2021-11-30 21:31:08 | INFO : Logging experiment exp186e_traintest_musicnet_aligned_pitch_unet_insanelylarge_blstm_test10files_augall_AdamW
2021-11-30 21:31:08 | INFO : Experiment config: do training = True
2021-11-30 21:31:08 | INFO : Experiment config: do validation = True
2021-11-30 21:31:08 | INFO : Experiment config: do testing = True
2021-11-30 21:31:08 | INFO : Training set parameters: {'context': 75, 'stride': 50, 'compression': 10, 'aug:transpsemitones': 5, 'aug:randomeq': 20, 'aug:noisestd': 0.0001, 'aug:tuning': True}
2021-11-30 21:31:08 | INFO : Validation set parameters: {'context': 75, 'stride': 50, 'compression': 10}
2021-11-30 21:31:08 | INFO : Test set parameters: {'context': 75, 'stride': 1, 'compression': 10}
2021-11-30 21:31:08 | INFO : Training parameters: {'batch_size': 25, 'shuffle': True, 'num_workers': 16}
2021-11-30 21:31:08 | INFO : Trained model saved in /tsi/clusterhome/cweiss/models/exp186e_traintest_musicnet_aligned_pitch_unet_insanelylarge_blstm_test10files_augall_AdamW.pt
2021-11-30 21:31:08 | INFO : --- Training config: -----------------------------------------
2021-11-30 21:31:08 | INFO : Maximum number of epochs: 100
2021-11-30 21:31:08 | INFO : Criterion (Loss): BCELoss
2021-11-30 21:31:08 | INFO : Optimizer parameters: {'name': 'AdamW', 'initial_lr': 0.001, 'betas': (0.9, 0.999), 'eps': 1e-08, 'weight_decay': 0.01, 'amsgrad': False}
2021-11-30 21:31:08 | INFO : Scheduler parameters: {'use_scheduler': True, 'name': 'ReduceLROnPlateau', 'mode': 'min', 'factor': 0.5, 'patience': 5, 'threshold': 0.0001, 'threshold_mode': 'rel', 'cooldown': 0, 'min_lr': 1e-06, 'eps': 1e-08, 'verbose': False}
2021-11-30 21:31:08 | INFO : Early stopping parameters: {'use_early_stopping': True, 'mode': 'min', 'min_delta': 1e-05, 'patience': 12, 'percentage': False}
2021-11-30 21:31:08 | INFO : Test parameters: {'batch_size': 50, 'shuffle': False, 'num_workers': 8}
2021-11-30 21:31:08 | INFO : Save filewise results = True, in folder /tsi/clusterhome/cweiss/code/deep_pitch_estimation/experiments/results_filewise/exp186e_traintest_musicnet_aligned_pitch_unet_insanelylarge_blstm_test10files_augall_AdamW.csv
2021-11-30 21:31:08 | INFO : Save model predictions = True, in folder /tsi/clusterhome/cweiss/predictions/exp186e_traintest_musicnet_aligned_pitch_unet_insanelylarge_blstm_test10files_augall_AdamW
2021-11-30 21:31:08 | INFO : CUDA use_cuda: True
2021-11-30 21:31:08 | INFO : CUDA device: cuda:0
2021-11-30 21:31:11 | INFO : --- Model config: --------------------------------------------
2021-11-30 21:31:11 | INFO : Model: u_net_blstm_varlayers
2021-11-30 21:31:11 | INFO : Model parameters: {'n_chan_input': 6, 'n_chan_layers': [128, 200, 150, 150], 'n_ch_out': 2, 'n_bins_in': 216, 'n_bins_out': 72, 'a_lrelu': 0.3, 'p_dropout': 0.2, 'scalefac': 4, 'embed_dim': 1664, 'hidden_size': 832, 'lstm_depth': 1, 'lstm_number': 1}
2021-11-30 21:31:12 | INFO :
==========================================================================================
Layer (type:depth-idx) Output Shape Param #
==========================================================================================
├─LayerNorm: 1-1 [1, 174, 6, 216] 2,592
├─double_conv: 1-2 [1, 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] --
| | └─Dropout: 3-4 [1, 16, 174, 216] --
| | └─Conv2d: 3-5 [1, 16, 174, 216] 57,616
| | └─BatchNorm2d: 3-6 [1, 16, 174, 216] 32
| | └─ReLU: 3-7 [1, 16, 174, 216] --
| | └─Dropout: 3-8 [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: 3-9 [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: 3-10 [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: 3-11 [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: 3-12 [1, 128, 10, 13] 295,680
├─blstm_temporal_enc_layer: 1-7 [1, 128, 10, 13] --
| └─Flatten: 2-10 [1, 1664, 10] --
| └─LSTM: 2-11 [1, 10, 1664] 16,626,688
├─unet_up_concat_padding: 1-8 [1, 256, 21, 27] --
| └─Upsample: 2-12 [1, 128, 20, 26] --
├─double_conv: 1-9 [1, 64, 21, 27] --
| └─Sequential: 2-13 [1, 64, 21, 27] --
| | └─Conv2d: 3-13 [1, 128, 21, 27] 295,040
| | └─BatchNorm2d: 3-14 [1, 128, 21, 27] 256
| | └─ReLU: 3-15 [1, 128, 21, 27] --
| | └─Dropout: 3-16 [1, 128, 21, 27] --
| | └─Conv2d: 3-17 [1, 64, 21, 27] 73,792
| | └─BatchNorm2d: 3-18 [1, 64, 21, 27] 128
| | └─ReLU: 3-19 [1, 64, 21, 27] --
| | └─Dropout: 3-20 [1, 64, 21, 27] --
├─unet_up_concat_padding: 1-10 [1, 128, 43, 54] --
| └─Upsample: 2-14 [1, 64, 42, 54] --
├─double_conv: 1-11 [1, 32, 43, 54] --
| └─Sequential: 2-15 [1, 32, 43, 54] --
| | └─Conv2d: 3-21 [1, 64, 43, 54] 204,864
| | └─BatchNorm2d: 3-22 [1, 64, 43, 54] 128
| | └─ReLU: 3-23 [1, 64, 43, 54] --
| | └─Dropout: 3-24 [1, 64, 43, 54] --
| | └─Conv2d: 3-25 [1, 32, 43, 54] 51,232
| | └─BatchNorm2d: 3-26 [1, 32, 43, 54] 64
| | └─ReLU: 3-27 [1, 32, 43, 54] --
| | └─Dropout: 3-28 [1, 32, 43, 54] --
├─unet_up_concat_padding: 1-12 [1, 64, 87, 108] --
| └─Upsample: 2-16 [1, 32, 86, 108] --
├─double_conv: 1-13 [1, 16, 87, 108] --
| └─Sequential: 2-17 [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] --
| | └─Dropout: 3-32 [1, 32, 87, 108] --
| | └─Conv2d: 3-33 [1, 16, 87, 108] 41,488
| | └─BatchNorm2d: 3-34 [1, 16, 87, 108] 32
| | └─ReLU: 3-35 [1, 16, 87, 108] --
| | └─Dropout: 3-36 [1, 16, 87, 108] --
├─unet_up_concat_padding: 1-14 [1, 32, 174, 216] --
| └─Upsample: 2-18 [1, 16, 174, 216] --
├─double_conv: 1-15 [1, 128, 174, 216] --
| └─Sequential: 2-19 [1, 128, 174, 216] --
| | └─Conv2d: 3-37 [1, 16, 174, 216] 115,216
| | └─BatchNorm2d: 3-38 [1, 16, 174, 216] 32
| | └─ReLU: 3-39 [1, 16, 174, 216] --
| | └─Dropout: 3-40 [1, 16, 174, 216] --
| | └─Conv2d: 3-41 [1, 128, 174, 216] 460,928
| | └─BatchNorm2d: 3-42 [1, 128, 174, 216] 256
| | └─ReLU: 3-43 [1, 128, 174, 216] --
| | └─Dropout: 3-44 [1, 128, 174, 216] --
├─Sequential: 1-16 [1, 200, 174, 72] --
| └─Conv2d: 2-20 [1, 200, 174, 72] 230,600
| └─LeakyReLU: 2-21 [1, 200, 174, 72] --
| └─MaxPool2d: 2-22 [1, 200, 174, 72] --
| └─Dropout: 2-23 [1, 200, 174, 72] --
├─Sequential: 1-17 [1, 150, 100, 72] --
| └─Conv2d: 2-24 [1, 150, 100, 72] 2,250,150
| └─LeakyReLU: 2-25 [1, 150, 100, 72] --
| └─Dropout: 2-26 [1, 150, 100, 72] --
├─Sequential: 1-18 [1, 1, 100, 72] --
| └─Conv2d: 2-27 [1, 150, 100, 72] 22,650
| └─LeakyReLU: 2-28 [1, 150, 100, 72] --
| └─Dropout: 2-29 [1, 150, 100, 72] --
| └─Conv2d: 2-30 [1, 1, 100, 72] 151
| └─Sigmoid: 2-31 [1, 1, 100, 72] --
==========================================================================================
Total params: 22,376,255
Trainable params: 22,376,255
Non-trainable params: 0
Total mult-adds (G): 51.46
==========================================================================================
Input size (MB): 0.90
Forward/backward pass size (MB): 174.91
Params size (MB): 89.51
Estimated Total Size (MB): 265.32
==========================================================================================
2021-11-30 21:31:14 | INFO : - file 2530_Beethoven_OP111_PianoSonata.npy added to training set.
2021-11-30 21:31:16 | INFO : - file 1822_Mozart_K421_StringQuartet.npy added to training set.
2021-11-30 21:31:18 | INFO : - file 1752_Schubert_D845_PianoSonata.npy added to training set.
2021-11-30 21:31:19 | INFO : - file 2297_Bach_BWV1010_CelloSuite.npy added to training set.
2021-11-30 21:31:19 | INFO : - file 2240_Bach_BWV862_WTKI.npy added to training set.
2021-11-30 21:31:21 | INFO : - file 2463_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-11-30 21:31:22 | INFO : - file 2550_Beethoven_OP78_PianoSonata.npy added to training set.
2021-11-30 21:31:23 | INFO : - file 2566_Beethoven_OP22_PianoSonata.npy added to training set.
2021-11-30 21:31:25 | INFO : - file 2492_Beethoven_OP7_PianoSonata.npy added to training set.
2021-11-30 21:31:27 | INFO : - file 2359_Beethoven_OP28_PianoSonata.npy added to training set.
2021-11-30 21:31:28 | INFO : - file 2138_Brahms_OP51NO1_StringQuartet.npy added to training set.
2021-11-30 21:31:30 | INFO : - file 1811_Mozart_K581_ClarinetQuintet.npy added to validation set.
2021-11-30 21:31:33 | INFO : - file 2127_Brahms_OP11_SerenadeNo.npy added to training set.
2021-11-30 21:31:37 | INFO : - file 2531_Beethoven_OP111_PianoSonata.npy added to training set.
2021-11-30 21:31:39 | INFO : - file 2116_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-11-30 21:31:40 | INFO : - file 2284_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-11-30 21:31:41 | INFO : - file 2379_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-11-30 21:31:41 | INFO : - file 2237_Bach_BWV868_WTKI.npy added to training set.
2021-11-30 21:31:44 | INFO : - file 2313_Beethoven_OP132_StringQuartet.npy added to training set.
2021-11-30 21:31:45 | INFO : - file 1755_Schubert_D784_PianoSonata.npy added to validation set.
2021-11-30 21:31:46 | INFO : - file 2405_Beethoven_OP110_PianoSonata.npy added to training set.
2021-11-30 21:31:46 | INFO : - file 2307_Bach_BWV863_WTKI.npy added to training set.
2021-11-30 21:31:51 | INFO : - file 2533_Beethoven_OP111_PianoSonata.npy added to training set.
2021-11-30 21:31:51 | INFO : - file 2200_Bach_BWV861_WTKI.npy added to training set.
2021-11-30 21:31:53 | INFO : - file 2567_Beethoven_OP90_PianoSonata.npy added to training set.
2021-11-30 21:31:54 | INFO : - file 2481_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-11-30 21:31:56 | INFO : - file 2334_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-11-30 21:31:57 | INFO : - file 2208_Bach_BWV855_WTKI.npy added to training set.
2021-11-30 21:31:58 | INFO : - file 1766_Schubert_OP142_4Impromptus.npy added to validation set.
2021-11-30 21:32:01 | INFO : - file 2169_Faure_OP45_PianoQuartet.npy added to training set.
2021-11-30 21:32:04 | INFO : - file 2148_Brahms_OP25_PianoQuartet.npy added to training set.
2021-11-30 21:32:06 | INFO : - file 2501_Beethoven_OP12NO3_ViolinSonata.npy added to training set.
2021-11-30 21:32:08 | INFO : - file 2614_Beethoven_OP10NO3_PianoSonata.npy added to training set.
2021-11-30 21:32:11 | INFO : - file 2557_Beethoven_OP109_PianoSonata.npy added to training set.
2021-11-30 21:32:13 | INFO : - file 2373_Beethoven_OP49NO1_PianoSonata.npy added to training set.
2021-11-30 21:32:15 | INFO : - file 1733_Schubert_D959_PianoSonata.npy added to validation set.
2021-11-30 21:32:16 | INFO : - file 2079_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-11-30 21:32:17 | INFO : - file 1835_Mozart_K590_StringQuartet.npy added to training set.
2021-11-30 21:32:19 | INFO : - file 1873_Mozart_K502_PianoTrio.npy added to training set.
2021-11-30 21:32:20 | INFO : - file 2424_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-11-30 21:32:20 | INFO : - file 2209_Bach_BWV849_WTKI.npy added to training set.
2021-11-30 21:32:22 | INFO : - file 2410_Beethoven_OP27NO1_PianoSonata.npy added to training set.
2021-11-30 21:32:23 | INFO : - file 2296_Bach_BWV1010_CelloSuite.npy added to training set.
2021-11-30 21:32:24 | INFO : - file 1817_Mozart_K375_Serenadein.npy added to training set.
2021-11-30 21:32:25 | INFO : - file 2472_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-11-30 21:32:27 | INFO : - file 2383_Beethoven_OP130_StringQuartet.npy added to training set.
2021-11-30 21:32:29 | INFO : - file 2462_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-11-30 21:32:30 | INFO : - file 2575_Beethoven_OP13_PianoSonata.npy added to training set.
2021-11-30 21:32:31 | INFO : - file 2320_Beethoven_OP38_Trioin.npy added to training set.
2021-11-30 21:32:31 | INFO : - file 2207_Bach_BWV855_WTKI.npy added to training set.
2021-11-30 21:32:33 | INFO : - file 2476_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-11-30 21:32:34 | INFO : - file 2371_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-11-30 21:32:36 | INFO : - file 2147_Brahms_OP36_StringSextet.npy added to training set.
2021-11-30 21:32:37 | INFO : - file 2215_Bach_BWV846_WTKI.npy added to training set.
2021-11-30 21:32:39 | INFO : - file 1777_Schubert_D850_PianoSonata.npy added to training set.
2021-11-30 21:32:41 | INFO : - file 2502_Beethoven_OP12NO3_ViolinSonata.npy added to training set.
2021-11-30 21:32:42 | INFO : - file 1922_Dvorak_OP51_StringQuartet.npy added to training set.
2021-11-30 21:32:44 | INFO : - file 1893_Mozart_K564_PianoTrio.npy added to training set.
2021-11-30 21:32:45 | INFO : - file 2186_Bach_BWV1006_ViolinPartita.npy added to training set.
2021-11-30 21:32:46 | INFO : - file 2160_Brahms_OP40_HornTrio.npy added to training set.
2021-11-30 21:32:49 | INFO : - file 2509_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-11-30 21:32:51 | INFO : - file 2505_Beethoven_OP103_Octetin.npy added to training set.
2021-11-30 21:32:51 | INFO : - file 2506_Beethoven_OP103_Octetin.npy added to training set.
2021-11-30 21:32:52 | INFO : - file 2628_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-11-30 21:32:53 | INFO : - file 2218_Bach_BWV1009_CelloSuite.npy added to training set.
2021-11-30 21:32:54 | INFO : - file 2529_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-11-30 21:32:55 | INFO : - file 2374_Beethoven_OP49NO1_PianoSonata.npy added to training set.
2021-11-30 21:32:57 | INFO : - file 2392_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-11-30 21:32:57 | INFO : - file 2231_Bach_BWV866_WTKI.npy added to training set.
2021-11-30 21:33:00 | INFO : - file 1813_Mozart_K581_ClarinetQuintet.npy added to training set.
2021-11-30 21:33:00 | INFO : - file 2196_Bach_BWV848_WTKI.npy added to training set.
2021-11-30 21:33:02 | INFO : - file 2158_Brahms_OP40_HornTrio.npy added to validation set.
2021-11-30 21:33:04 | INFO : - file 1872_Mozart_K502_PianoTrio.npy added to training set.
2021-11-30 21:33:07 | INFO : - file 2621_Beethoven_OP59NO1_StringQuartet.npy added to training set.
2021-11-30 21:33:10 | INFO : - file 2150_Brahms_OP25_PianoQuartet.npy added to training set.
2021-11-30 21:33:10 | INFO : - file 2217_Bach_BWV1009_CelloSuite.npy added to training set.
2021-11-30 21:33:11 | INFO : - file 2243_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-11-30 21:33:13 | INFO : - file 2433_Beethoven_OP135_StringQuartet.npy added to training set.
2021-11-30 21:33:14 | INFO : - file 2211_Bach_BWV857_WTKI.npy added to training set.
2021-11-30 21:33:16 | INFO : - file 1764_Schubert_OP142_4Impromptus.npy added to training set.
2021-11-30 21:33:18 | INFO : - file 2348_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-11-30 21:33:19 | INFO : - file 1932_Dvorak_OP96_StringQuartet.npy added to validation set.
2021-11-30 21:33:19 | INFO : - file 2232_Bach_BWV866_WTKI.npy added to training set.
2021-11-30 21:33:20 | INFO : - file 2203_Bach_BWV1013_Partitain.npy added to training set.
2021-11-30 21:33:23 | INFO : - file 2157_Brahms_OP18_StringSextet.npy added to validation set.
2021-11-30 21:33:25 | INFO : - file 2486_Beethoven_OP7_PianoSonata.npy added to training set.
2021-11-30 21:33:26 | INFO : - file 2393_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-11-30 21:33:27 | INFO : - file 2210_Bach_BWV849_WTKI.npy added to training set.
2021-11-30 21:33:28 | INFO : - file 2659_Bach_BWV1002_ViolinPartita.npy added to training set.
2021-11-30 21:33:30 | INFO : - file 1729_Schubert_OP114_PianoQuintet.npy added to validation set.
2021-11-30 21:33:32 | INFO : - file 2678_Beethoven_OP14NO2_PianoSonata.npy added to training set.
2021-11-30 21:33:33 | INFO : - file 2221_Bach_BWV1009_CelloSuite.npy added to validation set.
2021-11-30 21:33:33 | INFO : - file 2411_Beethoven_OP27NO1_PianoSonata.npy added to training set.
2021-11-30 21:33:35 | INFO : - file 2343_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-11-30 21:33:36 | INFO : - file 1818_Mozart_K375_Serenadein.npy added to training set.
2021-11-30 21:33:38 | INFO : - file 1919_Dvorak_OP51_StringQuartet.npy added to training set.
2021-11-30 21:33:39 | INFO : - file 2415_Beethoven_OP71_Sextetin.npy added to training set.
2021-11-30 21:33:39 | INFO : - file 2305_Bach_BWV859_WTKI.npy added to training set.
2021-11-30 21:33:41 | INFO : - file 2510_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-11-30 21:33:43 | INFO : - file 2608_Beethoven_OP31NO1_PianoSonata.npy added to training set.
2021-11-30 21:33:45 | INFO : - file 2532_Beethoven_OP111_PianoSonata.npy added to training set.
2021-11-30 21:33:48 | INFO : - file 2542_Beethoven_OP101_PianoSonata.npy added to training set.
2021-11-30 21:33:49 | INFO : - file 2118_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-11-30 21:33:51 | INFO : - file 1756_Schubert_D784_PianoSonata.npy added to validation set.
2021-11-30 21:33:53 | INFO : - file 1793_Mozart_K465_StringQuartet.npy added to training set.
2021-11-30 21:33:55 | INFO : - file 1758_Schubert_D958_PianoSonata.npy added to training set.
2021-11-30 21:33:56 | INFO : - file 2404_Beethoven_OP110_PianoSonata.npy added to training set.
2021-11-30 21:33:58 | INFO : - file 2491_Beethoven_OP7_PianoSonata.npy added to training set.
2021-11-30 21:33:59 | INFO : - file 2282_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-11-30 21:34:00 | INFO : - file 2304_Bach_BWV859_WTKI.npy added to training set.
2021-11-30 21:34:02 | INFO : - file 2149_Brahms_OP25_PianoQuartet.npy added to training set.
2021-11-30 21:34:04 | INFO : - file 2330_Beethoven_OP12NO1_ViolinSonata.npy added to training set.
2021-11-30 21:34:07 | INFO : - file 1916_Dvorak_OP51_StringQuartet.npy added to training set.
2021-11-30 21:34:08 | INFO : - file 2212_Bach_BWV857_WTKI.npy added to training set.
2021-11-30 21:34:10 | INFO : - file 2480_Beethoven_OP18NO5_StringQuartet.npy added to validation set.
2021-11-30 21:34:10 | INFO : - file 2214_Bach_BWV847_WTKI.npy added to training set.
2021-11-30 21:34:11 | INFO : - file 2195_Bach_BWV848_WTKI.npy added to training set.
2021-11-30 21:34:12 | INFO : - file 2477_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-11-30 21:34:13 | INFO : - file 2295_Bach_BWV1010_CelloSuite.npy added to training set.
2021-11-30 21:34:14 | INFO : - file 1768_Schubert_D664_PianoSonata.npy added to training set.
2021-11-30 21:34:15 | INFO : - file 2627_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-11-30 21:34:17 | INFO : - file 2431_Beethoven_OP135_StringQuartet.npy added to training set.
2021-11-30 21:34:18 | INFO : - file 2591_Beethoven_OP26_PianoSonata.npy added to training set.
2021-11-30 21:34:20 | INFO : - file 1775_Schubert_D850_PianoSonata.npy added to training set.
2021-11-30 21:34:21 | INFO : - file 2293_Bach_BWV1010_CelloSuite.npy added to training set.
2021-11-30 21:34:23 | INFO : - file 1791_Mozart_K465_StringQuartet.npy added to training set.
2021-11-30 21:34:23 | INFO : - file 2194_Bach_BWV858_WTKI.npy added to training set.
2021-11-30 21:34:27 | INFO : - file 1742_Schubert_OP163_StringQuintet.npy added to training set.
2021-11-30 21:34:30 | INFO : - file 1776_Schubert_D850_PianoSonata.npy added to training set.
2021-11-30 21:34:34 | INFO : - file 2112_Brahms_OP38_CelloSonata.npy added to training set.
2021-11-30 21:34:35 | INFO : - file 2423_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-11-30 21:34:37 | INFO : - file 2560_Beethoven_OP18NO2_StringQuartet.npy added to training set.
2021-11-30 21:34:38 | INFO : - file 2219_Bach_BWV1009_CelloSuite.npy added to training set.
2021-11-30 21:34:39 | INFO : - file 2420_Beethoven_OP12NO2_ViolinSonata.npy added to training set.
2021-11-30 21:34:42 | INFO : - file 1763_Schubert_OP142_4Impromptus.npy added to training set.
2021-11-30 21:34:42 | INFO : - file 2228_Bach_BWV851_WTKI.npy added to training set.
2021-11-30 21:34:45 | INFO : - file 2441_Beethoven_OP106_PianoSonata.npy added to training set.
2021-11-30 21:34:47 | INFO : - file 2570_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-11-30 21:34:49 | INFO : - file 1918_Dvorak_OP51_StringQuartet.npy added to training set.
2021-11-30 21:34:51 | INFO : - file 2451_Beethoven_OP18NO6_StringQuartet.npy added to training set.
2021-11-30 21:34:53 | INFO : - file 2177_Ravel_35_StringQuartet.npy added to training set.
2021-11-30 21:34:55 | INFO : - file 1788_Mozart_K465_StringQuartet.npy added to training set.
2021-11-30 21:34:57 | INFO : - file 2179_Ravel_35_StringQuartet.npy added to training set.
2021-11-30 21:34:59 | INFO : - file 2346_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-11-30 21:35:01 | INFO : - file 2376_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-11-30 21:35:02 | INFO : - file 2620_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-11-30 21:35:04 | INFO : - file 2390_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-11-30 21:35:06 | INFO : - file 2335_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-11-30 21:35:08 | INFO : - file 2403_Beethoven_OP18NO1_StringQuartet.npy added to training set.
2021-11-30 21:35:08 | INFO : - file 2247_Bach_BWV854_WTKI.npy added to training set.
2021-11-30 21:35:09 | INFO : - file 2432_Beethoven_OP135_StringQuartet.npy added to training set.
2021-11-30 21:35:09 | INFO : - file 2292_Bach_BWV864_WTKI.npy added to training set.
2021-11-30 21:35:10 | INFO : - file 2076_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-11-30 21:35:12 | INFO : - file 1790_Mozart_K465_StringQuartet.npy added to training set.
2021-11-30 21:35:12 | INFO : - file 2302_Bach_BWV850_WTKI.npy added to training set.
2021-11-30 21:35:14 | INFO : - file 2391_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-11-30 21:35:16 | INFO : - file 1933_Dvorak_OP96_StringQuartet.npy added to validation set.
2021-11-30 21:35:18 | INFO : - file 2514_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-11-30 21:35:20 | INFO : - file 1829_Mozart_K542_PianoTrio.npy added to training set.
2021-11-30 21:35:21 | INFO : - file 1923_Dvorak_OP51_StringQuartet.npy added to training set.
2021-11-30 21:35:25 | INFO : - file 2377_Beethoven_OP59NO2_StringQuartet.npy added to training set.
2021-11-30 21:35:27 | INFO : - file 1931_Dvorak_OP96_StringQuartet.npy added to training set.
2021-11-30 21:35:28 | INFO : - file 2294_Bach_BWV1010_CelloSuite.npy added to training set.
2021-11-30 21:35:28 | INFO : - file 2384_Beethoven_OP130_StringQuartet.npy added to training set.
2021-11-30 21:35:30 | INFO : - file 2241_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-11-30 21:35:31 | INFO : - file 2242_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-11-30 21:35:32 | INFO : - file 2283_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-11-30 21:35:33 | INFO : - file 2632_Beethoven_OP14NO2_PianoSonata.npy added to validation set.
2021-11-30 21:35:36 | INFO : - file 1760_Schubert_D958_PianoSonata.npy added to training set.
2021-11-30 21:35:38 | INFO : - file 2568_Beethoven_OP90_PianoSonata.npy added to training set.
2021-11-30 21:35:40 | INFO : - file 2345_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-11-30 21:35:41 | INFO : - file 2576_Beethoven_OP13_PianoSonata.npy added to training set.
2021-11-30 21:35:42 | INFO : - file 2131_Brahms_OP11_SerenadeNo.npy added to training set.
2021-11-30 21:35:43 | INFO : - file 2537_Beethoven_OP49NO2_PianoSonata.npy added to training set.
2021-11-30 21:35:46 | INFO : - file 2607_Beethoven_OP31NO1_PianoSonata.npy added to training set.
2021-11-30 21:35:47 | INFO : - file 2230_Bach_BWV865_WTKI.npy added to training set.
2021-11-30 21:35:47 | INFO : - file 2167_Faure_OP45_PianoQuartet.npy added to validation set.
2021-11-30 21:35:49 | INFO : - file 2603_Beethoven_OP81NO1_PianoSonata.npy added to training set.
2021-11-30 21:35:51 | INFO : - file 2594_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-11-30 21:35:51 | INFO : - file 2204_Bach_BWV1013_Partitain.npy added to training set.
2021-11-30 21:35:54 | INFO : - file 2523_Beethoven_OP69_CelloSonata.npy added to training set.
2021-11-30 21:35:55 | INFO : - file 2357_Beethoven_OP28_PianoSonata.npy added to training set.
2021-11-30 21:35:59 | INFO : - file 2398_Beethoven_OP47_ViolinSonata.npy added to training set.
2021-11-30 21:35:59 | INFO : - file 2310_Bach_BWV860_WTKI.npy added to training set.
2021-11-30 21:36:01 | INFO : - file 2078_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-11-30 21:36:04 | INFO : - file 2521_Beethoven_OP69_CelloSonata.npy added to training set.
2021-11-30 21:36:06 | INFO : - file 2562_Beethoven_OP18NO2_StringQuartet.npy added to training set.
2021-11-30 21:36:07 | INFO : - file 1824_Mozart_K421_StringQuartet.npy added to training set.
2021-11-30 21:36:10 | INFO : - file 2318_Beethoven_OP38_Trioin.npy added to validation set.
2021-11-30 21:36:11 | INFO : - file 1773_Schubert_D568_PianoSonata.npy added to training set.
2021-11-30 21:36:15 | INFO : - file 2443_Beethoven_OP106_PianoSonata.npy added to training set.
2021-11-30 21:36:17 | INFO : - file 2114_Brahms_OP38_CelloSonata.npy added to training set.
2021-11-30 21:36:19 | INFO : - file 2488_Beethoven_OP7_PianoSonata.npy added to training set.
2021-11-30 21:36:20 | INFO : - file 2198_Bach_BWV867_WTKI.npy added to training set.
2021-11-30 21:36:22 | INFO : - file 2350_Beethoven_OP27NO2_PianoSonata.npy added to training set.
2021-11-30 21:36:23 | INFO : - file 2595_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-11-30 21:36:24 | INFO : - file 1805_Mozart_K387_StringQuartet.npy added to validation set.
2021-11-30 21:36:26 | INFO : - file 2113_Brahms_OP38_CelloSonata.npy added to training set.
2021-11-30 21:36:27 | INFO : - file 2075_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-11-30 21:36:29 | INFO : - file 2516_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-11-30 21:36:30 | INFO : - file 2497_Beethoven_OP95_StringQuartet.npy added to training set.
2021-11-30 21:36:31 | INFO : - file 2507_Beethoven_OP103_Octetin.npy added to training set.
2021-11-30 21:36:33 | INFO : - file 2389_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-11-30 21:36:34 | INFO : - file 2222_Bach_BWV1009_CelloSuite.npy added to validation set.
2021-11-30 21:36:35 | INFO : - file 2372_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-11-30 21:36:37 | INFO : - file 2471_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-11-30 21:36:38 | INFO : - file 2105_Haydn_OP64NO5_QuartetNo.npy added to training set.
2021-11-30 21:36:40 | INFO : - file 2388_Beethoven_OP31NO2_PianoSonata.npy added to training set.
2021-11-30 21:36:41 | INFO : - file 2213_Bach_BWV847_WTKI.npy added to training set.
2021-11-30 21:36:42 | INFO : - file 2417_Beethoven_OP71_Sextetin.npy added to training set.
2021-11-30 21:36:44 | INFO : - file 1751_Schubert_D845_PianoSonata.npy added to training set.
2021-11-30 21:36:45 | INFO : - file 1728_Schubert_OP114_PianoQuintet.npy added to training set.
2021-11-30 21:36:45 | INFO : - file 2227_Bach_BWV851_WTKI.npy added to training set.
2021-11-30 21:36:47 | INFO : - file 1734_Schubert_D959_PianoSonata.npy added to training set.
2021-11-30 21:36:47 | INFO : - file 2224_Bach_BWV852_WTKI.npy added to training set.
2021-11-30 21:36:48 | INFO : - file 2285_Bach_BWV1014_ViolinSonata.npy added to training set.
2021-11-30 21:36:50 | INFO : - file 2159_Brahms_OP40_HornTrio.npy added to training set.
2021-11-30 21:36:52 | INFO : - file 2117_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-11-30 21:36:54 | INFO : - file 2155_Brahms_OP18_StringSextet.npy added to training set.
2021-11-30 21:36:57 | INFO : - file 1771_Schubert_D568_PianoSonata.npy added to training set.
2021-11-30 21:36:59 | INFO : - file 2571_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-11-30 21:37:00 | INFO : - file 2229_Bach_BWV865_WTKI.npy added to training set.
2021-11-30 21:37:03 | INFO : - file 2325_Beethoven_OP57_PianoSonata.npy added to training set.
2021-11-30 21:37:05 | INFO : - file 1749_Schubert_D845_PianoSonata.npy added to training set.
2021-11-30 21:37:07 | INFO : - file 2573_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-11-30 21:37:09 | INFO : - file 2596_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-11-30 21:37:10 | INFO : - file 2300_Bach_BWV853_WTKI.npy added to training set.
2021-11-30 21:37:11 | INFO : - file 2487_Beethoven_OP7_PianoSonata.npy added to training set.
2021-11-30 21:37:13 | INFO : - file 2119_Brahms_OP120NO1_ClarinetSonata.npy added to training set.
2021-11-30 21:37:15 | INFO : - file 1765_Schubert_OP142_4Impromptus.npy added to validation set.
2021-11-30 21:37:18 | INFO : - file 2528_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-11-30 21:37:19 | INFO : - file 1727_Schubert_OP114_PianoQuintet.npy added to training set.
2021-11-30 21:37:22 | INFO : - file 2314_Beethoven_OP132_StringQuartet.npy added to training set.
2021-11-30 21:37:23 | INFO : - file 2202_Bach_BWV1013_Partitain.npy added to training set.
2021-11-30 21:37:23 | INFO : - file 2239_Bach_BWV862_WTKI.npy added to training set.
2021-11-30 21:37:26 | INFO : - file 2444_Beethoven_OP106_PianoSonata.npy added to training set.
2021-11-30 21:37:28 | INFO : - file 2581_Beethoven_OP54_PianoSonata.npy added to training set.
2021-11-30 21:37:29 | INFO : - file 2244_Bach_BWV1001_ViolinSonata.npy added to training set.
2021-11-30 21:37:31 | INFO : - file 1792_Mozart_K465_StringQuartet.npy added to training set.
2021-11-30 21:37:33 | INFO : - file 1812_Mozart_K581_ClarinetQuintet.npy added to training set.
2021-11-30 21:37:36 | INFO : - file 2490_Beethoven_OP7_PianoSonata.npy added to training set.
2021-11-30 21:37:36 | INFO : - file 2442_Beethoven_OP106_PianoSonata.npy added to training set.
2021-11-30 21:37:39 | INFO : - file 2564_Beethoven_OP22_PianoSonata.npy added to training set.
2021-11-30 21:37:41 | INFO : - file 2611_Beethoven_OP10NO3_PianoSonata.npy added to training set.
2021-11-30 21:37:42 | INFO : - file 2422_Beethoven_OP2NO1_PianoSonata.npy added to training set.
2021-11-30 21:37:44 | INFO : - file 2483_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-11-30 21:37:45 | INFO : - file 2342_Beethoven_OP30NO3_ViolinSonata.npy added to validation set.
2021-11-30 21:37:49 | INFO : - file 2366_Beethoven_OP127_StringQuartet.npy added to training set.
2021-11-30 21:37:50 | INFO : - file 2358_Beethoven_OP28_PianoSonata.npy added to training set.
2021-11-30 21:37:51 | INFO : - file 2555_Beethoven_OP109_PianoSonata.npy added to training set.
2021-11-30 21:37:53 | INFO : - file 2622_Beethoven_OP59NO1_StringQuartet.npy added to training set.
2021-11-30 21:37:54 | INFO : - file 2289_Bach_BWV1002_ViolinPartita.npy added to validation set.
2021-11-30 21:37:55 | INFO : - file 2080_Cambini_JOHN2_WindQuintet.npy added to training set.
2021-11-30 21:37:57 | INFO : - file 2588_Beethoven_OP26_PianoSonata.npy added to training set.
2021-11-30 21:37:58 | INFO : - file 2494_Beethoven_OP95_StringQuartet.npy added to training set.
2021-11-30 21:38:00 | INFO : - file 1789_Mozart_K465_StringQuartet.npy added to training set.
2021-11-30 21:38:03 | INFO : - file 2168_Faure_OP45_PianoQuartet.npy added to training set.
2021-11-30 21:38:05 | INFO : - file 1859_Mozart_K464_StringQuartet.npy added to training set.
2021-11-30 21:38:07 | INFO : - file 2586_Beethoven_OP102NO1_CelloSonata.npy added to training set.
2021-11-30 21:38:08 | INFO : - file 2478_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-11-30 21:38:13 | INFO : - file 2315_Beethoven_OP132_StringQuartet.npy added to validation set.
2021-11-30 21:38:13 | INFO : - file 2201_Bach_BWV861_WTKI.npy added to training set.
2021-11-30 21:38:14 | INFO : - file 2572_Beethoven_OP30NO2_ViolinSonata.npy added to training set.
2021-11-30 21:38:14 | INFO : - file 2238_Bach_BWV868_WTKI.npy added to training set.
2021-11-30 21:38:15 | INFO : - file 2248_Bach_BWV854_WTKI.npy added to training set.
2021-11-30 21:38:18 | INFO : - file 1735_Schubert_D959_PianoSonata.npy added to training set.
2021-11-30 21:38:19 | INFO : - file 2308_Bach_BWV863_WTKI.npy added to training set.
2021-11-30 21:38:23 | INFO : - file 2154_Brahms_OP18_StringSextet.npy added to training set.
2021-11-30 21:38:25 | INFO : - file 2140_Brahms_OP51NO1_StringQuartet.npy added to training set.
2021-11-30 21:38:26 | INFO : - file 2077_Cambini_JOHN1_WindQuintet.npy added to training set.
2021-11-30 21:38:28 | INFO : - file 1807_Mozart_K387_StringQuartet.npy added to validation set.
2021-11-30 21:38:31 | INFO : - file 2406_Beethoven_OP110_PianoSonata.npy added to training set.
2021-11-30 21:38:33 | INFO : - file 1772_Schubert_D568_PianoSonata.npy added to training set.
2021-11-30 21:38:34 | INFO : - file 2156_Brahms_OP18_StringSextet.npy added to training set.
2021-11-30 21:38:37 | INFO : - file 1757_Schubert_D958_PianoSonata.npy added to training set.
2021-11-30 21:38:40 | INFO : - file 2436_Beethoven_OP53_PianoSonata.npy added to training set.
2021-11-30 21:38:41 | INFO : - file 2364_Beethoven_OP28_PianoSonata.npy added to training set.
2021-11-30 21:38:42 | INFO : - file 2538_Beethoven_OP49NO2_PianoSonata.npy added to training set.
2021-11-30 21:38:43 | INFO : - file 2336_Beethoven_OP30NO3_ViolinSonata.npy added to training set.
2021-11-30 21:38:44 | INFO : - file 2466_Beethoven_OP23_ViolinSonata.npy added to training set.
2021-11-30 21:38:46 | INFO : - file 2677_Beethoven_OP14NO1_PianoSonata.npy added to training set.
2021-11-30 21:38:48 | INFO : - file 2081_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-11-30 21:38:50 | INFO : - file 2151_Brahms_OP25_PianoQuartet.npy added to training set.
2021-11-30 21:38:52 | INFO : - file 2512_Beethoven_OP2NO2_PianoSonata.npy added to training set.
2021-11-30 21:38:53 | INFO : - file 2083_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-11-30 21:38:55 | INFO : - file 2368_Beethoven_OP127_StringQuartet.npy added to training set.
2021-11-30 21:38:56 | INFO : - file 2082_Cambini_JOHN3_WindQuintet.npy added to validation set.
2021-11-30 21:38:58 | INFO : - file 2178_Ravel_35_StringQuartet.npy added to training set.
2021-11-30 21:39:00 | INFO : - file 2322_Beethoven_OP57_PianoSonata.npy added to training set.
2021-11-30 21:39:02 | INFO : - file 2633_Beethoven_OP14NO2_PianoSonata.npy added to validation set.
2021-11-30 21:39:03 | INFO : - file 2220_Bach_BWV1009_CelloSuite.npy added to training set.
2021-11-30 21:39:04 | INFO : - file 1828_Mozart_K542_PianoTrio.npy added to training set.
2021-11-30 21:39:06 | INFO : - file 2527_Beethoven_OP10NO1_PianoSonata.npy added to training set.
2021-11-30 21:39:07 | INFO : - file 2540_Beethoven_OP101_PianoSonata.npy added to training set.
2021-11-30 21:39:09 | INFO : - file 2582_Beethoven_OP54_PianoSonata.npy added to training set.
2021-11-30 21:39:09 | INFO : - file 2225_Bach_BWV852_WTKI.npy added to training set.
2021-11-30 21:39:11 | INFO : - file 1876_Mozart_K496_PianoTrio.npy added to training set.
2021-11-30 21:39:13 | INFO : - file 2593_Beethoven_OP31NO3_PianoSonata.npy added to training set.
2021-11-30 21:39:16 | INFO : - file 2482_Beethoven_OP18NO5_StringQuartet.npy added to training set.
2021-11-30 21:39:18 | INFO : - file 2341_Beethoven_OP30NO3_ViolinSonata.npy added to validation set.
2021-11-30 21:39:18 | INFO : - file 2288_Bach_BWV1002_ViolinPartita.npy added to training set.
2021-11-30 21:39:21 | INFO : - file 2504_Beethoven_OP103_Octetin.npy added to training set.
2021-11-30 21:39:23 | INFO : - file 2381_Beethoven_OP130_StringQuartet.npy added to training set.
2021-11-30 21:39:25 | INFO : - file 2104_Haydn_OP64NO5_QuartetNo.npy added to training set.
2021-11-30 21:39:26 | INFO : - file 2365_Beethoven_OP127_StringQuartet.npy added to training set.
2021-11-30 21:39:29 | INFO : - file 1739_Schubert_OP99_PianoTrio.npy added to training set.
2021-11-30 21:39:33 | INFO : - file 1750_Schubert_D845_PianoSonata.npy added to training set.
2021-11-30 21:39:34 | INFO : - file 2473_Beethoven_OP2NO3_PianoSonata.npy added to training set.
2021-11-30 21:39:35 | INFO : - file 2180_Ravel_35_StringQuartet.npy added to training set.
2021-11-30 21:39:38 | INFO : - file 2397_Beethoven_OP47_ViolinSonata.npy added to training set.
2021-11-30 21:39:41 | INFO : - file 2626_Beethoven_OP96_ViolinSonata.npy added to training set.
2021-11-30 21:39:42 | INFO : - file 1730_Schubert_OP114_PianoQuintet.npy added to training set.
2021-11-30 21:39:44 | INFO : - file 2522_Beethoven_OP69_CelloSonata.npy added to training set.
2021-11-30 21:39:45 | INFO : - file 2619_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-11-30 21:39:45 | INFO : - file 2234_Bach_BWV856_WTKI.npy added to training set.
2021-11-30 21:39:47 | INFO : - file 2618_Beethoven_OP10NO2_PianoSonata.npy added to training set.
2021-11-30 21:39:49 | INFO : - file 2161_Brahms_OP40_HornTrio.npy added to training set.
2021-11-30 21:39:51 | INFO : - file 2166_Faure_OP45_PianoQuartet.npy added to training set.
2021-11-30 21:39:54 | INFO : - file 2319_Beethoven_OP38_Trioin.npy added to training set.
2021-11-30 21:39:56 | INFO : - file 2590_Beethoven_OP26_PianoSonata.npy added to training set.
2021-11-30 21:39:56 | INFO : Training set & loader generated, length 94348
2021-11-30 21:39:56 | INFO : Validation set & loader generated, length 9238
2021-11-30 21:39:56 | INFO :
###################### START TRAINING ######################
2021-11-30 21:48:45 | INFO : Epoch #0 finished. Train Loss: 0.0853, Val Loss: 0.0776 with lr: 0.00100
2021-11-30 21:48:46 | INFO : .... model of epoch 0 saved.
2021-11-30 21:57:29 | INFO : Epoch #1 finished. Train Loss: 0.0721, Val Loss: 0.0725 with lr: 0.00100
2021-11-30 21:57:30 | INFO : .... model of epoch #1 saved.
2021-11-30 22:06:15 | INFO : Epoch #2 finished. Train Loss: 0.0684, Val Loss: 0.0712 with lr: 0.00100
2021-11-30 22:06:16 | INFO : .... model of epoch #2 saved.
2021-11-30 22:15:00 | INFO : Epoch #3 finished. Train Loss: 0.0663, Val Loss: 0.0697 with lr: 0.00100
2021-11-30 22:15:01 | INFO : .... model of epoch #3 saved.
2021-11-30 22:23:44 | INFO : Epoch #4 finished. Train Loss: 0.0646, Val Loss: 0.0702 with lr: 0.00100
2021-11-30 22:32:28 | INFO : Epoch #5 finished. Train Loss: 0.0637, Val Loss: 0.0692 with lr: 0.00100
2021-11-30 22:32:30 | INFO : .... model of epoch #5 saved.
2021-11-30 22:41:14 | INFO : Epoch #6 finished. Train Loss: 0.0626, Val Loss: 0.0690 with lr: 0.00100
2021-11-30 22:41:15 | INFO : .... model of epoch #6 saved.
2021-11-30 22:49:59 | INFO : Epoch #7 finished. Train Loss: 0.0618, Val Loss: 0.0685 with lr: 0.00100
2021-11-30 22:50:00 | INFO : .... model of epoch #7 saved.
2021-11-30 22:58:44 | INFO : Epoch #8 finished. Train Loss: 0.0611, Val Loss: 0.0710 with lr: 0.00100
2021-11-30 23:07:29 | INFO : Epoch #9 finished. Train Loss: 0.0606, Val Loss: 0.0702 with lr: 0.00100
2021-11-30 23:16:13 | INFO : Epoch #10 finished. Train Loss: 0.0598, Val Loss: 0.0679 with lr: 0.00100
2021-11-30 23:16:14 | INFO : .... model of epoch #10 saved.
2021-11-30 23:24:57 | INFO : Epoch #11 finished. Train Loss: 0.0591, Val Loss: 0.0700 with lr: 0.00100
2021-11-30 23:33:42 | INFO : Epoch #12 finished. Train Loss: 0.0580, Val Loss: 0.0714 with lr: 0.00100
2021-11-30 23:42:26 | INFO : Epoch #13 finished. Train Loss: 0.0576, Val Loss: 0.0701 with lr: 0.00100
2021-11-30 23:51:11 | INFO : Epoch #14 finished. Train Loss: 0.0574, Val Loss: 0.0679 with lr: 0.00100
2021-11-30 23:51:13 | INFO : .... model of epoch #14 saved.
2021-11-30 23:59:57 | INFO : Epoch #15 finished. Train Loss: 0.0564, Val Loss: 0.0700 with lr: 0.00100
2021-12-01 00:08:41 | INFO : Epoch #16 finished. Train Loss: 0.0559, Val Loss: 0.0702 with lr: 0.00100
2021-12-01 00:17:25 | INFO : Epoch #17 finished. Train Loss: 0.0554, Val Loss: 0.0679 with lr: 0.00100
2021-12-01 00:26:09 | INFO : Epoch #18 finished. Train Loss: 0.0551, Val Loss: 0.0703 with lr: 0.00100
2021-12-01 00:34:53 | INFO : Epoch #19 finished. Train Loss: 0.0546, Val Loss: 0.0718 with lr: 0.00100
2021-12-01 00:43:37 | INFO : Epoch #20 finished. Train Loss: 0.0543, Val Loss: 0.0666 with lr: 0.00100
2021-12-01 00:43:38 | INFO : .... model of epoch #20 saved.
2021-12-01 00:52:23 | INFO : Epoch #21 finished. Train Loss: 0.0538, Val Loss: 0.0678 with lr: 0.00100
2021-12-01 01:01:07 | INFO : Epoch #22 finished. Train Loss: 0.0535, Val Loss: 0.0677 with lr: 0.00100
2021-12-01 01:09:51 | INFO : Epoch #23 finished. Train Loss: 0.0531, Val Loss: 0.0714 with lr: 0.00100
2021-12-01 01:18:35 | INFO : Epoch #24 finished. Train Loss: 0.0533, Val Loss: 0.0686 with lr: 0.00100
2021-12-01 01:27:19 | INFO : Epoch #25 finished. Train Loss: 0.0525, Val Loss: 0.0668 with lr: 0.00100
2021-12-01 01:36:04 | INFO : Epoch #26 finished. Train Loss: 0.0524, Val Loss: 0.0663 with lr: 0.00100
2021-12-01 01:36:05 | INFO : .... model of epoch #26 saved.
2021-12-01 01:44:50 | INFO : Epoch #27 finished. Train Loss: 0.0522, Val Loss: 0.0689 with lr: 0.00100
2021-12-01 01:53:34 | INFO : Epoch #28 finished. Train Loss: 0.0518, Val Loss: 0.0675 with lr: 0.00100
2021-12-01 02:02:19 | INFO : Epoch #29 finished. Train Loss: 0.0515, Val Loss: 0.0704 with lr: 0.00100
2021-12-01 02:11:03 | INFO : Epoch #30 finished. Train Loss: 0.0515, Val Loss: 0.0712 with lr: 0.00100
2021-12-01 02:19:47 | INFO : Epoch #31 finished. Train Loss: 0.0512, Val Loss: 0.0696 with lr: 0.00100
2021-12-01 02:28:31 | INFO : Epoch #32 finished. Train Loss: 0.0508, Val Loss: 0.0710 with lr: 0.00100
2021-12-01 02:37:15 | INFO : Epoch #33 finished. Train Loss: 0.0475, Val Loss: 0.0693 with lr: 0.00050
2021-12-01 02:45:58 | INFO : Epoch #34 finished. Train Loss: 0.0469, Val Loss: 0.0700 with lr: 0.00050
2021-12-01 02:54:42 | INFO : Epoch #35 finished. Train Loss: 0.0463, Val Loss: 0.0693 with lr: 0.00050
2021-12-01 03:03:26 | INFO : Epoch #36 finished. Train Loss: 0.0460, Val Loss: 0.0691 with lr: 0.00050
2021-12-01 03:12:09 | INFO : Epoch #37 finished. Train Loss: 0.0457, Val Loss: 0.0702 with lr: 0.00050
2021-12-01 03:20:53 | INFO : Epoch #38 finished. Train Loss: 0.0453, Val Loss: 0.0684 with lr: 0.00050
2021-12-01 03:20:53 | INFO : ### trained model saved in /tsi/clusterhome/cweiss/models/exp186e_traintest_musicnet_aligned_pitch_unet_insanelylarge_blstm_test10files_augall_AdamW.pt
2021-12-01 03:20:53 | INFO :
###################### START TESTING ######################
2021-12-01 03:21:19 | INFO : file 2106_Haydn_OP64NO5_QuartetNo.npy tested. Cosine sim: 0.754659790989033
2021-12-01 03:21:34 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.758214235303917
2021-12-01 03:21:46 | INFO : file 2416_Beethoven_OP71_Sextetin.npy tested. Cosine sim: 0.6821224053269787
2021-12-01 03:21:55 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.8124720531925858
2021-12-01 03:22:11 | INFO : file 1759_Schubert_D958_PianoSonata.npy tested. Cosine sim: 0.7663779985304715
2021-12-01 03:22:20 | INFO : file 2191_Bach_BWV1006_ViolinPartita.npy tested. Cosine sim: 0.8131549754558687
2021-12-01 03:23:00 | INFO : file 2629_Beethoven_OP96_ViolinSonata.npy tested. Cosine sim: 0.8128431832866498
2021-12-01 03:23:10 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.5667272055896312
2021-12-01 03:23:23 | INFO : file 2556_Beethoven_OP109_PianoSonata.npy tested. Cosine sim: 0.8147003872377493
2021-12-01 03:23:36 | INFO : file 2298_Bach_BWV1010_CelloSuite.npy tested. Cosine sim: 0.7639040591871763
2021-12-01 03:23:36 | INFO : ### Testing done. ################################################
2021-12-01 03:23:36 | INFO : # Results for large test set (10 files) #########################
2021-12-01 03:23:36 | INFO : Mean precision: 0.7315158225291202
2021-12-01 03:23:36 | INFO : Mean recall: 0.7362698802409243
2021-12-01 03:23:36 | INFO : Mean f_measure: 0.7314731621802285
2021-12-01 03:23:36 | INFO : Mean cosine_sim: 0.7545176294100061
2021-12-01 03:23:36 | INFO : Mean binary_crossentropy: 0.06571093923905173
2021-12-01 03:23:36 | INFO : Mean euclidean_distance: 0.8515413594353374
2021-12-01 03:23:36 | INFO : Mean binary_accuracy: 0.9827170861745538
2021-12-01 03:23:36 | INFO : Mean soft_accuracy: 0.9720876628095916
2021-12-01 03:23:36 | INFO : Mean accum_energy: 0.5155627486149201
2021-12-01 03:23:36 | INFO : Mean roc_auc_measure: 0.9865760594517099
2021-12-01 03:23:36 | INFO : Mean average_precision_score: 0.7785126984474956
2021-12-01 03:23:36 | INFO : Mean Precision: 0.7315158225291202
2021-12-01 03:23:36 | INFO : Mean Recall: 0.7362698802409243
2021-12-01 03:23:36 | INFO : Mean Accuracy: 0.5830800191408636
2021-12-01 03:23:36 | INFO : Mean Substitution Error: 0.11095876081534824
2021-12-01 03:23:36 | INFO : Mean Miss Error: 0.15277135894372743
2021-12-01 03:23:36 | INFO : Mean False Alarm Error: 0.16135278052096488
2021-12-01 03:23:36 | INFO : Mean Total Error: 0.4250829002800405
2021-12-01 03:23:36 | INFO : Mean Chroma Precision: 0.7492916653839232
2021-12-01 03:23:36 | INFO : Mean Chroma Recall: 0.7535293878909337
2021-12-01 03:23:36 | INFO : Mean Chroma Accuracy: 0.6047836755352225
2021-12-01 03:23:36 | INFO : Mean Chroma Substitution Error: 0.09369925316533903
2021-12-01 03:23:36 | INFO : Mean Chroma Miss Error: 0.15277135894372743
2021-12-01 03:23:36 | INFO : Mean Chroma False Alarm Error: 0.16135278052096488
2021-12-01 03:23:36 | INFO : Mean Chroma Total Error: 0.40782339263003137
2021-12-01 03:23:36 | INFO :
2021-12-01 03:23:36 | INFO : Framewise precision: 0.7538409903501841
2021-12-01 03:23:36 | INFO : Framewise recall: 0.7370787619019138
2021-12-01 03:23:36 | INFO : Framewise f_measure: 0.7429794165176987
2021-12-01 03:23:36 | INFO : Framewise cosine_sim: 0.7667527147786638
2021-12-01 03:23:36 | INFO : Framewise binary_crossentropy: 0.074642345923052
2021-12-01 03:23:36 | INFO : Framewise euclidean_distance: 0.9178091864900861
2021-12-01 03:23:36 | INFO : Framewise binary_accuracy: 0.9807907102539014
2021-12-01 03:23:36 | INFO : Framewise soft_accuracy: 0.9690324296909427
2021-12-01 03:23:36 | INFO : Framewise accum_energy: 0.5252075879254424
2021-12-01 03:23:36 | INFO : Framewise roc_auc_measure: 0.9859029303730401
2021-12-01 03:23:36 | INFO : Framewise average_precision_score: 0.7938687843311174
2021-12-01 03:23:36 | INFO : Framewise Precision: 0.7538409903501841
2021-12-01 03:23:36 | INFO : Framewise Recall: 0.7370787619019138
2021-12-01 03:23:36 | INFO : Framewise Accuracy: 0.5955530941032661
2021-12-01 03:23:36 | INFO : Framewise Substitution Error: 0.10600334984348227
2021-12-01 03:23:36 | INFO : Framewise Miss Error: 0.1569178882546041
2021-12-01 03:23:36 | INFO : Framewise False Alarm Error: 0.13973454345828273
2021-12-01 03:23:36 | INFO : Framewise Total Error: 0.40265578155636916
2021-12-01 03:23:36 | INFO : Framewise Chroma Precision: 0.7742046980224992
2021-12-01 03:23:36 | INFO : Framewise Chroma Recall: 0.7564405567665214
2021-12-01 03:23:36 | INFO : Framewise Chroma Accuracy: 0.6209909884500487
2021-12-01 03:23:36 | INFO : Framewise Chroma Substitution Error: 0.08664155497887466
2021-12-01 03:23:36 | INFO : Framewise Chroma Miss Error: 0.1569178882546041
2021-12-01 03:23:36 | INFO : Framewise Chroma False Alarm Error: 0.13973454345828273
2021-12-01 03:23:36 | INFO : Framewise Chroma Total Error: 0.38329398669176146
2021-12-01 03:23:45 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.7724792627878675
2021-12-01 03:23:53 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.8168657577350227
2021-12-01 03:24:00 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.5639671012146766
2021-12-01 03:24:00 | INFO : ### Testing done. ################################################
2021-12-01 03:24:00 | INFO : # Results for small test set (3 files), first 90s ##############
2021-12-01 03:24:00 | INFO : Mean precision: 0.7085749089382999
2021-12-01 03:24:00 | INFO : Mean recall: 0.656137517352845
2021-12-01 03:24:00 | INFO : Mean f_measure: 0.6800525644769452
2021-12-01 03:24:00 | INFO : Mean cosine_sim: 0.7177707072458556
2021-12-01 03:24:00 | INFO : Mean binary_crossentropy: 0.07384093969165116
2021-12-01 03:24:00 | INFO : Mean euclidean_distance: 0.9262442798970035
2021-12-01 03:24:00 | INFO : Mean binary_accuracy: 0.9801079459561602
2021-12-01 03:24:00 | INFO : Mean soft_accuracy: 0.9691741363582551
2021-12-01 03:24:00 | INFO : Mean accum_energy: 0.48265448218873286
2021-12-01 03:24:00 | INFO : Mean roc_auc_measure: 0.9820133980435996
2021-12-01 03:24:00 | INFO : Mean average_precision_score: 0.7267368341358648
2021-12-01 03:24:00 | INFO : Mean Precision: 0.7085749089382999
2021-12-01 03:24:00 | INFO : Mean Recall: 0.656137517352845
2021-12-01 03:24:00 | INFO : Mean Accuracy: 0.531693791913562
2021-12-01 03:24:00 | INFO : Mean Substitution Error: 0.10790272209662537
2021-12-01 03:24:00 | INFO : Mean Miss Error: 0.2359597605505296
2021-12-01 03:24:00 | INFO : Mean False Alarm Error: 0.14803583411965063
2021-12-01 03:24:00 | INFO : Mean Total Error: 0.4918983167668056
2021-12-01 03:24:00 | INFO : Mean Chroma Precision: 0.7258938726928358
2021-12-01 03:24:00 | INFO : Mean Chroma Recall: 0.6713894819796976
2021-12-01 03:24:00 | INFO : Mean Chroma Accuracy: 0.5499514655850991
2021-12-01 03:24:00 | INFO : Mean Chroma Substitution Error: 0.09265075746977276
2021-12-01 03:24:00 | INFO : Mean Chroma Miss Error: 0.2359597605505296
2021-12-01 03:24:00 | INFO : Mean Chroma False Alarm Error: 0.14803583411965063
2021-12-01 03:24:00 | INFO : Mean Chroma Total Error: 0.47664635213995304
2021-12-01 03:24:00 | INFO :
2021-12-01 03:24:00 | INFO : Framewise precision: 0.7085749089383
2021-12-01 03:24:00 | INFO : Framewise recall: 0.656137517352845
2021-12-01 03:24:00 | INFO : Framewise f_measure: 0.6800525644769453
2021-12-01 03:24:00 | INFO : Framewise cosine_sim: 0.7177707072458556
2021-12-01 03:24:00 | INFO : Framewise binary_crossentropy: 0.07384093969165118
2021-12-01 03:24:00 | INFO : Framewise euclidean_distance: 0.9262442798970035
2021-12-01 03:24:00 | INFO : Framewise binary_accuracy: 0.9801079459561604
2021-12-01 03:24:00 | INFO : Framewise soft_accuracy: 0.9691741363582552
2021-12-01 03:24:00 | INFO : Framewise accum_energy: 0.48265448218873286
2021-12-01 03:24:00 | INFO : Framewise roc_auc_measure: 0.9820133980435994
2021-12-01 03:24:00 | INFO : Framewise average_precision_score: 0.726736834135865
2021-12-01 03:24:00 | INFO : Framewise Precision: 0.7085749089383
2021-12-01 03:24:00 | INFO : Framewise Recall: 0.656137517352845
2021-12-01 03:24:00 | INFO : Framewise Accuracy: 0.531693791913562
2021-12-01 03:24:00 | INFO : Framewise Substitution Error: 0.10790272209662537
2021-12-01 03:24:00 | INFO : Framewise Miss Error: 0.2359597605505296
2021-12-01 03:24:00 | INFO : Framewise False Alarm Error: 0.14803583411965063
2021-12-01 03:24:00 | INFO : Framewise Total Error: 0.4918983167668056
2021-12-01 03:24:00 | INFO : Framewise Chroma Precision: 0.7258938726928357
2021-12-01 03:24:00 | INFO : Framewise Chroma Recall: 0.6713894819796976
2021-12-01 03:24:00 | INFO : Framewise Chroma Accuracy: 0.5499514655850992
2021-12-01 03:24:00 | INFO : Framewise Chroma Substitution Error: 0.09265075746977278
2021-12-01 03:24:00 | INFO : Framewise Chroma Miss Error: 0.2359597605505296
2021-12-01 03:24:00 | INFO : Framewise Chroma False Alarm Error: 0.14803583411965063
2021-12-01 03:24:00 | INFO : Framewise Chroma Total Error: 0.47664635213995304
2021-12-01 03:24:13 | INFO : file 1819_Mozart_K375_Serenadein.npy tested. Cosine sim: 0.758214235303917
2021-12-01 03:24:20 | INFO : file 2303_Bach_BWV850_WTKI.npy tested. Cosine sim: 0.8124720531925858
2021-12-01 03:24:29 | INFO : file 2382_Beethoven_OP130_StringQuartet.npy tested. Cosine sim: 0.5667272055896312
2021-12-01 03:24:29 | INFO : ### Testing done. ################################################
2021-12-01 03:24:29 | INFO : # Results for small test set (3 files), full ###################
2021-12-01 03:24:29 | INFO : Mean precision: 0.6991949710600602
2021-12-01 03:24:29 | INFO : Mean recall: 0.656558989533319
2021-12-01 03:24:29 | INFO : Mean f_measure: 0.6760145437630866
2021-12-01 03:24:29 | INFO : Mean cosine_sim: 0.712471164695378
2021-12-01 03:24:29 | INFO : Mean binary_crossentropy: 0.07514620130259166
2021-12-01 03:24:29 | INFO : Mean euclidean_distance: 0.9210562530026642
2021-12-01 03:24:29 | INFO : Mean binary_accuracy: 0.979622960201048
2021-12-01 03:24:29 | INFO : Mean soft_accuracy: 0.9693030358996046
2021-12-01 03:24:29 | INFO : Mean accum_energy: 0.46971803257189376
2021-12-01 03:24:29 | INFO : Mean roc_auc_measure: 0.9812317548782752
2021-12-01 03:24:29 | INFO : Mean average_precision_score: 0.7172230324750877
2021-12-01 03:24:29 | INFO : Mean Precision: 0.6991949710600602
2021-12-01 03:24:29 | INFO : Mean Recall: 0.656558989533319
2021-12-01 03:24:29 | INFO : Mean Accuracy: 0.5253334601799435
2021-12-01 03:24:29 | INFO : Mean Substitution Error: 0.1190640404663846
2021-12-01 03:24:29 | INFO : Mean Miss Error: 0.22437697000029636
2021-12-01 03:24:29 | INFO : Mean False Alarm Error: 0.15042226839058673
2021-12-01 03:24:29 | INFO : Mean Total Error: 0.49386327885726766
2021-12-01 03:24:29 | INFO : Mean Chroma Precision: 0.7209566607594331
2021-12-01 03:24:29 | INFO : Mean Chroma Recall: 0.6761256734880053
2021-12-01 03:24:29 | INFO : Mean Chroma Accuracy: 0.5485456034652211
2021-12-01 03:24:29 | INFO : Mean Chroma Substitution Error: 0.09949735651169826
2021-12-01 03:24:29 | INFO : Mean Chroma Miss Error: 0.22437697000029636
2021-12-01 03:24:29 | INFO : Mean Chroma False Alarm Error: 0.15042226839058673
2021-12-01 03:24:29 | INFO : Mean Chroma Total Error: 0.4742965949025814
2021-12-01 03:24:29 | INFO :
2021-12-01 03:24:29 | INFO : Framewise precision: 0.7016358351781322
2021-12-01 03:24:29 | INFO : Framewise recall: 0.6602741677009832
2021-12-01 03:24:29 | INFO : Framewise f_measure: 0.6792394781175706
2021-12-01 03:24:29 | INFO : Framewise cosine_sim: 0.7129552693522316
2021-12-01 03:24:29 | INFO : Framewise binary_crossentropy: 0.076527025677231
2021-12-01 03:24:29 | INFO : Framewise euclidean_distance: 0.9384274669268705
2021-12-01 03:24:29 | INFO : Framewise binary_accuracy: 0.9790125487693832
2021-12-01 03:24:29 | INFO : Framewise soft_accuracy: 0.9683833040774714
2021-12-01 03:24:29 | INFO : Framewise accum_energy: 0.46586973215729194
2021-12-01 03:24:29 | INFO : Framewise roc_auc_measure: 0.9818793350923102
2021-12-01 03:24:29 | INFO : Framewise average_precision_score: 0.7227562893926369
2021-12-01 03:24:29 | INFO : Framewise Precision: 0.7016358351781322
2021-12-01 03:24:29 | INFO : Framewise Recall: 0.6602741677009832
2021-12-01 03:24:29 | INFO : Framewise Accuracy: 0.527571101680484
2021-12-01 03:24:29 | INFO : Framewise Substitution Error: 0.11799211453089385
2021-12-01 03:24:29 | INFO : Framewise Miss Error: 0.22173371776812298
2021-12-01 03:24:29 | INFO : Framewise False Alarm Error: 0.15098714498088148
2021-12-01 03:24:29 | INFO : Framewise Total Error: 0.4907129772798983
2021-12-01 03:24:29 | INFO : Framewise Chroma Precision: 0.7243376257407119
2021-12-01 03:24:29 | INFO : Framewise Chroma Recall: 0.6808917626375957
2021-12-01 03:24:29 | INFO : Framewise Chroma Accuracy: 0.5523289365143638
2021-12-01 03:24:29 | INFO : Framewise Chroma Substitution Error: 0.09737451959428138
2021-12-01 03:24:29 | INFO : Framewise Chroma Miss Error: 0.22173371776812298
2021-12-01 03:24:29 | INFO : Framewise Chroma False Alarm Error: 0.15098714498088148
2021-12-01 03:24:29 | INFO : Framewise Chroma Total Error: 0.47009538234328585