MAX_EPOCHS = 800

import tensorflow as tf
print(tf.__version__)

2.2.0

import numpy as np

np.random.seed(2022)

# Windows で music21 を使うための余分なコード
import os
from music21 import environment

if os.name == 'nt':
    us = environment.UserSettings()
    us['musescoreDirectPNGPath']='C:/Program Files/MuseScore 3/bin/MuseScore3.exe'
    us['musicxmlPath']='C:/Program Files/MuseScore 3/bin/MuseScore3.exe'

data_filepath = 'run/music_params.pkl'
save_path = 'run'

import sys
sys.path.append('./nw')

from LSTMMusic import ScoreDataset

if not os.path.exists(data_filepath):
    data_seq = ScoreDataset(save_path=data_filepath, midi_paths=midi_paths, seq_len=32)
else:
    data_seq = ScoreDataset(save_path=data_filepath)

# split data into train and val data.
import numpy as np

val_split = 0.05

N_DATA = len(data_seq)
N_VAL = int(N_DATA * val_split)

arr = np.arange(N_DATA)
np.random.shuffle(arr)

train_indices = sorted(arr[:-N_VAL])
val_indices = sorted(arr[-N_VAL:])

(train_x_notes, train_x_durations), (train_y_notes, train_y_durations) = data_seq[train_indices]
(val_x_notes, val_x_durations), (val_y_notes, val_y_durations) = data_seq[val_indices]

print(len(train_indices), len(val_indices))

25184 1325

print(train_indices[:20])
print(val_indices[:20])

[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 17, 18, 19, 20]
[16, 30, 38, 48, 57, 61, 65, 121, 150, 155, 206, 211, 213, 309, 311, 339, 352, 389, 397, 429]

train_x_notes = np.array(train_x_notes)
train_x_durations = np.array(train_x_durations)

val_x_notes = np.array(val_x_notes)
val_x_durations = np.array(val_x_durations)

import tensorflow as tf

train_y_notes_ohv = tf.keras.utils.to_categorical(train_y_notes, data_seq.c_notes)
train_y_durations_ohv = tf.keras.utils.to_categorical(train_y_durations, data_seq.c_durations)

val_y_notes_ohv = tf.keras.utils.to_categorical(val_y_notes, data_seq.c_notes)
val_y_durations_ohv = tf.keras.utils.to_categorical(val_y_durations, data_seq.c_durations)

さらに訓練する

import sys
sys.path.append('./nw')

from LSTMMusic import LSTMMusic

lstm_music = LSTMMusic.load(save_path)
print(lstm_music.epochs)

10

h = lstm_music.train(
        (train_x_notes, train_x_durations), 
        (train_y_notes_ohv, train_y_durations_ohv),
        epochs=MAX_EPOCHS,
        batch_size=32,
        run_folder = save_path,
        print_step_interval=1000,
        save_epoch_interval=50,
        validation_data = ((val_x_notes, val_x_durations), (val_y_notes_ohv, val_y_durations_ohv))
)

print(lstm_music.epochs)

201/800 loss 0.201 pitch_loss 0.164 duration_loss 0.037 val_loss 3.196 val_pitch_loss 2.845 val_duration_loss 0.350 0:00:07.879335
202/800 loss 0.176 pitch_loss 0.147 duration_loss 0.028 val_loss 3.273 val_pitch_loss 2.894 val_duration_loss 0.379 0:00:16.461217
203/800 loss 0.164 pitch_loss 0.139 duration_loss 0.025 val_loss 3.336 val_pitch_loss 2.956 val_duration_loss 0.380 0:00:34.577219
204/800 loss 0.163 pitch_loss 0.134 duration_loss 0.029 val_loss 3.241 val_pitch_loss 2.873 val_duration_loss 0.367 0:00:43.760804
205/800 loss 0.169 pitch_loss 0.139 duration_loss 0.031 val_loss 3.264 val_pitch_loss 2.894 val_duration_loss 0.370 0:00:52.971124
206/800 loss 0.186 pitch_loss 0.157 duration_loss 0.029 val_loss 3.331 val_pitch_loss 2.907 val_duration_loss 0.423 0:01:02.374826
207/800 loss 0.201 pitch_loss 0.170 duration_loss 0.031 val_loss 3.301 val_pitch_loss 2.868 val_duration_loss 0.432 0:01:11.570708
208/800 loss 0.182 pitch_loss 0.152 duration_loss 0.030 val_loss 3.280 val_pitch_loss 2.870 val_duration_loss 0.410 0:01:20.868744
209/800 loss 0.164 pitch_loss 0.138 duration_loss 0.025 val_loss 3.323 val_pitch_loss 2.902 val_duration_loss 0.421 0:01:29.945956
210/800 loss 0.180 pitch_loss 0.150 duration_loss 0.030 val_loss 3.372 val_pitch_loss 2.966 val_duration_loss 0.406 0:01:38.968136
211/800 loss 0.196 pitch_loss 0.162 duration_loss 0.034 val_loss 3.335 val_pitch_loss 2.949 val_duration_loss 0.386 0:01:48.102745
212/800 loss 0.175 pitch_loss 0.147 duration_loss 0.029 val_loss 3.293 val_pitch_loss 2.895 val_duration_loss 0.398 0:01:57.098464
213/800 loss 0.159 pitch_loss 0.133 duration_loss 0.026 val_loss 3.303 val_pitch_loss 2.880 val_duration_loss 0.423 0:02:06.143119
214/800 loss 0.152 pitch_loss 0.129 duration_loss 0.023 val_loss 3.329 val_pitch_loss 2.884 val_duration_loss 0.444 0:02:15.097947
215/800 loss 0.163 pitch_loss 0.134 duration_loss 0.029 val_loss 3.305 val_pitch_loss 2.868 val_duration_loss 0.437 0:02:24.169651
216/800 loss 0.186 pitch_loss 0.154 duration_loss 0.032 val_loss 3.408 val_pitch_loss 2.956 val_duration_loss 0.452 0:02:33.247647
217/800 loss 0.173 pitch_loss 0.144 duration_loss 0.029 val_loss 3.314 val_pitch_loss 2.903 val_duration_loss 0.411 0:02:42.407364
218/800 loss 0.158 pitch_loss 0.132 duration_loss 0.026 val_loss 3.386 val_pitch_loss 2.985 val_duration_loss 0.401 0:02:51.598988
219/800 loss 0.164 pitch_loss 0.137 duration_loss 0.027 val_loss 3.309 val_pitch_loss 2.897 val_duration_loss 0.412 0:03:00.702668
220/800 loss 0.161 pitch_loss 0.133 duration_loss 0.028 val_loss 3.282 val_pitch_loss 2.878 val_duration_loss 0.404 0:03:09.890836
221/800 loss 0.186 pitch_loss 0.156 duration_loss 0.030 val_loss 3.339 val_pitch_loss 2.935 val_duration_loss 0.405 0:03:19.097833
222/800 loss 0.187 pitch_loss 0.156 duration_loss 0.032 val_loss 3.263 val_pitch_loss 2.875 val_duration_loss 0.388 0:03:28.304015
223/800 loss 0.172 pitch_loss 0.140 duration_loss 0.031 val_loss 3.272 val_pitch_loss 2.880 val_duration_loss 0.392 0:03:37.434315
224/800 loss 0.154 pitch_loss 0.130 duration_loss 0.024 val_loss 3.285 val_pitch_loss 2.877 val_duration_loss 0.407 0:03:46.618267
225/800 loss 0.164 pitch_loss 0.137 duration_loss 0.026 val_loss 3.365 val_pitch_loss 2.937 val_duration_loss 0.428 0:03:55.868522
226/800 loss 0.191 pitch_loss 0.159 duration_loss 0.032 val_loss 3.157 val_pitch_loss 2.782 val_duration_loss 0.375 0:04:05.135774
227/800 loss 0.206 pitch_loss 0.175 duration_loss 0.032 val_loss 3.330 val_pitch_loss 2.887 val_duration_loss 0.443 0:04:14.352605
228/800 loss 0.193 pitch_loss 0.162 duration_loss 0.031 val_loss 3.211 val_pitch_loss 2.778 val_duration_loss 0.433 0:04:23.559725
229/800 loss 0.161 pitch_loss 0.134 duration_loss 0.027 val_loss 3.223 val_pitch_loss 2.850 val_duration_loss 0.373 0:04:32.653698
230/800 loss 0.130 pitch_loss 0.109 duration_loss 0.021 val_loss 3.306 val_pitch_loss 2.893 val_duration_loss 0.414 0:04:41.843289
231/800 loss 0.150 pitch_loss 0.127 duration_loss 0.023 val_loss 3.389 val_pitch_loss 2.970 val_duration_loss 0.419 0:04:50.995966
232/800 loss 0.187 pitch_loss 0.155 duration_loss 0.033 val_loss 3.415 val_pitch_loss 2.994 val_duration_loss 0.422 0:05:00.119044
233/800 loss 0.200 pitch_loss 0.167 duration_loss 0.033 val_loss 3.424 val_pitch_loss 2.974 val_duration_loss 0.449 0:05:09.307713
234/800 loss 0.177 pitch_loss 0.148 duration_loss 0.029 val_loss 3.396 val_pitch_loss 2.991 val_duration_loss 0.405 0:05:18.598651
235/800 loss 0.161 pitch_loss 0.135 duration_loss 0.026 val_loss 3.308 val_pitch_loss 2.909 val_duration_loss 0.398 0:05:28.446388
236/800 loss 0.157 pitch_loss 0.132 duration_loss 0.025 val_loss 3.365 val_pitch_loss 2.941 val_duration_loss 0.425 0:05:37.651989
237/800 loss 0.164 pitch_loss 0.137 duration_loss 0.027 val_loss 3.317 val_pitch_loss 2.905 val_duration_loss 0.412 0:05:46.825096
238/800 loss 0.180 pitch_loss 0.149 duration_loss 0.031 val_loss 3.386 val_pitch_loss 2.955 val_duration_loss 0.431 0:05:56.028922
239/800 loss 0.166 pitch_loss 0.138 duration_loss 0.029 val_loss 3.304 val_pitch_loss 2.873 val_duration_loss 0.431 0:06:05.551673
240/800 loss 0.154 pitch_loss 0.128 duration_loss 0.026 val_loss 3.345 val_pitch_loss 2.904 val_duration_loss 0.442 0:06:14.758623
241/800 loss 0.159 pitch_loss 0.130 duration_loss 0.029 val_loss 3.429 val_pitch_loss 2.968 val_duration_loss 0.461 0:06:24.064845
242/800 loss 0.172 pitch_loss 0.142 duration_loss 0.030 val_loss 3.450 val_pitch_loss 2.974 val_duration_loss 0.476 0:06:33.218153
243/800 loss 0.200 pitch_loss 0.166 duration_loss 0.034 val_loss 3.364 val_pitch_loss 2.965 val_duration_loss 0.399 0:06:42.435668
244/800 loss 0.195 pitch_loss 0.165 duration_loss 0.030 val_loss 3.239 val_pitch_loss 2.833 val_duration_loss 0.407 0:06:51.623304
245/800 loss 0.167 pitch_loss 0.142 duration_loss 0.025 val_loss 3.365 val_pitch_loss 2.943 val_duration_loss 0.422 0:07:00.727647
246/800 loss 0.153 pitch_loss 0.129 duration_loss 0.024 val_loss 3.388 val_pitch_loss 2.940 val_duration_loss 0.448 0:07:09.983062
247/800 loss 0.148 pitch_loss 0.124 duration_loss 0.024 val_loss 3.284 val_pitch_loss 2.880 val_duration_loss 0.404 0:07:19.153919
248/800 loss 0.168 pitch_loss 0.140 duration_loss 0.028 val_loss 3.336 val_pitch_loss 2.908 val_duration_loss 0.427 0:07:28.409913
249/800 loss 0.195 pitch_loss 0.160 duration_loss 0.035 val_loss 3.308 val_pitch_loss 2.918 val_duration_loss 0.390 0:07:37.685440
250/800 loss 0.188 pitch_loss 0.155 duration_loss 0.033 val_loss 3.258 val_pitch_loss 2.845 val_duration_loss 0.414 0:07:46.795569
251/800 loss 0.177 pitch_loss 0.149 duration_loss 0.028 val_loss 3.323 val_pitch_loss 2.896 val_duration_loss 0.427 0:08:00.328246
252/800 loss 0.174 pitch_loss 0.145 duration_loss 0.029 val_loss 3.318 val_pitch_loss 2.900 val_duration_loss 0.418 0:08:09.449601
253/800 loss 0.178 pitch_loss 0.150 duration_loss 0.028 val_loss 3.390 val_pitch_loss 2.961 val_duration_loss 0.428 0:08:18.495118
254/800 loss 0.184 pitch_loss 0.154 duration_loss 0.030 val_loss 3.248 val_pitch_loss 2.857 val_duration_loss 0.391 0:08:27.674349
255/800 loss 0.183 pitch_loss 0.150 duration_loss 0.033 val_loss 3.314 val_pitch_loss 2.900 val_duration_loss 0.414 0:08:36.757432
256/800 loss 0.181 pitch_loss 0.154 duration_loss 0.027 val_loss 3.469 val_pitch_loss 3.054 val_duration_loss 0.414 0:08:45.967138
257/800 loss 0.160 pitch_loss 0.137 duration_loss 0.024 val_loss 3.300 val_pitch_loss 2.924 val_duration_loss 0.375 0:08:55.105569
258/800 loss 0.162 pitch_loss 0.134 duration_loss 0.028 val_loss 3.324 val_pitch_loss 2.919 val_duration_loss 0.405 0:09:04.221732
259/800 loss 0.148 pitch_loss 0.125 duration_loss 0.024 val_loss 3.382 val_pitch_loss 2.978 val_duration_loss 0.404 0:09:13.399589
260/800 loss 0.161 pitch_loss 0.134 duration_loss 0.028 val_loss 3.350 val_pitch_loss 2.949 val_duration_loss 0.401 0:09:22.570805
261/800 loss 0.179 pitch_loss 0.149 duration_loss 0.029 val_loss 3.391 val_pitch_loss 2.963 val_duration_loss 0.429 0:09:31.796262
262/800 loss 0.182 pitch_loss 0.151 duration_loss 0.031 val_loss 3.394 val_pitch_loss 2.986 val_duration_loss 0.408 0:09:40.919630
263/800 loss 0.188 pitch_loss 0.157 duration_loss 0.030 val_loss 3.257 val_pitch_loss 2.883 val_duration_loss 0.374 0:09:50.024728
264/800 loss 0.157 pitch_loss 0.131 duration_loss 0.026 val_loss 3.439 val_pitch_loss 3.032 val_duration_loss 0.407 0:09:59.212349
265/800 loss 0.145 pitch_loss 0.124 duration_loss 0.021 val_loss 3.378 val_pitch_loss 2.940 val_duration_loss 0.438 0:10:08.416882
266/800 loss 0.156 pitch_loss 0.131 duration_loss 0.025 val_loss 3.392 val_pitch_loss 2.998 val_duration_loss 0.394 0:10:17.587811
267/800 loss 0.171 pitch_loss 0.141 duration_loss 0.030 val_loss 3.482 val_pitch_loss 3.074 val_duration_loss 0.407 0:10:26.842716
268/800 loss 0.176 pitch_loss 0.145 duration_loss 0.031 val_loss 3.385 val_pitch_loss 3.001 val_duration_loss 0.384 0:10:36.204681
269/800 loss 0.166 pitch_loss 0.139 duration_loss 0.027 val_loss 3.375 val_pitch_loss 2.970 val_duration_loss 0.405 0:10:45.392635
270/800 loss 0.154 pitch_loss 0.127 duration_loss 0.027 val_loss 3.399 val_pitch_loss 3.011 val_duration_loss 0.388 0:10:54.505540
271/800 loss 0.179 pitch_loss 0.146 duration_loss 0.033 val_loss 3.391 val_pitch_loss 2.961 val_duration_loss 0.430 0:11:03.677807
272/800 loss 0.184 pitch_loss 0.156 duration_loss 0.029 val_loss 3.419 val_pitch_loss 3.000 val_duration_loss 0.419 0:11:12.807961
273/800 loss 0.170 pitch_loss 0.143 duration_loss 0.026 val_loss 3.328 val_pitch_loss 2.931 val_duration_loss 0.397 0:11:22.031694
274/800 loss 0.167 pitch_loss 0.139 duration_loss 0.028 val_loss 3.380 val_pitch_loss 3.003 val_duration_loss 0.377 0:11:31.325908
275/800 loss 0.170 pitch_loss 0.140 duration_loss 0.029 val_loss 3.430 val_pitch_loss 3.014 val_duration_loss 0.416 0:11:40.483598
276/800 loss 0.154 pitch_loss 0.129 duration_loss 0.025 val_loss 3.378 val_pitch_loss 2.960 val_duration_loss 0.418 0:11:49.734222
277/800 loss 0.190 pitch_loss 0.158 duration_loss 0.033 val_loss 3.356 val_pitch_loss 2.979 val_duration_loss 0.377 0:11:58.854603
278/800 loss 0.173 pitch_loss 0.145 duration_loss 0.028 val_loss 3.333 val_pitch_loss 2.928 val_duration_loss 0.405 0:12:07.948523
279/800 loss 0.172 pitch_loss 0.142 duration_loss 0.030 val_loss 3.237 val_pitch_loss 2.849 val_duration_loss 0.389 0:12:17.126345
280/800 loss 0.172 pitch_loss 0.143 duration_loss 0.029 val_loss 3.369 val_pitch_loss 2.971 val_duration_loss 0.397 0:12:26.212672
281/800 loss 0.167 pitch_loss 0.137 duration_loss 0.030 val_loss 3.301 val_pitch_loss 2.882 val_duration_loss 0.419 0:12:35.449913
282/800 loss 0.156 pitch_loss 0.130 duration_loss 0.026 val_loss 3.359 val_pitch_loss 2.917 val_duration_loss 0.442 0:12:44.695254
283/800 loss 0.152 pitch_loss 0.126 duration_loss 0.027 val_loss 3.360 val_pitch_loss 2.915 val_duration_loss 0.445 0:12:53.826903
284/800 loss 0.174 pitch_loss 0.144 duration_loss 0.030 val_loss 3.385 val_pitch_loss 2.952 val_duration_loss 0.433 0:13:02.996227
285/800 loss 0.171 pitch_loss 0.142 duration_loss 0.029 val_loss 3.308 val_pitch_loss 2.909 val_duration_loss 0.399 0:13:12.163394
286/800 loss 0.181 pitch_loss 0.150 duration_loss 0.031 val_loss 3.373 val_pitch_loss 2.956 val_duration_loss 0.417 0:13:21.416166
287/800 loss 0.169 pitch_loss 0.141 duration_loss 0.028 val_loss 3.425 val_pitch_loss 2.994 val_duration_loss 0.431 0:13:30.672233
288/800 loss 0.156 pitch_loss 0.129 duration_loss 0.028 val_loss 3.350 val_pitch_loss 2.923 val_duration_loss 0.427 0:13:39.852225
289/800 loss 0.178 pitch_loss 0.147 duration_loss 0.031 val_loss 3.389 val_pitch_loss 2.971 val_duration_loss 0.418 0:13:49.028654
290/800 loss 0.168 pitch_loss 0.139 duration_loss 0.029 val_loss 3.366 val_pitch_loss 2.927 val_duration_loss 0.439 0:13:58.144997
291/800 loss 0.146 pitch_loss 0.121 duration_loss 0.025 val_loss 3.420 val_pitch_loss 3.007 val_duration_loss 0.413 0:14:07.375384
292/800 loss 0.162 pitch_loss 0.136 duration_loss 0.026 val_loss 3.436 val_pitch_loss 3.013 val_duration_loss 0.423 0:14:16.548673
293/800 loss 0.160 pitch_loss 0.132 duration_loss 0.029 val_loss 3.409 val_pitch_loss 3.016 val_duration_loss 0.393 0:14:25.637780
294/800 loss 0.153 pitch_loss 0.129 duration_loss 0.024 val_loss 3.371 val_pitch_loss 2.989 val_duration_loss 0.382 0:14:34.813299
295/800 loss 0.162 pitch_loss 0.137 duration_loss 0.025 val_loss 3.339 val_pitch_loss 2.963 val_duration_loss 0.376 0:14:43.972274
296/800 loss 0.161 pitch_loss 0.135 duration_loss 0.026 val_loss 3.324 val_pitch_loss 2.982 val_duration_loss 0.343 0:14:53.187780
297/800 loss 0.178 pitch_loss 0.150 duration_loss 0.028 val_loss 3.388 val_pitch_loss 3.010 val_duration_loss 0.378 0:15:02.331815
298/800 loss 0.187 pitch_loss 0.155 duration_loss 0.033 val_loss 3.417 val_pitch_loss 3.004 val_duration_loss 0.413 0:15:11.555089
299/800 loss 0.161 pitch_loss 0.134 duration_loss 0.027 val_loss 3.311 val_pitch_loss 2.933 val_duration_loss 0.378 0:15:20.805798
300/800 loss 0.164 pitch_loss 0.137 duration_loss 0.027 val_loss 3.413 val_pitch_loss 3.016 val_duration_loss 0.397 0:15:30.424862
301/800 loss 0.176 pitch_loss 0.143 duration_loss 0.032 val_loss 3.398 val_pitch_loss 2.996 val_duration_loss 0.403 0:15:43.717100
302/800 loss 0.190 pitch_loss 0.157 duration_loss 0.034 val_loss 3.417 val_pitch_loss 3.018 val_duration_loss 0.399 0:15:52.875359
303/800 loss 0.166 pitch_loss 0.139 duration_loss 0.027 val_loss 3.352 val_pitch_loss 2.966 val_duration_loss 0.387 0:16:02.265954
304/800 loss 0.140 pitch_loss 0.117 duration_loss 0.022 val_loss 3.369 val_pitch_loss 3.001 val_duration_loss 0.368 0:16:11.450236
305/800 loss 0.135 pitch_loss 0.111 duration_loss 0.024 val_loss 3.481 val_pitch_loss 3.096 val_duration_loss 0.385 0:16:20.593211
306/800 loss 0.165 pitch_loss 0.135 duration_loss 0.031 val_loss 3.458 val_pitch_loss 3.045 val_duration_loss 0.413 0:16:29.691330
307/800 loss 0.180 pitch_loss 0.153 duration_loss 0.027 val_loss 3.362 val_pitch_loss 2.951 val_duration_loss 0.411 0:16:38.889749
308/800 loss 0.191 pitch_loss 0.160 duration_loss 0.032 val_loss 3.420 val_pitch_loss 2.989 val_duration_loss 0.432 0:16:48.007238
309/800 loss 0.170 pitch_loss 0.142 duration_loss 0.028 val_loss 3.457 val_pitch_loss 3.054 val_duration_loss 0.404 0:16:57.172705
310/800 loss 0.157 pitch_loss 0.129 duration_loss 0.028 val_loss 3.450 val_pitch_loss 3.047 val_duration_loss 0.403 0:17:06.320705
311/800 loss 0.151 pitch_loss 0.125 duration_loss 0.026 val_loss 3.353 val_pitch_loss 2.981 val_duration_loss 0.372 0:17:15.525665
312/800 loss 0.164 pitch_loss 0.137 duration_loss 0.027 val_loss 3.331 val_pitch_loss 2.985 val_duration_loss 0.346 0:17:24.707373
313/800 loss 0.179 pitch_loss 0.151 duration_loss 0.029 val_loss 3.315 val_pitch_loss 2.938 val_duration_loss 0.377 0:17:33.794048
314/800 loss 0.176 pitch_loss 0.148 duration_loss 0.028 val_loss 3.358 val_pitch_loss 2.978 val_duration_loss 0.380 0:17:43.088873
315/800 loss 0.158 pitch_loss 0.130 duration_loss 0.028 val_loss 3.410 val_pitch_loss 3.004 val_duration_loss 0.405 0:17:52.218655
316/800 loss 0.157 pitch_loss 0.130 duration_loss 0.027 val_loss 3.362 val_pitch_loss 2.940 val_duration_loss 0.421 0:18:01.341185
317/800 loss 0.160 pitch_loss 0.133 duration_loss 0.026 val_loss 3.430 val_pitch_loss 3.003 val_duration_loss 0.427 0:18:10.447050
318/800 loss 0.195 pitch_loss 0.159 duration_loss 0.036 val_loss 3.401 val_pitch_loss 2.988 val_duration_loss 0.413 0:18:19.513191
319/800 loss 0.173 pitch_loss 0.145 duration_loss 0.028 val_loss 3.359 val_pitch_loss 2.954 val_duration_loss 0.405 0:18:28.667735
320/800 loss 0.177 pitch_loss 0.145 duration_loss 0.032 val_loss 3.378 val_pitch_loss 3.006 val_duration_loss 0.372 0:18:37.777851
321/800 loss 0.141 pitch_loss 0.117 duration_loss 0.024 val_loss 3.398 val_pitch_loss 3.033 val_duration_loss 0.364 0:18:46.941728
322/800 loss 0.125 pitch_loss 0.103 duration_loss 0.022 val_loss 3.471 val_pitch_loss 3.038 val_duration_loss 0.434 0:18:56.099270
323/800 loss 0.151 pitch_loss 0.124 duration_loss 0.027 val_loss 3.548 val_pitch_loss 3.102 val_duration_loss 0.446 0:19:05.226480
324/800 loss 0.176 pitch_loss 0.144 duration_loss 0.031 val_loss 3.454 val_pitch_loss 3.048 val_duration_loss 0.406 0:19:14.553743
325/800 loss 0.187 pitch_loss 0.154 duration_loss 0.033 val_loss 3.431 val_pitch_loss 3.040 val_duration_loss 0.391 0:19:23.746972
326/800 loss 0.167 pitch_loss 0.137 duration_loss 0.030 val_loss 3.463 val_pitch_loss 3.019 val_duration_loss 0.445 0:19:32.949196
327/800 loss 0.157 pitch_loss 0.131 duration_loss 0.026 val_loss 3.387 val_pitch_loss 2.967 val_duration_loss 0.420 0:19:42.493709
328/800 loss 0.153 pitch_loss 0.128 duration_loss 0.026 val_loss 3.397 val_pitch_loss 2.983 val_duration_loss 0.415 0:19:51.685032
329/800 loss 0.157 pitch_loss 0.131 duration_loss 0.026 val_loss 3.451 val_pitch_loss 3.024 val_duration_loss 0.427 0:20:00.891981
330/800 loss 0.147 pitch_loss 0.122 duration_loss 0.024 val_loss 3.407 val_pitch_loss 2.975 val_duration_loss 0.432 0:20:10.077866
331/800 loss 0.155 pitch_loss 0.129 duration_loss 0.026 val_loss 3.463 val_pitch_loss 3.026 val_duration_loss 0.437 0:20:19.253542
332/800 loss 0.168 pitch_loss 0.142 duration_loss 0.026 val_loss 3.382 val_pitch_loss 2.943 val_duration_loss 0.439 0:20:28.575711
333/800 loss 0.156 pitch_loss 0.129 duration_loss 0.027 val_loss 3.427 val_pitch_loss 2.992 val_duration_loss 0.435 0:20:37.753478
334/800 loss 0.164 pitch_loss 0.137 duration_loss 0.027 val_loss 3.466 val_pitch_loss 3.048 val_duration_loss 0.418 0:20:47.004267
335/800 loss 0.166 pitch_loss 0.139 duration_loss 0.027 val_loss 3.389 val_pitch_loss 2.974 val_duration_loss 0.415 0:20:56.187641
336/800 loss 0.163 pitch_loss 0.135 duration_loss 0.028 val_loss 3.354 val_pitch_loss 2.936 val_duration_loss 0.418 0:21:05.306365
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339/800 loss 0.179 pitch_loss 0.153 duration_loss 0.026 val_loss 3.382 val_pitch_loss 2.969 val_duration_loss 0.413 0:21:32.970170
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342/800 loss 0.175 pitch_loss 0.146 duration_loss 0.029 val_loss 3.389 val_pitch_loss 3.001 val_duration_loss 0.388 0:22:00.402771
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346/800 loss 0.162 pitch_loss 0.134 duration_loss 0.028 val_loss 3.409 val_pitch_loss 2.999 val_duration_loss 0.410 0:22:36.994751
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365/800 loss 0.152 pitch_loss 0.126 duration_loss 0.026 val_loss 3.479 val_pitch_loss 3.053 val_duration_loss 0.426 0:25:32.985748
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368/800 loss 0.189 pitch_loss 0.156 duration_loss 0.033 val_loss 3.491 val_pitch_loss 3.053 val_duration_loss 0.438 0:26:00.305309
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371/800 loss 0.150 pitch_loss 0.126 duration_loss 0.024 val_loss 3.490 val_pitch_loss 3.059 val_duration_loss 0.431 0:26:27.411339
372/800 loss 0.168 pitch_loss 0.141 duration_loss 0.027 val_loss 3.435 val_pitch_loss 3.039 val_duration_loss 0.396 0:26:37.135064
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375/800 loss 0.155 pitch_loss 0.130 duration_loss 0.025 val_loss 3.472 val_pitch_loss 3.046 val_duration_loss 0.426 0:27:18.459802
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377/800 loss 0.164 pitch_loss 0.136 duration_loss 0.029 val_loss 3.415 val_pitch_loss 3.034 val_duration_loss 0.381 0:27:37.167331
378/800 loss 0.171 pitch_loss 0.139 duration_loss 0.032 val_loss 3.370 val_pitch_loss 2.969 val_duration_loss 0.402 0:27:46.434106
379/800 loss 0.185 pitch_loss 0.154 duration_loss 0.032 val_loss 3.382 val_pitch_loss 2.984 val_duration_loss 0.398 0:27:55.648515
380/800 loss 0.159 pitch_loss 0.134 duration_loss 0.025 val_loss 3.493 val_pitch_loss 3.101 val_duration_loss 0.391 0:28:04.799484
381/800 loss 0.179 pitch_loss 0.151 duration_loss 0.028 val_loss 3.539 val_pitch_loss 3.100 val_duration_loss 0.439 0:28:13.668579
382/800 loss 0.157 pitch_loss 0.132 duration_loss 0.025 val_loss 3.418 val_pitch_loss 3.021 val_duration_loss 0.397 0:28:22.659816
383/800 loss 0.155 pitch_loss 0.129 duration_loss 0.026 val_loss 3.483 val_pitch_loss 3.057 val_duration_loss 0.426 0:28:31.298734
384/800 loss 0.140 pitch_loss 0.114 duration_loss 0.026 val_loss 3.442 val_pitch_loss 3.040 val_duration_loss 0.402 0:28:39.783454
385/800 loss 0.165 pitch_loss 0.135 duration_loss 0.030 val_loss 3.538 val_pitch_loss 3.156 val_duration_loss 0.382 0:28:48.404947
386/800 loss 0.167 pitch_loss 0.140 duration_loss 0.027 val_loss 3.573 val_pitch_loss 3.145 val_duration_loss 0.427 0:28:57.813082
387/800 loss 0.162 pitch_loss 0.134 duration_loss 0.028 val_loss 3.571 val_pitch_loss 3.127 val_duration_loss 0.445 0:29:07.180441
388/800 loss 0.179 pitch_loss 0.148 duration_loss 0.031 val_loss 3.483 val_pitch_loss 3.096 val_duration_loss 0.387 0:29:15.746764
389/800 loss 0.190 pitch_loss 0.156 duration_loss 0.034 val_loss 3.473 val_pitch_loss 3.061 val_duration_loss 0.411 0:29:24.243831
390/800 loss 0.179 pitch_loss 0.148 duration_loss 0.031 val_loss 3.492 val_pitch_loss 3.090 val_duration_loss 0.402 0:29:32.606849
391/800 loss 0.167 pitch_loss 0.139 duration_loss 0.029 val_loss 3.525 val_pitch_loss 3.091 val_duration_loss 0.434 0:29:40.995315
392/800 loss 0.186 pitch_loss 0.157 duration_loss 0.030 val_loss 3.644 val_pitch_loss 3.220 val_duration_loss 0.425 0:29:49.443454
393/800 loss 0.181 pitch_loss 0.149 duration_loss 0.032 val_loss 3.511 val_pitch_loss 3.085 val_duration_loss 0.426 0:29:58.104774
394/800 loss 0.191 pitch_loss 0.159 duration_loss 0.031 val_loss 3.478 val_pitch_loss 3.080 val_duration_loss 0.397 0:30:06.538732
395/800 loss 0.166 pitch_loss 0.137 duration_loss 0.029 val_loss 3.421 val_pitch_loss 3.042 val_duration_loss 0.380 0:30:14.910258
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397/800 loss 0.144 pitch_loss 0.121 duration_loss 0.024 val_loss 3.432 val_pitch_loss 3.050 val_duration_loss 0.382 0:30:32.899056
398/800 loss 0.150 pitch_loss 0.125 duration_loss 0.025 val_loss 3.492 val_pitch_loss 3.094 val_duration_loss 0.398 0:30:41.574286
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400/800 loss 0.203 pitch_loss 0.170 duration_loss 0.033 val_loss 3.583 val_pitch_loss 3.119 val_duration_loss 0.464 0:30:59.011096
401/800 loss 0.217 pitch_loss 0.178 duration_loss 0.039 val_loss 3.450 val_pitch_loss 3.024 val_duration_loss 0.426 0:31:08.835458
402/800 loss 0.192 pitch_loss 0.158 duration_loss 0.034 val_loss 3.462 val_pitch_loss 2.994 val_duration_loss 0.468 0:31:17.532064
403/800 loss 0.164 pitch_loss 0.133 duration_loss 0.031 val_loss 3.448 val_pitch_loss 3.006 val_duration_loss 0.442 0:31:26.255255
404/800 loss 0.145 pitch_loss 0.120 duration_loss 0.025 val_loss 3.435 val_pitch_loss 3.007 val_duration_loss 0.428 0:31:34.724461
405/800 loss 0.143 pitch_loss 0.119 duration_loss 0.025 val_loss 3.408 val_pitch_loss 2.958 val_duration_loss 0.450 0:31:43.014450
406/800 loss 0.143 pitch_loss 0.117 duration_loss 0.027 val_loss 3.445 val_pitch_loss 3.025 val_duration_loss 0.421 0:31:51.583865
407/800 loss 0.146 pitch_loss 0.121 duration_loss 0.025 val_loss 3.338 val_pitch_loss 2.892 val_duration_loss 0.446 0:32:00.035367
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409/800 loss 0.165 pitch_loss 0.138 duration_loss 0.027 val_loss 3.492 val_pitch_loss 3.027 val_duration_loss 0.465 0:32:16.669618
410/800 loss 0.172 pitch_loss 0.143 duration_loss 0.029 val_loss 3.460 val_pitch_loss 3.017 val_duration_loss 0.443 0:32:24.862866
411/800 loss 0.199 pitch_loss 0.164 duration_loss 0.035 val_loss 3.475 val_pitch_loss 3.045 val_duration_loss 0.430 0:32:33.244845
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413/800 loss 0.148 pitch_loss 0.122 duration_loss 0.026 val_loss 3.426 val_pitch_loss 3.011 val_duration_loss 0.414 0:32:49.869667
414/800 loss 0.151 pitch_loss 0.127 duration_loss 0.024 val_loss 3.423 val_pitch_loss 3.012 val_duration_loss 0.411 0:32:58.297578
415/800 loss 0.164 pitch_loss 0.137 duration_loss 0.027 val_loss 3.478 val_pitch_loss 3.033 val_duration_loss 0.445 0:33:06.644655
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417/800 loss 0.161 pitch_loss 0.134 duration_loss 0.027 val_loss 3.487 val_pitch_loss 3.050 val_duration_loss 0.438 0:33:23.881667
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419/800 loss 0.179 pitch_loss 0.145 duration_loss 0.034 val_loss 3.423 val_pitch_loss 3.010 val_duration_loss 0.413 0:33:41.124008
420/800 loss 0.166 pitch_loss 0.137 duration_loss 0.029 val_loss 3.414 val_pitch_loss 2.981 val_duration_loss 0.433 0:33:49.631588
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431/800 loss 0.153 pitch_loss 0.128 duration_loss 0.025 val_loss 3.493 val_pitch_loss 3.046 val_duration_loss 0.447 0:35:25.800864
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435/800 loss 0.170 pitch_loss 0.141 duration_loss 0.029 val_loss 3.567 val_pitch_loss 3.094 val_duration_loss 0.473 0:36:02.247153
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457/800 loss 0.200 pitch_loss 0.163 duration_loss 0.038 val_loss 3.480 val_pitch_loss 3.047 val_duration_loss 0.433 0:39:29.945727
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461/800 loss 0.162 pitch_loss 0.135 duration_loss 0.027 val_loss 3.500 val_pitch_loss 3.102 val_duration_loss 0.398 0:40:03.517785
462/800 loss 0.166 pitch_loss 0.137 duration_loss 0.029 val_loss 3.441 val_pitch_loss 2.995 val_duration_loss 0.446 0:40:11.839599
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464/800 loss 0.153 pitch_loss 0.128 duration_loss 0.025 val_loss 3.463 val_pitch_loss 3.059 val_duration_loss 0.405 0:40:31.044521
465/800 loss 0.163 pitch_loss 0.135 duration_loss 0.028 val_loss 3.437 val_pitch_loss 3.039 val_duration_loss 0.398 0:40:39.432696
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467/800 loss 0.173 pitch_loss 0.145 duration_loss 0.028 val_loss 3.584 val_pitch_loss 3.123 val_duration_loss 0.461 0:40:56.061066
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470/800 loss 0.185 pitch_loss 0.153 duration_loss 0.032 val_loss 3.557 val_pitch_loss 3.109 val_duration_loss 0.448 0:41:21.767701
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472/800 loss 0.163 pitch_loss 0.136 duration_loss 0.028 val_loss 3.498 val_pitch_loss 3.071 val_duration_loss 0.426 0:41:46.274749
473/800 loss 0.151 pitch_loss 0.124 duration_loss 0.026 val_loss 3.496 val_pitch_loss 3.082 val_duration_loss 0.414 0:41:55.426590
474/800 loss 0.154 pitch_loss 0.126 duration_loss 0.028 val_loss 3.603 val_pitch_loss 3.120 val_duration_loss 0.483 0:42:05.051154
475/800 loss 0.180 pitch_loss 0.147 duration_loss 0.033 val_loss 3.506 val_pitch_loss 3.081 val_duration_loss 0.426 0:42:14.390145
476/800 loss 0.182 pitch_loss 0.151 duration_loss 0.031 val_loss 3.532 val_pitch_loss 3.095 val_duration_loss 0.438 0:42:23.776184
477/800 loss 0.150 pitch_loss 0.126 duration_loss 0.024 val_loss 3.509 val_pitch_loss 3.041 val_duration_loss 0.468 0:42:33.225789
478/800 loss 0.162 pitch_loss 0.132 duration_loss 0.030 val_loss 3.543 val_pitch_loss 3.124 val_duration_loss 0.419 0:42:42.290592
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482/800 loss 0.177 pitch_loss 0.146 duration_loss 0.031 val_loss 3.621 val_pitch_loss 3.146 val_duration_loss 0.475 0:43:18.697178
483/800 loss 0.163 pitch_loss 0.133 duration_loss 0.029 val_loss 3.579 val_pitch_loss 3.140 val_duration_loss 0.439 0:43:27.839390
484/800 loss 0.189 pitch_loss 0.156 duration_loss 0.033 val_loss 3.609 val_pitch_loss 3.150 val_duration_loss 0.459 0:43:36.875581
485/800 loss 0.173 pitch_loss 0.142 duration_loss 0.031 val_loss 3.534 val_pitch_loss 3.101 val_duration_loss 0.433 0:43:46.188093
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487/800 loss 0.149 pitch_loss 0.124 duration_loss 0.025 val_loss 3.499 val_pitch_loss 3.060 val_duration_loss 0.440 0:44:03.486023
488/800 loss 0.164 pitch_loss 0.135 duration_loss 0.028 val_loss 3.573 val_pitch_loss 3.115 val_duration_loss 0.458 0:44:11.828601
489/800 loss 0.166 pitch_loss 0.140 duration_loss 0.027 val_loss 3.517 val_pitch_loss 3.092 val_duration_loss 0.426 0:44:20.183076
490/800 loss 0.184 pitch_loss 0.154 duration_loss 0.030 val_loss 3.620 val_pitch_loss 3.193 val_duration_loss 0.427 0:44:28.602651
491/800 loss 0.162 pitch_loss 0.133 duration_loss 0.029 val_loss 3.572 val_pitch_loss 3.135 val_duration_loss 0.437 0:44:36.975241
492/800 loss 0.158 pitch_loss 0.131 duration_loss 0.027 val_loss 3.495 val_pitch_loss 3.064 val_duration_loss 0.431 0:44:45.536213
493/800 loss 0.156 pitch_loss 0.129 duration_loss 0.027 val_loss 3.498 val_pitch_loss 3.091 val_duration_loss 0.408 0:44:53.968375
494/800 loss 0.161 pitch_loss 0.136 duration_loss 0.025 val_loss 3.488 val_pitch_loss 3.081 val_duration_loss 0.407 0:45:02.387202
495/800 loss 0.180 pitch_loss 0.147 duration_loss 0.032 val_loss 3.544 val_pitch_loss 3.094 val_duration_loss 0.450 0:45:10.939370
496/800 loss 0.185 pitch_loss 0.154 duration_loss 0.031 val_loss 3.440 val_pitch_loss 3.024 val_duration_loss 0.416 0:45:19.436872
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498/800 loss 0.151 pitch_loss 0.127 duration_loss 0.024 val_loss 3.459 val_pitch_loss 3.002 val_duration_loss 0.457 0:45:36.594763
499/800 loss 0.129 pitch_loss 0.107 duration_loss 0.022 val_loss 3.497 val_pitch_loss 3.062 val_duration_loss 0.435 0:45:45.128453
500/800 loss 0.152 pitch_loss 0.127 duration_loss 0.025 val_loss 3.503 val_pitch_loss 3.072 val_duration_loss 0.430 0:45:53.551055
501/800 loss 0.167 pitch_loss 0.137 duration_loss 0.030 val_loss 3.571 val_pitch_loss 3.144 val_duration_loss 0.428 0:46:03.450443
502/800 loss 0.180 pitch_loss 0.147 duration_loss 0.033 val_loss 3.575 val_pitch_loss 3.149 val_duration_loss 0.426 0:46:11.944843
503/800 loss 0.169 pitch_loss 0.138 duration_loss 0.031 val_loss 3.589 val_pitch_loss 3.150 val_duration_loss 0.439 0:46:20.299695
504/800 loss 0.181 pitch_loss 0.151 duration_loss 0.030 val_loss 3.632 val_pitch_loss 3.160 val_duration_loss 0.472 0:46:28.648698
505/800 loss 0.181 pitch_loss 0.152 duration_loss 0.029 val_loss 3.560 val_pitch_loss 3.087 val_duration_loss 0.473 0:46:37.370728
506/800 loss 0.181 pitch_loss 0.150 duration_loss 0.031 val_loss 3.575 val_pitch_loss 3.131 val_duration_loss 0.444 0:46:52.794076
507/800 loss 0.197 pitch_loss 0.163 duration_loss 0.035 val_loss 3.583 val_pitch_loss 3.139 val_duration_loss 0.444 0:47:01.938444
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509/800 loss 0.137 pitch_loss 0.112 duration_loss 0.025 val_loss 3.523 val_pitch_loss 3.059 val_duration_loss 0.464 0:47:24.885327
510/800 loss 0.150 pitch_loss 0.123 duration_loss 0.027 val_loss 3.527 val_pitch_loss 3.087 val_duration_loss 0.440 0:47:34.008166
511/800 loss 0.173 pitch_loss 0.140 duration_loss 0.033 val_loss 3.530 val_pitch_loss 3.049 val_duration_loss 0.481 0:47:43.385117
512/800 loss 0.181 pitch_loss 0.152 duration_loss 0.029 val_loss 3.481 val_pitch_loss 3.033 val_duration_loss 0.448 0:47:53.003100
513/800 loss 0.176 pitch_loss 0.145 duration_loss 0.031 val_loss 3.538 val_pitch_loss 3.065 val_duration_loss 0.474 0:48:02.965391
514/800 loss 0.196 pitch_loss 0.161 duration_loss 0.035 val_loss 3.525 val_pitch_loss 3.052 val_duration_loss 0.473 0:48:12.258002
515/800 loss 0.174 pitch_loss 0.142 duration_loss 0.032 val_loss 3.565 val_pitch_loss 3.115 val_duration_loss 0.451 0:48:21.297861
516/800 loss 0.167 pitch_loss 0.139 duration_loss 0.028 val_loss 3.541 val_pitch_loss 3.082 val_duration_loss 0.459 0:48:30.455882
517/800 loss 0.164 pitch_loss 0.134 duration_loss 0.031 val_loss 3.582 val_pitch_loss 3.096 val_duration_loss 0.486 0:48:39.657442
518/800 loss 0.169 pitch_loss 0.140 duration_loss 0.030 val_loss 3.662 val_pitch_loss 3.168 val_duration_loss 0.494 0:48:48.770173
519/800 loss 0.173 pitch_loss 0.141 duration_loss 0.032 val_loss 3.588 val_pitch_loss 3.140 val_duration_loss 0.448 0:48:57.935153
520/800 loss 0.183 pitch_loss 0.151 duration_loss 0.032 val_loss 3.521 val_pitch_loss 3.107 val_duration_loss 0.413 0:49:06.945305
521/800 loss 0.208 pitch_loss 0.177 duration_loss 0.031 val_loss 3.579 val_pitch_loss 3.130 val_duration_loss 0.449 0:49:16.051125
522/800 loss 0.192 pitch_loss 0.161 duration_loss 0.030 val_loss 3.637 val_pitch_loss 3.208 val_duration_loss 0.428 0:49:25.255414
523/800 loss 0.178 pitch_loss 0.148 duration_loss 0.031 val_loss 3.604 val_pitch_loss 3.164 val_duration_loss 0.439 0:49:34.789965
524/800 loss 0.174 pitch_loss 0.142 duration_loss 0.032 val_loss 3.669 val_pitch_loss 3.235 val_duration_loss 0.434 0:49:44.307873
525/800 loss 0.180 pitch_loss 0.148 duration_loss 0.032 val_loss 3.572 val_pitch_loss 3.109 val_duration_loss 0.462 0:49:54.761988
526/800 loss 0.181 pitch_loss 0.148 duration_loss 0.034 val_loss 3.677 val_pitch_loss 3.225 val_duration_loss 0.452 0:50:05.404800
527/800 loss 0.173 pitch_loss 0.142 duration_loss 0.031 val_loss 3.522 val_pitch_loss 3.018 val_duration_loss 0.504 0:50:14.616221
528/800 loss 0.166 pitch_loss 0.135 duration_loss 0.031 val_loss 3.545 val_pitch_loss 3.084 val_duration_loss 0.461 0:50:23.686065
529/800 loss 0.158 pitch_loss 0.130 duration_loss 0.028 val_loss 3.643 val_pitch_loss 3.196 val_duration_loss 0.446 0:50:33.344455
530/800 loss 0.152 pitch_loss 0.125 duration_loss 0.027 val_loss 3.519 val_pitch_loss 3.062 val_duration_loss 0.457 0:50:42.535284
531/800 loss 0.161 pitch_loss 0.131 duration_loss 0.030 val_loss 3.565 val_pitch_loss 3.127 val_duration_loss 0.438 0:50:51.617075
532/800 loss 0.161 pitch_loss 0.134 duration_loss 0.027 val_loss 3.508 val_pitch_loss 3.056 val_duration_loss 0.452 0:51:01.139665
533/800 loss 0.172 pitch_loss 0.142 duration_loss 0.029 val_loss 3.607 val_pitch_loss 3.131 val_duration_loss 0.476 0:51:10.781575
534/800 loss 0.174 pitch_loss 0.144 duration_loss 0.030 val_loss 3.524 val_pitch_loss 3.070 val_duration_loss 0.453 0:51:20.383568
535/800 loss 0.177 pitch_loss 0.147 duration_loss 0.030 val_loss 3.595 val_pitch_loss 3.151 val_duration_loss 0.444 0:51:30.408923
536/800 loss 0.175 pitch_loss 0.146 duration_loss 0.028 val_loss 3.587 val_pitch_loss 3.137 val_duration_loss 0.450 0:51:39.558446
537/800 loss 0.182 pitch_loss 0.153 duration_loss 0.029 val_loss 3.623 val_pitch_loss 3.151 val_duration_loss 0.472 0:51:48.021667
538/800 loss 0.184 pitch_loss 0.149 duration_loss 0.035 val_loss 3.553 val_pitch_loss 3.104 val_duration_loss 0.449 0:51:56.478869
539/800 loss 0.190 pitch_loss 0.156 duration_loss 0.034 val_loss 3.601 val_pitch_loss 3.144 val_duration_loss 0.457 0:52:05.207518
540/800 loss 0.177 pitch_loss 0.144 duration_loss 0.033 val_loss 3.616 val_pitch_loss 3.170 val_duration_loss 0.445 0:52:14.280602
541/800 loss 0.175 pitch_loss 0.142 duration_loss 0.033 val_loss 3.549 val_pitch_loss 3.140 val_duration_loss 0.409 0:52:22.768082
542/800 loss 0.180 pitch_loss 0.150 duration_loss 0.030 val_loss 3.703 val_pitch_loss 3.288 val_duration_loss 0.415 0:52:31.049065
543/800 loss 0.184 pitch_loss 0.153 duration_loss 0.032 val_loss 3.609 val_pitch_loss 3.196 val_duration_loss 0.413 0:52:39.674903
544/800 loss 0.189 pitch_loss 0.154 duration_loss 0.034 val_loss 3.691 val_pitch_loss 3.243 val_duration_loss 0.447 0:52:48.688007
545/800 loss 0.182 pitch_loss 0.148 duration_loss 0.034 val_loss 3.624 val_pitch_loss 3.218 val_duration_loss 0.405 0:52:57.337870
546/800 loss 0.179 pitch_loss 0.148 duration_loss 0.031 val_loss 3.695 val_pitch_loss 3.259 val_duration_loss 0.437 0:53:05.916188
547/800 loss 0.193 pitch_loss 0.161 duration_loss 0.032 val_loss 3.790 val_pitch_loss 3.323 val_duration_loss 0.467 0:53:14.870063
548/800 loss 0.196 pitch_loss 0.160 duration_loss 0.036 val_loss 3.699 val_pitch_loss 3.246 val_duration_loss 0.452 0:53:23.511524
549/800 loss 0.176 pitch_loss 0.145 duration_loss 0.031 val_loss 3.688 val_pitch_loss 3.198 val_duration_loss 0.491 0:53:32.169747
550/800 loss 0.164 pitch_loss 0.133 duration_loss 0.030 val_loss 3.597 val_pitch_loss 3.151 val_duration_loss 0.446 0:53:40.833654
551/800 loss 0.171 pitch_loss 0.139 duration_loss 0.032 val_loss 3.662 val_pitch_loss 3.187 val_duration_loss 0.475 0:53:50.258584
552/800 loss 0.157 pitch_loss 0.127 duration_loss 0.030 val_loss 3.734 val_pitch_loss 3.246 val_duration_loss 0.489 0:53:58.582003
553/800 loss 0.170 pitch_loss 0.139 duration_loss 0.031 val_loss 3.495 val_pitch_loss 3.036 val_duration_loss 0.460 0:54:06.811217
554/800 loss 0.155 pitch_loss 0.125 duration_loss 0.030 val_loss 3.496 val_pitch_loss 3.006 val_duration_loss 0.490 0:54:15.463014
555/800 loss 0.164 pitch_loss 0.135 duration_loss 0.029 val_loss 3.495 val_pitch_loss 3.033 val_duration_loss 0.462 0:54:23.974218
556/800 loss 0.171 pitch_loss 0.141 duration_loss 0.030 val_loss 3.594 val_pitch_loss 3.116 val_duration_loss 0.478 0:54:32.476951
557/800 loss 0.174 pitch_loss 0.143 duration_loss 0.031 val_loss 3.562 val_pitch_loss 3.111 val_duration_loss 0.451 0:54:40.844228
558/800 loss 0.178 pitch_loss 0.146 duration_loss 0.032 val_loss 3.541 val_pitch_loss 3.087 val_duration_loss 0.454 0:54:49.121850
559/800 loss 0.167 pitch_loss 0.139 duration_loss 0.028 val_loss 3.558 val_pitch_loss 3.128 val_duration_loss 0.430 0:54:57.673397
560/800 loss 0.159 pitch_loss 0.131 duration_loss 0.029 val_loss 3.638 val_pitch_loss 3.152 val_duration_loss 0.486 0:55:06.495411
561/800 loss 0.186 pitch_loss 0.153 duration_loss 0.033 val_loss 3.476 val_pitch_loss 3.033 val_duration_loss 0.443 0:55:16.058813
562/800 loss 0.179 pitch_loss 0.147 duration_loss 0.032 val_loss 3.580 val_pitch_loss 3.133 val_duration_loss 0.447 0:55:24.939824
563/800 loss 0.172 pitch_loss 0.140 duration_loss 0.031 val_loss 3.486 val_pitch_loss 3.065 val_duration_loss 0.421 0:55:33.947870
564/800 loss 0.180 pitch_loss 0.149 duration_loss 0.030 val_loss 3.527 val_pitch_loss 3.089 val_duration_loss 0.439 0:55:42.885235
565/800 loss 0.183 pitch_loss 0.152 duration_loss 0.031 val_loss 3.618 val_pitch_loss 3.177 val_duration_loss 0.441 0:55:51.480774
566/800 loss 0.191 pitch_loss 0.157 duration_loss 0.034 val_loss 3.596 val_pitch_loss 3.134 val_duration_loss 0.462 0:56:00.239996
567/800 loss 0.185 pitch_loss 0.154 duration_loss 0.031 val_loss 3.597 val_pitch_loss 3.153 val_duration_loss 0.445 0:56:08.699372
568/800 loss 0.166 pitch_loss 0.139 duration_loss 0.027 val_loss 3.575 val_pitch_loss 3.131 val_duration_loss 0.444 0:56:17.057114
569/800 loss 0.153 pitch_loss 0.124 duration_loss 0.029 val_loss 3.652 val_pitch_loss 3.216 val_duration_loss 0.436 0:56:25.462240
570/800 loss 0.162 pitch_loss 0.132 duration_loss 0.030 val_loss 3.641 val_pitch_loss 3.210 val_duration_loss 0.431 0:56:33.894390
571/800 loss 0.172 pitch_loss 0.142 duration_loss 0.030 val_loss 3.577 val_pitch_loss 3.180 val_duration_loss 0.396 0:56:42.240044
572/800 loss 0.225 pitch_loss 0.187 duration_loss 0.038 val_loss 3.569 val_pitch_loss 3.148 val_duration_loss 0.421 0:56:50.773424
573/800 loss 0.210 pitch_loss 0.176 duration_loss 0.035 val_loss 3.652 val_pitch_loss 3.247 val_duration_loss 0.404 0:56:59.461653
574/800 loss 0.185 pitch_loss 0.155 duration_loss 0.030 val_loss 3.637 val_pitch_loss 3.209 val_duration_loss 0.428 0:57:08.285049
575/800 loss 0.175 pitch_loss 0.144 duration_loss 0.031 val_loss 3.681 val_pitch_loss 3.218 val_duration_loss 0.463 0:57:16.946351
576/800 loss 0.169 pitch_loss 0.137 duration_loss 0.033 val_loss 3.636 val_pitch_loss 3.209 val_duration_loss 0.426 0:57:32.407448
577/800 loss 0.170 pitch_loss 0.139 duration_loss 0.031 val_loss 3.523 val_pitch_loss 3.109 val_duration_loss 0.414 0:57:41.572984
578/800 loss 0.191 pitch_loss 0.157 duration_loss 0.034 val_loss 3.602 val_pitch_loss 3.158 val_duration_loss 0.444 0:57:50.402032
579/800 loss 0.200 pitch_loss 0.164 duration_loss 0.036 val_loss 3.607 val_pitch_loss 3.160 val_duration_loss 0.447 0:58:03.776946
580/800 loss 0.193 pitch_loss 0.159 duration_loss 0.034 val_loss 3.620 val_pitch_loss 3.161 val_duration_loss 0.459 0:58:13.021608
581/800 loss 0.168 pitch_loss 0.137 duration_loss 0.031 val_loss 3.652 val_pitch_loss 3.174 val_duration_loss 0.478 0:58:22.144447
582/800 loss 0.180 pitch_loss 0.147 duration_loss 0.033 val_loss 3.609 val_pitch_loss 3.141 val_duration_loss 0.468 0:58:31.235685
583/800 loss 0.198 pitch_loss 0.162 duration_loss 0.036 val_loss 3.680 val_pitch_loss 3.224 val_duration_loss 0.456 0:58:40.379631
584/800 loss 0.203 pitch_loss 0.170 duration_loss 0.033 val_loss 3.634 val_pitch_loss 3.204 val_duration_loss 0.430 0:58:49.525674
585/800 loss 0.172 pitch_loss 0.140 duration_loss 0.031 val_loss 3.585 val_pitch_loss 3.151 val_duration_loss 0.434 0:58:57.981916
586/800 loss 0.179 pitch_loss 0.144 duration_loss 0.034 val_loss 3.674 val_pitch_loss 3.215 val_duration_loss 0.459 0:59:06.421161
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588/800 loss 0.191 pitch_loss 0.157 duration_loss 0.034 val_loss 3.559 val_pitch_loss 3.113 val_duration_loss 0.446 0:59:23.301245
589/800 loss 0.166 pitch_loss 0.136 duration_loss 0.030 val_loss 3.571 val_pitch_loss 3.131 val_duration_loss 0.440 0:59:31.679339
590/800 loss 0.181 pitch_loss 0.149 duration_loss 0.031 val_loss 3.505 val_pitch_loss 3.084 val_duration_loss 0.422 0:59:40.180711
591/800 loss 0.175 pitch_loss 0.145 duration_loss 0.030 val_loss 3.632 val_pitch_loss 3.181 val_duration_loss 0.451 0:59:48.578522
592/800 loss 0.195 pitch_loss 0.162 duration_loss 0.033 val_loss 3.563 val_pitch_loss 3.173 val_duration_loss 0.390 0:59:57.115781
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595/800 loss 0.183 pitch_loss 0.153 duration_loss 0.030 val_loss 3.510 val_pitch_loss 3.119 val_duration_loss 0.391 1:00:22.275070
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597/800 loss 0.164 pitch_loss 0.136 duration_loss 0.028 val_loss 3.596 val_pitch_loss 3.175 val_duration_loss 0.421 1:00:39.237850
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599/800 loss 0.193 pitch_loss 0.158 duration_loss 0.035 val_loss 3.526 val_pitch_loss 3.128 val_duration_loss 0.397 1:00:56.285123
600/800 loss 0.175 pitch_loss 0.142 duration_loss 0.033 val_loss 3.651 val_pitch_loss 3.237 val_duration_loss 0.414 1:01:04.776099
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603/800 loss 0.209 pitch_loss 0.174 duration_loss 0.035 val_loss 3.684 val_pitch_loss 3.258 val_duration_loss 0.426 1:01:42.827103
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605/800 loss 0.188 pitch_loss 0.154 duration_loss 0.034 val_loss 3.629 val_pitch_loss 3.185 val_duration_loss 0.444 1:02:00.875605
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609/800 loss 0.182 pitch_loss 0.153 duration_loss 0.029 val_loss 3.677 val_pitch_loss 3.240 val_duration_loss 0.437 1:02:37.183924
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612/800 loss 0.170 pitch_loss 0.139 duration_loss 0.031 val_loss 3.618 val_pitch_loss 3.182 val_duration_loss 0.435 1:03:05.259855
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614/800 loss 0.189 pitch_loss 0.157 duration_loss 0.032 val_loss 3.595 val_pitch_loss 3.142 val_duration_loss 0.453 1:03:23.031476
615/800 loss 0.187 pitch_loss 0.155 duration_loss 0.032 val_loss 3.566 val_pitch_loss 3.150 val_duration_loss 0.416 1:03:31.971029
616/800 loss 0.200 pitch_loss 0.164 duration_loss 0.036 val_loss 3.708 val_pitch_loss 3.246 val_duration_loss 0.462 1:03:40.874506
617/800 loss 0.204 pitch_loss 0.170 duration_loss 0.033 val_loss 3.554 val_pitch_loss 3.113 val_duration_loss 0.441 1:03:49.751553
618/800 loss 0.191 pitch_loss 0.159 duration_loss 0.032 val_loss 3.586 val_pitch_loss 3.164 val_duration_loss 0.422 1:03:58.695894
619/800 loss 0.196 pitch_loss 0.161 duration_loss 0.035 val_loss 3.577 val_pitch_loss 3.156 val_duration_loss 0.421 1:04:07.611361
620/800 loss 0.175 pitch_loss 0.145 duration_loss 0.030 val_loss 3.475 val_pitch_loss 3.051 val_duration_loss 0.424 1:04:16.525057
621/800 loss 0.178 pitch_loss 0.148 duration_loss 0.030 val_loss 3.544 val_pitch_loss 3.141 val_duration_loss 0.404 1:04:25.307627
622/800 loss 0.161 pitch_loss 0.133 duration_loss 0.027 val_loss 3.572 val_pitch_loss 3.129 val_duration_loss 0.443 1:04:34.237947
623/800 loss 0.164 pitch_loss 0.136 duration_loss 0.028 val_loss 3.539 val_pitch_loss 3.123 val_duration_loss 0.416 1:04:43.143282
624/800 loss 0.172 pitch_loss 0.140 duration_loss 0.032 val_loss 3.607 val_pitch_loss 3.167 val_duration_loss 0.440 1:04:52.094809
625/800 loss 0.192 pitch_loss 0.154 duration_loss 0.037 val_loss 3.599 val_pitch_loss 3.180 val_duration_loss 0.419 1:05:00.988051
626/800 loss 0.191 pitch_loss 0.159 duration_loss 0.033 val_loss 3.553 val_pitch_loss 3.135 val_duration_loss 0.418 1:05:09.885570
627/800 loss 0.186 pitch_loss 0.156 duration_loss 0.030 val_loss 3.509 val_pitch_loss 3.100 val_duration_loss 0.409 1:05:18.812054
628/800 loss 0.184 pitch_loss 0.149 duration_loss 0.034 val_loss 3.551 val_pitch_loss 3.157 val_duration_loss 0.394 1:05:28.008874
629/800 loss 0.190 pitch_loss 0.157 duration_loss 0.032 val_loss 3.503 val_pitch_loss 3.091 val_duration_loss 0.412 1:05:36.939691
630/800 loss 0.173 pitch_loss 0.144 duration_loss 0.028 val_loss 3.593 val_pitch_loss 3.173 val_duration_loss 0.420 1:05:45.821779
631/800 loss 0.198 pitch_loss 0.161 duration_loss 0.037 val_loss 3.631 val_pitch_loss 3.215 val_duration_loss 0.417 1:05:54.691554
632/800 loss 0.202 pitch_loss 0.169 duration_loss 0.033 val_loss 3.626 val_pitch_loss 3.184 val_duration_loss 0.443 1:06:03.999071
633/800 loss 0.186 pitch_loss 0.154 duration_loss 0.033 val_loss 3.657 val_pitch_loss 3.224 val_duration_loss 0.433 1:06:12.949017
634/800 loss 0.176 pitch_loss 0.146 duration_loss 0.030 val_loss 3.566 val_pitch_loss 3.130 val_duration_loss 0.436 1:06:21.802971
635/800 loss 0.187 pitch_loss 0.157 duration_loss 0.030 val_loss 3.566 val_pitch_loss 3.120 val_duration_loss 0.446 1:06:30.740559
636/800 loss 0.165 pitch_loss 0.132 duration_loss 0.033 val_loss 3.567 val_pitch_loss 3.131 val_duration_loss 0.436 1:06:39.587832
637/800 loss 0.167 pitch_loss 0.136 duration_loss 0.031 val_loss 3.600 val_pitch_loss 3.183 val_duration_loss 0.416 1:06:48.497906
638/800 loss 0.210 pitch_loss 0.175 duration_loss 0.035 val_loss 3.588 val_pitch_loss 3.138 val_duration_loss 0.450 1:06:57.682726
639/800 loss 0.198 pitch_loss 0.162 duration_loss 0.035 val_loss 3.618 val_pitch_loss 3.144 val_duration_loss 0.474 1:07:06.580331
640/800 loss 0.193 pitch_loss 0.158 duration_loss 0.035 val_loss 3.615 val_pitch_loss 3.173 val_duration_loss 0.442 1:07:15.444959
641/800 loss 0.182 pitch_loss 0.149 duration_loss 0.033 val_loss 3.638 val_pitch_loss 3.164 val_duration_loss 0.475 1:07:24.474002
642/800 loss 0.201 pitch_loss 0.167 duration_loss 0.034 val_loss 3.626 val_pitch_loss 3.179 val_duration_loss 0.447 1:07:33.273837
643/800 loss 0.213 pitch_loss 0.176 duration_loss 0.037 val_loss 3.538 val_pitch_loss 3.078 val_duration_loss 0.460 1:07:42.129104
644/800 loss 0.189 pitch_loss 0.155 duration_loss 0.035 val_loss 3.502 val_pitch_loss 3.088 val_duration_loss 0.414 1:07:50.958033
645/800 loss 0.179 pitch_loss 0.145 duration_loss 0.034 val_loss 3.722 val_pitch_loss 3.287 val_duration_loss 0.435 1:07:59.887202
646/800 loss 0.202 pitch_loss 0.166 duration_loss 0.036 val_loss 3.723 val_pitch_loss 3.250 val_duration_loss 0.472 1:08:08.701414
647/800 loss 0.189 pitch_loss 0.155 duration_loss 0.034 val_loss 3.658 val_pitch_loss 3.168 val_duration_loss 0.490 1:08:17.587057
648/800 loss 0.189 pitch_loss 0.155 duration_loss 0.033 val_loss 3.569 val_pitch_loss 3.126 val_duration_loss 0.442 1:08:26.437609
649/800 loss 0.178 pitch_loss 0.148 duration_loss 0.030 val_loss 3.654 val_pitch_loss 3.222 val_duration_loss 0.432 1:08:35.313030
650/800 loss 0.189 pitch_loss 0.156 duration_loss 0.032 val_loss 3.604 val_pitch_loss 3.152 val_duration_loss 0.453 1:08:44.185785
651/800 loss 0.190 pitch_loss 0.159 duration_loss 0.031 val_loss 3.616 val_pitch_loss 3.164 val_duration_loss 0.451 1:08:54.371990
652/800 loss 0.185 pitch_loss 0.153 duration_loss 0.032 val_loss 3.514 val_pitch_loss 3.094 val_duration_loss 0.420 1:09:03.311286
653/800 loss 0.199 pitch_loss 0.162 duration_loss 0.037 val_loss 3.597 val_pitch_loss 3.160 val_duration_loss 0.437 1:09:12.164989
654/800 loss 0.206 pitch_loss 0.171 duration_loss 0.035 val_loss 3.552 val_pitch_loss 3.127 val_duration_loss 0.425 1:09:21.118675
655/800 loss 0.211 pitch_loss 0.172 duration_loss 0.039 val_loss 3.544 val_pitch_loss 3.109 val_duration_loss 0.435 1:09:29.995463
656/800 loss 0.199 pitch_loss 0.164 duration_loss 0.036 val_loss 3.589 val_pitch_loss 3.097 val_duration_loss 0.491 1:09:38.930228
657/800 loss 0.172 pitch_loss 0.140 duration_loss 0.032 val_loss 3.490 val_pitch_loss 3.095 val_duration_loss 0.396 1:09:47.818115
658/800 loss 0.162 pitch_loss 0.131 duration_loss 0.031 val_loss 3.608 val_pitch_loss 3.199 val_duration_loss 0.409 1:09:56.735096
659/800 loss 0.168 pitch_loss 0.136 duration_loss 0.031 val_loss 3.527 val_pitch_loss 3.124 val_duration_loss 0.403 1:10:05.587421
660/800 loss 0.185 pitch_loss 0.153 duration_loss 0.033 val_loss 3.500 val_pitch_loss 3.059 val_duration_loss 0.441 1:10:14.484826
661/800 loss 0.195 pitch_loss 0.160 duration_loss 0.035 val_loss 3.512 val_pitch_loss 3.089 val_duration_loss 0.423 1:10:23.537843
662/800 loss 0.192 pitch_loss 0.159 duration_loss 0.032 val_loss 3.412 val_pitch_loss 2.993 val_duration_loss 0.419 1:10:32.799324
663/800 loss 0.197 pitch_loss 0.164 duration_loss 0.033 val_loss 3.437 val_pitch_loss 3.042 val_duration_loss 0.395 1:10:41.775462
664/800 loss 0.202 pitch_loss 0.165 duration_loss 0.037 val_loss 3.515 val_pitch_loss 3.089 val_duration_loss 0.426 1:10:50.628277
665/800 loss 0.197 pitch_loss 0.163 duration_loss 0.034 val_loss 3.478 val_pitch_loss 3.034 val_duration_loss 0.445 1:10:59.585734
666/800 loss 0.179 pitch_loss 0.148 duration_loss 0.031 val_loss 3.507 val_pitch_loss 3.062 val_duration_loss 0.445 1:11:08.424440
667/800 loss 0.176 pitch_loss 0.147 duration_loss 0.029 val_loss 3.519 val_pitch_loss 3.069 val_duration_loss 0.450 1:11:17.400254
668/800 loss 0.175 pitch_loss 0.143 duration_loss 0.031 val_loss 3.509 val_pitch_loss 3.074 val_duration_loss 0.435 1:11:26.325305
669/800 loss 0.206 pitch_loss 0.167 duration_loss 0.038 val_loss 3.504 val_pitch_loss 3.089 val_duration_loss 0.415 1:11:35.277551
670/800 loss 0.208 pitch_loss 0.170 duration_loss 0.039 val_loss 3.517 val_pitch_loss 3.071 val_duration_loss 0.446 1:11:44.109279
671/800 loss 0.210 pitch_loss 0.172 duration_loss 0.038 val_loss 3.479 val_pitch_loss 3.073 val_duration_loss 0.406 1:11:53.039100
672/800 loss 0.197 pitch_loss 0.165 duration_loss 0.032 val_loss 3.586 val_pitch_loss 3.131 val_duration_loss 0.455 1:12:01.923683
673/800 loss 0.190 pitch_loss 0.158 duration_loss 0.032 val_loss 3.437 val_pitch_loss 3.029 val_duration_loss 0.409 1:12:10.858002
674/800 loss 0.174 pitch_loss 0.141 duration_loss 0.033 val_loss 3.572 val_pitch_loss 3.156 val_duration_loss 0.416 1:12:19.715351
675/800 loss 0.194 pitch_loss 0.162 duration_loss 0.032 val_loss 3.593 val_pitch_loss 3.159 val_duration_loss 0.434 1:12:28.637006
676/800 loss 0.196 pitch_loss 0.164 duration_loss 0.031 val_loss 3.533 val_pitch_loss 3.091 val_duration_loss 0.442 1:12:37.491626
677/800 loss 0.199 pitch_loss 0.164 duration_loss 0.035 val_loss 3.578 val_pitch_loss 3.144 val_duration_loss 0.434 1:12:46.375197
678/800 loss 0.200 pitch_loss 0.165 duration_loss 0.035 val_loss 3.596 val_pitch_loss 3.176 val_duration_loss 0.421 1:12:55.188443
679/800 loss 0.223 pitch_loss 0.185 duration_loss 0.038 val_loss 3.599 val_pitch_loss 3.172 val_duration_loss 0.427 1:13:04.088291
680/800 loss 0.218 pitch_loss 0.182 duration_loss 0.037 val_loss 3.461 val_pitch_loss 3.067 val_duration_loss 0.395 1:13:12.922052
681/800 loss 0.191 pitch_loss 0.158 duration_loss 0.034 val_loss 3.517 val_pitch_loss 3.117 val_duration_loss 0.400 1:13:21.803893
682/800 loss 0.161 pitch_loss 0.133 duration_loss 0.028 val_loss 3.523 val_pitch_loss 3.110 val_duration_loss 0.413 1:13:30.686113
683/800 loss 0.182 pitch_loss 0.147 duration_loss 0.035 val_loss 3.471 val_pitch_loss 3.052 val_duration_loss 0.419 1:13:39.549126
684/800 loss 0.182 pitch_loss 0.151 duration_loss 0.031 val_loss 3.538 val_pitch_loss 3.122 val_duration_loss 0.416 1:13:48.991935
685/800 loss 0.187 pitch_loss 0.153 duration_loss 0.034 val_loss 3.590 val_pitch_loss 3.130 val_duration_loss 0.460 1:13:57.857325
686/800 loss 0.185 pitch_loss 0.152 duration_loss 0.033 val_loss 3.529 val_pitch_loss 3.102 val_duration_loss 0.427 1:14:06.730162
687/800 loss 0.192 pitch_loss 0.158 duration_loss 0.034 val_loss 3.528 val_pitch_loss 3.096 val_duration_loss 0.433 1:14:15.554818
688/800 loss 0.193 pitch_loss 0.159 duration_loss 0.034 val_loss 3.444 val_pitch_loss 3.025 val_duration_loss 0.419 1:14:24.451760
689/800 loss 0.184 pitch_loss 0.151 duration_loss 0.033 val_loss 3.559 val_pitch_loss 3.106 val_duration_loss 0.454 1:14:33.296659
690/800 loss 0.176 pitch_loss 0.145 duration_loss 0.031 val_loss 3.544 val_pitch_loss 3.117 val_duration_loss 0.427 1:14:42.185399
691/800 loss 0.178 pitch_loss 0.145 duration_loss 0.033 val_loss 3.465 val_pitch_loss 3.010 val_duration_loss 0.455 1:14:51.037221
692/800 loss 0.184 pitch_loss 0.153 duration_loss 0.032 val_loss 3.579 val_pitch_loss 3.141 val_duration_loss 0.439 1:14:59.982803
693/800 loss 0.204 pitch_loss 0.170 duration_loss 0.034 val_loss 3.556 val_pitch_loss 3.115 val_duration_loss 0.442 1:15:08.805357
694/800 loss 0.183 pitch_loss 0.151 duration_loss 0.032 val_loss 3.537 val_pitch_loss 3.070 val_duration_loss 0.467 1:15:17.749969
695/800 loss 0.168 pitch_loss 0.136 duration_loss 0.032 val_loss 3.553 val_pitch_loss 3.069 val_duration_loss 0.484 1:15:26.751646
696/800 loss 0.196 pitch_loss 0.160 duration_loss 0.036 val_loss 3.505 val_pitch_loss 3.064 val_duration_loss 0.441 1:15:35.705352
697/800 loss 0.189 pitch_loss 0.158 duration_loss 0.031 val_loss 3.591 val_pitch_loss 3.109 val_duration_loss 0.483 1:15:44.604089
698/800 loss 0.197 pitch_loss 0.162 duration_loss 0.035 val_loss 3.589 val_pitch_loss 3.124 val_duration_loss 0.465 1:15:53.518302
699/800 loss 0.213 pitch_loss 0.177 duration_loss 0.036 val_loss 3.610 val_pitch_loss 3.133 val_duration_loss 0.477 1:16:02.819823
700/800 loss 0.228 pitch_loss 0.188 duration_loss 0.040 val_loss 3.698 val_pitch_loss 3.174 val_duration_loss 0.524 1:16:11.721198
701/800 loss 0.211 pitch_loss 0.174 duration_loss 0.037 val_loss 3.604 val_pitch_loss 3.083 val_duration_loss 0.521 1:16:24.876168
702/800 loss 0.196 pitch_loss 0.161 duration_loss 0.035 val_loss 3.600 val_pitch_loss 3.128 val_duration_loss 0.472 1:16:33.662001
703/800 loss 0.215 pitch_loss 0.179 duration_loss 0.035 val_loss 3.647 val_pitch_loss 3.187 val_duration_loss 0.460 1:16:42.468621
704/800 loss 0.209 pitch_loss 0.173 duration_loss 0.036 val_loss 3.646 val_pitch_loss 3.173 val_duration_loss 0.473 1:16:51.264145
705/800 loss 0.210 pitch_loss 0.170 duration_loss 0.040 val_loss 3.695 val_pitch_loss 3.255 val_duration_loss 0.439 1:17:00.334452
706/800 loss 0.219 pitch_loss 0.180 duration_loss 0.039 val_loss 3.497 val_pitch_loss 3.077 val_duration_loss 0.420 1:17:09.141443
707/800 loss 0.211 pitch_loss 0.173 duration_loss 0.038 val_loss 3.596 val_pitch_loss 3.157 val_duration_loss 0.439 1:17:18.046556
708/800 loss 0.178 pitch_loss 0.148 duration_loss 0.031 val_loss 3.523 val_pitch_loss 3.056 val_duration_loss 0.467 1:17:26.875073
709/800 loss 0.164 pitch_loss 0.136 duration_loss 0.028 val_loss 3.517 val_pitch_loss 3.059 val_duration_loss 0.458 1:17:35.644525
710/800 loss 0.198 pitch_loss 0.162 duration_loss 0.036 val_loss 3.660 val_pitch_loss 3.194 val_duration_loss 0.466 1:17:44.419082
711/800 loss 0.203 pitch_loss 0.171 duration_loss 0.032 val_loss 3.615 val_pitch_loss 3.190 val_duration_loss 0.425 1:17:53.235860
712/800 loss 0.190 pitch_loss 0.154 duration_loss 0.036 val_loss 3.529 val_pitch_loss 3.102 val_duration_loss 0.426 1:18:02.045828
713/800 loss 0.204 pitch_loss 0.168 duration_loss 0.036 val_loss 3.496 val_pitch_loss 3.084 val_duration_loss 0.412 1:18:10.833844
714/800 loss 0.194 pitch_loss 0.159 duration_loss 0.035 val_loss 3.489 val_pitch_loss 3.082 val_duration_loss 0.407 1:18:19.572633
715/800 loss 0.202 pitch_loss 0.168 duration_loss 0.034 val_loss 3.572 val_pitch_loss 3.128 val_duration_loss 0.444 1:18:28.359723
716/800 loss 0.210 pitch_loss 0.171 duration_loss 0.039 val_loss 3.547 val_pitch_loss 3.091 val_duration_loss 0.456 1:18:37.137599
717/800 loss 0.198 pitch_loss 0.162 duration_loss 0.036 val_loss 3.488 val_pitch_loss 3.052 val_duration_loss 0.436 1:18:46.012054
718/800 loss 0.181 pitch_loss 0.149 duration_loss 0.032 val_loss 3.493 val_pitch_loss 3.081 val_duration_loss 0.412 1:18:54.776577
719/800 loss 0.192 pitch_loss 0.157 duration_loss 0.035 val_loss 3.545 val_pitch_loss 3.088 val_duration_loss 0.456 1:19:03.602337
720/800 loss 0.203 pitch_loss 0.169 duration_loss 0.034 val_loss 3.491 val_pitch_loss 3.057 val_duration_loss 0.434 1:19:12.382053
721/800 loss 0.195 pitch_loss 0.161 duration_loss 0.034 val_loss 3.500 val_pitch_loss 3.073 val_duration_loss 0.427 1:19:21.198872
722/800 loss 0.182 pitch_loss 0.152 duration_loss 0.030 val_loss 3.501 val_pitch_loss 3.060 val_duration_loss 0.441 1:19:30.022563
723/800 loss 0.220 pitch_loss 0.181 duration_loss 0.039 val_loss 3.490 val_pitch_loss 3.105 val_duration_loss 0.385 1:19:38.834163
724/800 loss 0.204 pitch_loss 0.168 duration_loss 0.036 val_loss 3.484 val_pitch_loss 3.059 val_duration_loss 0.424 1:19:47.630328
725/800 loss 0.167 pitch_loss 0.136 duration_loss 0.031 val_loss 3.487 val_pitch_loss 3.071 val_duration_loss 0.416 1:19:56.444581
726/800 loss 0.171 pitch_loss 0.140 duration_loss 0.032 val_loss 3.433 val_pitch_loss 3.008 val_duration_loss 0.425 1:20:05.317256
727/800 loss 0.175 pitch_loss 0.148 duration_loss 0.027 val_loss 3.485 val_pitch_loss 3.106 val_duration_loss 0.379 1:20:14.203711
728/800 loss 0.172 pitch_loss 0.144 duration_loss 0.028 val_loss 3.523 val_pitch_loss 3.146 val_duration_loss 0.377 1:20:23.058607
729/800 loss 0.186 pitch_loss 0.154 duration_loss 0.031 val_loss 3.448 val_pitch_loss 3.055 val_duration_loss 0.393 1:20:32.162075
730/800 loss 0.215 pitch_loss 0.180 duration_loss 0.035 val_loss 3.438 val_pitch_loss 3.034 val_duration_loss 0.404 1:20:40.942068
731/800 loss 0.225 pitch_loss 0.185 duration_loss 0.040 val_loss 3.484 val_pitch_loss 3.072 val_duration_loss 0.412 1:20:49.812254
732/800 loss 0.217 pitch_loss 0.179 duration_loss 0.038 val_loss 3.482 val_pitch_loss 3.089 val_duration_loss 0.393 1:20:58.686556
733/800 loss 0.222 pitch_loss 0.183 duration_loss 0.039 val_loss 3.560 val_pitch_loss 3.132 val_duration_loss 0.429 1:21:07.556041
734/800 loss 0.202 pitch_loss 0.167 duration_loss 0.035 val_loss 3.545 val_pitch_loss 3.125 val_duration_loss 0.420 1:21:16.417659
735/800 loss 0.191 pitch_loss 0.157 duration_loss 0.034 val_loss 3.511 val_pitch_loss 3.107 val_duration_loss 0.405 1:21:25.324225
736/800 loss 0.179 pitch_loss 0.147 duration_loss 0.032 val_loss 3.566 val_pitch_loss 3.118 val_duration_loss 0.449 1:21:34.174480
737/800 loss 0.188 pitch_loss 0.155 duration_loss 0.033 val_loss 3.626 val_pitch_loss 3.158 val_duration_loss 0.468 1:21:43.066318
738/800 loss 0.229 pitch_loss 0.188 duration_loss 0.041 val_loss 3.615 val_pitch_loss 3.163 val_duration_loss 0.452 1:21:51.866460
739/800 loss 0.228 pitch_loss 0.190 duration_loss 0.039 val_loss 3.616 val_pitch_loss 3.155 val_duration_loss 0.461 1:22:00.787445
740/800 loss 0.206 pitch_loss 0.169 duration_loss 0.037 val_loss 3.588 val_pitch_loss 3.171 val_duration_loss 0.417 1:22:09.644455
741/800 loss 0.198 pitch_loss 0.164 duration_loss 0.033 val_loss 3.551 val_pitch_loss 3.132 val_duration_loss 0.419 1:22:18.521111
742/800 loss 0.205 pitch_loss 0.170 duration_loss 0.036 val_loss 3.574 val_pitch_loss 3.181 val_duration_loss 0.393 1:22:27.338389
743/800 loss 0.200 pitch_loss 0.165 duration_loss 0.035 val_loss 3.610 val_pitch_loss 3.181 val_duration_loss 0.429 1:22:36.220767
744/800 loss 0.181 pitch_loss 0.151 duration_loss 0.030 val_loss 3.629 val_pitch_loss 3.242 val_duration_loss 0.387 1:22:45.053904
745/800 loss 0.175 pitch_loss 0.146 duration_loss 0.029 val_loss 3.623 val_pitch_loss 3.212 val_duration_loss 0.411 1:22:53.916331
746/800 loss 0.216 pitch_loss 0.177 duration_loss 0.039 val_loss 3.689 val_pitch_loss 3.227 val_duration_loss 0.462 1:23:02.749798
747/800 loss 0.226 pitch_loss 0.189 duration_loss 0.037 val_loss 3.651 val_pitch_loss 3.197 val_duration_loss 0.454 1:23:11.669216
748/800 loss 0.212 pitch_loss 0.169 duration_loss 0.043 val_loss 3.517 val_pitch_loss 3.065 val_duration_loss 0.452 1:23:20.576143
749/800 loss 0.217 pitch_loss 0.179 duration_loss 0.038 val_loss 3.628 val_pitch_loss 3.191 val_duration_loss 0.437 1:23:29.478500
750/800 loss 0.194 pitch_loss 0.159 duration_loss 0.036 val_loss 3.600 val_pitch_loss 3.213 val_duration_loss 0.387 1:23:38.323909
751/800 loss 0.201 pitch_loss 0.168 duration_loss 0.033 val_loss 3.566 val_pitch_loss 3.162 val_duration_loss 0.404 1:23:51.336474
752/800 loss 0.175 pitch_loss 0.147 duration_loss 0.028 val_loss 3.644 val_pitch_loss 3.217 val_duration_loss 0.427 1:24:00.116578
753/800 loss 0.205 pitch_loss 0.167 duration_loss 0.038 val_loss 3.653 val_pitch_loss 3.184 val_duration_loss 0.469 1:24:08.896072
754/800 loss 0.199 pitch_loss 0.163 duration_loss 0.036 val_loss 3.631 val_pitch_loss 3.187 val_duration_loss 0.444 1:24:17.634252
755/800 loss 0.189 pitch_loss 0.157 duration_loss 0.032 val_loss 3.659 val_pitch_loss 3.219 val_duration_loss 0.441 1:24:26.445787
756/800 loss 0.185 pitch_loss 0.155 duration_loss 0.031 val_loss 3.627 val_pitch_loss 3.185 val_duration_loss 0.441 1:24:35.134025
757/800 loss 0.207 pitch_loss 0.169 duration_loss 0.037 val_loss 3.652 val_pitch_loss 3.180 val_duration_loss 0.472 1:24:43.917697
758/800 loss 0.223 pitch_loss 0.183 duration_loss 0.040 val_loss 3.649 val_pitch_loss 3.201 val_duration_loss 0.448 1:24:52.635988
759/800 loss 0.225 pitch_loss 0.186 duration_loss 0.039 val_loss 3.579 val_pitch_loss 3.167 val_duration_loss 0.412 1:25:01.470830
760/800 loss 0.188 pitch_loss 0.154 duration_loss 0.034 val_loss 3.613 val_pitch_loss 3.207 val_duration_loss 0.406 1:25:10.192624
761/800 loss 0.177 pitch_loss 0.146 duration_loss 0.031 val_loss 3.578 val_pitch_loss 3.135 val_duration_loss 0.443 1:25:19.080378
762/800 loss 0.172 pitch_loss 0.140 duration_loss 0.032 val_loss 3.568 val_pitch_loss 3.167 val_duration_loss 0.401 1:25:28.037458
763/800 loss 0.199 pitch_loss 0.164 duration_loss 0.035 val_loss 3.564 val_pitch_loss 3.155 val_duration_loss 0.409 1:25:36.940793
764/800 loss 0.198 pitch_loss 0.162 duration_loss 0.037 val_loss 3.644 val_pitch_loss 3.207 val_duration_loss 0.437 1:25:45.709123
765/800 loss 0.207 pitch_loss 0.170 duration_loss 0.037 val_loss 3.607 val_pitch_loss 3.160 val_duration_loss 0.447 1:25:54.518581
766/800 loss 0.192 pitch_loss 0.156 duration_loss 0.036 val_loss 3.574 val_pitch_loss 3.128 val_duration_loss 0.445 1:26:03.590533
767/800 loss 0.170 pitch_loss 0.140 duration_loss 0.030 val_loss 3.539 val_pitch_loss 3.086 val_duration_loss 0.452 1:26:12.471112
768/800 loss 0.180 pitch_loss 0.148 duration_loss 0.032 val_loss 3.570 val_pitch_loss 3.132 val_duration_loss 0.438 1:26:21.201262
769/800 loss 0.178 pitch_loss 0.148 duration_loss 0.030 val_loss 3.605 val_pitch_loss 3.197 val_duration_loss 0.408 1:26:29.988699
770/800 loss 0.203 pitch_loss 0.168 duration_loss 0.035 val_loss 3.585 val_pitch_loss 3.157 val_duration_loss 0.428 1:26:38.708458
771/800 loss 0.230 pitch_loss 0.191 duration_loss 0.040 val_loss 3.651 val_pitch_loss 3.189 val_duration_loss 0.462 1:26:47.558048
772/800 loss 0.197 pitch_loss 0.163 duration_loss 0.034 val_loss 3.641 val_pitch_loss 3.149 val_duration_loss 0.492 1:26:56.370456
773/800 loss 0.186 pitch_loss 0.154 duration_loss 0.032 val_loss 3.572 val_pitch_loss 3.118 val_duration_loss 0.454 1:27:05.151410
774/800 loss 0.174 pitch_loss 0.145 duration_loss 0.029 val_loss 3.548 val_pitch_loss 3.104 val_duration_loss 0.444 1:27:13.941887
775/800 loss 0.193 pitch_loss 0.160 duration_loss 0.033 val_loss 3.469 val_pitch_loss 2.998 val_duration_loss 0.471 1:27:22.812993
776/800 loss 0.189 pitch_loss 0.154 duration_loss 0.035 val_loss 3.529 val_pitch_loss 3.070 val_duration_loss 0.459 1:27:31.707694
777/800 loss 0.214 pitch_loss 0.175 duration_loss 0.039 val_loss 3.594 val_pitch_loss 3.128 val_duration_loss 0.466 1:27:40.570006
778/800 loss 0.191 pitch_loss 0.156 duration_loss 0.034 val_loss 3.575 val_pitch_loss 3.134 val_duration_loss 0.442 1:27:49.392549
779/800 loss 0.185 pitch_loss 0.153 duration_loss 0.032 val_loss 3.699 val_pitch_loss 3.222 val_duration_loss 0.477 1:27:58.337137
780/800 loss 0.191 pitch_loss 0.158 duration_loss 0.033 val_loss 3.641 val_pitch_loss 3.212 val_duration_loss 0.429 1:28:07.108562
781/800 loss 0.214 pitch_loss 0.177 duration_loss 0.037 val_loss 3.516 val_pitch_loss 3.063 val_duration_loss 0.453 1:28:15.961497
782/800 loss 0.199 pitch_loss 0.163 duration_loss 0.036 val_loss 3.528 val_pitch_loss 3.077 val_duration_loss 0.450 1:28:24.755893
783/800 loss 0.188 pitch_loss 0.155 duration_loss 0.033 val_loss 3.472 val_pitch_loss 3.060 val_duration_loss 0.411 1:28:33.639334
784/800 loss 0.185 pitch_loss 0.150 duration_loss 0.035 val_loss 3.471 val_pitch_loss 3.024 val_duration_loss 0.447 1:28:42.452454
785/800 loss 0.183 pitch_loss 0.149 duration_loss 0.034 val_loss 3.473 val_pitch_loss 3.052 val_duration_loss 0.421 1:28:51.300180
786/800 loss 0.187 pitch_loss 0.156 duration_loss 0.031 val_loss 3.595 val_pitch_loss 3.180 val_duration_loss 0.415 1:29:00.188015
787/800 loss 0.189 pitch_loss 0.156 duration_loss 0.032 val_loss 3.584 val_pitch_loss 3.176 val_duration_loss 0.408 1:29:09.094814
788/800 loss 0.207 pitch_loss 0.173 duration_loss 0.033 val_loss 3.541 val_pitch_loss 3.154 val_duration_loss 0.388 1:29:17.912782
789/800 loss 0.221 pitch_loss 0.183 duration_loss 0.038 val_loss 3.534 val_pitch_loss 3.150 val_duration_loss 0.384 1:29:26.898607
790/800 loss 0.214 pitch_loss 0.179 duration_loss 0.035 val_loss 3.502 val_pitch_loss 3.100 val_duration_loss 0.402 1:29:35.698464
791/800 loss 0.194 pitch_loss 0.159 duration_loss 0.034 val_loss 3.488 val_pitch_loss 3.053 val_duration_loss 0.436 1:29:44.613445
792/800 loss 0.205 pitch_loss 0.168 duration_loss 0.037 val_loss 3.543 val_pitch_loss 3.141 val_duration_loss 0.402 1:29:53.382897
793/800 loss 0.195 pitch_loss 0.160 duration_loss 0.035 val_loss 3.519 val_pitch_loss 3.118 val_duration_loss 0.401 1:30:02.340308
794/800 loss 0.190 pitch_loss 0.157 duration_loss 0.033 val_loss 3.523 val_pitch_loss 3.134 val_duration_loss 0.389 1:30:11.141185
795/800 loss 0.174 pitch_loss 0.141 duration_loss 0.033 val_loss 3.516 val_pitch_loss 3.115 val_duration_loss 0.402 1:30:20.060271
796/800 loss 0.180 pitch_loss 0.147 duration_loss 0.033 val_loss 3.548 val_pitch_loss 3.166 val_duration_loss 0.382 1:30:29.203552
797/800 loss 0.172 pitch_loss 0.141 duration_loss 0.031 val_loss 3.495 val_pitch_loss 3.092 val_duration_loss 0.403 1:30:38.172430
798/800 loss 0.185 pitch_loss 0.152 duration_loss 0.033 val_loss 3.555 val_pitch_loss 3.131 val_duration_loss 0.424 1:30:47.058059
799/800 loss 0.190 pitch_loss 0.159 duration_loss 0.031 val_loss 3.590 val_pitch_loss 3.137 val_duration_loss 0.453 1:30:55.993201
800/800 loss 0.195 pitch_loss 0.161 duration_loss 0.034 val_loss 3.554 val_pitch_loss 3.140 val_duration_loss 0.414 1:31:04.836478
800

%matplotlib inline
import matplotlib.pyplot as plt

LSTMMusic.plot_history(
    [
        lstm_music.losses, lstm_music.n_losses, lstm_music.d_losses,
        lstm_music.val_losses, lstm_music.val_n_losses, lstm_music.val_d_losses
    ],
    [
        'loss', 'pitch_loss', 'duration_loss', 'val_loss', 'val_pitch_loss', 'val_duration_loss' 
    ]
)