_PianoQuartet.npy added to training set.
2021-11-19 09:19:59 | INFO : - file 2501_Beethoven_OP12NO3_ViolinSonata.npy added to training set.
2021-11-19 09:20:02 | INFO : - file 2614_Beethoven_OP10NO3_PianoSonata.npy added to training set.
2021-11-19 09:20:05 | INFO : - file 2557_Beethoven_OP109_PianoSonata.npy added to training set.
2021-11-19 09:20:06 | INFO : - file 2373_Beethoven_OP49NO1_PianoSonata.npy added to training set.
2021-11-19 09:20:09 | INFO : - file 1733_Schubert_D959_PianoSonata.npy added to validation set.
2021-11-19 09:20:10 | INFO : - file 2079_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-11-19 09:20:11 | INFO : - file 1835_Mozart_K590_StringQuartet.npy added to training set.
2021-11-19 09:20:12 | INFO : - file 1873_Mozart_K502_PianoTrio.npy added to training set.
2021-11-19 09:20:13 | INFO : - file 2424_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-11-19 09:20:14 | INFO : - file 2209_Bach_BWV849_WTKI.npy added to training set.
2021-11-19 09:20:15 | INFO : - file 2410_Beethoven_OP27NO1_PianoSonata.npy added to training set.
2021-11-19 09:20:17 | INFO : - file 2296_Bach_BWV1010_CelloSuite.npy added to training set.
2021-11-19 09:20:18 | INFO : - file 1817_Mozart_K375_Serenadein.npy added to training set.
2021-11-19 09:20:19 | INFO : - file 2472_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-11-19 09:20:20 | INFO : - file 2383_Beethoven_OP130_StringQuartet.npy added to training set.
2021-11-19 09:20:22 | INFO : - file 2462_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-11-19 09:20:23 | INFO : - file 2575_Beethoven_OP13_PianoSonata.npy added to training set.
2021-11-19 09:20:25 | INFO : - file 2320_Beethoven_OP38_Trioin.npy added to training set.
2021-11-19 09:20:25 | INFO : - file 2207_Bach_BWV855_WTKI.npy added to training set.
2021-11-19 09:20:27 | INFO : - file 2476_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-11-19 09:20:28 | INFO : - file 2371_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-11-19 09:20:30 | INFO : - file 2147_Brahms_OP36_StringSextet.npy added to training set.
2021-11-19 09:20:31 | INFO : - file 2215_Bach_BWV846_WTKI.npy added to training set.
2021-11-19 09:20:33 | INFO : - file 1777_Schubert_D850_PianoSonata.npy added to training set.
2021-11-19 09:20:34 | INFO : - file 2502_Beethoven_OP12NO3_ViolinSonata.npy added to training set.
2021-11-19 09:20:36 | INFO : - file 1922_Dvorak_OP51_StringQuartet.npy added to training set.
2021-11-19 09:20:38 | INFO : - file 1893_Mozart_K564_PianoTrio.npy added to training set.
2021-11-19 09:20:39 | INFO : - file 2186_Bach_BWV1006_ViolinPartita.npy added to training set.
2021-11-19 09:20:40 | INFO : - file 2160_Brahms_OP40_HornTrio.npy added to training set.
2021-11-19 09:20:43 | INFO : - file 2509_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-11-19 09:20:45 | INFO : - file 2505_Beethoven_OP103_Octetin.npy added to training set.
2021-11-19 09:20:45 | INFO : - file 2506_Beethoven_OP103_Octetin.npy added to training set.
2021-11-19 09:20:46 | INFO : - file 2628_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-11-19 09:20:47 | INFO : - file 2218_Bach_BWV1009_CelloSuite.npy added to training set.
2021-11-19 09:20:48 | INFO : - file 2529_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-11-19 09:20:49 | INFO : - file 2374_Beethoven_OP49NO1_PianoSonata.npy added to training set.
2021-11-19 09:20:51 | INFO : - file 2392_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-11-19 09:20:52 | INFO : - file 2231_Bach_BWV866_WTKI.npy added to training set.
2021-11-19 09:20:54 | INFO : - file 1813_Mozart_K581_ClarinetQuintet.npy added to training set.
2021-11-19 09:20:54 | INFO : - file 2196_Bach_BWV848_WTKI.npy added to training set.
2021-11-19 09:20:57 | INFO : - file 2158_Brahms_OP40_HornTrio.npy added to validation set.
2021-11-19 09:20:59 | INFO : - file 1872_Mozart_K502_PianoTrio.npy added to training set.
2021-11-19 09:21:01 | INFO : - file 2621_Beethoven_OP59NO1_StringQuartet.npy added to training set.
2021-11-19 09:21:04 | INFO : - file 2150_Brahms_OP25_PianoQuartet.npy added to training set.
2021-11-19 09:21:05 | INFO : - file 2217_Bach_BWV1009_CelloSuite.npy added to training set.
2021-11-19 09:21:06 | INFO : - file 2243_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-11-19 09:21:08 | INFO : - file 2433_Beethoven_OP135_StringQuartet.npy added to training set.
2021-11-19 09:21:09 | INFO : - file 2211_Bach_BWV857_WTKI.npy added to training set.
2021-11-19 09:21:11 | INFO : - file 1764_Schubert_OP142_4Impromptus.npy added to training set.
2021-11-19 09:21:13 | INFO : - file 2348_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-11-19 09:21:14 | INFO : - file 1932_Dvorak_OP96_StringQuartet.npy added to validation set.
2021-11-19 09:21:14 | INFO : - file 2232_Bach_BWV866_WTKI.npy added to training set.
2021-11-19 09:21:15 | INFO : - file 2203_Bach_BWV1013_Partitain.npy added to training set.
2021-11-19 09:21:18 | INFO : - file 2157_Brahms_OP18_StringSextet.npy added to validation set.
2021-11-19 09:21:20 | INFO : - file 2486_Beethoven_OP7_PianoSonata.npy added to training set.
2021-11-19 09:21:21 | INFO : - file 2393_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-11-19 09:21:22 | INFO : - file 2210_Bach_BWV849_WTKI.npy added to training set.
2021-11-19 09:21:22 | INFO : - file 2659_Bach_BWV1002_ViolinPartita.npy added to training set.
2021-11-19 09:21:24 | INFO : - file 1729_Schubert_OP114_PianoQuintet.npy added to validation set.
2021-11-19 09:21:26 | INFO : - file 2678_Beethoven_OP14NO2_PianoSonata.npy added to training set.
2021-11-19 09:21:27 | INFO : - file 2221_Bach_BWV1009_CelloSuite.npy added to validation set.
2021-11-19 09:21:28 | INFO : - file 2411_Beethoven_OP27NO1_PianoSonata.npy added to training set.
2021-11-19 09:21:30 | INFO : - file 2343_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-11-19 09:21:31 | INFO : - file 1818_Mozart_K375_Serenadein.npy added to training set.
2021-11-19 09:21:33 | INFO : - file 1919_Dvorak_OP51_StringQuartet.npy added to training set.
2021-11-19 09:21:34 | INFO : - file 2415_Beethoven_OP71_Sextetin.npy added to training set.
2021-11-19 09:21:35 | INFO : - file 2305_Bach_BWV859_WTKI.npy added to training set.
2021-11-19 09:21:37 | INFO : - file 2510_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-11-19 09:21:39 | INFO : - file 2608_Beethoven_OP31NO1_PianoSonata.npy added to training set.
2021-11-19 09:21:41 | INFO : - file 2532_Beethoven_OP111_PianoSonata.npy added to training set.
2021-11-19 09:21:44 | INFO : - file 2542_Beethoven_OP101_PianoSonata.npy added to training set.
2021-11-19 09:21:45 | INFO : - file 2118_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-11-19 09:21:48 | INFO : - file 1756_Schubert_D784_PianoSonata.npy added to validation set.
2021-11-19 09:21:50 | INFO : - file 1793_Mozart_K465_StringQuartet.npy added to training set.
2021-11-19 09:21:52 | INFO : - file 1758_Schubert_D958_PianoSonata.npy added to training set.
2021-11-19 09:21:54 | INFO : - file 2404_Beethoven_OP110_PianoSonata.npy added to training set.
2021-11-19 09:21:56 | INFO : - file 2491_Beethoven_OP7_PianoSonata.npy added to training set.
2021-11-19 09:21:57 | INFO : - file 2282_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-11-19 09:21:58 | INFO : - file 2304_Bach_BWV859_WTKI.npy added to training set.
2021-11-19 09:22:00 | INFO : - file 2149_Brahms_OP25_PianoQuartet.npy added to training set.
2021-11-19 09:22:03 | INFO : - file 2330_Beethoven_OP12NO1_ViolinSonata.npy added to training set.
2021-11-19 09:22:06 | INFO : - file 1916_Dvorak_OP51_StringQuartet.npy added to training set.
2021-11-19 09:22:06 | INFO : - file 2212_Bach_BWV857_WTKI.npy added to training set.
2021-11-19 09:22:08 | INFO : - file 2480_Beethoven_OP18NO5_StringQuartet.npy added to validation set.
2021-11-19 09:22:09 | INFO : - file 2214_Bach_BWV847_WTKI.npy added to training set.
2021-11-19 09:22:10 | INFO : - file 2195_Bach_BWV848_WTKI.npy added to training set.
2021-11-19 09:22:11 | INFO : - file 2477_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-11-19 09:22:12 | INFO : - file 2295_Bach_BWV1010_CelloSuite.npy added to training set.
2021-11-19 09:22:13 | INFO : - file 1768_Schubert_D664_PianoSonata.npy added to training set.
2021-11-19 09:22:13 | INFO : - file 2627_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-11-19 09:22:13 | INFO : - file 2431_Beethoven_OP135_StringQuartet.npy added to training set.
2021-11-19 09:22:13 | INFO : - file 2591_Beethoven_OP26_PianoSonata.npy added to training set.
2021-11-19 09:22:13 | INFO : - file 1775_Schubert_D850_PianoSonata.npy added to training set.
2021-11-19 09:22:13 | INFO : - file 2293_Bach_BWV1010_CelloSuite.npy added to training set.
2021-11-19 09:22:13 | INFO : - file 1791_Mozart_K465_StringQuartet.npy added to training set.
2021-11-19 09:22:13 | INFO : - file 2194_Bach_BWV858_WTKI.npy added to training set.
2021-11-19 09:22:14 | INFO : - file 1742_Schubert_OP163_StringQuintet.npy added to training set.
2021-11-19 09:22:15 | INFO : - file 1776_Schubert_D850_PianoSonata.npy added to training set.
2021-11-19 09:22:17 | INFO : - file 2112_Brahms_OP38_CelloSonata.npy added to training set.
2021-11-19 09:22:17 | INFO : - file 2423_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-11-19 09:22:18 | INFO : - file 2560_Beethoven_OP18NO2_StringQuartet.npy added to training set.
2021-11-19 09:22:19 | INFO : - file 2219_Bach_BWV1009_CelloSuite.npy added to training set.
2021-11-19 09:22:19 | INFO : - file 2420_Beethoven_OP12NO2_ViolinSonata.npy added to training set.
2021-11-19 09:22:20 | INFO : - file 1763_Schubert_OP142_4Impromptus.npy added to training set.
2021-11-19 09:22:20 | INFO : - file 2228_Bach_BWV851_WTKI.npy added to training set.
2021-11-19 09:22:21 | INFO : - file 2441_Beethoven_OP106_PianoSonata.npy added to training set.
2021-11-19 09:22:22 | INFO : - file 2570_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-11-19 09:22:23 | INFO : - file 1918_Dvorak_OP51_StringQuartet.npy added to training set.
2021-11-19 09:22:24 | INFO : - file 2451_Beethoven_OP18NO6_StringQuartet.npy added to training set.
2021-11-19 09:22:26 | INFO : - file 2177_Ravel_35_StringQuartet.npy added to training set.
2021-11-19 09:22:26 | INFO : - file 1788_Mozart_K465_StringQuartet.npy added to training set.
2021-11-19 09:22:28 | INFO : - file 2179_Ravel_35_StringQuartet.npy added to training set.
2021-11-19 09:22:28 | INFO : - file 2346_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-11-19 09:22:29 | INFO : - file 2376_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-11-19 09:22:30 | INFO : - file 2620_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-11-19 09:22:32 | INFO : - file 2390_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-11-19 09:22:36 | INFO : - file 2335_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-11-19 09:22:39 | INFO : - file 2403_Beethoven_OP18NO1_StringQuartet.npy added to training set.
2021-11-19 09:22:39 | INFO : - file 2247_Bach_BWV854_WTKI.npy added to training set.
2021-11-19 09:22:39 | INFO : - file 2432_Beethoven_OP135_StringQuartet.npy added to training set.
2021-11-19 09:22:39 | INFO : - file 2292_Bach_BWV864_WTKI.npy added to training set.
2021-11-19 09:22:40 | INFO : - file 2076_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-11-19 09:22:41 | INFO : - file 1790_Mozart_K465_StringQuartet.npy added to training set.
2021-11-19 09:22:41 | INFO : - file 2302_Bach_BWV850_WTKI.npy added to training set.
2021-11-19 09:22:41 | INFO : - file 2391_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-11-19 09:22:42 | INFO : - file 1933_Dvorak_OP96_StringQuartet.npy added to validation set.
2021-11-19 09:22:43 | INFO : - file 2514_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-11-19 09:22:43 | INFO : - file 1829_Mozart_K542_PianoTrio.npy added to training set.
2021-11-19 09:22:43 | INFO : - file 1923_Dvorak_OP51_StringQuartet.npy added to training set.
2021-11-19 09:22:45 | INFO : - file 2377_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-11-19 09:22:46 | INFO : - file 1931_Dvorak_OP96_StringQuartet.npy added to training set.
2021-11-19 09:22:46 | INFO : - file 2294_Bach_BWV1010_CelloSuite.npy added to training set.
2021-11-19 09:22:46 | INFO : - file 2384_Beethoven_OP130_StringQuartet.npy added to training set.
2021-11-19 09:22:47 | INFO : - file 2241_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-11-19 09:22:47 | INFO : - file 2242_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-11-19 09:22:47 | INFO : - file 2283_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-11-19 09:22:48 | INFO : - file 2632_Beethoven_OP14NO2_PianoSonata.npy added to validation set.
2021-11-19 09:22:49 | INFO : - file 1760_Schubert_D958_PianoSonata.npy added to training set.
2021-11-19 09:22:49 | INFO : - file 2568_Beethoven_OP90_PianoSonata.npy added to training set.
2021-11-19 09:22:49 | INFO : - file 2345_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-11-19 09:22:49 | INFO : - file 2576_Beethoven_OP13_PianoSonata.npy added to training set.
2021-11-19 09:22:49 | INFO : - file 2131_Brahms_OP11_SerenadeNo.npy added to training set.
2021-11-19 09:22:49 | INFO : - file 2537_Beethoven_OP49NO2_PianoSonata.npy added to training set.
2021-11-19 09:22:50 | INFO : - file 2607_Beethoven_OP31NO1_PianoSonata.npy added to training set.
2021-11-19 09:22:50 | INFO : - file 2230_Bach_BWV865_WTKI.npy added to training set.
2021-11-19 09:22:50 | INFO : - file 2167_Faure_OP45_PianoQuartet.npy added to validation set.
2021-11-19 09:22:51 | INFO : - file 2603_Beethoven_OP81NO1_PianoSonata.npy added to training set.
2021-11-19 09:22:51 | INFO : - file 2594_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-11-19 09:22:51 | INFO : - file 2204_Bach_BWV1013_Partitain.npy added to training set.
2021-11-19 09:22:53 | INFO : - file 2523_Beethoven_OP69_CelloSonata.npy added to training set.
2021-11-19 09:22:54 | INFO : - file 2357_Beethoven_OP28_PianoSonata.npy added to training set.
2021-11-19 09:22:55 | INFO : - file 2398_Beethoven_OP47_ViolinSonata.npy added to training set.
2021-11-19 09:22:55 | INFO : - file 2310_Bach_BWV860_WTKI.npy added to training set.
2021-11-19 09:22:55 | INFO : - file 2078_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-11-19 09:23:00 | INFO : - file 2521_Beethoven_OP69_CelloSonata.npy added to training set.
2021-11-19 09:23:01 | INFO : - file 2562_Beethoven_OP18NO2_StringQuartet.npy added to training set.
2021-11-19 09:23:01 | INFO : - file 1824_Mozart_K421_StringQuartet.npy added to training set.
2021-11-19 09:23:02 | INFO : - file 2318_Beethoven_OP38_Trioin.npy added to validation set.
2021-11-19 09:23:02 | INFO : - file 1773_Schubert_D568_PianoSonata.npy added to training set.
2021-11-19 09:23:03 | INFO : - file 2443_Beethoven_OP106_PianoSonata.npy added to training set.
2021-11-19 09:23:04 | INFO : - file 2114_Brahms_OP38_CelloSonata.npy added to training set.
2021-11-19 09:23:04 | INFO : - file 2488_Beethoven_OP7_PianoSonata.npy added to training set.
2021-11-19 09:23:05 | INFO : - file 2198_Bach_BWV867_WTKI.npy added to training set.
2021-11-19 09:23:05 | INFO : - file 2350_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-11-19 09:23:05 | INFO : - file 2595_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-11-19 09:23:05 | INFO : - file 1805_Mozart_K387_StringQuartet.npy added to validation set.
2021-11-19 09:23:06 | INFO : - file 2113_Brahms_OP38_CelloSonata.npy added to training set.
2021-11-19 09:23:06 | INFO : - file 2075_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-11-19 09:23:07 | INFO : - file 2516_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-11-19 09:23:07 | INFO : - file 2497_Beethoven_OP95_StringQuartet.npy added to training set.
2021-11-19 09:23:07 | INFO : - file 2507_Beethoven_OP103_Octetin.npy added to training set.
2021-11-19 09:23:08 | INFO : - file 2389_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-11-19 09:23:08 | INFO : - file 2222_Bach_BWV1009_CelloSuite.npy added to validation set.
2021-11-19 09:23:08 | INFO : - file 2372_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-11-19 09:23:08 | INFO : - file 2471_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-11-19 09:23:09 | INFO : - file 2105_Haydn_OP64NO5_QuartetNo.npy added to training set.
2021-11-19 09:23:10 | INFO : - file 2388_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-11-19 09:23:10 | INFO : - file 2213_Bach_BWV847_WTKI.npy added to training set.
2021-11-19 09:23:12 | INFO : - file 2417_Beethoven_OP71_Sextetin.npy added to training set.
2021-11-19 09:23:15 | INFO : - file 1751_Schubert_D845_PianoSonata.npy added to training set.
2021-11-19 09:23:17 | INFO : - file 1728_Schubert_OP114_PianoQuintet.npy added to training set.
2021-11-19 09:23:18 | INFO : - file 2227_Bach_BWV851_WTKI.npy added to training set.
2021-11-19 09:23:19 | INFO : - file 1734_Schubert_D959_PianoSonata.npy added to training set.
2021-11-19 09:23:19 | INFO : - file 2224_Bach_BWV852_WTKI.npy added to training set.
2021-11-19 09:23:19 | INFO : - file 2285_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-11-19 09:23:21 | INFO : - file 2159_Brahms_OP40_HornTrio.npy added to training set.
2021-11-19 09:23:21 | INFO : - file 2117_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-11-19 09:23:23 | INFO : - file 2155_Brahms_OP18_StringSextet.npy added to training set.
2021-11-19 09:23:25 | INFO : - file 1771_Schubert_D568_PianoSonata.npy added to training set.
2021-11-19 09:23:26 | INFO : - file 2571_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-11-19 09:23:27 | INFO : - file 2229_Bach_BWV865_WTKI.npy added to training set.
2021-11-19 09:23:28 | INFO : - file 2325_Beethoven_OP57_PianoSonata.npy added to training set.
2021-11-19 09:23:28 | INFO : - file 1749_Schubert_D845_PianoSonata.npy added to training set.
2021-11-19 09:23:28 | INFO : - file 2573_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-11-19 09:23:28 | INFO : - file 2596_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-11-19 09:23:28 | INFO : - file 2300_Bach_BWV853_WTKI.npy added to training set.
2021-11-19 09:23:30 | INFO : - file 2487_Beethoven_OP7_PianoSonata.npy added to training set.
2021-11-19 09:23:33 | INFO : - file 2119_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-11-19 09:23:36 | INFO : - file 1765_Schubert_OP142_4Impromptus.npy added to validation set.
2021-11-19 09:23:37 | INFO : - file 2528_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-11-19 09:23:38 | INFO : - file 1727_Schubert_OP114_PianoQuintet.npy added to training set.
2021-11-19 09:23:38 | INFO : - file 2314_Beethoven_OP132_StringQuartet.npy added to training set.
2021-11-19 09:23:38 | INFO : - file 2202_Bach_BWV1013_Partitain.npy added to training set.
2021-11-19 09:23:38 | INFO : - file 2239_Bach_BWV862_WTKI.npy added to training set.
2021-11-19 09:23:38 | INFO : - file 2444_Beethoven_OP106_PianoSonata.npy added to training set.
2021-11-19 09:23:39 | INFO : - file 2581_Beethoven_OP54_PianoSonata.npy added to training set.
2021-11-19 09:23:39 | INFO : - file 2244_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-11-19 09:23:39 | INFO : - file 1792_Mozart_K465_StringQuartet.npy added to training set.
2021-11-19 09:23:40 | INFO : - file 1812_Mozart_K581_ClarinetQuintet.npy added to training set.
2021-11-19 09:23:42 | INFO : - file 2490_Beethoven_OP7_PianoSonata.npy added to training set.
2021-11-19 09:23:44 | INFO : - file 2442_Beethoven_OP106_PianoSonata.npy added to training set.
2021-11-19 09:23:46 | INFO : - file 2564_Beethoven_OP22_PianoSonata.npy added to training set.
2021-11-19 09:23:47 | INFO : - file 2611_Beethoven_OP10NO3_PianoSonata.npy added to training set.
2021-11-19 09:23:49 | INFO : - file 2422_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-11-19 09:23:50 | INFO : - file 2483_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-11-19 09:23:50 | INFO : - file 2342_Beethoven_OP30NO3_ViolinSonata.npy added to validation set.
2021-11-19 09:23:54 | INFO : - file 2366_Beethoven_OP127_StringQuartet.npy added to training set.
2021-11-19 09:23:54 | INFO : - file 2358_Beethoven_OP28_PianoSonata.npy added to training set.
2021-11-19 09:23:56 | INFO : - file 2555_Beethoven_OP109_PianoSonata.npy added to training set.
2021-11-19 09:23:57 | INFO : - file 2622_Beethoven_OP59NO1_StringQuartet.npy added to training set.
2021-11-19 09:23:57 | INFO : - file 2289_Bach_BWV1002_ViolinPartita.npy added to validation set.
2021-11-19 09:23:57 | INFO : - file 2080_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-11-19 09:23:57 | INFO : - file 2588_Beethoven_OP26_PianoSonata.npy added to training set.
2021-11-19 09:23:57 | INFO : - file 2494_Beethoven_OP95_StringQuartet.npy added to training set.
2021-11-19 09:23:58 | INFO : - file 1789_Mozart_K465_StringQuartet.npy added to training set.
2021-11-19 09:23:59 | INFO : - file 2168_Faure_OP45_PianoQuartet.npy added to training set.
2021-11-19 09:24:01 | INFO : - file 1859_Mozart_K464_StringQuartet.npy added to training set.
2021-11-19 09:24:03 | INFO : - file 2586_Beethoven_OP102NO1_CelloSonata.npy added to training set.
2021-11-19 09:24:04 | INFO : - file 2478_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-11-19 09:24:05 | INFO : - file 2315_Beethoven_OP132_StringQuartet.npy added to validation set.
2021-11-19 09:24:05 | INFO : - file 2201_Bach_BWV861_WTKI.npy added to training set.
2021-11-19 09:24:06 | INFO : - file 2572_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-11-19 09:24:06 | INFO : - file 2238_Bach_BWV868_WTKI.npy added to training set.
2021-11-19 09:24:08 | INFO : - file 2248_Bach_BWV854_WTKI.npy added to training set.
2021-11-19 09:24:10 | INFO : - file 1735_Schubert_D959_PianoSonata.npy added to training set.
2021-11-19 09:24:10 | INFO : - file 2308_Bach_BWV863_WTKI.npy added to training set.
2021-11-19 09:24:11 | INFO : - file 2154_Brahms_OP18_StringSextet.npy added to training set.
2021-11-19 09:24:11 | INFO : - file 2140_Brahms_OP51NO1_StringQuartet.npy added to training set.
2021-11-19 09:24:11 | INFO : - file 2077_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-11-19 09:24:12 | INFO : - file 1807_Mozart_K387_StringQuartet.npy added to validation set.
2021-11-19 09:24:13 | INFO : - file 2406_Beethoven_OP110_PianoSonata.npy added to training set.
2021-11-19 09:24:14 | INFO : - file 1772_Schubert_D568_PianoSonata.npy added to training set.
2021-11-19 09:24:14 | INFO : - file 2156_Brahms_OP18_StringSextet.npy added to training set.
2021-11-19 09:24:17 | INFO : - file 1757_Schubert_D958_PianoSonata.npy added to training set.
2021-11-19 09:24:20 | INFO : - file 2436_Beethoven_OP53_PianoSonata.npy added to training set.
2021-11-19 09:24:22 | INFO : - file 2364_Beethoven_OP28_PianoSonata.npy added to training set.
2021-11-19 09:24:23 | INFO : - file 2538_Beethoven_OP49NO2_PianoSonata.npy added to training set.
2021-11-19 09:24:23 | INFO : - file 2336_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-11-19 09:24:24 | INFO : - file 2466_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-11-19 09:24:24 | INFO : - file 2677_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-11-19 09:24:25 | INFO : - file 2081_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-11-19 09:24:25 | INFO : - file 2151_Brahms_OP25_PianoQuartet.npy added to training set.
2021-11-19 09:24:27 | INFO : - file 2512_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-11-19 09:24:28 | INFO : - file 2083_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-11-19 09:24:29 | INFO : - file 2368_Beethoven_OP127_StringQuartet.npy added to training set.
2021-11-19 09:24:30 | INFO : - file 2082_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-11-19 09:24:31 | INFO : - file 2178_Ravel_35_StringQuartet.npy added to training set.
2021-11-19 09:24:32 | INFO : - file 2322_Beethoven_OP57_PianoSonata.npy added to training set.
2021-11-19 09:24:32 | INFO : - file 2633_Beethoven_OP14NO2_PianoSonata.npy added to validation set.
2021-11-19 09:24:33 | INFO : - file 2220_Bach_BWV1009_CelloSuite.npy added to training set.
2021-11-19 09:24:33 | INFO : - file 1828_Mozart_K542_PianoTrio.npy added to training set.
2021-11-19 09:24:34 | INFO : - file 2527_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-11-19 09:24:34 | INFO : - file 2540_Beethoven_OP101_PianoSonata.npy added to training set.
2021-11-19 09:24:35 | INFO : - file 2582_Beethoven_OP54_PianoSonata.npy added to training set.
2021-11-19 09:24:35 | INFO : - file 2225_Bach_BWV852_WTKI.npy added to training set.
2021-11-19 09:24:36 | INFO : - file 1876_Mozart_K496_PianoTrio.npy added to training set.
2021-11-19 09:24:37 | INFO : - file 2593_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-11-19 09:24:38 | INFO : - file 2482_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-11-19 09:24:39 | INFO : - file 2341_Beethoven_OP30NO3_ViolinSonata.npy added to validation set.
2021-11-19 09:24:39 | INFO : - file 2288_Bach_BWV1002_ViolinPartita.npy added to training set.
2021-11-19 09:24:40 | INFO : - file 2504_Beethoven_OP103_Octetin.npy added to training set.
2021-11-19 09:24:41 | INFO : - file 2381_Beethoven_OP130_StringQuartet.npy added to training set.
2021-11-19 09:24:41 | INFO : - file 2104_Haydn_OP64NO5_QuartetNo.npy added to training set.
2021-11-19 09:24:42 | INFO : - file 2365_Beethoven_OP127_StringQuartet.npy added to training set.
2021-11-19 09:24:44 | INFO : - file 1739_Schubert_OP99_PianoTrio.npy added to training set.
2021-11-19 09:24:49 | INFO : - file 1750_Schubert_D845_PianoSonata.npy added to training set.
2021-11-19 09:24:50 | INFO : - file 2473_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-11-19 09:24:52 | INFO : - file 2180_Ravel_35_StringQuartet.npy added to training set.
2021-11-19 09:24:54 | INFO : - file 2397_Beethoven_OP47_ViolinSonata.npy added to training set.
2021-11-19 09:24:57 | INFO : - file 2626_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-11-19 09:24:59 | INFO : - file 1730_Schubert_OP114_PianoQuintet.npy added to training set.
2021-11-19 09:25:01 | INFO : - file 2522_Beethoven_OP69_CelloSonata.npy added to training set.
2021-11-19 09:25:02 | INFO : - file 2619_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-11-19 09:25:02 | INFO : - file 2234_Bach_BWV856_WTKI.npy added to training set.
2021-11-19 09:25:03 | INFO : - file 2618_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-11-19 09:25:04 | INFO : - file 2161_Brahms_OP40_HornTrio.npy added to training set.
2021-11-19 09:25:07 | INFO : - file 2166_Faure_OP45_PianoQuartet.npy added to training set.
2021-11-19 09:25:10 | INFO : - file 2319_Beethoven_OP38_Trioin.npy added to training set.
2021-11-19 09:25:12 | INFO : - file 2590_Beethoven_OP26_PianoSonata.npy added to training set.
2021-11-19 09:25:12 | INFO : Training set & loader generated, length 94348
2021-11-19 09:25:12 | INFO : Validation set & loader generated, length 9238
2021-11-19 09:25:12 | INFO :
###################### START TRAINING ######################
2021-11-19 09:37:12 | INFO : Epoch #0 finished. Train Loss: 0.0808, Val Loss: 0.0776 with lr: 0.00100
2021-11-19 09:37:12 | INFO : .... model of epoch 0 saved.
2021-11-19 09:49:04 | INFO : Epoch #1 finished. Train Loss: 0.0701, Val Loss: 0.0728 with lr: 0.00100
2021-11-19 09:49:04 | INFO : .... model of epoch #1 saved.
2021-11-19 10:00:57 | INFO : Epoch #2 finished. Train Loss: 0.0664, Val Loss: 0.0723 with lr: 0.00100
2021-11-19 10:00:58 | INFO : .... model of epoch #2 saved.
2021-11-19 10:12:50 | INFO : Epoch #3 finished. Train Loss: 0.0643, Val Loss: 0.0757 with lr: 0.00100
2021-11-19 10:24:44 | INFO : Epoch #4 finished. Train Loss: 0.0627, Val Loss: 0.0695 with lr: 0.00100
2021-11-19 10:24:45 | INFO : .... model of epoch #4 saved.
2021-11-19 10:36:37 | INFO : Epoch #5 finished. Train Loss: 0.0614, Val Loss: 0.0695 with lr: 0.00100
2021-11-19 10:48:30 | INFO : Epoch #6 finished. Train Loss: 0.0604, Val Loss: 0.0710 with lr: 0.00100
2021-11-19 11:00:22 | INFO : Epoch #7 finished. Train Loss: 0.0595, Val Loss: 0.0767 with lr: 0.00100
2021-11-19 11:12:17 | INFO : Epoch #8 finished. Train Loss: 0.0589, Val Loss: 0.0694 with lr: 0.00100
2021-11-19 11:12:18 | INFO : .... model of epoch #8 saved.
2021-11-19 11:24:10 | INFO : Epoch #9 finished. Train Loss: 0.0583, Val Loss: 0.0695 with lr: 0.00100
2021-11-19 11:36:03 | INFO : Epoch #10 finished. Train Loss: 0.0577, Val Loss: 0.0699 with lr: 0.00100
2021-11-19 11:47:55 | INFO : Epoch #11 finished. Train Loss: 0.0572, Val Loss: 0.0735 with lr: 0.00100
2021-11-19 11:59:48 | INFO : Epoch #12 finished. Train Loss: 0.0567, Val Loss: 0.0708 with lr: 0.00100
2021-11-19 12:11:40 | INFO : Epoch #13 finished. Train Loss: 0.0561, Val Loss: 0.0708 with lr: 0.00100
2021-11-19 12:23:34 | INFO : Epoch #14 finished. Train Loss: 0.0557, Val Loss: 0.0719 with lr: 0.00100
2021-11-19 12:35:27 | INFO : Epoch #15 finished. Train Loss: 0.0528, Val Loss: 0.0693 with lr: 0.00050
2021-11-19 12:35:27 | INFO : .... model of epoch #15 saved.
2021-11-19 12:47:22 | INFO : Epoch #16 finished. Train Loss: 0.0521, Val Loss: 0.0707 with lr: 0.00050
2021-11-19 12:59:14 | INFO : Epoch #17 finished. Train Loss: 0.0516, Val Loss: 0.0717 with lr: 0.00050
2021-11-19 13:11:07 | INFO : Epoch #18 finished. Train Loss: 0.0510, Val Loss: 0.0729 with lr: 0.00050
2021-11-19 13:23:00 | INFO : Epoch #19 finished. Train Loss: 0.0505, Val Loss: 0.0715 with lr: 0.00050
2021-11-19 13:34:53 | INFO : Epoch #20 finished. Train Loss: 0.0503, Val Loss: 0.0765 with lr: 0.00050
2021-11-19 13:46:46 | INFO : Epoch #21 finished. Train Loss: 0.0497, Val Loss: 0.0732 with lr: 0.00050
2021-11-19 13:58:39 | INFO : Epoch #22 finished. Train Loss: 0.0478, Val Loss: 0.0728 with lr: 0.00025
2021-11-19 14:10:32 | INFO : Epoch #23 finished. Train Loss: 0.0472, Val Loss: 0.0730 with lr: 0.00025
2021-11-19 14:22:29 | INFO : Epoch #24 finished. Train Loss: 0.0468, Val Loss: 0.0743 with lr: 0.00025
2021-11-19 14:34:22 | INFO : Epoch #25 finished. Train Loss: 0.0466, Val Loss: 0.0727 with lr: 0.00025
2021-11-19 14:46:19 | INFO : Epoch #26 finished. Train Loss: 0.0462, Val Loss: 0.0770 with lr: 0.00025
2021-11-19 14:58:12 | INFO : Epoch #27 finished. Train Loss: 0.0456, Val Loss: 0.0763 with lr: 0.00025
2021-11-19 14:58:12 | INFO : ### trained model saved in /tsi/clusterhome/cweiss/models/exp180d_traintest_musicnet_aligned_pitch_unet_extremelylarge_doubleselfattn_posencsinusoidal_test10files_augall_AdamW.pt
2021-11-19 14:58:12 | INFO :
###################### START TESTING ######################
2021-11-19 14:58:45 | INFO : file 2106_Haydn_OP64NO5_QuartetNo.npy tested. Cosine sim: 0.7586659253684224
2021-11-19 14:59:05 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7630243177470394
2021-11-19 14:59:22 | INFO : file 2416_Beethoven_OP71_Sextetin.npy tested. Cosine sim: 0.6856959361326611
2021-11-19 14:59:35 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7988411677967064
2021-11-19 14:59:57 | INFO : file 1759_Schubert_D958_PianoSonata.npy tested. Cosine sim: 0.767658398839583
2021-11-19 15:00:10 | INFO : file 2191_Bach_BWV1006_ViolinPartita.npy tested. Cosine sim: 0.8408200517215896
2021-11-19 15:01:05 | INFO : file 2629_Beethoven_OP96_ViolinSonata.npy tested. Cosine sim: 0.8060629920774491
2021-11-19 15:01:20 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.6296447645778531
2021-11-19 15:01:37 | INFO : file 2556_Beethoven_OP109_PianoSonata.npy tested. Cosine sim: 0.8133869330060874
2021-11-19 15:01:53 | INFO : file 2298_Bach_BWV1010_CelloSuite.npy tested. Cosine sim: 0.7958376476086545
2021-11-19 15:01:53 | INFO : ### Testing done. ################################################
2021-11-19 15:01:53 | INFO : # Results for large test set (10 files) #########################
2021-11-19 15:01:53 | INFO : Mean precision: 0.7370729223385691
2021-11-19 15:01:53 | INFO : Mean recall: 0.76591462502169
2021-11-19 15:01:53 | INFO : Mean f_measure: 0.7496416182978746
2021-11-19 15:01:53 | INFO : Mean cosine_sim: 0.7659638134876047
2021-11-19 15:01:53 | INFO : Mean binary_crossentropy: 0.06258585452521398
2021-11-19 15:01:53 | INFO : Mean euclidean_distance: 0.817717848172097
2021-11-19 15:01:53 | INFO : Mean binary_accuracy: 0.9831151492949486
2021-11-19 15:01:53 | INFO : Mean soft_accuracy: 0.9735370551619422
2021-11-19 15:01:53 | INFO : Mean accum_energy: 0.5492911320100038
2021-11-19 15:01:53 | INFO : Mean roc_auc_measure: 0.9878259186260421
2021-11-19 15:01:53 | INFO : Mean average_precision_score: 0.7980808887425959
2021-11-19 15:01:53 | INFO : Mean Precision: 0.7370729223385691
2021-11-19 15:01:53 | INFO : Mean Recall: 0.76591462502169
2021-11-19 15:01:53 | INFO : Mean Accuracy: 0.6029087726259003
2021-11-19 15:01:53 | INFO : Mean Substitution Error: 0.10912751112794543
2021-11-19 15:01:53 | INFO : Mean Miss Error: 0.12495786385036445
2021-11-19 15:01:53 | INFO : Mean False Alarm Error: 0.17006729601860787
2021-11-19 15:01:53 | INFO : Mean Total Error: 0.4041526709969177
2021-11-19 15:01:53 | INFO : Mean Chroma Precision: 0.7564769479310774
2021-11-19 15:01:53 | INFO : Mean Chroma Recall: 0.7857373521831329
2021-11-19 15:01:53 | INFO : Mean Chroma Accuracy: 0.6278481953935967
2021-11-19 15:01:53 | INFO : Mean Chroma Substitution Error: 0.08930478396650258
2021-11-19 15:01:53 | INFO : Mean Chroma Miss Error: 0.12495786385036445
2021-11-19 15:01:53 | INFO : Mean Chroma False Alarm Error: 0.17006729601860787
2021-11-19 15:01:53 | INFO : Mean Chroma Total Error: 0.38432994383547486
2021-11-19 15:01:53 | INFO :
2021-11-19 15:01:53 | INFO : Framewise precision: 0.754948176053753
2021-11-19 15:01:53 | INFO : Framewise recall: 0.7571186143906713
2021-11-19 15:01:53 | INFO : Framewise f_measure: 0.7540362538302403
2021-11-19 15:01:53 | INFO : Framewise cosine_sim: 0.7735318293895429
2021-11-19 15:01:53 | INFO : Framewise binary_crossentropy: 0.07293216840480819
2021-11-19 15:01:53 | INFO : Framewise euclidean_distance: 0.8923162125502354
2021-11-19 15:01:53 | INFO : Framewise binary_accuracy: 0.9808849923542037
2021-11-19 15:01:53 | INFO : Framewise soft_accuracy: 0.9699591909575077
2021-11-19 15:01:53 | INFO : Framewise accum_energy: 0.5533549852181725
2021-11-19 15:01:53 | INFO : Framewise roc_auc_measure: 0.9862776084723726
2021-11-19 15:01:53 | INFO : Framewise average_precision_score: 0.8046498013288906
2021-11-19 15:01:53 | INFO : Framewise Precision: 0.754948176053753
2021-11-19 15:01:53 | INFO : Framewise Recall: 0.7571186143906713
2021-11-19 15:01:53 | INFO : Framewise Accuracy: 0.6074085725552237
2021-11-19 15:01:53 | INFO : Framewise Substitution Error: 0.10581333064318135
2021-11-19 15:01:53 | INFO : Framewise Miss Error: 0.13706805496614777
2021-11-19 15:01:53 | INFO : Framewise False Alarm Error: 0.14723263510072188
2021-11-19 15:01:53 | INFO : Framewise Total Error: 0.390114020710051
2021-11-19 15:01:53 | INFO : Framewise Chroma Precision: 0.777117685938539
2021-11-19 15:01:53 | INFO : Framewise Chroma Recall: 0.77890582441926
2021-11-19 15:01:53 | INFO : Framewise Chroma Accuracy: 0.6359530656986645
2021-11-19 15:01:53 | INFO : Framewise Chroma Substitution Error: 0.08402612061459261
2021-11-19 15:01:53 | INFO : Framewise Chroma Miss Error: 0.13706805496614777
2021-11-19 15:01:53 | INFO : Framewise Chroma False Alarm Error: 0.14723263510072188
2021-11-19 15:01:53 | INFO : Framewise Chroma Total Error: 0.3683268106814623
2021-11-19 15:02:06 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7788284481874859
2021-11-19 15:02:17 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.8031204834430815
2021-11-19 15:02:27 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.646782830456789
2021-11-19 15:02:27 | INFO : ### Testing done. ################################################
2021-11-19 15:02:27 | INFO : # Results for small test set (3 files), first 90s ##############
2021-11-19 15:02:27 | INFO : Mean precision: 0.7227697025201482
2021-11-19 15:02:27 | INFO : Mean recall: 0.730218078175609
2021-11-19 15:02:27 | INFO : Mean f_measure: 0.7264414330409547
2021-11-19 15:02:27 | INFO : Mean cosine_sim: 0.7429105873624522
2021-11-19 15:02:27 | INFO : Mean binary_crossentropy: 0.06630431379166123
2021-11-19 15:02:27 | INFO : Mean euclidean_distance: 0.8757535780522954
2021-11-19 15:02:27 | INFO : Mean binary_accuracy: 0.981580687830688
2021-11-19 15:02:27 | INFO : Mean soft_accuracy: 0.9708040008479751
2021-11-19 15:02:27 | INFO : Mean accum_energy: 0.5317838886691795
2021-11-19 15:02:27 | INFO : Mean roc_auc_measure: 0.9871820692058003
2021-11-19 15:02:27 | INFO : Mean average_precision_score: 0.7758517321618134
2021-11-19 15:02:27 | INFO : Mean Precision: 0.7227697025201482
2021-11-19 15:02:27 | INFO : Mean Recall: 0.730218078175609
2021-11-19 15:02:27 | INFO : Mean Accuracy: 0.5762249793890278
2021-11-19 15:02:27 | INFO : Mean Substitution Error: 0.10109772487372955
2021-11-19 15:02:27 | INFO : Mean Miss Error: 0.1686841969506614
2021-11-19 15:02:27 | INFO : Mean False Alarm Error: 0.18029990127886153
2021-11-19 15:02:27 | INFO : Mean Total Error: 0.45008182310325245
2021-11-19 15:02:27 | INFO : Mean Chroma Precision: 0.7441652216081674
2021-11-19 15:02:27 | INFO : Mean Chroma Recall: 0.7519557317035322
2021-11-19 15:02:27 | INFO : Mean Chroma Accuracy: 0.602375193385082
2021-11-19 15:02:27 | INFO : Mean Chroma Substitution Error: 0.07936007134580629
2021-11-19 15:02:27 | INFO : Mean Chroma Miss Error: 0.1686841969506614
2021-11-19 15:02:27 | INFO : Mean Chroma False Alarm Error: 0.18029990127886153
2021-11-19 15:02:27 | INFO : Mean Chroma Total Error: 0.42834416957532917
2021-11-19 15:02:27 | INFO :
2021-11-19 15:02:27 | INFO : Framewise precision: 0.722769702520148
2021-11-19 15:02:27 | INFO : Framewise recall: 0.7302180781756091
2021-11-19 15:02:27 | INFO : Framewise f_measure: 0.7264414330409547
2021-11-19 15:02:27 | INFO : Framewise cosine_sim: 0.7429105873624522
2021-11-19 15:02:27 | INFO : Framewise binary_crossentropy: 0.06630431379166121
2021-11-19 15:02:27 | INFO : Framewise euclidean_distance: 0.8757535780522955
2021-11-19 15:02:27 | INFO : Framewise binary_accuracy: 0.981580687830688
2021-11-19 15:02:27 | INFO : Framewise soft_accuracy: 0.9708040008479749
2021-11-19 15:02:27 | INFO : Framewise accum_energy: 0.5317838886691794
2021-11-19 15:02:27 | INFO : Framewise roc_auc_measure: 0.9871820692058003
2021-11-19 15:02:27 | INFO : Framewise average_precision_score: 0.7758517321618134
2021-11-19 15:02:27 | INFO : Framewise Precision: 0.722769702520148
2021-11-19 15:02:27 | INFO : Framewise Recall: 0.7302180781756091
2021-11-19 15:02:27 | INFO : Framewise Accuracy: 0.5762249793890278
2021-11-19 15:02:27 | INFO : Framewise Substitution Error: 0.10109772487372955
2021-11-19 15:02:27 | INFO : Framewise Miss Error: 0.16868419695066134
2021-11-19 15:02:27 | INFO : Framewise False Alarm Error: 0.18029990127886153
2021-11-19 15:02:27 | INFO : Framewise Total Error: 0.45008182310325245
2021-11-19 15:02:27 | INFO : Framewise Chroma Precision: 0.7441652216081676
2021-11-19 15:02:27 | INFO : Framewise Chroma Recall: 0.7519557317035324
2021-11-19 15:02:27 | INFO : Framewise Chroma Accuracy: 0.602375193385082
2021-11-19 15:02:27 | INFO : Framewise Chroma Substitution Error: 0.0793600713458063
2021-11-19 15:02:27 | INFO : Framewise Chroma Miss Error: 0.16868419695066134
2021-11-19 15:02:27 | INFO : Framewise Chroma False Alarm Error: 0.18029990127886153
2021-11-19 15:02:27 | INFO : Framewise Chroma Total Error: 0.42834416957532917
2021-11-19 15:02:45 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7630243177470394
2021-11-19 15:02:56 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.7988411677967064
2021-11-19 15:03:08 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.6296447645778531
2021-11-19 15:03:08 | INFO : ### Testing done. ################################################
2021-11-19 15:03:08 | INFO : # Results for small test set (3 files), full ###################
2021-11-19 15:03:08 | INFO : Mean precision: 0.7058940969763453
2021-11-19 15:03:08 | INFO : Mean recall: 0.7200535898870456
2021-11-19 15:03:08 | INFO : Mean f_measure: 0.7129018737367235
2021-11-19 15:03:08 | INFO : Mean cosine_sim: 0.7305034167071996
2021-11-19 15:03:08 | INFO : Mean binary_crossentropy: 0.06939876781087717
2021-11-19 15:03:08 | INFO : Mean euclidean_distance: 0.8826201431782915
2021-11-19 15:03:08 | INFO : Mean binary_accuracy: 0.9805535022685882
2021-11-19 15:03:08 | INFO : Mean soft_accuracy: 0.9705265833397764
2021-11-19 15:03:08 | INFO : Mean accum_energy: 0.5135010263807805
2021-11-19 15:03:08 | INFO : Mean roc_auc_measure: 0.9854096324116597
2021-11-19 15:03:08 | INFO : Mean average_precision_score: 0.7537947140507016
2021-11-19 15:03:08 | INFO : Mean Precision: 0.7058940969763453
2021-11-19 15:03:08 | INFO : Mean Recall: 0.7200535898870456
2021-11-19 15:03:08 | INFO : Mean Accuracy: 0.5597376484150288
2021-11-19 15:03:08 | INFO : Mean Substitution Error: 0.11555740840607044
2021-11-19 15:03:08 | INFO : Mean Miss Error: 0.164389001706884
2021-11-19 15:03:08 | INFO : Mean False Alarm Error: 0.18482004006032662
2021-11-19 15:03:08 | INFO : Mean Total Error: 0.46476645017328105
2021-11-19 15:03:08 | INFO : Mean Chroma Precision: 0.72988555258953
2021-11-19 15:03:08 | INFO : Mean Chroma Recall: 0.74456014352437
2021-11-19 15:03:08 | INFO : Mean Chroma Accuracy: 0.5887930090761172
2021-11-19 15:03:08 | INFO : Mean Chroma Substitution Error: 0.09105085476874586
2021-11-19 15:03:08 | INFO : Mean Chroma Miss Error: 0.164389001706884
2021-11-19 15:03:08 | INFO : Mean Chroma False Alarm Error: 0.18482004006032662
2021-11-19 15:03:08 | INFO : Mean Chroma Total Error: 0.4402598965359565
2021-11-19 15:03:08 | INFO :
2021-11-19 15:03:08 | INFO : Framewise precision: 0.7085008050708866
2021-11-19 15:03:08 | INFO : Framewise recall: 0.7227137593587255
2021-11-19 15:03:08 | INFO : Framewise f_measure: 0.7155352369600358
2021-11-19 15:03:08 | INFO : Framewise cosine_sim: 0.7310275575234597
2021-11-19 15:03:08 | INFO : Framewise binary_crossentropy: 0.07093619403672229
2021-11-19 15:03:08 | INFO : Framewise euclidean_distance: 0.8963099578897945
2021-11-19 15:03:08 | INFO : Framewise binary_accuracy: 0.9800128611592989
2021-11-19 15:03:08 | INFO : Framewise soft_accuracy: 0.9698395220737719
2021-11-19 15:03:08 | INFO : Framewise accum_energy: 0.5114143678361689
2021-11-19 15:03:08 | INFO : Framewise roc_auc_measure: 0.98566221781473
2021-11-19 15:03:08 | INFO : Framewise average_precision_score: 0.7554248829332587
2021-11-19 15:03:08 | INFO : Framewise Precision: 0.7085008050708866
2021-11-19 15:03:08 | INFO : Framewise Recall: 0.7227137593587255
2021-11-19 15:03:08 | INFO : Framewise Accuracy: 0.562422362785498
2021-11-19 15:03:08 | INFO : Framewise Substitution Error: 0.11373399386819213
2021-11-19 15:03:08 | INFO : Framewise Miss Error: 0.16355224677308253
2021-11-19 15:03:08 | INFO : Framewise False Alarm Error: 0.18394709739712387
2021-11-19 15:03:08 | INFO : Framewise Total Error: 0.46123333803839844
2021-11-19 15:03:08 | INFO : Framewise Chroma Precision: 0.7324147015311415
2021-11-19 15:03:08 | INFO : Framewise Chroma Recall: 0.7471375345793385
2021-11-19 15:03:08 | INFO : Framewise Chroma Accuracy: 0.5915836172581136
2021-11-19 15:03:08 | INFO : Framewise Chroma Substitution Error: 0.089310218647579
2021-11-19 15:03:08 | INFO : Framewise Chroma Miss Error: 0.16355224677308253
2021-11-19 15:03:08 | INFO : Framewise Chroma False Alarm Error: 0.18394709739712387
2021-11-19 15:03:08 | INFO : Framewise Chroma Total Error: 0.4368095628177854