Sun 21 April 2019
datascience
#natural language generation, #web scraping, #LSTM RNN, #neural network, #music

Intro¶

In this project, I generate fake lyrics for the Red Hot Chili Peppers using Keras and an LSTM RNN. Here is a quick read on this technique: https://towardsdatascience.com/recurrent-neural-networks-and-lstm-4b601dd822a5. I used BeautifulSoup to scrape Red Hot Chili Peppers lyrics from https://www.lyrics.com/ and the textgenrnn library for natural language generation.

I also wrote a function at the bottom of this notebook that anyone can use to create a dataframe of songs, time durations, and lyrics from any artist on https://www.lyrics.com/

Imports¶

In [1]:

import pandas as pd
import numpy as np

#for web scraping
from bs4 import BeautifulSoup
import requests

#for natural language generation
import sys
from keras.models import Sequential
from keras.layers import LSTM, Activation, Flatten, Dropout, Dense, \
                         Embedding, TimeDistributed, CuDNNLSTM
from keras.callbacks import ModelCheckpoint
from keras.utils import np_utils
from textgenrnn import textgenrnn
import os

import warnings
warnings.filterwarnings("ignore")

C:\Users\Ryan\Anaconda3\lib\site-packages\h5py\__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.
  from ._conv import register_converters as _register_converters
Using TensorFlow backend.

Part 1: Web Scraping¶

In [2]:

url = 'https://www.lyrics.com/artist/Red%20Hot%20Chili%20Peppers'
r = requests.get(url)
soup = BeautifulSoup(markup = r.text, features = 'html.parser')

My process for scraping lyrics.com was to play around with the website HTML and use inspect element to find what class certain features belonged to. For example, I clicked on the album cover and saw that albums were in an h3 class titled "artist-album-label." I then scraped from these classes using BeautifulSoup:

step 1

album

step 2

ex_html

In [3]:

albums = soup.find_all('h3', {'class': 'artist-album-label'})

In [4]:

for i in albums[:10]:
    print(i.text)

Uncensored
The Red Hot Chili Peppers [1984]
Freaky Styley [1985]
Freaky Styley [Bonus Tracks] [1985]
Freaky Styley [Japan Bonus Tracks] [1985]
Hollywood (Africa) [1985]
The Uplift Mofo Party Plan [1987]
The Uplift Mofo Party Plan [1987]
Uplift Mofo Party Plan [Japan Bonus Tracks] [1987]
Mother's Milk [1989]

In [5]:

songs = soup.find_all('td',{'class': 'tal qx'})

In [6]:

for i in songs[20:40]:
    print(i.text)

Baby Appeal
 
American Ghost Dance
3:44
Battle Ship
1:53
The Brothers Cup
3:27
Catholic School Girls Rule
1:55
Freaky Styley
3:39
Hollywood (Africa)
5:03
Jungle Man
4:09
Lovin' and Touchin'
:36
Sex Rap
1:54

Every other entry was the song duration (with some songs missing this data), so I found I could separate the titles and durations using list splicing:

In [7]:

#songs
for i in songs[:20:2]:
    print(i.text)

Blackeyed Blonde
Buckle Down
Green Heaven
Mommy, Where's Daddy?
Out in L.A.
Police Helicopter
Sex Rap [Anthony's Rap]
Thirty Dirty Birds
Yertle the Turtle
You Always Sing the Same

In [8]:

#durations
for i in songs[21:41:2]:
    print(i.text)

Each song also had an embedded hypertext reference to the lyrics page:

In [9]:

songs[0].a.attrs['href']

Out[9]:

'/lyric/529874/Red+Hot+Chili+Peppers/Blackeyed+Blonde'

I used all of this to create a dataframe with songs, time durations, and lyrics:

In [10]:

sng = []
tim = []
lyr = []
for i in songs[::2]:
    sng.append(i.text)
for i in songs[1::2]:
    tim.append(i.text)

base_url = 'https://www.lyrics.com/'
for i in range(len(songs)):
    #no link to lyrics
    if songs[i].a is None:
        pass
    else:
        lyr_url = base_url + songs[i].a.attrs['href']
        r = requests.get(lyr_url)
        soup = BeautifulSoup(r.text, 'html.parser')
        lyrics = soup.find('pre', {'id': 'lyric-body-text'}).text
        lyr.append(lyrics)
        
df = pd.DataFrame({'song': sng, 'time': tim, 'lyrics': lyr})

In [11]:

df.head()

Out[11]:

	song	lyrics
0	Blackeyed Blonde	Pumpin' the blood through the heart of New Orl...
1	Buckle Down	Hah!\r\nOn the ice\r\nNo holdin'\r\nMy soul\r\...
2	Green Heaven	About this planet, there is something I know\r...
3	Mommy, Where's Daddy?	Mommy, where's daddy?\r\nMommy, where's daddy?...
4	Out in L.A.	We're all a bunch of brothers livin' in a cool...

Part 2: Data Cleaning¶

In [12]:

df['lyrics'][0]

Out[12]:

"Pumpin' the blood through the heart of New Orleans\r\nShe's the mystic heat of the Bourbon street dream\r\nShe's just made out of flesh and bones\r\n\r\nBut let me tell you little boy\r\nYou better leave her alone\r\nLeroy Brown thought he was bad too\r\n'Till she left him floatin' in the old bayou\r\n\r\nShe's the kind of girl\r\nShe's built like a bomb\r\nShe's the blackeyed blackeyed\r\nBlackeyed blond, get down!\r\n\r\nThat blackeyed beauty with the golden crotch\r\nFrench electric sex a cock shocking swamp fox\r\nHeaten queen of sleeze she's hot to box\r\n\r\nBut let me tell you little boy\r\nShe'll clean your clock\r\nA slick and sly spy\r\nStuck in the muck of the moat\r\n\r\nBlew his mind to find a diamond in the boat\r\nDouble-o-dooms day for Mr. James Bond\r\nShe's the blackeyed blackeyed\r\nBlackeyed blond, Get down!"

Each new line was separated by '\r\n' which is the newline character in Windows, so I replaced these with spaces:

In [13]:

def lyr_fixer(x):
    fixed = ''
    lyr_lst = x.split('\r\n')
    for item in lyr_lst[:-1]:
        fixed += item + ' '
    fixed += lyr_lst[-1]
    return fixed

In [14]:

df['lyrics'] = df['lyrics'].apply(lyr_fixer)

In [15]:

df['lyrics'][0]

Out[15]:

"Pumpin' the blood through the heart of New Orleans She's the mystic heat of the Bourbon street dream She's just made out of flesh and bones  But let me tell you little boy You better leave her alone Leroy Brown thought he was bad too 'Till she left him floatin' in the old bayou  She's the kind of girl She's built like a bomb She's the blackeyed blackeyed Blackeyed blond, get down!  That blackeyed beauty with the golden crotch French electric sex a cock shocking swamp fox Heaten queen of sleeze she's hot to box  But let me tell you little boy She'll clean your clock A slick and sly spy Stuck in the muck of the moat  Blew his mind to find a diamond in the boat Double-o-dooms day for Mr. James Bond She's the blackeyed blackeyed Blackeyed blond, Get down!"

All better. Now I save my lyrics in a text file so I can use it in the LSTM RNN model:

In [16]:

lyrics = list(df['lyrics'])

In [17]:

with open('lyrics_text.txt','w',encoding='utf-8') as filehandle:
    for item in lyrics:
        filehandle.write('%s\n' % item)

Part 3: Model Building¶

I ran into computing power problems here, since I wanted to create a more complex neural network. This model has 50 nodes, 4 layers, and 20 epochs. It took around 4 hours to generate on my laptop:

In [20]:

model_cfg = {
    'rnn_size': 50,
    'rnn_layers': 4,
    'rnn_bidirectional': True,
    'max_length': 15,
    'max_words': 10000,
    'dim_embeddings': 100,
    'word_level': False,
}
train_cfg = {
    'line_delimited': True,
    'num_epochs': 20,
    'gen_epochs': 25,
    'batch_size': 750,
    'train_size': 0.8,
    'dropout': 0.0,
    'max_gen_length': 300,
    'validation': True,
    'is_csv': False
}

In [21]:

model_name = '50nds_4Lrs_20epchs_Model'
textgen = textgenrnn(name=model_name)

train_function = textgen.train_from_file if train_cfg['line_delimited'] else textgen.train_from_largetext_file

train_function(
    file_path='lyrics_text.txt',
    new_model=True,
    num_epochs=train_cfg['num_epochs'],
    gen_epochs=train_cfg['gen_epochs'],
    batch_size=train_cfg['batch_size'],
    train_size=train_cfg['train_size'],
    dropout=train_cfg['dropout'],
    max_gen_length=train_cfg['max_gen_length'],
    validation=train_cfg['validation'],
    is_csv=train_cfg['is_csv'],
    rnn_layers=model_cfg['rnn_layers'],
    rnn_size=model_cfg['rnn_size'],
    rnn_bidirectional=model_cfg['rnn_bidirectional'],
    max_length=model_cfg['max_length'],
    dim_embeddings=model_cfg['dim_embeddings'],
    word_level=model_cfg['word_level'])

602 texts collected.
Training new model w/ 4-layer, 50-cell Bidirectional LSTMs
Training on 224,951 character sequences.
Epoch 1/20
299/299 [==============================] - ETA: 49:15 - loss: 4.35 - ETA: 28:58 - loss: 3.89 - ETA: 22:15 - loss: 4.33 - ETA: 18:58 - loss: 5.28 - ETA: 16:54 - loss: 5.43 - ETA: 15:28 - loss: 5.12 - ETA: 14:27 - loss: 4.87 - ETA: 13:41 - loss: 4.68 - ETA: 13:07 - loss: 4.50 - ETA: 12:40 - loss: 4.35 - ETA: 12:16 - loss: 4.22 - ETA: 11:55 - loss: 4.11 - ETA: 11:38 - loss: 4.01 - ETA: 11:22 - loss: 3.93 - ETA: 11:09 - loss: 3.85 - ETA: 10:57 - loss: 3.78 - ETA: 10:46 - loss: 3.72 - ETA: 10:36 - loss: 3.66 - ETA: 10:27 - loss: 3.61 - ETA: 10:19 - loss: 3.56 - ETA: 10:12 - loss: 3.51 - ETA: 10:05 - loss: 3.47 - ETA: 9:58 - loss: 3.4361 - ETA: 9:52 - loss: 3.400 - ETA: 9:46 - loss: 3.368 - ETA: 9:42 - loss: 3.334 - ETA: 9:37 - loss: 3.303 - ETA: 9:32 - loss: 3.276 - ETA: 9:28 - loss: 3.249 - ETA: 9:24 - loss: 3.226 - ETA: 9:21 - loss: 3.205 - ETA: 9:16 - loss: 3.182 - ETA: 9:13 - loss: 3.160 - ETA: 9:09 - loss: 3.142 - ETA: 9:05 - loss: 3.122 - ETA: 9:01 - loss: 3.106 - ETA: 8:58 - loss: 3.088 - ETA: 8:54 - loss: 3.072 - ETA: 8:51 - loss: 3.056 - ETA: 8:47 - loss: 3.041 - ETA: 8:45 - loss: 3.025 - ETA: 8:42 - loss: 3.011 - ETA: 8:38 - loss: 2.999 - ETA: 8:36 - loss: 2.986 - ETA: 8:33 - loss: 2.974 - ETA: 8:30 - loss: 2.959 - ETA: 8:27 - loss: 2.947 - ETA: 8:24 - loss: 2.934 - ETA: 8:21 - loss: 2.924 - ETA: 8:18 - loss: 2.913 - ETA: 8:16 - loss: 2.905 - ETA: 8:13 - loss: 2.894 - ETA: 8:10 - loss: 2.885 - ETA: 8:08 - loss: 2.875 - ETA: 8:05 - loss: 2.865 - ETA: 8:03 - loss: 2.857 - ETA: 8:01 - loss: 2.847 - ETA: 7:59 - loss: 2.839 - ETA: 7:56 - loss: 2.832 - ETA: 7:54 - loss: 2.826 - ETA: 7:52 - loss: 2.818 - ETA: 7:49 - loss: 2.809 - ETA: 7:47 - loss: 2.802 - ETA: 7:44 - loss: 2.794 - ETA: 7:42 - loss: 2.787 - ETA: 7:40 - loss: 2.779 - ETA: 7:38 - loss: 2.774 - ETA: 7:36 - loss: 2.768 - ETA: 7:34 - loss: 2.761 - ETA: 7:32 - loss: 2.754 - ETA: 7:30 - loss: 2.748 - ETA: 7:28 - loss: 2.743 - ETA: 7:27 - loss: 2.737 - ETA: 7:25 - loss: 2.732 - ETA: 7:23 - loss: 2.727 - ETA: 7:20 - loss: 2.721 - ETA: 7:18 - loss: 2.715 - ETA: 7:16 - loss: 2.709 - ETA: 7:14 - loss: 2.704 - ETA: 7:11 - loss: 2.699 - ETA: 7:09 - loss: 2.695 - ETA: 7:07 - loss: 2.689 - ETA: 7:05 - loss: 2.683 - ETA: 7:03 - loss: 2.677 - ETA: 7:00 - loss: 2.672 - ETA: 6:58 - loss: 2.667 - ETA: 6:56 - loss: 2.663 - ETA: 6:54 - loss: 2.658 - ETA: 6:52 - loss: 2.653 - ETA: 6:50 - loss: 2.648 - ETA: 6:48 - loss: 2.644 - ETA: 6:46 - loss: 2.640 - ETA: 6:43 - loss: 2.636 - ETA: 6:41 - loss: 2.633 - ETA: 6:39 - loss: 2.629 - ETA: 6:37 - loss: 2.624 - ETA: 6:35 - loss: 2.620 - ETA: 6:33 - loss: 2.617 - ETA: 6:31 - loss: 2.613 - ETA: 6:29 - loss: 2.609 - ETA: 6:27 - loss: 2.605 - ETA: 6:25 - loss: 2.602 - ETA: 6:23 - loss: 2.599 - ETA: 6:21 - loss: 2.595 - ETA: 6:19 - loss: 2.591 - ETA: 6:17 - loss: 2.589 - ETA: 6:15 - loss: 2.586 - ETA: 6:13 - loss: 2.582 - ETA: 6:11 - loss: 2.579 - ETA: 6:09 - loss: 2.576 - ETA: 6:07 - loss: 2.574 - ETA: 6:05 - loss: 2.571 - ETA: 6:03 - loss: 2.568 - ETA: 6:01 - loss: 2.565 - ETA: 5:59 - loss: 2.562 - ETA: 5:57 - loss: 2.559 - ETA: 5:55 - loss: 2.556 - ETA: 5:53 - loss: 2.553 - ETA: 5:51 - loss: 2.550 - ETA: 5:49 - loss: 2.547 - ETA: 5:47 - loss: 2.544 - ETA: 5:45 - loss: 2.542 - ETA: 5:43 - loss: 2.540 - ETA: 5:41 - loss: 2.537 - ETA: 5:39 - loss: 2.534 - ETA: 5:37 - loss: 2.531 - ETA: 5:35 - loss: 2.528 - ETA: 5:33 - loss: 2.526 - ETA: 5:31 - loss: 2.523 - ETA: 5:29 - loss: 2.520 - ETA: 5:27 - loss: 2.518 - ETA: 5:25 - loss: 2.515 - ETA: 5:23 - loss: 2.512 - ETA: 5:21 - loss: 2.509 - ETA: 5:19 - loss: 2.507 - ETA: 5:18 - loss: 2.504 - ETA: 5:16 - loss: 2.501 - ETA: 5:14 - loss: 2.499 - ETA: 5:12 - loss: 2.497 - ETA: 5:10 - loss: 2.494 - ETA: 5:08 - loss: 2.491 - ETA: 5:06 - loss: 2.489 - ETA: 5:04 - loss: 2.487 - ETA: 5:02 - loss: 2.485 - ETA: 5:00 - loss: 2.482 - ETA: 4:58 - loss: 2.480 - ETA: 4:56 - loss: 2.478 - ETA: 4:54 - loss: 2.476 - ETA: 4:52 - loss: 2.473 - ETA: 4:50 - loss: 2.472 - ETA: 4:48 - loss: 2.469 - ETA: 4:46 - loss: 2.467 - ETA: 4:44 - loss: 2.465 - ETA: 4:42 - loss: 2.463 - ETA: 4:41 - loss: 2.461 - ETA: 4:39 - loss: 2.459 - ETA: 4:37 - loss: 2.457 - ETA: 4:35 - loss: 2.454 - ETA: 4:33 - loss: 2.452 - ETA: 4:31 - loss: 2.450 - ETA: 4:29 - loss: 2.448 - ETA: 4:27 - loss: 2.446 - ETA: 4:25 - loss: 2.443 - ETA: 4:23 - loss: 2.441 - ETA: 4:21 - loss: 2.438 - ETA: 4:19 - loss: 2.436 - ETA: 4:17 - loss: 2.434 - ETA: 4:15 - loss: 2.432 - ETA: 4:13 - loss: 2.430 - ETA: 4:11 - loss: 2.428 - ETA: 4:10 - loss: 2.425 - ETA: 4:08 - loss: 2.423 - ETA: 4:06 - loss: 2.421 - ETA: 4:04 - loss: 2.419 - ETA: 4:02 - loss: 2.416 - ETA: 4:00 - loss: 2.415 - ETA: 3:58 - loss: 2.413 - ETA: 3:56 - loss: 2.411 - ETA: 3:54 - loss: 2.409 - ETA: 3:52 - loss: 2.407 - ETA: 3:50 - loss: 2.405 - ETA: 3:48 - loss: 2.403 - ETA: 3:46 - loss: 2.402 - ETA: 3:44 - loss: 2.400 - ETA: 3:42 - loss: 2.398 - ETA: 3:40 - loss: 2.396 - ETA: 3:38 - loss: 2.394 - ETA: 3:36 - loss: 2.392 - ETA: 3:34 - loss: 2.390 - ETA: 3:32 - loss: 2.388 - ETA: 3:30 - loss: 2.387 - ETA: 3:29 - loss: 2.385 - ETA: 3:27 - loss: 2.383 - ETA: 3:25 - loss: 2.381 - ETA: 3:23 - loss: 2.379 - ETA: 3:21 - loss: 2.377 - ETA: 3:19 - loss: 2.376 - ETA: 3:17 - loss: 2.374 - ETA: 3:15 - loss: 2.372 - ETA: 3:13 - loss: 2.371 - ETA: 3:11 - loss: 2.369 - ETA: 3:09 - loss: 2.367 - ETA: 3:07 - loss: 2.366 - ETA: 3:05 - loss: 2.364 - ETA: 3:03 - loss: 2.362 - ETA: 3:01 - loss: 2.360 - ETA: 2:59 - loss: 2.358 - ETA: 2:57 - loss: 2.356 - ETA: 2:55 - loss: 2.354 - ETA: 2:54 - loss: 2.352 - ETA: 2:52 - loss: 2.351 - ETA: 2:50 - loss: 2.349 - ETA: 2:48 - loss: 2.348 - ETA: 2:46 - loss: 2.346 - ETA: 2:44 - loss: 2.345 - ETA: 2:42 - loss: 2.343 - ETA: 2:40 - loss: 2.341 - ETA: 2:38 - loss: 2.339 - ETA: 2:36 - loss: 2.338 - ETA: 2:34 - loss: 2.336 - ETA: 2:32 - loss: 2.335 - ETA: 2:30 - loss: 2.334 - ETA: 2:28 - loss: 2.331 - ETA: 2:26 - loss: 2.330 - ETA: 2:24 - loss: 2.329 - ETA: 2:22 - loss: 2.327 - ETA: 2:20 - loss: 2.325 - ETA: 2:18 - loss: 2.324 - ETA: 2:17 - loss: 2.322 - ETA: 2:15 - loss: 2.321 - ETA: 2:13 - loss: 2.319 - ETA: 2:11 - loss: 2.318 - ETA: 2:09 - loss: 2.317 - ETA: 2:07 - loss: 2.315 - ETA: 2:05 - loss: 2.314 - ETA: 2:03 - loss: 2.313 - ETA: 2:01 - loss: 2.311 - ETA: 2:00 - loss: 2.310 - ETA: 1:58 - loss: 2.308 - ETA: 1:56 - loss: 2.307 - ETA: 1:54 - loss: 2.306 - ETA: 1:52 - loss: 2.305 - ETA: 1:50 - loss: 2.303 - ETA: 1:48 - loss: 2.302 - ETA: 1:46 - loss: 2.301 - ETA: 1:44 - loss: 2.299 - ETA: 1:42 - loss: 2.298 - ETA: 1:40 - loss: 2.296 - ETA: 1:38 - loss: 2.295 - ETA: 1:36 - loss: 2.294 - ETA: 1:34 - loss: 2.293 - ETA: 1:32 - loss: 2.291 - ETA: 1:30 - loss: 2.290 - ETA: 1:28 - loss: 2.288 - ETA: 1:26 - loss: 2.287 - ETA: 1:24 - loss: 2.285 - ETA: 1:22 - loss: 2.284 - ETA: 1:20 - loss: 2.283 - ETA: 1:18 - loss: 2.282 - ETA: 1:17 - loss: 2.280 - ETA: 1:15 - loss: 2.279 - ETA: 1:13 - loss: 2.278 - ETA: 1:11 - loss: 2.277 - ETA: 1:09 - loss: 2.275 - ETA: 1:07 - loss: 2.274 - ETA: 1:05 - loss: 2.272 - ETA: 1:03 - loss: 2.271 - ETA: 1:01 - loss: 2.270 - ETA: 59s - loss: 2.268 - ETA: 57s - loss: 2.26 - ETA: 55s - loss: 2.26 - ETA: 53s - loss: 2.26 - ETA: 51s - loss: 2.26 - ETA: 49s - loss: 2.26 - ETA: 47s - loss: 2.26 - ETA: 45s - loss: 2.25 - ETA: 43s - loss: 2.25 - ETA: 41s - loss: 2.25 - ETA: 39s - loss: 2.25 - ETA: 37s - loss: 2.25 - ETA: 35s - loss: 2.25 - ETA: 33s - loss: 2.25 - ETA: 31s - loss: 2.25 - ETA: 29s - loss: 2.24 - ETA: 27s - loss: 2.24 - ETA: 25s - loss: 2.24 - ETA: 23s - loss: 2.24 - ETA: 21s - loss: 2.24 - ETA: 19s - loss: 2.24 - ETA: 17s - loss: 2.24 - ETA: 16s - loss: 2.24 - ETA: 14s - loss: 2.24 - ETA: 12s - loss: 2.23 - ETA: 10s - loss: 2.23 - ETA: 8s - loss: 2.2364 - ETA: 6s - loss: 2.234 - ETA: 4s - loss: 2.233 - ETA: 2s - loss: 2.232 - 647s 2s/step - loss: 2.2311 - val_loss: 1.8711
Epoch 2/20
299/299 [==============================] - ETA: 9:09 - loss: 1.923 - ETA: 9:10 - loss: 1.882 - ETA: 9:09 - loss: 1.864 - ETA: 9:10 - loss: 1.862 - ETA: 9:08 - loss: 1.860 - ETA: 9:11 - loss: 1.851 - ETA: 9:09 - loss: 1.856 - ETA: 9:10 - loss: 1.856 - ETA: 9:09 - loss: 1.849 - ETA: 9:07 - loss: 1.847 - ETA: 9:05 - loss: 1.850 - ETA: 9:02 - loss: 1.848 - ETA: 9:00 - loss: 1.849 - ETA: 8:59 - loss: 1.853 - ETA: 8:58 - loss: 1.854 - ETA: 8:56 - loss: 1.848 - ETA: 8:54 - loss: 1.852 - ETA: 8:54 - loss: 1.855 - ETA: 8:51 - loss: 1.852 - ETA: 8:50 - loss: 1.857 - ETA: 8:47 - loss: 1.852 - ETA: 8:46 - loss: 1.850 - ETA: 8:45 - loss: 1.847 - ETA: 8:43 - loss: 1.847 - ETA: 8:40 - loss: 1.849 - ETA: 8:38 - loss: 1.847 - ETA: 8:37 - loss: 1.847 - ETA: 8:35 - loss: 1.846 - ETA: 8:33 - loss: 1.846 - ETA: 8:31 - loss: 1.845 - ETA: 8:29 - loss: 1.843 - ETA: 8:27 - loss: 1.840 - ETA: 8:27 - loss: 1.838 - ETA: 8:39 - loss: 1.840 - ETA: 8:36 - loss: 1.838 - ETA: 8:34 - loss: 1.836 - ETA: 8:32 - loss: 1.835 - ETA: 8:30 - loss: 1.835 - ETA: 8:28 - loss: 1.833 - ETA: 8:25 - loss: 1.832 - ETA: 8:23 - loss: 1.834 - ETA: 8:21 - loss: 1.834 - ETA: 8:18 - loss: 1.835 - ETA: 8:16 - loss: 1.833 - ETA: 8:15 - loss: 1.834 - ETA: 8:13 - loss: 1.834 - ETA: 8:12 - loss: 1.834 - ETA: 8:11 - loss: 1.833 - ETA: 8:10 - loss: 1.834 - ETA: 8:10 - loss: 1.831 - ETA: 8:08 - loss: 1.830 - ETA: 8:07 - loss: 1.829 - ETA: 8:06 - loss: 1.829 - ETA: 8:05 - loss: 1.828 - ETA: 8:03 - loss: 1.827 - ETA: 8:02 - loss: 1.826 - ETA: 7:59 - loss: 1.826 - ETA: 7:57 - loss: 1.826 - ETA: 7:55 - loss: 1.826 - ETA: 7:53 - loss: 1.825 - ETA: 7:51 - loss: 1.824 - ETA: 7:49 - loss: 1.825 - ETA: 7:46 - loss: 1.826 - ETA: 7:44 - loss: 1.826 - ETA: 7:42 - loss: 1.825 - ETA: 7:40 - loss: 1.826 - ETA: 7:38 - loss: 1.825 - ETA: 7:36 - loss: 1.825 - ETA: 7:34 - loss: 1.824 - ETA: 7:38 - loss: 1.823 - ETA: 7:36 - loss: 1.822 - ETA: 7:34 - loss: 1.822 - ETA: 7:31 - loss: 1.821 - ETA: 7:30 - loss: 1.821 - ETA: 7:27 - loss: 1.821 - ETA: 7:25 - loss: 1.821 - ETA: 7:23 - loss: 1.819 - ETA: 7:21 - loss: 1.819 - ETA: 7:19 - loss: 1.819 - ETA: 7:17 - loss: 1.818 - ETA: 7:14 - loss: 1.818 - ETA: 7:12 - loss: 1.818 - ETA: 7:10 - loss: 1.818 - ETA: 7:08 - loss: 1.817 - ETA: 7:06 - loss: 1.817 - ETA: 7:04 - loss: 1.817 - ETA: 7:02 - loss: 1.817 - ETA: 7:00 - loss: 1.816 - ETA: 6:58 - loss: 1.814 - ETA: 6:56 - loss: 1.813 - ETA: 6:54 - loss: 1.813 - ETA: 6:52 - loss: 1.813 - ETA: 6:50 - loss: 1.813 - ETA: 6:47 - loss: 1.812 - ETA: 6:45 - loss: 1.811 - ETA: 6:43 - loss: 1.810 - ETA: 6:41 - loss: 1.810 - ETA: 6:39 - loss: 1.809 - ETA: 6:37 - loss: 1.810 - ETA: 6:35 - loss: 1.810 - ETA: 6:34 - loss: 1.810 - ETA: 6:35 - loss: 1.810 - ETA: 6:33 - loss: 1.809 - ETA: 6:31 - loss: 1.809 - ETA: 6:28 - loss: 1.808 - ETA: 6:26 - loss: 1.808 - ETA: 6:24 - loss: 1.807 - ETA: 6:22 - loss: 1.806 - ETA: 6:20 - loss: 1.805 - ETA: 6:18 - loss: 1.805 - ETA: 6:16 - loss: 1.805 - ETA: 6:14 - loss: 1.804 - ETA: 6:12 - loss: 1.804 - ETA: 6:10 - loss: 1.803 - ETA: 6:08 - loss: 1.803 - ETA: 6:05 - loss: 1.803 - ETA: 6:03 - loss: 1.802 - ETA: 6:01 - loss: 1.801 - ETA: 5:59 - loss: 1.801 - ETA: 6:00 - loss: 1.800 - ETA: 5:58 - loss: 1.799 - ETA: 5:56 - loss: 1.799 - ETA: 5:54 - loss: 1.798 - ETA: 5:52 - loss: 1.798 - ETA: 5:50 - loss: 1.798 - ETA: 5:48 - loss: 1.797 - ETA: 5:46 - loss: 1.797 - ETA: 5:44 - loss: 1.797 - ETA: 5:42 - loss: 1.797 - ETA: 5:40 - loss: 1.797 - ETA: 5:38 - loss: 1.796 - ETA: 5:35 - loss: 1.796 - ETA: 5:33 - loss: 1.796 - ETA: 5:31 - loss: 1.796 - ETA: 5:29 - loss: 1.796 - ETA: 5:27 - loss: 1.796 - ETA: 5:25 - loss: 1.795 - ETA: 5:23 - loss: 1.794 - ETA: 5:21 - loss: 1.794 - ETA: 5:19 - loss: 1.794 - ETA: 5:17 - loss: 1.794 - ETA: 5:15 - loss: 1.793 - ETA: 5:13 - loss: 1.793 - ETA: 5:11 - loss: 1.793 - ETA: 5:09 - loss: 1.792 - ETA: 5:07 - loss: 1.792 - ETA: 5:05 - loss: 1.792 - ETA: 5:02 - loss: 1.791 - ETA: 5:00 - loss: 1.791 - ETA: 4:58 - loss: 1.791 - ETA: 4:56 - loss: 1.791 - ETA: 4:54 - loss: 1.790 - ETA: 4:52 - loss: 1.789 - ETA: 4:50 - loss: 1.789 - ETA: 4:48 - loss: 1.788 - ETA: 4:46 - loss: 1.787 - ETA: 4:44 - loss: 1.786 - ETA: 4:42 - loss: 1.786 - ETA: 4:40 - loss: 1.786 - ETA: 4:38 - loss: 1.785 - ETA: 4:36 - loss: 1.786 - ETA: 4:34 - loss: 1.785 - ETA: 4:32 - loss: 1.785 - ETA: 4:30 - loss: 1.784 - ETA: 4:28 - loss: 1.784 - ETA: 4:26 - loss: 1.783 - ETA: 4:24 - loss: 1.783 - ETA: 4:22 - loss: 1.783 - ETA: 4:20 - loss: 1.783 - ETA: 4:18 - loss: 1.783 - ETA: 4:16 - loss: 1.782 - ETA: 4:14 - loss: 1.782 - ETA: 4:12 - loss: 1.782 - ETA: 4:10 - loss: 1.782 - ETA: 4:09 - loss: 1.782 - ETA: 4:07 - loss: 1.782 - ETA: 4:05 - loss: 1.781 - ETA: 4:03 - loss: 1.780 - ETA: 4:01 - loss: 1.780 - ETA: 3:59 - loss: 1.780 - ETA: 3:57 - loss: 1.779 - ETA: 3:55 - loss: 1.779 - ETA: 3:53 - loss: 1.779 - ETA: 3:51 - loss: 1.779 - ETA: 3:49 - loss: 1.778 - ETA: 3:47 - loss: 1.778 - ETA: 3:45 - loss: 1.777 - ETA: 3:43 - loss: 1.777 - ETA: 3:41 - loss: 1.777 - ETA: 3:39 - loss: 1.777 - ETA: 3:37 - loss: 1.777 - ETA: 3:35 - loss: 1.776 - ETA: 3:33 - loss: 1.776 - ETA: 3:31 - loss: 1.776 - ETA: 3:29 - loss: 1.776 - ETA: 3:27 - loss: 1.775 - ETA: 3:25 - loss: 1.775 - ETA: 3:24 - loss: 1.775 - ETA: 3:22 - loss: 1.774 - ETA: 3:20 - loss: 1.774 - ETA: 3:18 - loss: 1.773 - ETA: 3:17 - loss: 1.773 - ETA: 3:15 - loss: 1.773 - ETA: 3:13 - loss: 1.772 - ETA: 3:11 - loss: 1.772 - ETA: 3:09 - loss: 1.772 - ETA: 3:07 - loss: 1.771 - ETA: 3:05 - loss: 1.771 - ETA: 3:03 - loss: 1.771 - ETA: 3:01 - loss: 1.770 - ETA: 2:59 - loss: 1.770 - ETA: 2:57 - loss: 1.769 - ETA: 2:54 - loss: 1.769 - ETA: 2:52 - loss: 1.769 - ETA: 2:50 - loss: 1.769 - ETA: 2:48 - loss: 1.769 - ETA: 2:46 - loss: 1.768 - ETA: 2:44 - loss: 1.768 - ETA: 2:42 - loss: 1.768 - ETA: 2:40 - loss: 1.767 - ETA: 2:38 - loss: 1.767 - ETA: 2:36 - loss: 1.767 - ETA: 2:34 - loss: 1.766 - ETA: 2:32 - loss: 1.766 - ETA: 2:30 - loss: 1.766 - ETA: 2:28 - loss: 1.766 - ETA: 2:26 - loss: 1.765 - ETA: 2:24 - loss: 1.765 - ETA: 2:22 - loss: 1.764 - ETA: 2:20 - loss: 1.764 - ETA: 2:18 - loss: 1.764 - ETA: 2:16 - loss: 1.764 - ETA: 2:14 - loss: 1.764 - ETA: 2:11 - loss: 1.764 - ETA: 2:09 - loss: 1.764 - ETA: 2:07 - loss: 1.764 - ETA: 2:05 - loss: 1.764 - ETA: 2:04 - loss: 1.763 - ETA: 2:02 - loss: 1.763 - ETA: 2:00 - loss: 1.763 - ETA: 1:58 - loss: 1.762 - ETA: 1:56 - loss: 1.762 - ETA: 1:54 - loss: 1.762 - ETA: 1:52 - loss: 1.761 - ETA: 1:51 - loss: 1.761 - ETA: 1:48 - loss: 1.760 - ETA: 1:46 - loss: 1.760 - ETA: 1:44 - loss: 1.760 - ETA: 1:43 - loss: 1.759 - ETA: 1:41 - loss: 1.759 - ETA: 1:39 - loss: 1.759 - ETA: 1:37 - loss: 1.758 - ETA: 1:35 - loss: 1.758 - ETA: 1:33 - loss: 1.757 - ETA: 1:31 - loss: 1.756 - ETA: 1:29 - loss: 1.757 - ETA: 1:27 - loss: 1.756 - ETA: 1:24 - loss: 1.756 - ETA: 1:22 - loss: 1.755 - ETA: 1:20 - loss: 1.755 - ETA: 1:18 - loss: 1.755 - ETA: 1:16 - loss: 1.755 - ETA: 1:14 - loss: 1.755 - ETA: 1:12 - loss: 1.754 - ETA: 1:10 - loss: 1.754 - ETA: 1:08 - loss: 1.753 - ETA: 1:06 - loss: 1.753 - ETA: 1:04 - loss: 1.753 - ETA: 1:02 - loss: 1.753 - ETA: 1:00 - loss: 1.752 - ETA: 57s - loss: 1.753 - ETA: 55s - loss: 1.75 - ETA: 53s - loss: 1.75 - ETA: 51s - loss: 1.75 - ETA: 49s - loss: 1.75 - ETA: 47s - loss: 1.75 - ETA: 45s - loss: 1.75 - ETA: 43s - loss: 1.75 - ETA: 41s - loss: 1.75 - ETA: 39s - loss: 1.75 - ETA: 37s - loss: 1.75 - ETA: 35s - loss: 1.75 - ETA: 33s - loss: 1.75 - ETA: 31s - loss: 1.74 - ETA: 28s - loss: 1.74 - ETA: 26s - loss: 1.74 - ETA: 24s - loss: 1.74 - ETA: 22s - loss: 1.74 - ETA: 20s - loss: 1.74 - ETA: 18s - loss: 1.74 - ETA: 16s - loss: 1.74 - ETA: 14s - loss: 1.74 - ETA: 12s - loss: 1.74 - ETA: 10s - loss: 1.74 - ETA: 8s - loss: 1.7462 - ETA: 6s - loss: 1.746 - ETA: 4s - loss: 1.745 - ETA: 2s - loss: 1.745 - 671s 2s/step - loss: 1.7456 - val_loss: 1.6506
Epoch 3/20
299/299 [==============================] - ETA: 9:41 - loss: 1.519 - ETA: 9:40 - loss: 1.541 - ETA: 9:50 - loss: 1.575 - ETA: 9:49 - loss: 1.564 - ETA: 9:47 - loss: 1.571 - ETA: 9:49 - loss: 1.584 - ETA: 9:44 - loss: 1.586 - ETA: 9:40 - loss: 1.592 - ETA: 9:39 - loss: 1.606 - ETA: 9:41 - loss: 1.608 - ETA: 9:48 - loss: 1.601 - ETA: 9:52 - loss: 1.608 - ETA: 9:52 - loss: 1.608 - ETA: 9:54 - loss: 1.610 - ETA: 9:52 - loss: 1.610 - ETA: 9:48 - loss: 1.615 - ETA: 9:45 - loss: 1.614 - ETA: 9:42 - loss: 1.614 - ETA: 9:39 - loss: 1.615 - ETA: 9:36 - loss: 1.614 - ETA: 9:32 - loss: 1.612 - ETA: 9:29 - loss: 1.611 - ETA: 9:26 - loss: 1.613 - ETA: 9:34 - loss: 1.614 - ETA: 9:45 - loss: 1.614 - ETA: 9:41 - loss: 1.616 - ETA: 9:37 - loss: 1.613 - ETA: 9:53 - loss: 1.614 - ETA: 9:59 - loss: 1.614 - ETA: 9:55 - loss: 1.617 - ETA: 9:50 - loss: 1.616 - ETA: 9:46 - loss: 1.617 - ETA: 9:43 - loss: 1.619 - ETA: 9:39 - loss: 1.618 - ETA: 9:35 - loss: 1.616 - ETA: 9:32 - loss: 1.616 - ETA: 9:29 - loss: 1.616 - ETA: 9:25 - loss: 1.614 - ETA: 9:21 - loss: 1.616 - ETA: 9:18 - loss: 1.613 - ETA: 9:14 - loss: 1.616 - ETA: 9:12 - loss: 1.617 - ETA: 9:09 - loss: 1.619 - ETA: 9:05 - loss: 1.619 - ETA: 9:03 - loss: 1.618 - ETA: 9:00 - loss: 1.616 - ETA: 8:57 - loss: 1.615 - ETA: 8:55 - loss: 1.615 - ETA: 8:51 - loss: 1.616 - ETA: 8:48 - loss: 1.614 - ETA: 8:46 - loss: 1.613 - ETA: 8:44 - loss: 1.614 - ETA: 8:41 - loss: 1.616 - ETA: 8:38 - loss: 1.614 - ETA: 8:35 - loss: 1.611 - ETA: 8:33 - loss: 1.613 - ETA: 8:30 - loss: 1.612 - ETA: 8:28 - loss: 1.613 - ETA: 8:25 - loss: 1.614 - ETA: 8:23 - loss: 1.613 - ETA: 8:21 - loss: 1.614 - ETA: 8:19 - loss: 1.613 - ETA: 8:17 - loss: 1.612 - ETA: 8:15 - loss: 1.611 - ETA: 8:13 - loss: 1.610 - ETA: 8:10 - loss: 1.612 - ETA: 8:08 - loss: 1.612 - ETA: 8:06 - loss: 1.611 - ETA: 8:04 - loss: 1.611 - ETA: 8:02 - loss: 1.612 - ETA: 7:59 - loss: 1.610 - ETA: 7:57 - loss: 1.611 - ETA: 7:55 - loss: 1.611 - ETA: 7:52 - loss: 1.611 - ETA: 7:50 - loss: 1.612 - ETA: 7:48 - loss: 1.610 - ETA: 7:45 - loss: 1.611 - ETA: 7:43 - loss: 1.611 - ETA: 7:41 - loss: 1.611 - ETA: 7:38 - loss: 1.611 - ETA: 7:36 - loss: 1.611 - ETA: 7:34 - loss: 1.610 - ETA: 7:31 - loss: 1.610 - ETA: 7:29 - loss: 1.609 - ETA: 7:27 - loss: 1.609 - ETA: 7:26 - loss: 1.609 - ETA: 7:27 - loss: 1.609 - ETA: 7:25 - loss: 1.609 - ETA: 7:23 - loss: 1.609 - ETA: 7:20 - loss: 1.608 - ETA: 7:18 - loss: 1.608 - ETA: 7:15 - loss: 1.607 - ETA: 7:13 - loss: 1.609 - ETA: 7:11 - loss: 1.609 - ETA: 7:08 - loss: 1.609 - ETA: 7:06 - loss: 1.608 - ETA: 7:04 - loss: 1.607 - ETA: 7:01 - loss: 1.607 - ETA: 6:59 - loss: 1.607 - ETA: 6:57 - loss: 1.608 - ETA: 6:54 - loss: 1.607 - ETA: 6:53 - loss: 1.608 - ETA: 6:52 - loss: 1.607 - ETA: 6:50 - loss: 1.608 - ETA: 6:48 - loss: 1.607 - ETA: 6:46 - loss: 1.607 - ETA: 6:44 - loss: 1.608 - ETA: 6:42 - loss: 1.608 - ETA: 6:39 - loss: 1.608 - ETA: 6:37 - loss: 1.606 - ETA: 6:35 - loss: 1.606 - ETA: 6:33 - loss: 1.606 - ETA: 6:30 - loss: 1.606 - ETA: 6:28 - loss: 1.606 - ETA: 6:26 - loss: 1.605 - ETA: 6:24 - loss: 1.605 - ETA: 6:21 - loss: 1.604 - ETA: 6:19 - loss: 1.604 - ETA: 6:17 - loss: 1.604 - ETA: 6:15 - loss: 1.604 - ETA: 6:16 - loss: 1.604 - ETA: 6:14 - loss: 1.604 - ETA: 6:12 - loss: 1.605 - ETA: 6:10 - loss: 1.605 - ETA: 6:07 - loss: 1.605 - ETA: 6:05 - loss: 1.605 - ETA: 6:03 - loss: 1.604 - ETA: 6:01 - loss: 1.603 - ETA: 5:58 - loss: 1.605 - ETA: 5:56 - loss: 1.604 - ETA: 5:54 - loss: 1.604 - ETA: 5:52 - loss: 1.604 - ETA: 5:49 - loss: 1.604 - ETA: 5:47 - loss: 1.603 - ETA: 5:46 - loss: 1.604 - ETA: 5:45 - loss: 1.604 - ETA: 5:43 - loss: 1.604 - ETA: 5:40 - loss: 1.603 - ETA: 5:38 - loss: 1.603 - ETA: 5:36 - loss: 1.603 - ETA: 5:34 - loss: 1.603 - ETA: 5:32 - loss: 1.603 - ETA: 5:29 - loss: 1.603 - ETA: 5:27 - loss: 1.603 - ETA: 5:25 - loss: 1.604 - ETA: 5:23 - loss: 1.604 - ETA: 5:20 - loss: 1.604 - ETA: 5:18 - loss: 1.604 - ETA: 5:16 - loss: 1.604 - ETA: 5:14 - loss: 1.603 - ETA: 5:12 - loss: 1.603 - ETA: 5:10 - loss: 1.602 - ETA: 5:07 - loss: 1.602 - ETA: 5:05 - loss: 1.602 - ETA: 5:03 - loss: 1.602 - ETA: 5:01 - loss: 1.601 - ETA: 4:59 - loss: 1.601 - ETA: 4:57 - loss: 1.601 - ETA: 4:54 - loss: 1.601 - ETA: 4:52 - loss: 1.600 - ETA: 4:50 - loss: 1.600 - ETA: 4:48 - loss: 1.601 - ETA: 4:46 - loss: 1.600 - ETA: 4:43 - loss: 1.600 - ETA: 4:41 - loss: 1.600 - ETA: 4:39 - loss: 1.600 - ETA: 4:37 - loss: 1.600 - ETA: 4:35 - loss: 1.600 - ETA: 4:33 - loss: 1.600 - ETA: 4:31 - loss: 1.599 - ETA: 4:28 - loss: 1.599 - ETA: 4:26 - loss: 1.599 - ETA: 4:24 - loss: 1.600 - ETA: 4:22 - loss: 1.599 - ETA: 4:20 - loss: 1.599 - ETA: 4:18 - loss: 1.599 - ETA: 4:16 - loss: 1.599 - ETA: 4:15 - loss: 1.599 - ETA: 4:13 - loss: 1.599 - ETA: 4:10 - loss: 1.599 - ETA: 4:08 - loss: 1.599 - ETA: 4:06 - loss: 1.598 - ETA: 4:04 - loss: 1.598 - ETA: 4:02 - loss: 1.598 - ETA: 4:00 - loss: 1.598 - ETA: 3:57 - loss: 1.598 - ETA: 3:55 - loss: 1.598 - ETA: 3:53 - loss: 1.598 - ETA: 3:51 - loss: 1.598 - ETA: 3:49 - loss: 1.598 - ETA: 3:47 - loss: 1.597 - ETA: 3:44 - loss: 1.597 - ETA: 3:42 - loss: 1.596 - ETA: 3:40 - loss: 1.596 - ETA: 3:38 - loss: 1.596 - ETA: 3:36 - loss: 1.597 - ETA: 3:34 - loss: 1.597 - ETA: 3:32 - loss: 1.596 - ETA: 3:29 - loss: 1.596 - ETA: 3:27 - loss: 1.596 - ETA: 3:25 - loss: 1.597 - ETA: 3:23 - loss: 1.596 - ETA: 3:21 - loss: 1.596 - ETA: 3:19 - loss: 1.596 - ETA: 3:17 - loss: 1.596 - ETA: 3:14 - loss: 1.596 - ETA: 3:12 - loss: 1.596 - ETA: 3:10 - loss: 1.596 - ETA: 3:08 - loss: 1.596 - ETA: 3:06 - loss: 1.595 - ETA: 3:05 - loss: 1.596 - ETA: 3:02 - loss: 1.596 - ETA: 3:01 - loss: 1.595 - ETA: 2:59 - loss: 1.595 - ETA: 2:57 - loss: 1.595 - ETA: 2:55 - loss: 1.594 - ETA: 2:53 - loss: 1.594 - ETA: 2:50 - loss: 1.594 - ETA: 2:48 - loss: 1.594 - ETA: 2:46 - loss: 1.593 - ETA: 2:44 - loss: 1.593 - ETA: 2:42 - loss: 1.593 - ETA: 2:40 - loss: 1.593 - ETA: 2:38 - loss: 1.593 - ETA: 2:35 - loss: 1.593 - ETA: 2:33 - loss: 1.593 - ETA: 2:31 - loss: 1.593 - ETA: 2:29 - loss: 1.592 - ETA: 2:27 - loss: 1.592 - ETA: 2:25 - loss: 1.591 - ETA: 2:23 - loss: 1.591 - ETA: 2:20 - loss: 1.591 - ETA: 2:18 - loss: 1.591 - ETA: 2:16 - loss: 1.591 - ETA: 2:14 - loss: 1.591 - ETA: 2:12 - loss: 1.591 - ETA: 2:10 - loss: 1.591 - ETA: 2:08 - loss: 1.591 - ETA: 2:06 - loss: 1.591 - ETA: 2:04 - loss: 1.591 - ETA: 2:01 - loss: 1.591 - ETA: 1:59 - loss: 1.591 - ETA: 1:57 - loss: 1.591 - ETA: 1:55 - loss: 1.592 - ETA: 1:53 - loss: 1.591 - ETA: 1:51 - loss: 1.591 - ETA: 1:49 - loss: 1.591 - ETA: 1:47 - loss: 1.591 - ETA: 1:44 - loss: 1.590 - ETA: 1:42 - loss: 1.590 - ETA: 1:40 - loss: 1.590 - ETA: 1:38 - loss: 1.590 - ETA: 1:36 - loss: 1.590 - ETA: 1:34 - loss: 1.590 - ETA: 1:32 - loss: 1.589 - ETA: 1:30 - loss: 1.589 - ETA: 1:28 - loss: 1.589 - ETA: 1:26 - loss: 1.588 - ETA: 1:24 - loss: 1.589 - ETA: 1:21 - loss: 1.589 - ETA: 1:19 - loss: 1.588 - ETA: 1:17 - loss: 1.588 - ETA: 1:15 - loss: 1.588 - ETA: 1:13 - loss: 1.587 - ETA: 1:11 - loss: 1.587 - ETA: 1:09 - loss: 1.587 - ETA: 1:07 - loss: 1.587 - ETA: 1:05 - loss: 1.587 - ETA: 1:03 - loss: 1.587 - ETA: 1:01 - loss: 1.587 - ETA: 58s - loss: 1.587 - ETA: 56s - loss: 1.58 - ETA: 54s - loss: 1.58 - ETA: 52s - loss: 1.58 - ETA: 50s - loss: 1.58 - ETA: 48s - loss: 1.58 - ETA: 46s - loss: 1.58 - ETA: 44s - loss: 1.58 - ETA: 42s - loss: 1.58 - ETA: 39s - loss: 1.58 - ETA: 37s - loss: 1.58 - ETA: 35s - loss: 1.58 - ETA: 33s - loss: 1.58 - ETA: 31s - loss: 1.58 - ETA: 29s - loss: 1.58 - ETA: 27s - loss: 1.58 - ETA: 25s - loss: 1.58 - ETA: 23s - loss: 1.58 - ETA: 20s - loss: 1.58 - ETA: 18s - loss: 1.58 - ETA: 16s - loss: 1.58 - ETA: 14s - loss: 1.58 - ETA: 12s - loss: 1.58 - ETA: 10s - loss: 1.58 - ETA: 8s - loss: 1.5821 - ETA: 6s - loss: 1.581 - ETA: 4s - loss: 1.581 - ETA: 2s - loss: 1.581 - 683s 2s/step - loss: 1.5819 - val_loss: 1.5497
Epoch 4/20
299/299 [==============================] - ETA: 10:10 - loss: 1.49 - ETA: 9:59 - loss: 1.4811 - ETA: 9:57 - loss: 1.512 - ETA: 9:51 - loss: 1.507 - ETA: 9:56 - loss: 1.503 - ETA: 9:53 - loss: 1.473 - ETA: 9:49 - loss: 1.470 - ETA: 9:45 - loss: 1.479 - ETA: 9:41 - loss: 1.479 - ETA: 9:39 - loss: 1.488 - ETA: 10:00 - loss: 1.49 - ETA: 10:25 - loss: 1.49 - ETA: 10:18 - loss: 1.49 - ETA: 10:31 - loss: 1.49 - ETA: 10:57 - loss: 1.49 - ETA: 10:48 - loss: 1.49 - ETA: 10:40 - loss: 1.49 - ETA: 10:33 - loss: 1.48 - ETA: 10:27 - loss: 1.49 - ETA: 10:23 - loss: 1.49 - ETA: 10:17 - loss: 1.49 - ETA: 10:12 - loss: 1.48 - ETA: 10:08 - loss: 1.48 - ETA: 10:05 - loss: 1.48 - ETA: 10:00 - loss: 1.48 - ETA: 9:56 - loss: 1.4921 - ETA: 9:51 - loss: 1.489 - ETA: 9:47 - loss: 1.486 - ETA: 9:44 - loss: 1.489 - ETA: 9:40 - loss: 1.491 - ETA: 9:36 - loss: 1.493 - ETA: 9:33 - loss: 1.494 - ETA: 9:30 - loss: 1.497 - ETA: 9:27 - loss: 1.498 - ETA: 9:24 - loss: 1.500 - ETA: 9:21 - loss: 1.500 - ETA: 9:18 - loss: 1.498 - ETA: 9:16 - loss: 1.496 - ETA: 9:13 - loss: 1.498 - ETA: 9:10 - loss: 1.498 - ETA: 9:07 - loss: 1.499 - ETA: 9:04 - loss: 1.498 - ETA: 9:02 - loss: 1.499 - ETA: 8:59 - loss: 1.500 - ETA: 8:57 - loss: 1.499 - ETA: 8:54 - loss: 1.499 - ETA: 8:51 - loss: 1.498 - ETA: 8:48 - loss: 1.497 - ETA: 8:51 - loss: 1.497 - ETA: 8:53 - loss: 1.494 - ETA: 8:50 - loss: 1.496 - ETA: 8:47 - loss: 1.496 - ETA: 8:45 - loss: 1.496 - ETA: 8:42 - loss: 1.496 - ETA: 8:40 - loss: 1.497 - ETA: 8:37 - loss: 1.498 - ETA: 8:35 - loss: 1.499 - ETA: 8:32 - loss: 1.499 - ETA: 8:30 - loss: 1.497 - ETA: 8:27 - loss: 1.497 - ETA: 8:24 - loss: 1.498 - ETA: 8:28 - loss: 1.498 - ETA: 8:33 - loss: 1.500 - ETA: 8:33 - loss: 1.500 - ETA: 8:30 - loss: 1.499 - ETA: 8:28 - loss: 1.498 - ETA: 8:25 - loss: 1.498 - ETA: 8:23 - loss: 1.498 - ETA: 8:20 - loss: 1.499 - ETA: 8:17 - loss: 1.498 - ETA: 8:14 - loss: 1.499 - ETA: 8:11 - loss: 1.499 - ETA: 8:08 - loss: 1.498 - ETA: 8:06 - loss: 1.497 - ETA: 8:03 - loss: 1.497 - ETA: 8:00 - loss: 1.497 - ETA: 7:58 - loss: 1.497 - ETA: 7:55 - loss: 1.496 - ETA: 7:53 - loss: 1.498 - ETA: 7:50 - loss: 1.498 - ETA: 7:47 - loss: 1.498 - ETA: 7:45 - loss: 1.499 - ETA: 7:42 - loss: 1.498 - ETA: 7:40 - loss: 1.498 - ETA: 7:37 - loss: 1.498 - ETA: 7:35 - loss: 1.497 - ETA: 7:32 - loss: 1.497 - ETA: 7:30 - loss: 1.497 - ETA: 7:27 - loss: 1.496 - ETA: 7:25 - loss: 1.495 - ETA: 7:22 - loss: 1.496 - ETA: 7:20 - loss: 1.496 - ETA: 7:17 - loss: 1.495 - ETA: 7:19 - loss: 1.496 - ETA: 7:17 - loss: 1.497 - ETA: 7:14 - loss: 1.497 - ETA: 7:12 - loss: 1.497 - ETA: 7:09 - loss: 1.497 - ETA: 7:07 - loss: 1.496 - ETA: 7:04 - loss: 1.495 - ETA: 7:02 - loss: 1.495 - ETA: 6:59 - loss: 1.494 - ETA: 6:57 - loss: 1.494 - ETA: 6:55 - loss: 1.494 - ETA: 6:52 - loss: 1.494 - ETA: 6:50 - loss: 1.494 - ETA: 6:47 - loss: 1.494 - ETA: 6:45 - loss: 1.494 - ETA: 6:43 - loss: 1.494 - ETA: 6:41 - loss: 1.493 - ETA: 6:38 - loss: 1.494 - ETA: 6:36 - loss: 1.495 - ETA: 6:34 - loss: 1.495 - ETA: 6:31 - loss: 1.494 - ETA: 6:29 - loss: 1.493 - ETA: 6:30 - loss: 1.494 - ETA: 6:28 - loss: 1.494 - ETA: 6:25 - loss: 1.494 - ETA: 6:23 - loss: 1.493 - ETA: 6:21 - loss: 1.493 - ETA: 6:18 - loss: 1.494 - ETA: 6:16 - loss: 1.494 - ETA: 6:14 - loss: 1.492 - ETA: 6:11 - loss: 1.493 - ETA: 6:09 - loss: 1.492 - ETA: 6:07 - loss: 1.492 - ETA: 6:04 - loss: 1.492 - ETA: 6:02 - loss: 1.491 - ETA: 6:00 - loss: 1.491 - ETA: 5:58 - loss: 1.492 - ETA: 5:55 - loss: 1.492 - ETA: 5:53 - loss: 1.491 - ETA: 5:51 - loss: 1.491 - ETA: 5:49 - loss: 1.491 - ETA: 5:46 - loss: 1.490 - ETA: 5:44 - loss: 1.490 - ETA: 5:42 - loss: 1.490 - ETA: 5:40 - loss: 1.490 - ETA: 5:38 - loss: 1.490 - ETA: 5:35 - loss: 1.489 - ETA: 5:33 - loss: 1.489 - ETA: 5:31 - loss: 1.489 - ETA: 5:29 - loss: 1.489 - ETA: 5:27 - loss: 1.488 - ETA: 5:24 - loss: 1.488 - ETA: 5:23 - loss: 1.488 - ETA: 5:22 - loss: 1.488 - ETA: 5:20 - loss: 1.488 - ETA: 5:17 - loss: 1.488 - ETA: 5:15 - loss: 1.488 - ETA: 5:13 - loss: 1.488 - ETA: 5:11 - loss: 1.487 - ETA: 5:08 - loss: 1.487 - ETA: 5:06 - loss: 1.488 - ETA: 5:04 - loss: 1.488 - ETA: 5:02 - loss: 1.487 - ETA: 5:00 - loss: 1.488 - ETA: 4:57 - loss: 1.488 - ETA: 4:55 - loss: 1.488 - ETA: 4:53 - loss: 1.488 - ETA: 4:51 - loss: 1.488 - ETA: 4:49 - loss: 1.487 - ETA: 4:46 - loss: 1.488 - ETA: 4:44 - loss: 1.488 - ETA: 4:42 - loss: 1.488 - ETA: 4:40 - loss: 1.487 - ETA: 4:39 - loss: 1.488 - ETA: 4:37 - loss: 1.488 - ETA: 4:35 - loss: 1.488 - ETA: 4:33 - loss: 1.488 - ETA: 4:30 - loss: 1.488 - ETA: 4:28 - loss: 1.487 - ETA: 4:26 - loss: 1.486 - ETA: 4:24 - loss: 1.487 - ETA: 4:22 - loss: 1.486 - ETA: 4:19 - loss: 1.486 - ETA: 4:17 - loss: 1.486 - ETA: 4:15 - loss: 1.486 - ETA: 4:13 - loss: 1.486 - ETA: 4:11 - loss: 1.486 - ETA: 4:08 - loss: 1.485 - ETA: 4:06 - loss: 1.485 - ETA: 4:04 - loss: 1.485 - ETA: 4:02 - loss: 1.485 - ETA: 4:00 - loss: 1.484 - ETA: 3:59 - loss: 1.485 - ETA: 3:57 - loss: 1.484 - ETA: 3:54 - loss: 1.484 - ETA: 3:52 - loss: 1.484 - ETA: 3:50 - loss: 1.484 - ETA: 3:48 - loss: 1.484 - ETA: 3:46 - loss: 1.484 - ETA: 3:44 - loss: 1.484 - ETA: 3:41 - loss: 1.485 - ETA: 3:39 - loss: 1.484 - ETA: 3:38 - loss: 1.485 - ETA: 3:36 - loss: 1.485 - ETA: 3:34 - loss: 1.485 - ETA: 3:32 - loss: 1.485 - ETA: 3:29 - loss: 1.485 - ETA: 3:27 - loss: 1.485 - ETA: 3:25 - loss: 1.484 - ETA: 3:23 - loss: 1.484 - ETA: 3:21 - loss: 1.484 - ETA: 3:19 - loss: 1.484 - ETA: 3:17 - loss: 1.484 - ETA: 3:14 - loss: 1.484 - ETA: 3:12 - loss: 1.484 - ETA: 3:10 - loss: 1.484 - ETA: 3:08 - loss: 1.485 - ETA: 3:06 - loss: 1.484 - ETA: 3:04 - loss: 1.485 - ETA: 3:02 - loss: 1.485 - ETA: 2:59 - loss: 1.484 - ETA: 2:57 - loss: 1.485 - ETA: 2:55 - loss: 1.485 - ETA: 2:53 - loss: 1.485 - ETA: 2:51 - loss: 1.485 - ETA: 2:49 - loss: 1.485 - ETA: 2:47 - loss: 1.485 - ETA: 2:45 - loss: 1.485 - ETA: 2:42 - loss: 1.485 - ETA: 2:40 - loss: 1.485 - ETA: 2:38 - loss: 1.484 - ETA: 2:37 - loss: 1.485 - ETA: 2:34 - loss: 1.484 - ETA: 2:32 - loss: 1.484 - ETA: 2:31 - loss: 1.484 - ETA: 2:29 - loss: 1.484 - ETA: 2:27 - loss: 1.483 - ETA: 2:25 - loss: 1.483 - ETA: 2:23 - loss: 1.483 - ETA: 2:20 - loss: 1.483 - ETA: 2:18 - loss: 1.483 - ETA: 2:16 - loss: 1.483 - ETA: 2:14 - loss: 1.483 - ETA: 2:12 - loss: 1.483 - ETA: 2:10 - loss: 1.483 - ETA: 2:08 - loss: 1.483 - ETA: 2:06 - loss: 1.483 - ETA: 2:03 - loss: 1.482 - ETA: 2:01 - loss: 1.482 - ETA: 1:59 - loss: 1.482 - ETA: 1:57 - loss: 1.482 - ETA: 1:55 - loss: 1.482 - ETA: 1:53 - loss: 1.482 - ETA: 1:50 - loss: 1.482 - ETA: 1:48 - loss: 1.482 - ETA: 1:46 - loss: 1.482 - ETA: 1:44 - loss: 1.482 - ETA: 1:42 - loss: 1.481 - ETA: 1:40 - loss: 1.481 - ETA: 1:38 - loss: 1.481 - ETA: 1:35 - loss: 1.481 - ETA: 1:33 - loss: 1.481 - ETA: 1:31 - loss: 1.481 - ETA: 1:29 - loss: 1.481 - ETA: 1:27 - loss: 1.481 - ETA: 1:25 - loss: 1.481 - ETA: 1:23 - loss: 1.481 - ETA: 1:20 - loss: 1.481 - ETA: 1:18 - loss: 1.481 - ETA: 1:16 - loss: 1.480 - ETA: 1:14 - loss: 1.480 - ETA: 1:12 - loss: 1.480 - ETA: 1:10 - loss: 1.480 - ETA: 1:08 - loss: 1.480 - ETA: 1:05 - loss: 1.480 - ETA: 1:03 - loss: 1.480 - ETA: 1:01 - loss: 1.480 - ETA: 59s - loss: 1.480 - ETA: 57s - loss: 1.48 - ETA: 55s - loss: 1.48 - ETA: 53s - loss: 1.48 - ETA: 51s - loss: 1.48 - ETA: 49s - loss: 1.48 - ETA: 46s - loss: 1.48 - ETA: 44s - loss: 1.48 - ETA: 42s - loss: 1.48 - ETA: 40s - loss: 1.48 - ETA: 38s - loss: 1.48 - ETA: 36s - loss: 1.48 - ETA: 34s - loss: 1.48 - ETA: 32s - loss: 1.48 - ETA: 29s - loss: 1.48 - ETA: 27s - loss: 1.48 - ETA: 25s - loss: 1.48 - ETA: 23s - loss: 1.47 - ETA: 21s - loss: 1.48 - ETA: 19s - loss: 1.48 - ETA: 17s - loss: 1.47 - ETA: 15s - loss: 1.47 - ETA: 12s - loss: 1.47 - ETA: 10s - loss: 1.47 - ETA: 8s - loss: 1.4795 - ETA: 6s - loss: 1.479 - ETA: 4s - loss: 1.479 - ETA: 2s - loss: 1.478 - 695s 2s/step - loss: 1.4789 - val_loss: 1.4921
Epoch 5/20
299/299 [==============================] - ETA: 9:58 - loss: 1.400 - ETA: 9:57 - loss: 1.407 - ETA: 9:59 - loss: 1.407 - ETA: 9:55 - loss: 1.409 - ETA: 10:05 - loss: 1.42 - ETA: 10:03 - loss: 1.40 - ETA: 10:06 - loss: 1.40 - ETA: 10:01 - loss: 1.40 - ETA: 9:56 - loss: 1.3959 - ETA: 9:55 - loss: 1.394 - ETA: 9:51 - loss: 1.385 - ETA: 9:48 - loss: 1.382 - ETA: 9:46 - loss: 1.383 - ETA: 9:44 - loss: 1.380 - ETA: 9:42 - loss: 1.385 - ETA: 9:39 - loss: 1.387 - ETA: 9:36 - loss: 1.389 - ETA: 9:32 - loss: 1.394 - ETA: 9:31 - loss: 1.395 - ETA: 9:29 - loss: 1.396 - ETA: 9:26 - loss: 1.398 - ETA: 9:24 - loss: 1.403 - ETA: 9:23 - loss: 1.403 - ETA: 9:20 - loss: 1.404 - ETA: 9:17 - loss: 1.406 - ETA: 9:16 - loss: 1.407 - ETA: 9:13 - loss: 1.406 - ETA: 9:12 - loss: 1.406 - ETA: 9:09 - loss: 1.406 - ETA: 9:07 - loss: 1.408 - ETA: 9:05 - loss: 1.409 - ETA: 9:02 - loss: 1.407 - ETA: 9:16 - loss: 1.411 - ETA: 9:14 - loss: 1.409 - ETA: 9:11 - loss: 1.405 - ETA: 9:08 - loss: 1.405 - ETA: 9:05 - loss: 1.406 - ETA: 9:02 - loss: 1.405 - ETA: 9:00 - loss: 1.407 - ETA: 8:58 - loss: 1.406 - ETA: 8:55 - loss: 1.406 - ETA: 8:53 - loss: 1.407 - ETA: 8:50 - loss: 1.407 - ETA: 8:50 - loss: 1.406 - ETA: 8:57 - loss: 1.407 - ETA: 8:54 - loss: 1.408 - ETA: 8:52 - loss: 1.406 - ETA: 8:49 - loss: 1.407 - ETA: 8:46 - loss: 1.408 - ETA: 8:44 - loss: 1.408 - ETA: 8:42 - loss: 1.407 - ETA: 8:39 - loss: 1.407 - ETA: 8:37 - loss: 1.409 - ETA: 8:34 - loss: 1.408 - ETA: 8:32 - loss: 1.407 - ETA: 8:29 - loss: 1.407 - ETA: 8:26 - loss: 1.407 - ETA: 8:24 - loss: 1.407 - ETA: 8:21 - loss: 1.406 - ETA: 8:19 - loss: 1.405 - ETA: 8:16 - loss: 1.404 - ETA: 8:14 - loss: 1.406 - ETA: 8:11 - loss: 1.407 - ETA: 8:09 - loss: 1.407 - ETA: 8:06 - loss: 1.408 - ETA: 8:04 - loss: 1.409 - ETA: 8:02 - loss: 1.408 - ETA: 7:59 - loss: 1.407 - ETA: 7:58 - loss: 1.407 - ETA: 7:55 - loss: 1.407 - ETA: 7:53 - loss: 1.406 - ETA: 7:54 - loss: 1.407 - ETA: 7:59 - loss: 1.407 - ETA: 8:01 - loss: 1.407 - ETA: 7:58 - loss: 1.408 - ETA: 7:57 - loss: 1.409 - ETA: 7:54 - loss: 1.409 - ETA: 7:51 - loss: 1.409 - ETA: 7:49 - loss: 1.408 - ETA: 7:46 - loss: 1.409 - ETA: 7:44 - loss: 1.408 - ETA: 7:42 - loss: 1.410 - ETA: 7:39 - loss: 1.409 - ETA: 7:37 - loss: 1.409 - ETA: 7:34 - loss: 1.409 - ETA: 7:32 - loss: 1.409 - ETA: 7:29 - loss: 1.409 - ETA: 7:27 - loss: 1.408 - ETA: 7:25 - loss: 1.408 - ETA: 7:23 - loss: 1.408 - ETA: 7:20 - loss: 1.407 - ETA: 7:22 - loss: 1.408 - ETA: 7:20 - loss: 1.408 - ETA: 7:18 - loss: 1.408 - ETA: 7:15 - loss: 1.409 - ETA: 7:13 - loss: 1.409 - ETA: 7:11 - loss: 1.410 - ETA: 7:09 - loss: 1.410 - ETA: 7:06 - loss: 1.411 - ETA: 7:04 - loss: 1.410 - ETA: 7:02 - loss: 1.410 - ETA: 6:59 - loss: 1.410 - ETA: 6:57 - loss: 1.411 - ETA: 6:55 - loss: 1.411 - ETA: 6:53 - loss: 1.410 - ETA: 6:50 - loss: 1.410 - ETA: 6:48 - loss: 1.410 - ETA: 6:46 - loss: 1.409 - ETA: 6:43 - loss: 1.409 - ETA: 6:41 - loss: 1.408 - ETA: 6:39 - loss: 1.408 - ETA: 6:36 - loss: 1.408 - ETA: 6:34 - loss: 1.408 - ETA: 6:32 - loss: 1.408 - ETA: 6:30 - loss: 1.408 - ETA: 6:27 - loss: 1.408 - ETA: 6:25 - loss: 1.408 - ETA: 6:23 - loss: 1.408 - ETA: 6:20 - loss: 1.407 - ETA: 6:18 - loss: 1.407 - ETA: 6:16 - loss: 1.407 - ETA: 6:14 - loss: 1.407 - ETA: 6:11 - loss: 1.407 - ETA: 6:09 - loss: 1.408 - ETA: 6:08 - loss: 1.408 - ETA: 6:08 - loss: 1.408 - ETA: 6:06 - loss: 1.408 - ETA: 6:03 - loss: 1.408 - ETA: 6:01 - loss: 1.409 - ETA: 5:59 - loss: 1.410 - ETA: 5:56 - loss: 1.409 - ETA: 5:54 - loss: 1.409 - ETA: 5:52 - loss: 1.408 - ETA: 5:50 - loss: 1.409 - ETA: 5:48 - loss: 1.408 - ETA: 5:45 - loss: 1.408 - ETA: 5:43 - loss: 1.409 - ETA: 5:41 - loss: 1.409 - ETA: 5:39 - loss: 1.409 - ETA: 5:36 - loss: 1.409 - ETA: 5:34 - loss: 1.409 - ETA: 5:32 - loss: 1.409 - ETA: 5:30 - loss: 1.408 - ETA: 5:28 - loss: 1.408 - ETA: 5:26 - loss: 1.408 - ETA: 5:24 - loss: 1.407 - ETA: 5:21 - loss: 1.406 - ETA: 5:19 - loss: 1.406 - ETA: 5:17 - loss: 1.405 - ETA: 5:15 - loss: 1.405 - ETA: 5:13 - loss: 1.405 - ETA: 5:10 - loss: 1.404 - ETA: 5:09 - loss: 1.404 - ETA: 5:08 - loss: 1.404 - ETA: 5:06 - loss: 1.404 - ETA: 5:03 - loss: 1.404 - ETA: 5:01 - loss: 1.404 - ETA: 4:59 - loss: 1.404 - ETA: 4:57 - loss: 1.404 - ETA: 4:55 - loss: 1.404 - ETA: 4:53 - loss: 1.404 - ETA: 4:50 - loss: 1.404 - ETA: 4:48 - loss: 1.404 - ETA: 4:47 - loss: 1.404 - ETA: 4:45 - loss: 1.404 - ETA: 4:43 - loss: 1.404 - ETA: 4:41 - loss: 1.404 - ETA: 4:39 - loss: 1.404 - ETA: 4:36 - loss: 1.404 - ETA: 4:34 - loss: 1.404 - ETA: 4:32 - loss: 1.403 - ETA: 4:30 - loss: 1.403 - ETA: 4:28 - loss: 1.403 - ETA: 4:26 - loss: 1.403 - ETA: 4:23 - loss: 1.403 - ETA: 4:21 - loss: 1.403 - ETA: 4:19 - loss: 1.403 - ETA: 4:17 - loss: 1.403 - ETA: 4:15 - loss: 1.402 - ETA: 4:13 - loss: 1.402 - ETA: 4:10 - loss: 1.403 - ETA: 4:08 - loss: 1.403 - ETA: 4:06 - loss: 1.403 - ETA: 4:04 - loss: 1.403 - ETA: 4:02 - loss: 1.404 - ETA: 3:59 - loss: 1.404 - ETA: 3:57 - loss: 1.404 - ETA: 3:55 - loss: 1.403 - ETA: 3:53 - loss: 1.403 - ETA: 3:51 - loss: 1.403 - ETA: 3:49 - loss: 1.404 - ETA: 3:46 - loss: 1.404 - ETA: 3:44 - loss: 1.404 - ETA: 3:42 - loss: 1.404 - ETA: 3:40 - loss: 1.403 - ETA: 3:39 - loss: 1.403 - ETA: 3:37 - loss: 1.403 - ETA: 3:34 - loss: 1.404 - ETA: 3:32 - loss: 1.404 - ETA: 3:30 - loss: 1.404 - ETA: 3:28 - loss: 1.404 - ETA: 3:26 - loss: 1.404 - ETA: 3:24 - loss: 1.403 - ETA: 3:21 - loss: 1.403 - ETA: 3:19 - loss: 1.403 - ETA: 3:17 - loss: 1.403 - ETA: 3:15 - loss: 1.403 - ETA: 3:14 - loss: 1.403 - ETA: 3:12 - loss: 1.402 - ETA: 3:10 - loss: 1.403 - ETA: 3:08 - loss: 1.403 - ETA: 3:06 - loss: 1.403 - ETA: 3:04 - loss: 1.403 - ETA: 3:02 - loss: 1.403 - ETA: 2:59 - loss: 1.403 - ETA: 2:57 - loss: 1.403 - ETA: 2:55 - loss: 1.403 - ETA: 2:53 - loss: 1.402 - ETA: 2:51 - loss: 1.402 - ETA: 2:48 - loss: 1.402 - ETA: 2:46 - loss: 1.402 - ETA: 2:44 - loss: 1.402 - ETA: 2:42 - loss: 1.403 - ETA: 2:40 - loss: 1.403 - ETA: 2:37 - loss: 1.403 - ETA: 2:35 - loss: 1.402 - ETA: 2:33 - loss: 1.402 - ETA: 2:31 - loss: 1.402 - ETA: 2:29 - loss: 1.402 - ETA: 2:27 - loss: 1.401 - ETA: 2:24 - loss: 1.401 - ETA: 2:22 - loss: 1.401 - ETA: 2:20 - loss: 1.401 - ETA: 2:19 - loss: 1.401 - ETA: 2:17 - loss: 1.401 - ETA: 2:15 - loss: 1.401 - ETA: 2:13 - loss: 1.402 - ETA: 2:10 - loss: 1.401 - ETA: 2:08 - loss: 1.402 - ETA: 2:06 - loss: 1.402 - ETA: 2:04 - loss: 1.402 - ETA: 2:02 - loss: 1.402 - ETA: 2:00 - loss: 1.402 - ETA: 1:57 - loss: 1.402 - ETA: 1:55 - loss: 1.402 - ETA: 1:53 - loss: 1.402 - ETA: 1:51 - loss: 1.401 - ETA: 1:49 - loss: 1.401 - ETA: 1:47 - loss: 1.401 - ETA: 1:44 - loss: 1.401 - ETA: 1:42 - loss: 1.401 - ETA: 1:40 - loss: 1.400 - ETA: 1:38 - loss: 1.401 - ETA: 1:36 - loss: 1.400 - ETA: 1:34 - loss: 1.400 - ETA: 1:31 - loss: 1.400 - ETA: 1:29 - loss: 1.400 - ETA: 1:27 - loss: 1.400 - ETA: 1:26 - loss: 1.400 - ETA: 1:24 - loss: 1.400 - ETA: 1:22 - loss: 1.400 - ETA: 1:19 - loss: 1.400 - ETA: 1:17 - loss: 1.400 - ETA: 1:15 - loss: 1.400 - ETA: 1:13 - loss: 1.400 - ETA: 1:11 - loss: 1.400 - ETA: 1:09 - loss: 1.401 - ETA: 1:06 - loss: 1.401 - ETA: 1:04 - loss: 1.401 - ETA: 1:02 - loss: 1.401 - ETA: 1:00 - loss: 1.400 - ETA: 58s - loss: 1.400 - ETA: 56s - loss: 1.40 - ETA: 53s - loss: 1.40 - ETA: 51s - loss: 1.40 - ETA: 49s - loss: 1.40 - ETA: 47s - loss: 1.40 - ETA: 45s - loss: 1.40 - ETA: 43s - loss: 1.40 - ETA: 40s - loss: 1.40 - ETA: 38s - loss: 1.40 - ETA: 36s - loss: 1.40 - ETA: 34s - loss: 1.40 - ETA: 32s - loss: 1.40 - ETA: 30s - loss: 1.40 - ETA: 27s - loss: 1.40 - ETA: 25s - loss: 1.40 - ETA: 23s - loss: 1.40 - ETA: 21s - loss: 1.40 - ETA: 19s - loss: 1.40 - ETA: 17s - loss: 1.40 - ETA: 15s - loss: 1.39 - ETA: 12s - loss: 1.39 - ETA: 10s - loss: 1.39 - ETA: 8s - loss: 1.3994 - ETA: 6s - loss: 1.399 - ETA: 4s - loss: 1.399 - ETA: 2s - loss: 1.399 - 699s 2s/step - loss: 1.3996 - val_loss: 1.4339
Epoch 6/20
299/299 [==============================] - ETA: 9:41 - loss: 1.364 - ETA: 9:51 - loss: 1.359 - ETA: 10:01 - loss: 1.32 - ETA: 9:53 - loss: 1.3251 - ETA: 9:48 - loss: 1.340 - ETA: 9:50 - loss: 1.329 - ETA: 9:47 - loss: 1.325 - ETA: 9:45 - loss: 1.326 - ETA: 9:41 - loss: 1.330 - ETA: 9:41 - loss: 1.328 - ETA: 9:42 - loss: 1.328 - ETA: 9:42 - loss: 1.327 - ETA: 9:43 - loss: 1.326 - ETA: 9:41 - loss: 1.327 - ETA: 9:45 - loss: 1.327 - ETA: 9:45 - loss: 1.329 - ETA: 9:44 - loss: 1.330 - ETA: 9:42 - loss: 1.330 - ETA: 9:41 - loss: 1.330 - ETA: 9:39 - loss: 1.328 - ETA: 9:40 - loss: 1.326 - ETA: 9:39 - loss: 1.327 - ETA: 9:37 - loss: 1.326 - ETA: 9:34 - loss: 1.327 - ETA: 9:32 - loss: 1.326 - ETA: 9:46 - loss: 1.326 - ETA: 9:48 - loss: 1.327 - ETA: 9:46 - loss: 1.326 - ETA: 9:42 - loss: 1.327 - ETA: 9:39 - loss: 1.324 - ETA: 9:36 - loss: 1.323 - ETA: 9:33 - loss: 1.321 - ETA: 9:29 - loss: 1.321 - ETA: 9:26 - loss: 1.320 - ETA: 9:23 - loss: 1.321 - ETA: 9:20 - loss: 1.321 - ETA: 9:17 - loss: 1.322 - ETA: 9:14 - loss: 1.324 - ETA: 9:11 - loss: 1.325 - ETA: 9:08 - loss: 1.324 - ETA: 9:05 - loss: 1.326 - ETA: 9:03 - loss: 1.326 - ETA: 9:00 - loss: 1.327 - ETA: 8:58 - loss: 1.329 - ETA: 8:56 - loss: 1.332 - ETA: 8:54 - loss: 1.330 - ETA: 8:51 - loss: 1.333 - ETA: 8:48 - loss: 1.333 - ETA: 8:46 - loss: 1.331 - ETA: 8:52 - loss: 1.330 - ETA: 8:52 - loss: 1.331 - ETA: 8:49 - loss: 1.332 - ETA: 8:46 - loss: 1.334 - ETA: 8:44 - loss: 1.335 - ETA: 8:41 - loss: 1.335 - ETA: 8:38 - loss: 1.336 - ETA: 8:36 - loss: 1.337 - ETA: 8:34 - loss: 1.337 - ETA: 8:31 - loss: 1.337 - ETA: 8:28 - loss: 1.336 - ETA: 8:26 - loss: 1.334 - ETA: 8:24 - loss: 1.334 - ETA: 8:21 - loss: 1.333 - ETA: 8:19 - loss: 1.333 - ETA: 8:17 - loss: 1.334 - ETA: 8:14 - loss: 1.335 - ETA: 8:12 - loss: 1.335 - ETA: 8:09 - loss: 1.334 - ETA: 8:07 - loss: 1.334 - ETA: 8:04 - loss: 1.333 - ETA: 8:02 - loss: 1.333 - ETA: 8:00 - loss: 1.333 - ETA: 7:57 - loss: 1.333 - ETA: 7:55 - loss: 1.334 - ETA: 7:52 - loss: 1.334 - ETA: 7:52 - loss: 1.335 - ETA: 7:53 - loss: 1.335 - ETA: 7:51 - loss: 1.335 - ETA: 7:48 - loss: 1.336 - ETA: 7:51 - loss: 1.335 - ETA: 7:52 - loss: 1.336 - ETA: 7:49 - loss: 1.335 - ETA: 7:47 - loss: 1.334 - ETA: 7:45 - loss: 1.335 - ETA: 7:42 - loss: 1.335 - ETA: 7:39 - loss: 1.333 - ETA: 7:37 - loss: 1.334 - ETA: 7:34 - loss: 1.334 - ETA: 7:32 - loss: 1.334 - ETA: 7:29 - loss: 1.334 - ETA: 7:27 - loss: 1.333 - ETA: 7:24 - loss: 1.333 - ETA: 7:22 - loss: 1.333 - ETA: 7:20 - loss: 1.334 - ETA: 7:17 - loss: 1.335 - ETA: 7:15 - loss: 1.335 - ETA: 7:12 - loss: 1.336 - ETA: 7:10 - loss: 1.335 - ETA: 7:08 - loss: 1.335 - ETA: 7:05 - loss: 1.336 - ETA: 7:03 - loss: 1.336 - ETA: 7:01 - loss: 1.336 - ETA: 6:58 - loss: 1.336 - ETA: 6:56 - loss: 1.337 - ETA: 6:53 - loss: 1.337 - ETA: 6:51 - loss: 1.338 - ETA: 6:49 - loss: 1.338 - ETA: 6:47 - loss: 1.338 - ETA: 6:45 - loss: 1.337 - ETA: 6:42 - loss: 1.338 - ETA: 6:40 - loss: 1.338 - ETA: 6:38 - loss: 1.337 - ETA: 6:35 - loss: 1.337 - ETA: 6:33 - loss: 1.337 - ETA: 6:33 - loss: 1.337 - ETA: 6:32 - loss: 1.337 - ETA: 6:29 - loss: 1.338 - ETA: 6:27 - loss: 1.338 - ETA: 6:25 - loss: 1.338 - ETA: 6:22 - loss: 1.338 - ETA: 6:20 - loss: 1.338 - ETA: 6:18 - loss: 1.337 - ETA: 6:15 - loss: 1.338 - ETA: 6:13 - loss: 1.337 - ETA: 6:11 - loss: 1.337 - ETA: 6:08 - loss: 1.337 - ETA: 6:06 - loss: 1.337 - ETA: 6:04 - loss: 1.337 - ETA: 6:02 - loss: 1.338 - ETA: 5:59 - loss: 1.338 - ETA: 5:57 - loss: 1.338 - ETA: 5:55 - loss: 1.339 - ETA: 5:53 - loss: 1.339 - ETA: 5:50 - loss: 1.339 - ETA: 5:48 - loss: 1.339 - ETA: 5:46 - loss: 1.339 - ETA: 5:44 - loss: 1.339 - ETA: 5:42 - loss: 1.338 - ETA: 5:39 - loss: 1.338 - ETA: 5:37 - loss: 1.338 - ETA: 5:35 - loss: 1.338 - ETA: 5:33 - loss: 1.338 - ETA: 5:31 - loss: 1.338 - ETA: 5:28 - loss: 1.339 - ETA: 5:26 - loss: 1.338 - ETA: 5:24 - loss: 1.338 - ETA: 5:22 - loss: 1.339 - ETA: 5:19 - loss: 1.339 - ETA: 5:17 - loss: 1.339 - ETA: 5:15 - loss: 1.339 - ETA: 5:13 - loss: 1.340 - ETA: 5:11 - loss: 1.339 - ETA: 5:08 - loss: 1.339 - ETA: 5:06 - loss: 1.339 - ETA: 5:04 - loss: 1.339 - ETA: 5:02 - loss: 1.338 - ETA: 5:00 - loss: 1.338 - ETA: 4:59 - loss: 1.339 - ETA: 4:57 - loss: 1.338 - ETA: 4:55 - loss: 1.338 - ETA: 4:53 - loss: 1.338 - ETA: 4:51 - loss: 1.338 - ETA: 4:48 - loss: 1.338 - ETA: 4:46 - loss: 1.338 - ETA: 4:44 - loss: 1.338 - ETA: 4:42 - loss: 1.338 - ETA: 4:40 - loss: 1.339 - ETA: 4:37 - loss: 1.339 - ETA: 4:35 - loss: 1.339 - ETA: 4:33 - loss: 1.339 - ETA: 4:31 - loss: 1.339 - ETA: 4:29 - loss: 1.338 - ETA: 4:26 - loss: 1.339 - ETA: 4:24 - loss: 1.338 - ETA: 4:22 - loss: 1.338 - ETA: 4:20 - loss: 1.338 - ETA: 4:18 - loss: 1.338 - ETA: 4:16 - loss: 1.338 - ETA: 4:13 - loss: 1.338 - ETA: 4:11 - loss: 1.338 - ETA: 4:09 - loss: 1.338 - ETA: 4:07 - loss: 1.338 - ETA: 4:05 - loss: 1.338 - ETA: 4:02 - loss: 1.338 - ETA: 4:00 - loss: 1.338 - ETA: 3:59 - loss: 1.338 - ETA: 3:57 - loss: 1.338 - ETA: 3:55 - loss: 1.338 - ETA: 3:53 - loss: 1.338 - ETA: 3:51 - loss: 1.337 - ETA: 3:48 - loss: 1.337 - ETA: 3:46 - loss: 1.336 - ETA: 3:44 - loss: 1.337 - ETA: 3:42 - loss: 1.337 - ETA: 3:40 - loss: 1.337 - ETA: 3:38 - loss: 1.338 - ETA: 3:35 - loss: 1.338 - ETA: 3:33 - loss: 1.338 - ETA: 3:31 - loss: 1.337 - ETA: 3:29 - loss: 1.337 - ETA: 3:27 - loss: 1.337 - ETA: 3:25 - loss: 1.337 - ETA: 3:23 - loss: 1.337 - ETA: 3:20 - loss: 1.337 - ETA: 3:18 - loss: 1.337 - ETA: 3:16 - loss: 1.337 - ETA: 3:14 - loss: 1.337 - ETA: 3:12 - loss: 1.337 - ETA: 3:10 - loss: 1.337 - ETA: 3:08 - loss: 1.337 - ETA: 3:05 - loss: 1.337 - ETA: 3:03 - loss: 1.337 - ETA: 3:01 - loss: 1.337 - ETA: 2:59 - loss: 1.336 - ETA: 2:57 - loss: 1.337 - ETA: 2:55 - loss: 1.337 - ETA: 2:53 - loss: 1.337 - ETA: 2:51 - loss: 1.337 - ETA: 2:49 - loss: 1.337 - ETA: 2:47 - loss: 1.337 - ETA: 2:45 - loss: 1.337 - ETA: 2:43 - loss: 1.338 - ETA: 2:41 - loss: 1.338 - ETA: 2:38 - loss: 1.338 - ETA: 2:36 - loss: 1.338 - ETA: 2:34 - loss: 1.337 - ETA: 2:32 - loss: 1.337 - ETA: 2:30 - loss: 1.337 - ETA: 2:28 - loss: 1.337 - ETA: 2:25 - loss: 1.337 - ETA: 2:23 - loss: 1.337 - ETA: 2:21 - loss: 1.337 - ETA: 2:19 - loss: 1.337 - ETA: 2:17 - loss: 1.338 - ETA: 2:15 - loss: 1.337 - ETA: 2:13 - loss: 1.338 - ETA: 2:11 - loss: 1.338 - ETA: 2:08 - loss: 1.338 - ETA: 2:06 - loss: 1.338 - ETA: 2:04 - loss: 1.338 - ETA: 2:02 - loss: 1.338 - ETA: 2:00 - loss: 1.338 - ETA: 1:58 - loss: 1.338 - ETA: 1:56 - loss: 1.339 - ETA: 1:53 - loss: 1.339 - ETA: 1:51 - loss: 1.339 - ETA: 1:49 - loss: 1.339 - ETA: 1:48 - loss: 1.338 - ETA: 1:45 - loss: 1.338 - ETA: 1:43 - loss: 1.338 - ETA: 1:41 - loss: 1.338 - ETA: 1:39 - loss: 1.338 - ETA: 1:37 - loss: 1.338 - ETA: 1:35 - loss: 1.338 - ETA: 1:33 - loss: 1.337 - ETA: 1:30 - loss: 1.337 - ETA: 1:28 - loss: 1.337 - ETA: 1:26 - loss: 1.337 - ETA: 1:24 - loss: 1.337 - ETA: 1:22 - loss: 1.337 - ETA: 1:20 - loss: 1.336 - ETA: 1:18 - loss: 1.337 - ETA: 1:16 - loss: 1.336 - ETA: 1:13 - loss: 1.336 - ETA: 1:11 - loss: 1.336 - ETA: 1:09 - loss: 1.337 - ETA: 1:07 - loss: 1.337 - ETA: 1:05 - loss: 1.337 - ETA: 1:03 - loss: 1.337 - ETA: 1:01 - loss: 1.336 - ETA: 59s - loss: 1.337 - ETA: 56s - loss: 1.33 - ETA: 54s - loss: 1.33 - ETA: 52s - loss: 1.33 - ETA: 50s - loss: 1.33 - ETA: 48s - loss: 1.33 - ETA: 46s - loss: 1.33 - ETA: 44s - loss: 1.33 - ETA: 42s - loss: 1.33 - ETA: 40s - loss: 1.33 - ETA: 38s - loss: 1.33 - ETA: 35s - loss: 1.33 - ETA: 33s - loss: 1.33 - ETA: 31s - loss: 1.33 - ETA: 29s - loss: 1.33 - ETA: 27s - loss: 1.33 - ETA: 25s - loss: 1.33 - ETA: 23s - loss: 1.33 - ETA: 21s - loss: 1.33 - ETA: 18s - loss: 1.33 - ETA: 16s - loss: 1.33 - ETA: 14s - loss: 1.33 - ETA: 12s - loss: 1.33 - ETA: 10s - loss: 1.33 - ETA: 8s - loss: 1.3358 - ETA: 6s - loss: 1.335 - ETA: 4s - loss: 1.335 - ETA: 2s - loss: 1.335 - 690s 2s/step - loss: 1.3358 - val_loss: 1.3962
Epoch 7/20
299/299 [==============================] - ETA: 9:38 - loss: 1.381 - ETA: 9:49 - loss: 1.301 - ETA: 10:07 - loss: 1.31 - ETA: 10:10 - loss: 1.29 - ETA: 10:01 - loss: 1.30 - ETA: 9:57 - loss: 1.3097 - ETA: 9:59 - loss: 1.294 - ETA: 9:55 - loss: 1.299 - ETA: 9:51 - loss: 1.293 - ETA: 9:48 - loss: 1.284 - ETA: 9:44 - loss: 1.284 - ETA: 9:45 - loss: 1.277 - ETA: 9:43 - loss: 1.289 - ETA: 9:39 - loss: 1.289 - ETA: 10:06 - loss: 1.28 - ETA: 10:39 - loss: 1.28 - ETA: 10:49 - loss: 1.27 - ETA: 10:42 - loss: 1.27 - ETA: 10:35 - loss: 1.27 - ETA: 10:29 - loss: 1.27 - ETA: 10:23 - loss: 1.26 - ETA: 10:18 - loss: 1.27 - ETA: 10:14 - loss: 1.27 - ETA: 10:09 - loss: 1.27 - ETA: 10:04 - loss: 1.27 - ETA: 10:00 - loss: 1.27 - ETA: 9:57 - loss: 1.2730 - ETA: 9:53 - loss: 1.273 - ETA: 9:48 - loss: 1.272 - ETA: 9:45 - loss: 1.272 - ETA: 9:42 - loss: 1.273 - ETA: 9:39 - loss: 1.272 - ETA: 9:36 - loss: 1.274 - ETA: 9:32 - loss: 1.274 - ETA: 9:29 - loss: 1.272 - ETA: 9:25 - loss: 1.272 - ETA: 9:22 - loss: 1.270 - ETA: 9:19 - loss: 1.271 - ETA: 9:16 - loss: 1.271 - ETA: 9:13 - loss: 1.272 - ETA: 9:10 - loss: 1.273 - ETA: 9:08 - loss: 1.274 - ETA: 9:04 - loss: 1.274 - ETA: 9:01 - loss: 1.275 - ETA: 8:59 - loss: 1.275 - ETA: 8:57 - loss: 1.275 - ETA: 8:54 - loss: 1.276 - ETA: 8:51 - loss: 1.273 - ETA: 8:48 - loss: 1.274 - ETA: 8:45 - loss: 1.275 - ETA: 8:42 - loss: 1.275 - ETA: 8:39 - loss: 1.273 - ETA: 8:37 - loss: 1.274 - ETA: 8:35 - loss: 1.272 - ETA: 8:32 - loss: 1.271 - ETA: 8:30 - loss: 1.270 - ETA: 8:27 - loss: 1.270 - ETA: 8:25 - loss: 1.270 - ETA: 8:23 - loss: 1.269 - ETA: 8:21 - loss: 1.270 - ETA: 8:18 - loss: 1.270 - ETA: 8:16 - loss: 1.271 - ETA: 8:13 - loss: 1.270 - ETA: 8:11 - loss: 1.268 - ETA: 8:08 - loss: 1.269 - ETA: 8:06 - loss: 1.271 - ETA: 8:04 - loss: 1.271 - ETA: 8:01 - loss: 1.271 - ETA: 7:59 - loss: 1.270 - ETA: 7:57 - loss: 1.269 - ETA: 7:54 - loss: 1.269 - ETA: 7:56 - loss: 1.269 - ETA: 7:57 - loss: 1.269 - ETA: 7:54 - loss: 1.269 - ETA: 7:56 - loss: 1.270 - ETA: 7:55 - loss: 1.270 - ETA: 7:53 - loss: 1.270 - ETA: 7:50 - loss: 1.269 - ETA: 7:48 - loss: 1.269 - ETA: 7:45 - loss: 1.269 - ETA: 7:43 - loss: 1.270 - ETA: 7:40 - loss: 1.271 - ETA: 7:38 - loss: 1.272 - ETA: 7:36 - loss: 1.272 - ETA: 7:33 - loss: 1.272 - ETA: 7:31 - loss: 1.271 - ETA: 7:29 - loss: 1.271 - ETA: 7:26 - loss: 1.273 - ETA: 7:24 - loss: 1.273 - ETA: 7:21 - loss: 1.273 - ETA: 7:19 - loss: 1.273 - ETA: 7:17 - loss: 1.274 - ETA: 7:15 - loss: 1.274 - ETA: 7:12 - loss: 1.274 - ETA: 7:10 - loss: 1.275 - ETA: 7:08 - loss: 1.276 - ETA: 7:06 - loss: 1.276 - ETA: 7:03 - loss: 1.277 - ETA: 7:01 - loss: 1.278 - ETA: 6:59 - loss: 1.278 - ETA: 6:56 - loss: 1.277 - ETA: 6:54 - loss: 1.277 - ETA: 6:52 - loss: 1.276 - ETA: 6:50 - loss: 1.276 - ETA: 6:47 - loss: 1.277 - ETA: 6:45 - loss: 1.276 - ETA: 6:43 - loss: 1.276 - ETA: 6:41 - loss: 1.275 - ETA: 6:38 - loss: 1.275 - ETA: 6:36 - loss: 1.276 - ETA: 6:34 - loss: 1.275 - ETA: 6:32 - loss: 1.275 - ETA: 6:29 - loss: 1.275 - ETA: 6:27 - loss: 1.276 - ETA: 6:25 - loss: 1.276 - ETA: 6:23 - loss: 1.276 - ETA: 6:20 - loss: 1.277 - ETA: 6:18 - loss: 1.276 - ETA: 6:16 - loss: 1.276 - ETA: 6:14 - loss: 1.276 - ETA: 6:12 - loss: 1.276 - ETA: 6:10 - loss: 1.276 - ETA: 6:08 - loss: 1.276 - ETA: 6:06 - loss: 1.277 - ETA: 6:04 - loss: 1.278 - ETA: 6:01 - loss: 1.277 - ETA: 5:59 - loss: 1.277 - ETA: 5:57 - loss: 1.277 - ETA: 5:55 - loss: 1.277 - ETA: 5:53 - loss: 1.277 - ETA: 5:50 - loss: 1.277 - ETA: 5:48 - loss: 1.277 - ETA: 5:46 - loss: 1.277 - ETA: 5:44 - loss: 1.276 - ETA: 5:42 - loss: 1.276 - ETA: 5:40 - loss: 1.276 - ETA: 5:38 - loss: 1.276 - ETA: 5:36 - loss: 1.276 - ETA: 5:34 - loss: 1.276 - ETA: 5:31 - loss: 1.276 - ETA: 5:29 - loss: 1.276 - ETA: 5:27 - loss: 1.276 - ETA: 5:25 - loss: 1.276 - ETA: 5:23 - loss: 1.276 - ETA: 5:21 - loss: 1.276 - ETA: 5:20 - loss: 1.277 - ETA: 5:18 - loss: 1.277 - ETA: 5:16 - loss: 1.277 - ETA: 5:14 - loss: 1.277 - ETA: 5:12 - loss: 1.277 - ETA: 5:10 - loss: 1.277 - ETA: 5:07 - loss: 1.277 - ETA: 5:05 - loss: 1.278 - ETA: 5:03 - loss: 1.277 - ETA: 5:01 - loss: 1.277 - ETA: 4:59 - loss: 1.276 - ETA: 4:57 - loss: 1.277 - ETA: 4:55 - loss: 1.277 - ETA: 4:53 - loss: 1.276 - ETA: 4:51 - loss: 1.277 - ETA: 4:48 - loss: 1.277 - ETA: 4:46 - loss: 1.278 - ETA: 4:44 - loss: 1.278 - ETA: 4:42 - loss: 1.278 - ETA: 4:40 - loss: 1.278 - ETA: 4:38 - loss: 1.278 - ETA: 4:36 - loss: 1.278 - ETA: 4:34 - loss: 1.278 - ETA: 4:32 - loss: 1.278 - ETA: 4:29 - loss: 1.278 - ETA: 4:27 - loss: 1.278 - ETA: 4:25 - loss: 1.279 - ETA: 4:23 - loss: 1.279 - ETA: 4:21 - loss: 1.279 - ETA: 4:19 - loss: 1.279 - ETA: 4:18 - loss: 1.279 - ETA: 4:16 - loss: 1.280 - ETA: 4:14 - loss: 1.280 - ETA: 4:12 - loss: 1.280 - ETA: 4:09 - loss: 1.280 - ETA: 4:07 - loss: 1.280 - ETA: 4:05 - loss: 1.280 - ETA: 4:03 - loss: 1.280 - ETA: 4:01 - loss: 1.280 - ETA: 3:59 - loss: 1.280 - ETA: 3:57 - loss: 1.281 - ETA: 3:54 - loss: 1.281 - ETA: 3:52 - loss: 1.281 - ETA: 3:50 - loss: 1.281 - ETA: 3:48 - loss: 1.281 - ETA: 3:46 - loss: 1.281 - ETA: 3:44 - loss: 1.281 - ETA: 3:42 - loss: 1.281 - ETA: 3:39 - loss: 1.281 - ETA: 3:37 - loss: 1.282 - ETA: 3:35 - loss: 1.281 - ETA: 3:33 - loss: 1.281 - ETA: 3:31 - loss: 1.281 - ETA: 3:29 - loss: 1.281 - ETA: 3:27 - loss: 1.281 - ETA: 3:24 - loss: 1.281 - ETA: 3:22 - loss: 1.281 - ETA: 3:20 - loss: 1.281 - ETA: 3:18 - loss: 1.281 - ETA: 3:16 - loss: 1.281 - ETA: 3:14 - loss: 1.281 - ETA: 3:12 - loss: 1.281 - ETA: 3:10 - loss: 1.281 - ETA: 3:08 - loss: 1.281 - ETA: 3:05 - loss: 1.280 - ETA: 3:03 - loss: 1.280 - ETA: 3:01 - loss: 1.280 - ETA: 2:59 - loss: 1.281 - ETA: 2:57 - loss: 1.280 - ETA: 2:55 - loss: 1.280 - ETA: 2:53 - loss: 1.281 - ETA: 2:51 - loss: 1.281 - ETA: 2:49 - loss: 1.281 - ETA: 2:46 - loss: 1.281 - ETA: 2:44 - loss: 1.281 - ETA: 2:42 - loss: 1.281 - ETA: 2:40 - loss: 1.282 - ETA: 2:38 - loss: 1.282 - ETA: 2:36 - loss: 1.282 - ETA: 2:34 - loss: 1.282 - ETA: 2:32 - loss: 1.282 - ETA: 2:30 - loss: 1.281 - ETA: 2:28 - loss: 1.281 - ETA: 2:25 - loss: 1.281 - ETA: 2:23 - loss: 1.281 - ETA: 2:21 - loss: 1.281 - ETA: 2:19 - loss: 1.281 - ETA: 2:17 - loss: 1.282 - ETA: 2:15 - loss: 1.281 - ETA: 2:13 - loss: 1.281 - ETA: 2:11 - loss: 1.281 - ETA: 2:09 - loss: 1.281 - ETA: 2:07 - loss: 1.281 - ETA: 2:05 - loss: 1.281 - ETA: 2:04 - loss: 1.281 - ETA: 2:01 - loss: 1.281 - ETA: 1:59 - loss: 1.281 - ETA: 1:57 - loss: 1.280 - ETA: 1:55 - loss: 1.280 - ETA: 1:53 - loss: 1.281 - ETA: 1:51 - loss: 1.281 - ETA: 1:49 - loss: 1.281 - ETA: 1:47 - loss: 1.280 - ETA: 1:44 - loss: 1.280 - ETA: 1:42 - loss: 1.280 - ETA: 1:40 - loss: 1.281 - ETA: 1:38 - loss: 1.280 - ETA: 1:36 - loss: 1.280 - ETA: 1:34 - loss: 1.280 - ETA: 1:32 - loss: 1.280 - ETA: 1:30 - loss: 1.280 - ETA: 1:28 - loss: 1.280 - ETA: 1:25 - loss: 1.280 - ETA: 1:23 - loss: 1.280 - ETA: 1:21 - loss: 1.280 - ETA: 1:19 - loss: 1.280 - ETA: 1:17 - loss: 1.280 - ETA: 1:15 - loss: 1.280 - ETA: 1:13 - loss: 1.279 - ETA: 1:11 - loss: 1.279 - ETA: 1:09 - loss: 1.279 - ETA: 1:07 - loss: 1.279 - ETA: 1:04 - loss: 1.279 - ETA: 1:02 - loss: 1.279 - ETA: 1:00 - loss: 1.279 - ETA: 58s - loss: 1.279 - ETA: 56s - loss: 1.27 - ETA: 54s - loss: 1.27 - ETA: 52s - loss: 1.27 - ETA: 50s - loss: 1.27 - ETA: 48s - loss: 1.27 - ETA: 46s - loss: 1.27 - ETA: 43s - loss: 1.27 - ETA: 41s - loss: 1.27 - ETA: 39s - loss: 1.27 - ETA: 37s - loss: 1.27 - ETA: 35s - loss: 1.27 - ETA: 33s - loss: 1.27 - ETA: 31s - loss: 1.27 - ETA: 29s - loss: 1.27 - ETA: 27s - loss: 1.27 - ETA: 25s - loss: 1.27 - ETA: 23s - loss: 1.27 - ETA: 21s - loss: 1.27 - ETA: 18s - loss: 1.27 - ETA: 16s - loss: 1.27 - ETA: 14s - loss: 1.27 - ETA: 12s - loss: 1.27 - ETA: 10s - loss: 1.27 - ETA: 8s - loss: 1.2792 - ETA: 6s - loss: 1.279 - ETA: 4s - loss: 1.279 - ETA: 2s - loss: 1.279 - 684s 2s/step - loss: 1.2798 - val_loss: 1.3709
Epoch 8/20
299/299 [==============================] - ETA: 9:44 - loss: 1.229 - ETA: 9:41 - loss: 1.222 - ETA: 9:44 - loss: 1.186 - ETA: 9:45 - loss: 1.217 - ETA: 9:44 - loss: 1.235 - ETA: 9:42 - loss: 1.219 - ETA: 9:40 - loss: 1.210 - ETA: 9:39 - loss: 1.215 - ETA: 9:38 - loss: 1.211 - ETA: 9:35 - loss: 1.214 - ETA: 9:36 - loss: 1.212 - ETA: 9:33 - loss: 1.210 - ETA: 9:31 - loss: 1.212 - ETA: 9:29 - loss: 1.214 - ETA: 9:29 - loss: 1.205 - ETA: 9:27 - loss: 1.207 - ETA: 9:25 - loss: 1.206 - ETA: 9:23 - loss: 1.208 - ETA: 9:21 - loss: 1.208 - ETA: 9:18 - loss: 1.213 - ETA: 9:16 - loss: 1.215 - ETA: 9:16 - loss: 1.215 - ETA: 9:15 - loss: 1.215 - ETA: 9:12 - loss: 1.213 - ETA: 9:10 - loss: 1.214 - ETA: 9:08 - loss: 1.212 - ETA: 9:08 - loss: 1.213 - ETA: 9:07 - loss: 1.215 - ETA: 9:05 - loss: 1.217 - ETA: 9:02 - loss: 1.218 - ETA: 9:00 - loss: 1.213 - ETA: 8:58 - loss: 1.215 - ETA: 8:56 - loss: 1.216 - ETA: 8:53 - loss: 1.217 - ETA: 8:51 - loss: 1.217 - ETA: 8:49 - loss: 1.215 - ETA: 8:47 - loss: 1.215 - ETA: 8:45 - loss: 1.215 - ETA: 8:42 - loss: 1.215 - ETA: 8:41 - loss: 1.214 - ETA: 8:39 - loss: 1.215 - ETA: 8:37 - loss: 1.217 - ETA: 8:35 - loss: 1.217 - ETA: 8:33 - loss: 1.217 - ETA: 8:32 - loss: 1.218 - ETA: 8:29 - loss: 1.218 - ETA: 8:27 - loss: 1.218 - ETA: 8:25 - loss: 1.217 - ETA: 8:23 - loss: 1.217 - ETA: 8:22 - loss: 1.216 - ETA: 8:20 - loss: 1.217 - ETA: 8:21 - loss: 1.218 - ETA: 8:19 - loss: 1.218 - ETA: 8:18 - loss: 1.219 - ETA: 8:16 - loss: 1.216 - ETA: 8:14 - loss: 1.216 - ETA: 8:12 - loss: 1.216 - ETA: 8:10 - loss: 1.217 - ETA: 8:08 - loss: 1.217 - ETA: 8:06 - loss: 1.217 - ETA: 8:04 - loss: 1.217 - ETA: 8:02 - loss: 1.218 - ETA: 8:00 - loss: 1.216 - ETA: 7:58 - loss: 1.218 - ETA: 7:56 - loss: 1.219 - ETA: 7:54 - loss: 1.219 - ETA: 7:52 - loss: 1.218 - ETA: 7:50 - loss: 1.218 - ETA: 7:48 - loss: 1.218 - ETA: 7:46 - loss: 1.218 - ETA: 7:44 - loss: 1.217 - ETA: 7:42 - loss: 1.217 - ETA: 7:40 - loss: 1.216 - ETA: 7:38 - loss: 1.217 - ETA: 7:36 - loss: 1.218 - ETA: 7:34 - loss: 1.218 - ETA: 7:32 - loss: 1.218 - ETA: 7:30 - loss: 1.218 - ETA: 7:28 - loss: 1.217 - ETA: 7:26 - loss: 1.217 - ETA: 7:24 - loss: 1.218 - ETA: 7:22 - loss: 1.218 - ETA: 7:20 - loss: 1.219 - ETA: 7:18 - loss: 1.220 - ETA: 7:16 - loss: 1.220 - ETA: 7:14 - loss: 1.220 - ETA: 7:12 - loss: 1.220 - ETA: 7:10 - loss: 1.221 - ETA: 7:08 - loss: 1.221 - ETA: 7:05 - loss: 1.221 - ETA: 7:03 - loss: 1.222 - ETA: 7:01 - loss: 1.222 - ETA: 6:59 - loss: 1.223 - ETA: 6:57 - loss: 1.224 - ETA: 6:55 - loss: 1.224 - ETA: 6:53 - loss: 1.223 - ETA: 6:51 - loss: 1.223 - ETA: 6:49 - loss: 1.224 - ETA: 6:47 - loss: 1.224 - ETA: 6:45 - loss: 1.224 - ETA: 6:43 - loss: 1.224 - ETA: 6:41 - loss: 1.224 - ETA: 6:40 - loss: 1.225 - ETA: 6:40 - loss: 1.225 - ETA: 6:38 - loss: 1.226 - ETA: 6:36 - loss: 1.225 - ETA: 6:34 - loss: 1.225 - ETA: 6:32 - loss: 1.225 - ETA: 6:30 - loss: 1.225 - ETA: 6:28 - loss: 1.226 - ETA: 6:26 - loss: 1.225 - ETA: 6:24 - loss: 1.225 - ETA: 6:22 - loss: 1.225 - ETA: 6:20 - loss: 1.225 - ETA: 6:18 - loss: 1.225 - ETA: 6:16 - loss: 1.225 - ETA: 6:14 - loss: 1.224 - ETA: 6:12 - loss: 1.225 - ETA: 6:10 - loss: 1.225 - ETA: 6:08 - loss: 1.225 - ETA: 6:06 - loss: 1.225 - ETA: 6:04 - loss: 1.225 - ETA: 6:02 - loss: 1.225 - ETA: 6:00 - loss: 1.225 - ETA: 5:58 - loss: 1.225 - ETA: 5:56 - loss: 1.225 - ETA: 5:54 - loss: 1.225 - ETA: 5:51 - loss: 1.226 - ETA: 5:49 - loss: 1.226 - ETA: 5:47 - loss: 1.226 - ETA: 5:45 - loss: 1.227 - ETA: 5:43 - loss: 1.227 - ETA: 5:41 - loss: 1.226 - ETA: 5:39 - loss: 1.227 - ETA: 5:37 - loss: 1.226 - ETA: 5:35 - loss: 1.227 - ETA: 5:33 - loss: 1.227 - ETA: 5:30 - loss: 1.227 - ETA: 5:28 - loss: 1.227 - ETA: 5:26 - loss: 1.227 - ETA: 5:24 - loss: 1.227 - ETA: 5:22 - loss: 1.228 - ETA: 5:21 - loss: 1.228 - ETA: 5:19 - loss: 1.227 - ETA: 5:17 - loss: 1.227 - ETA: 5:15 - loss: 1.227 - ETA: 5:13 - loss: 1.228 - ETA: 5:11 - loss: 1.227 - ETA: 5:09 - loss: 1.227 - ETA: 5:06 - loss: 1.227 - ETA: 5:04 - loss: 1.228 - ETA: 5:02 - loss: 1.228 - ETA: 5:00 - loss: 1.228 - ETA: 4:58 - loss: 1.228 - ETA: 4:56 - loss: 1.227 - ETA: 4:54 - loss: 1.228 - ETA: 4:52 - loss: 1.228 - ETA: 4:50 - loss: 1.228 - ETA: 4:48 - loss: 1.229 - ETA: 4:46 - loss: 1.229 - ETA: 4:44 - loss: 1.229 - ETA: 4:41 - loss: 1.229 - ETA: 4:39 - loss: 1.229 - ETA: 4:37 - loss: 1.229 - ETA: 4:35 - loss: 1.229 - ETA: 4:33 - loss: 1.229 - ETA: 4:31 - loss: 1.229 - ETA: 4:29 - loss: 1.229 - ETA: 4:27 - loss: 1.230 - ETA: 4:25 - loss: 1.230 - ETA: 4:23 - loss: 1.229 - ETA: 4:21 - loss: 1.229 - ETA: 4:19 - loss: 1.230 - ETA: 4:17 - loss: 1.230 - ETA: 4:15 - loss: 1.230 - ETA: 4:13 - loss: 1.230 - ETA: 4:11 - loss: 1.230 - ETA: 4:08 - loss: 1.230 - ETA: 4:06 - loss: 1.231 - ETA: 4:04 - loss: 1.231 - ETA: 4:02 - loss: 1.231 - ETA: 4:00 - loss: 1.231 - ETA: 3:58 - loss: 1.231 - ETA: 3:56 - loss: 1.231 - ETA: 3:54 - loss: 1.231 - ETA: 3:52 - loss: 1.230 - ETA: 3:50 - loss: 1.231 - ETA: 3:48 - loss: 1.231 - ETA: 3:46 - loss: 1.231 - ETA: 3:44 - loss: 1.231 - ETA: 3:41 - loss: 1.231 - ETA: 3:39 - loss: 1.231 - ETA: 3:37 - loss: 1.231 - ETA: 3:35 - loss: 1.231 - ETA: 3:33 - loss: 1.231 - ETA: 3:31 - loss: 1.231 - ETA: 3:29 - loss: 1.230 - ETA: 3:27 - loss: 1.230 - ETA: 3:25 - loss: 1.230 - ETA: 3:23 - loss: 1.229 - ETA: 3:21 - loss: 1.229 - ETA: 3:19 - loss: 1.229 - ETA: 3:17 - loss: 1.229 - ETA: 3:15 - loss: 1.229 - ETA: 3:13 - loss: 1.229 - ETA: 3:11 - loss: 1.229 - ETA: 3:09 - loss: 1.229 - ETA: 3:07 - loss: 1.229 - ETA: 3:04 - loss: 1.229 - ETA: 3:02 - loss: 1.229 - ETA: 3:00 - loss: 1.229 - ETA: 2:58 - loss: 1.229 - ETA: 2:56 - loss: 1.230 - ETA: 2:54 - loss: 1.229 - ETA: 2:52 - loss: 1.230 - ETA: 2:50 - loss: 1.230 - ETA: 2:48 - loss: 1.230 - ETA: 2:46 - loss: 1.230 - ETA: 2:44 - loss: 1.230 - ETA: 2:42 - loss: 1.229 - ETA: 2:40 - loss: 1.229 - ETA: 2:38 - loss: 1.229 - ETA: 2:36 - loss: 1.230 - ETA: 2:34 - loss: 1.230 - ETA: 2:31 - loss: 1.229 - ETA: 2:29 - loss: 1.229 - ETA: 2:27 - loss: 1.229 - ETA: 2:25 - loss: 1.230 - ETA: 2:23 - loss: 1.230 - ETA: 2:21 - loss: 1.230 - ETA: 2:19 - loss: 1.230 - ETA: 2:17 - loss: 1.230 - ETA: 2:15 - loss: 1.230 - ETA: 2:13 - loss: 1.230 - ETA: 2:11 - loss: 1.229 - ETA: 2:09 - loss: 1.229 - ETA: 2:07 - loss: 1.229 - ETA: 2:05 - loss: 1.229 - ETA: 2:03 - loss: 1.229 - ETA: 2:01 - loss: 1.229 - ETA: 1:59 - loss: 1.229 - ETA: 1:57 - loss: 1.229 - ETA: 1:54 - loss: 1.229 - ETA: 1:52 - loss: 1.229 - ETA: 1:50 - loss: 1.230 - ETA: 1:48 - loss: 1.229 - ETA: 1:46 - loss: 1.229 - ETA: 1:44 - loss: 1.229 - ETA: 1:42 - loss: 1.229 - ETA: 1:40 - loss: 1.229 - ETA: 1:38 - loss: 1.229 - ETA: 1:36 - loss: 1.229 - ETA: 1:34 - loss: 1.230 - ETA: 1:32 - loss: 1.230 - ETA: 1:30 - loss: 1.230 - ETA: 1:28 - loss: 1.230 - ETA: 1:26 - loss: 1.230 - ETA: 1:24 - loss: 1.230 - ETA: 1:22 - loss: 1.229 - ETA: 1:20 - loss: 1.229 - ETA: 1:17 - loss: 1.229 - ETA: 1:15 - loss: 1.229 - ETA: 1:13 - loss: 1.230 - ETA: 1:11 - loss: 1.229 - ETA: 1:09 - loss: 1.230 - ETA: 1:07 - loss: 1.229 - ETA: 1:05 - loss: 1.229 - ETA: 1:03 - loss: 1.229 - ETA: 1:01 - loss: 1.229 - ETA: 59s - loss: 1.230 - ETA: 57s - loss: 1.23 - ETA: 55s - loss: 1.23 - ETA: 53s - loss: 1.23 - ETA: 51s - loss: 1.23 - ETA: 49s - loss: 1.23 - ETA: 47s - loss: 1.23 - ETA: 45s - loss: 1.23 - ETA: 43s - loss: 1.23 - ETA: 41s - loss: 1.23 - ETA: 38s - loss: 1.23 - ETA: 36s - loss: 1.23 - ETA: 34s - loss: 1.23 - ETA: 32s - loss: 1.23 - ETA: 30s - loss: 1.23 - ETA: 28s - loss: 1.23 - ETA: 26s - loss: 1.23 - ETA: 24s - loss: 1.23 - ETA: 22s - loss: 1.23 - ETA: 20s - loss: 1.23 - ETA: 18s - loss: 1.23 - ETA: 16s - loss: 1.22 - ETA: 14s - loss: 1.22 - ETA: 12s - loss: 1.22 - ETA: 10s - loss: 1.22 - ETA: 8s - loss: 1.2299 - ETA: 6s - loss: 1.229 - ETA: 4s - loss: 1.229 - ETA: 2s - loss: 1.228 - 674s 2s/step - loss: 1.2290 - val_loss: 1.3461
Epoch 9/20
299/299 [==============================] - ETA: 13:42 - loss: 1.14 - ETA: 12:16 - loss: 1.16 - ETA: 11:39 - loss: 1.18 - ETA: 11:23 - loss: 1.15 - ETA: 11:09 - loss: 1.15 - ETA: 10:55 - loss: 1.16 - ETA: 10:49 - loss: 1.17 - ETA: 10:48 - loss: 1.18 - ETA: 10:46 - loss: 1.17 - ETA: 10:43 - loss: 1.17 - ETA: 10:38 - loss: 1.16 - ETA: 10:33 - loss: 1.16 - ETA: 10:29 - loss: 1.16 - ETA: 10:25 - loss: 1.16 - ETA: 10:24 - loss: 1.16 - ETA: 10:22 - loss: 1.16 - ETA: 10:16 - loss: 1.15 - ETA: 10:12 - loss: 1.15 - ETA: 10:09 - loss: 1.15 - ETA: 10:05 - loss: 1.15 - ETA: 10:01 - loss: 1.14 - ETA: 9:56 - loss: 1.1433 - ETA: 9:52 - loss: 1.142 - ETA: 9:50 - loss: 1.143 - ETA: 9:45 - loss: 1.146 - ETA: 9:42 - loss: 1.147 - ETA: 9:38 - loss: 1.148 - ETA: 9:35 - loss: 1.151 - ETA: 9:32 - loss: 1.154 - ETA: 9:29 - loss: 1.154 - ETA: 9:26 - loss: 1.151 - ETA: 9:23 - loss: 1.150 - ETA: 9:20 - loss: 1.154 - ETA: 9:17 - loss: 1.155 - ETA: 9:15 - loss: 1.155 - ETA: 9:12 - loss: 1.154 - ETA: 9:10 - loss: 1.157 - ETA: 9:08 - loss: 1.159 - ETA: 9:05 - loss: 1.162 - ETA: 9:02 - loss: 1.162 - ETA: 9:00 - loss: 1.164 - ETA: 8:57 - loss: 1.164 - ETA: 8:54 - loss: 1.164 - ETA: 8:52 - loss: 1.166 - ETA: 8:50 - loss: 1.167 - ETA: 8:49 - loss: 1.168 - ETA: 8:47 - loss: 1.167 - ETA: 8:45 - loss: 1.168 - ETA: 8:43 - loss: 1.167 - ETA: 8:40 - loss: 1.168 - ETA: 8:38 - loss: 1.167 - ETA: 8:35 - loss: 1.168 - ETA: 8:32 - loss: 1.167 - ETA: 8:30 - loss: 1.168 - ETA: 8:28 - loss: 1.170 - ETA: 8:25 - loss: 1.169 - ETA: 8:23 - loss: 1.169 - ETA: 8:20 - loss: 1.167 - ETA: 8:18 - loss: 1.168 - ETA: 8:15 - loss: 1.167 - ETA: 8:13 - loss: 1.168 - ETA: 8:11 - loss: 1.167 - ETA: 8:09 - loss: 1.168 - ETA: 8:06 - loss: 1.168 - ETA: 8:04 - loss: 1.169 - ETA: 8:02 - loss: 1.168 - ETA: 7:59 - loss: 1.168 - ETA: 7:57 - loss: 1.168 - ETA: 7:55 - loss: 1.168 - ETA: 7:52 - loss: 1.169 - ETA: 7:51 - loss: 1.170 - ETA: 7:48 - loss: 1.171 - ETA: 7:46 - loss: 1.171 - ETA: 7:44 - loss: 1.171 - ETA: 7:42 - loss: 1.171 - ETA: 7:39 - 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ETA: 1:01 - loss: 1.182 - ETA: 59s - loss: 1.182 - ETA: 57s - loss: 1.18 - ETA: 55s - loss: 1.18 - ETA: 53s - loss: 1.18 - ETA: 50s - loss: 1.18 - ETA: 48s - loss: 1.18 - ETA: 46s - loss: 1.18 - ETA: 44s - loss: 1.18 - ETA: 42s - loss: 1.18 - ETA: 40s - loss: 1.18 - ETA: 38s - loss: 1.18 - ETA: 36s - loss: 1.18 - ETA: 34s - loss: 1.18 - ETA: 32s - loss: 1.18 - ETA: 30s - loss: 1.18 - ETA: 28s - loss: 1.18 - ETA: 26s - loss: 1.18 - ETA: 24s - loss: 1.18 - ETA: 22s - loss: 1.18 - ETA: 20s - loss: 1.18 - ETA: 18s - loss: 1.18 - ETA: 16s - loss: 1.18 - ETA: 14s - loss: 1.18 - ETA: 12s - loss: 1.18 - ETA: 10s - loss: 1.18 - ETA: 8s - loss: 1.1827 - ETA: 6s - loss: 1.182 - ETA: 4s - loss: 1.182 - ETA: 2s - loss: 1.182 - 662s 2s/step - loss: 1.1828 - val_loss: 1.3287
Epoch 10/20
299/299 [==============================] - ETA: 14:58 - loss: 1.14 - ETA: 17:34 - loss: 1.13 - ETA: 17:20 - loss: 1.13 - ETA: 15:20 - loss: 1.10 - ETA: 14:12 - loss: 1.10 - ETA: 13:24 - loss: 1.10 - ETA: 12:53 - loss: 1.11 - ETA: 12:25 - loss: 1.10 - ETA: 12:04 - loss: 1.11 - ETA: 11:47 - loss: 1.10 - ETA: 11:34 - loss: 1.11 - ETA: 11:23 - loss: 1.11 - ETA: 11:12 - loss: 1.11 - ETA: 11:04 - loss: 1.11 - ETA: 11:02 - loss: 1.11 - ETA: 10:58 - loss: 1.11 - ETA: 11:25 - loss: 1.11 - ETA: 11:36 - loss: 1.11 - ETA: 11:27 - loss: 1.11 - ETA: 11:19 - loss: 1.11 - ETA: 11:11 - loss: 1.11 - ETA: 11:04 - loss: 1.11 - ETA: 10:56 - loss: 1.12 - ETA: 10:50 - loss: 1.12 - ETA: 10:44 - loss: 1.12 - ETA: 10:38 - loss: 1.12 - ETA: 10:33 - loss: 1.12 - ETA: 10:27 - loss: 1.12 - ETA: 10:22 - loss: 1.12 - ETA: 10:16 - loss: 1.12 - ETA: 10:12 - loss: 1.12 - ETA: 10:07 - loss: 1.12 - ETA: 10:04 - loss: 1.12 - ETA: 9:59 - loss: 1.1227 - ETA: 9:55 - loss: 1.124 - ETA: 9:51 - loss: 1.122 - ETA: 9:46 - loss: 1.124 - 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loss: 1.127 - ETA: 7:50 - loss: 1.126 - ETA: 7:48 - loss: 1.125 - ETA: 7:45 - loss: 1.126 - ETA: 7:43 - loss: 1.126 - ETA: 7:41 - loss: 1.126 - ETA: 7:38 - loss: 1.127 - ETA: 7:36 - loss: 1.128 - ETA: 7:33 - loss: 1.127 - ETA: 7:31 - loss: 1.127 - ETA: 7:29 - loss: 1.127 - ETA: 7:26 - loss: 1.128 - ETA: 7:24 - loss: 1.128 - ETA: 7:22 - loss: 1.128 - ETA: 7:19 - loss: 1.128 - ETA: 7:17 - loss: 1.128 - ETA: 7:15 - loss: 1.128 - ETA: 7:12 - loss: 1.128 - ETA: 7:10 - loss: 1.128 - ETA: 7:08 - loss: 1.128 - ETA: 7:05 - loss: 1.128 - ETA: 7:03 - loss: 1.128 - ETA: 7:01 - loss: 1.128 - ETA: 6:58 - loss: 1.128 - ETA: 6:56 - loss: 1.128 - ETA: 6:54 - loss: 1.128 - ETA: 6:52 - loss: 1.128 - ETA: 6:50 - loss: 1.128 - ETA: 6:47 - loss: 1.128 - ETA: 6:45 - loss: 1.128 - ETA: 6:43 - loss: 1.128 - ETA: 6:41 - loss: 1.128 - ETA: 6:39 - loss: 1.127 - ETA: 6:36 - loss: 1.127 - ETA: 6:34 - loss: 1.127 - ETA: 6:32 - loss: 1.127 - ETA: 6:30 - loss: 1.127 - ETA: 6:28 - loss: 1.126 - ETA: 6:25 - loss: 1.127 - ETA: 6:23 - loss: 1.127 - ETA: 6:21 - loss: 1.128 - ETA: 6:19 - loss: 1.129 - ETA: 6:16 - loss: 1.129 - ETA: 6:14 - loss: 1.129 - ETA: 6:12 - loss: 1.129 - ETA: 6:10 - loss: 1.129 - ETA: 6:08 - loss: 1.129 - ETA: 6:06 - loss: 1.130 - ETA: 6:03 - loss: 1.129 - ETA: 6:01 - loss: 1.129 - ETA: 5:59 - loss: 1.130 - ETA: 5:57 - loss: 1.129 - ETA: 5:55 - loss: 1.129 - ETA: 5:53 - loss: 1.129 - ETA: 5:50 - loss: 1.129 - ETA: 5:48 - loss: 1.129 - ETA: 5:47 - loss: 1.129 - ETA: 5:48 - loss: 1.130 - ETA: 5:47 - loss: 1.130 - ETA: 5:45 - loss: 1.130 - ETA: 5:43 - loss: 1.131 - ETA: 5:41 - loss: 1.131 - ETA: 5:38 - loss: 1.131 - ETA: 5:36 - loss: 1.131 - ETA: 5:34 - loss: 1.132 - ETA: 5:32 - loss: 1.132 - ETA: 5:30 - loss: 1.132 - ETA: 5:27 - loss: 1.133 - ETA: 5:25 - loss: 1.133 - ETA: 5:23 - loss: 1.133 - ETA: 5:21 - loss: 1.133 - ETA: 5:19 - loss: 1.133 - ETA: 5:17 - loss: 1.133 - ETA: 5:14 - loss: 1.133 - ETA: 5:12 - loss: 1.133 - ETA: 5:10 - loss: 1.133 - ETA: 5:08 - loss: 1.133 - ETA: 5:06 - loss: 1.134 - ETA: 5:03 - loss: 1.134 - ETA: 5:01 - loss: 1.134 - ETA: 4:59 - loss: 1.134 - ETA: 4:57 - loss: 1.133 - ETA: 4:55 - loss: 1.133 - ETA: 4:53 - loss: 1.134 - ETA: 4:50 - loss: 1.134 - ETA: 4:48 - loss: 1.134 - ETA: 4:46 - loss: 1.134 - ETA: 4:44 - loss: 1.134 - ETA: 4:42 - loss: 1.134 - ETA: 4:39 - loss: 1.134 - ETA: 4:37 - loss: 1.134 - ETA: 4:35 - loss: 1.135 - ETA: 4:33 - loss: 1.135 - ETA: 4:31 - loss: 1.135 - ETA: 4:29 - loss: 1.136 - ETA: 4:27 - loss: 1.136 - ETA: 4:24 - loss: 1.136 - ETA: 4:22 - loss: 1.136 - ETA: 4:20 - loss: 1.136 - ETA: 4:18 - loss: 1.136 - ETA: 4:16 - loss: 1.136 - ETA: 4:14 - loss: 1.135 - ETA: 4:12 - loss: 1.135 - ETA: 4:09 - loss: 1.135 - ETA: 4:07 - loss: 1.136 - ETA: 4:05 - loss: 1.135 - ETA: 4:03 - loss: 1.135 - ETA: 4:01 - loss: 1.135 - ETA: 3:59 - loss: 1.135 - ETA: 3:57 - loss: 1.135 - ETA: 3:54 - loss: 1.135 - ETA: 3:52 - loss: 1.135 - ETA: 3:50 - loss: 1.135 - ETA: 3:48 - loss: 1.135 - ETA: 3:46 - loss: 1.135 - ETA: 3:44 - loss: 1.135 - 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loss: 1.135 - ETA: 2:20 - loss: 1.136 - ETA: 2:18 - loss: 1.135 - ETA: 2:16 - loss: 1.135 - ETA: 2:14 - loss: 1.135 - ETA: 2:12 - loss: 1.135 - ETA: 2:10 - loss: 1.135 - ETA: 2:08 - loss: 1.136 - ETA: 2:06 - loss: 1.136 - ETA: 2:03 - loss: 1.136 - ETA: 2:01 - loss: 1.136 - ETA: 1:59 - loss: 1.136 - ETA: 1:57 - loss: 1.136 - ETA: 1:55 - loss: 1.136 - ETA: 1:53 - loss: 1.136 - ETA: 1:51 - loss: 1.136 - ETA: 1:49 - loss: 1.136 - ETA: 1:47 - loss: 1.136 - ETA: 1:45 - loss: 1.136 - ETA: 1:43 - loss: 1.136 - ETA: 1:41 - loss: 1.137 - ETA: 1:39 - loss: 1.136 - ETA: 1:37 - loss: 1.136 - ETA: 1:34 - loss: 1.136 - ETA: 1:32 - loss: 1.136 - ETA: 1:30 - loss: 1.136 - ETA: 1:28 - loss: 1.136 - ETA: 1:26 - loss: 1.136 - ETA: 1:24 - loss: 1.136 - ETA: 1:22 - loss: 1.135 - ETA: 1:20 - loss: 1.135 - ETA: 1:18 - loss: 1.135 - ETA: 1:16 - loss: 1.136 - ETA: 1:14 - loss: 1.135 - ETA: 1:12 - loss: 1.135 - ETA: 1:10 - loss: 1.135 - ETA: 1:08 - loss: 1.135 - ETA: 1:05 - loss: 1.135 - ETA: 1:03 - loss: 1.135 - ETA: 1:01 - loss: 1.135 - ETA: 59s - loss: 1.135 - ETA: 57s - loss: 1.13 - ETA: 55s - loss: 1.13 - ETA: 53s - loss: 1.13 - ETA: 51s - loss: 1.13 - ETA: 49s - loss: 1.13 - ETA: 47s - loss: 1.13 - ETA: 45s - loss: 1.13 - ETA: 43s - loss: 1.13 - ETA: 41s - loss: 1.13 - ETA: 39s - loss: 1.13 - ETA: 37s - loss: 1.13 - ETA: 35s - loss: 1.13 - ETA: 32s - loss: 1.13 - ETA: 30s - loss: 1.13 - ETA: 28s - loss: 1.13 - ETA: 26s - loss: 1.13 - ETA: 24s - loss: 1.13 - ETA: 22s - loss: 1.13 - ETA: 20s - loss: 1.13 - ETA: 18s - loss: 1.13 - ETA: 16s - loss: 1.13 - ETA: 14s - loss: 1.13 - ETA: 12s - loss: 1.13 - ETA: 10s - loss: 1.13 - ETA: 8s - loss: 1.1381 - ETA: 6s - loss: 1.138 - ETA: 4s - loss: 1.138 - ETA: 2s - loss: 1.138 - 673s 2s/step - loss: 1.1385 - val_loss: 1.3095
Epoch 11/20
299/299 [==============================] - ETA: 10:07 - loss: 1.01 - ETA: 10:09 - loss: 1.04 - ETA: 10:15 - loss: 1.04 - ETA: 10:07 - loss: 1.05 - ETA: 10:06 - loss: 1.04 - ETA: 10:01 - loss: 1.05 - ETA: 10:02 - loss: 1.07 - ETA: 9:56 - loss: 1.0613 - ETA: 9:51 - loss: 1.073 - ETA: 9:48 - loss: 1.075 - ETA: 9:46 - loss: 1.073 - ETA: 9:42 - loss: 1.071 - ETA: 9:39 - loss: 1.073 - ETA: 9:37 - loss: 1.070 - ETA: 9:35 - loss: 1.068 - ETA: 9:35 - loss: 1.072 - ETA: 9:32 - loss: 1.069 - ETA: 9:29 - loss: 1.068 - ETA: 9:26 - loss: 1.067 - ETA: 9:24 - loss: 1.066 - ETA: 9:22 - loss: 1.067 - ETA: 9:19 - loss: 1.067 - ETA: 9:16 - loss: 1.067 - ETA: 9:14 - loss: 1.067 - ETA: 9:12 - loss: 1.069 - ETA: 9:09 - loss: 1.070 - ETA: 9:07 - loss: 1.071 - ETA: 9:05 - loss: 1.073 - ETA: 9:03 - loss: 1.074 - ETA: 9:00 - loss: 1.073 - ETA: 8:58 - loss: 1.074 - ETA: 8:56 - loss: 1.071 - ETA: 8:53 - loss: 1.072 - ETA: 8:56 - loss: 1.075 - ETA: 9:18 - loss: 1.077 - ETA: 9:31 - loss: 1.077 - ETA: 9:28 - loss: 1.078 - 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loss: 1.081 - ETA: 7:58 - loss: 1.081 - ETA: 7:55 - loss: 1.082 - ETA: 7:52 - loss: 1.082 - ETA: 7:49 - loss: 1.082 - ETA: 7:47 - loss: 1.081 - ETA: 7:44 - loss: 1.081 - ETA: 7:42 - loss: 1.082 - ETA: 7:39 - loss: 1.083 - ETA: 7:37 - loss: 1.083 - ETA: 7:34 - loss: 1.084 - ETA: 7:32 - loss: 1.084 - ETA: 7:30 - loss: 1.086 - ETA: 7:28 - loss: 1.086 - ETA: 7:26 - loss: 1.085 - ETA: 7:23 - loss: 1.085 - ETA: 7:21 - loss: 1.085 - ETA: 7:19 - loss: 1.086 - ETA: 7:16 - loss: 1.085 - ETA: 7:14 - loss: 1.085 - ETA: 7:12 - loss: 1.085 - ETA: 7:10 - loss: 1.085 - ETA: 7:08 - loss: 1.086 - ETA: 7:05 - loss: 1.086 - ETA: 7:03 - loss: 1.087 - ETA: 7:01 - loss: 1.088 - ETA: 6:58 - loss: 1.088 - ETA: 6:56 - loss: 1.088 - ETA: 6:54 - loss: 1.087 - ETA: 6:52 - loss: 1.088 - ETA: 6:49 - loss: 1.088 - ETA: 6:47 - loss: 1.088 - ETA: 6:44 - loss: 1.088 - ETA: 6:42 - loss: 1.088 - ETA: 6:40 - loss: 1.088 - ETA: 6:37 - loss: 1.088 - ETA: 6:35 - loss: 1.088 - ETA: 6:33 - loss: 1.088 - ETA: 6:31 - loss: 1.089 - 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loss: 1.091 - ETA: 5:03 - loss: 1.091 - ETA: 5:01 - loss: 1.091 - ETA: 4:59 - loss: 1.091 - ETA: 4:56 - loss: 1.091 - ETA: 4:54 - loss: 1.091 - ETA: 4:52 - loss: 1.091 - ETA: 4:50 - loss: 1.090 - ETA: 4:48 - loss: 1.090 - ETA: 4:46 - loss: 1.089 - ETA: 4:43 - loss: 1.090 - ETA: 4:41 - loss: 1.090 - ETA: 4:39 - loss: 1.090 - ETA: 4:37 - loss: 1.091 - ETA: 4:35 - loss: 1.091 - ETA: 4:33 - loss: 1.091 - ETA: 4:30 - loss: 1.091 - ETA: 4:28 - loss: 1.092 - ETA: 4:26 - loss: 1.092 - ETA: 4:24 - loss: 1.092 - ETA: 4:22 - loss: 1.092 - ETA: 4:20 - loss: 1.092 - ETA: 4:18 - loss: 1.092 - ETA: 4:15 - loss: 1.092 - ETA: 4:13 - loss: 1.093 - ETA: 4:11 - loss: 1.093 - ETA: 4:09 - loss: 1.093 - ETA: 4:07 - loss: 1.093 - ETA: 4:05 - loss: 1.093 - ETA: 4:03 - loss: 1.093 - ETA: 4:00 - loss: 1.093 - ETA: 3:58 - loss: 1.093 - ETA: 3:56 - loss: 1.093 - ETA: 3:54 - loss: 1.093 - ETA: 3:52 - loss: 1.093 - ETA: 3:50 - loss: 1.093 - ETA: 3:48 - loss: 1.094 - ETA: 3:46 - loss: 1.094 - ETA: 3:44 - loss: 1.094 - 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loss: 1.096 - ETA: 2:20 - loss: 1.096 - ETA: 2:18 - loss: 1.096 - ETA: 2:16 - loss: 1.096 - ETA: 2:13 - loss: 1.096 - ETA: 2:11 - loss: 1.096 - ETA: 2:09 - loss: 1.096 - ETA: 2:07 - loss: 1.096 - ETA: 2:05 - loss: 1.096 - ETA: 2:03 - loss: 1.096 - ETA: 2:01 - loss: 1.095 - ETA: 1:59 - loss: 1.095 - ETA: 1:57 - loss: 1.095 - ETA: 1:55 - loss: 1.096 - ETA: 1:53 - loss: 1.096 - ETA: 1:51 - loss: 1.096 - ETA: 1:49 - loss: 1.096 - ETA: 1:47 - loss: 1.096 - ETA: 1:44 - loss: 1.096 - ETA: 1:42 - loss: 1.096 - ETA: 1:40 - loss: 1.096 - ETA: 1:38 - loss: 1.096 - ETA: 1:36 - loss: 1.096 - ETA: 1:34 - loss: 1.096 - ETA: 1:32 - loss: 1.096 - ETA: 1:30 - loss: 1.097 - ETA: 1:28 - loss: 1.097 - ETA: 1:26 - loss: 1.096 - ETA: 1:24 - loss: 1.096 - ETA: 1:22 - loss: 1.096 - ETA: 1:20 - loss: 1.096 - ETA: 1:18 - loss: 1.096 - ETA: 1:16 - loss: 1.096 - ETA: 1:13 - loss: 1.096 - ETA: 1:11 - loss: 1.096 - ETA: 1:09 - loss: 1.096 - ETA: 1:07 - loss: 1.096 - ETA: 1:05 - loss: 1.096 - ETA: 1:03 - loss: 1.096 - ETA: 1:01 - loss: 1.096 - ETA: 59s - loss: 1.096 - ETA: 57s - loss: 1.09 - ETA: 55s - loss: 1.09 - ETA: 53s - loss: 1.09 - ETA: 51s - loss: 1.09 - ETA: 49s - loss: 1.09 - ETA: 47s - loss: 1.09 - ETA: 45s - loss: 1.09 - ETA: 43s - loss: 1.09 - ETA: 41s - loss: 1.09 - ETA: 39s - loss: 1.09 - ETA: 36s - loss: 1.09 - ETA: 34s - loss: 1.09 - ETA: 32s - loss: 1.09 - ETA: 30s - loss: 1.09 - ETA: 28s - loss: 1.09 - ETA: 26s - loss: 1.09 - ETA: 24s - loss: 1.09 - ETA: 22s - loss: 1.09 - ETA: 20s - loss: 1.09 - ETA: 18s - loss: 1.09 - ETA: 16s - loss: 1.09 - ETA: 14s - loss: 1.09 - ETA: 12s - loss: 1.09 - ETA: 10s - loss: 1.09 - ETA: 8s - loss: 1.0981 - ETA: 6s - loss: 1.097 - ETA: 4s - loss: 1.098 - ETA: 2s - loss: 1.097 - 671s 2s/step - loss: 1.0978 - val_loss: 1.3042
Epoch 12/20
299/299 [==============================] - ETA: 9:47 - loss: 1.082 - ETA: 9:48 - loss: 1.046 - ETA: 9:58 - loss: 1.042 - ETA: 9:52 - loss: 1.059 - ETA: 9:47 - loss: 1.051 - ETA: 9:43 - loss: 1.062 - ETA: 9:44 - loss: 1.053 - ETA: 9:44 - loss: 1.053 - ETA: 9:44 - loss: 1.056 - ETA: 9:40 - loss: 1.043 - ETA: 9:38 - loss: 1.040 - ETA: 9:38 - loss: 1.037 - ETA: 9:35 - loss: 1.034 - ETA: 9:34 - loss: 1.034 - ETA: 9:31 - loss: 1.037 - ETA: 9:28 - loss: 1.043 - ETA: 9:26 - loss: 1.039 - ETA: 9:23 - loss: 1.041 - ETA: 9:21 - loss: 1.039 - ETA: 9:18 - loss: 1.039 - ETA: 9:16 - loss: 1.045 - ETA: 9:13 - loss: 1.044 - ETA: 9:12 - loss: 1.045 - ETA: 9:10 - loss: 1.044 - ETA: 9:07 - loss: 1.046 - ETA: 9:05 - loss: 1.044 - ETA: 9:03 - loss: 1.041 - ETA: 9:02 - loss: 1.041 - ETA: 8:59 - loss: 1.043 - ETA: 8:58 - loss: 1.044 - ETA: 8:58 - loss: 1.044 - ETA: 8:56 - loss: 1.043 - ETA: 8:54 - loss: 1.041 - ETA: 8:52 - loss: 1.041 - ETA: 8:52 - loss: 1.039 - ETA: 8:50 - loss: 1.041 - ETA: 8:47 - loss: 1.040 - 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loss: 1.041 - ETA: 7:26 - loss: 1.042 - ETA: 7:24 - loss: 1.043 - ETA: 7:22 - loss: 1.043 - ETA: 7:19 - loss: 1.044 - ETA: 7:17 - loss: 1.045 - ETA: 7:15 - loss: 1.047 - ETA: 7:13 - loss: 1.047 - ETA: 7:11 - loss: 1.047 - ETA: 7:09 - loss: 1.047 - ETA: 7:07 - loss: 1.048 - ETA: 7:05 - loss: 1.048 - ETA: 7:03 - loss: 1.047 - ETA: 7:01 - loss: 1.047 - ETA: 6:59 - loss: 1.046 - ETA: 6:57 - loss: 1.047 - ETA: 6:55 - loss: 1.046 - ETA: 6:53 - loss: 1.046 - ETA: 6:51 - loss: 1.045 - ETA: 6:50 - loss: 1.045 - ETA: 6:49 - loss: 1.044 - ETA: 6:47 - loss: 1.044 - ETA: 6:45 - loss: 1.045 - ETA: 6:43 - loss: 1.046 - ETA: 6:41 - loss: 1.046 - ETA: 6:39 - loss: 1.047 - ETA: 6:37 - loss: 1.047 - ETA: 6:35 - loss: 1.048 - ETA: 6:33 - loss: 1.048 - ETA: 6:31 - loss: 1.049 - ETA: 6:29 - loss: 1.049 - ETA: 6:27 - loss: 1.048 - ETA: 6:24 - loss: 1.049 - ETA: 6:23 - loss: 1.049 - ETA: 6:20 - loss: 1.049 - ETA: 6:18 - loss: 1.049 - ETA: 6:16 - loss: 1.048 - ETA: 6:14 - loss: 1.048 - ETA: 6:12 - loss: 1.048 - ETA: 6:10 - loss: 1.048 - ETA: 6:08 - loss: 1.048 - ETA: 6:06 - loss: 1.049 - ETA: 6:04 - loss: 1.049 - ETA: 6:02 - loss: 1.049 - ETA: 6:00 - loss: 1.049 - ETA: 5:58 - loss: 1.049 - ETA: 5:56 - loss: 1.049 - ETA: 5:54 - loss: 1.048 - ETA: 5:52 - loss: 1.049 - ETA: 5:50 - loss: 1.049 - ETA: 5:48 - loss: 1.049 - ETA: 5:46 - loss: 1.049 - ETA: 5:44 - loss: 1.049 - ETA: 5:42 - loss: 1.049 - ETA: 5:40 - loss: 1.049 - ETA: 5:38 - loss: 1.049 - ETA: 5:36 - loss: 1.049 - ETA: 5:34 - loss: 1.049 - ETA: 5:32 - loss: 1.049 - ETA: 5:30 - loss: 1.049 - ETA: 5:28 - loss: 1.050 - ETA: 5:25 - loss: 1.050 - ETA: 5:23 - loss: 1.050 - ETA: 5:22 - loss: 1.050 - ETA: 5:20 - loss: 1.050 - ETA: 5:18 - loss: 1.049 - ETA: 5:16 - loss: 1.049 - ETA: 5:14 - loss: 1.049 - ETA: 5:12 - loss: 1.049 - ETA: 5:09 - loss: 1.049 - ETA: 5:07 - loss: 1.048 - ETA: 5:05 - loss: 1.049 - ETA: 5:03 - loss: 1.049 - ETA: 5:01 - loss: 1.049 - ETA: 4:59 - loss: 1.050 - ETA: 4:57 - loss: 1.049 - ETA: 4:55 - loss: 1.049 - ETA: 4:53 - 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loss: 1.056 - ETA: 2:16 - loss: 1.056 - ETA: 2:14 - loss: 1.056 - ETA: 2:12 - loss: 1.056 - ETA: 2:10 - loss: 1.056 - ETA: 2:08 - loss: 1.057 - ETA: 2:06 - loss: 1.057 - ETA: 2:04 - loss: 1.057 - ETA: 2:02 - loss: 1.057 - ETA: 2:00 - loss: 1.057 - ETA: 1:58 - loss: 1.057 - ETA: 1:56 - loss: 1.057 - ETA: 1:54 - loss: 1.057 - ETA: 1:52 - loss: 1.057 - ETA: 1:50 - loss: 1.057 - ETA: 1:48 - loss: 1.057 - ETA: 1:46 - loss: 1.057 - ETA: 1:44 - loss: 1.057 - ETA: 1:42 - loss: 1.057 - ETA: 1:40 - loss: 1.057 - ETA: 1:38 - loss: 1.057 - ETA: 1:36 - loss: 1.057 - ETA: 1:34 - loss: 1.057 - ETA: 1:32 - loss: 1.057 - ETA: 1:30 - loss: 1.057 - ETA: 1:28 - loss: 1.058 - ETA: 1:26 - loss: 1.058 - ETA: 1:24 - loss: 1.058 - ETA: 1:22 - loss: 1.058 - ETA: 1:20 - loss: 1.058 - ETA: 1:18 - loss: 1.058 - ETA: 1:16 - loss: 1.059 - ETA: 1:14 - loss: 1.059 - ETA: 1:12 - loss: 1.059 - ETA: 1:10 - loss: 1.059 - ETA: 1:08 - loss: 1.059 - ETA: 1:06 - loss: 1.059 - ETA: 1:04 - loss: 1.059 - ETA: 1:02 - loss: 1.059 - ETA: 1:00 - loss: 1.059 - ETA: 58s - loss: 1.059 - ETA: 56s - loss: 1.05 - ETA: 54s - loss: 1.05 - ETA: 52s - loss: 1.05 - ETA: 50s - loss: 1.05 - ETA: 48s - loss: 1.05 - ETA: 46s - loss: 1.05 - ETA: 44s - loss: 1.05 - ETA: 42s - loss: 1.05 - ETA: 40s - loss: 1.05 - ETA: 38s - loss: 1.05 - ETA: 36s - loss: 1.05 - ETA: 34s - loss: 1.05 - ETA: 32s - loss: 1.05 - ETA: 30s - loss: 1.05 - ETA: 28s - loss: 1.05 - ETA: 26s - loss: 1.05 - ETA: 24s - loss: 1.05 - ETA: 22s - loss: 1.06 - ETA: 20s - loss: 1.05 - ETA: 18s - loss: 1.05 - ETA: 16s - loss: 1.06 - ETA: 14s - loss: 1.06 - ETA: 12s - loss: 1.06 - ETA: 10s - loss: 1.06 - ETA: 8s - loss: 1.0607 - ETA: 6s - loss: 1.060 - ETA: 4s - loss: 1.060 - ETA: 2s - loss: 1.060 - 659s 2s/step - loss: 1.0605 - val_loss: 1.2841
Epoch 13/20
299/299 [==============================] - ETA: 10:15 - loss: 0.95 - ETA: 9:58 - loss: 0.9614 - ETA: 9:52 - loss: 0.977 - ETA: 9:50 - loss: 0.974 - ETA: 9:46 - loss: 0.963 - ETA: 9:43 - loss: 0.958 - ETA: 9:42 - loss: 0.961 - ETA: 9:41 - loss: 0.971 - ETA: 9:39 - loss: 0.972 - ETA: 9:39 - loss: 0.978 - ETA: 9:36 - loss: 0.974 - ETA: 9:35 - loss: 0.975 - ETA: 9:33 - loss: 0.981 - ETA: 9:30 - loss: 0.985 - ETA: 9:27 - loss: 0.987 - ETA: 9:27 - loss: 0.985 - ETA: 9:25 - loss: 0.986 - ETA: 9:23 - loss: 0.985 - ETA: 9:21 - loss: 0.987 - ETA: 9:18 - loss: 0.983 - ETA: 9:16 - loss: 0.985 - ETA: 9:14 - loss: 0.984 - ETA: 9:12 - loss: 0.985 - ETA: 9:10 - loss: 0.983 - ETA: 9:08 - loss: 0.984 - ETA: 9:06 - loss: 0.984 - ETA: 9:04 - loss: 0.985 - ETA: 9:02 - loss: 0.982 - ETA: 8:59 - loss: 0.982 - ETA: 8:57 - loss: 0.982 - ETA: 8:56 - loss: 0.983 - ETA: 8:54 - loss: 0.986 - ETA: 8:52 - loss: 0.989 - ETA: 8:50 - loss: 0.991 - ETA: 8:48 - loss: 0.990 - ETA: 8:47 - loss: 0.990 - ETA: 8:45 - loss: 0.990 - ETA: 8:43 - loss: 0.991 - ETA: 8:42 - loss: 0.990 - ETA: 8:40 - loss: 0.992 - ETA: 8:38 - loss: 0.994 - ETA: 8:36 - loss: 0.996 - ETA: 8:34 - loss: 0.996 - ETA: 8:32 - loss: 0.996 - ETA: 8:30 - loss: 0.997 - ETA: 8:28 - loss: 0.996 - ETA: 8:26 - loss: 0.999 - ETA: 8:24 - loss: 1.000 - ETA: 8:22 - loss: 1.000 - ETA: 8:27 - loss: 1.001 - ETA: 8:35 - loss: 1.000 - ETA: 8:37 - loss: 1.001 - ETA: 8:35 - loss: 1.002 - ETA: 8:32 - loss: 1.001 - ETA: 8:30 - loss: 1.002 - ETA: 8:27 - loss: 1.001 - ETA: 8:25 - loss: 1.002 - ETA: 8:22 - loss: 1.001 - ETA: 8:20 - loss: 1.000 - ETA: 8:18 - loss: 1.000 - ETA: 8:15 - loss: 1.001 - ETA: 8:13 - loss: 1.001 - ETA: 8:12 - loss: 1.002 - ETA: 8:09 - loss: 1.001 - ETA: 8:07 - loss: 1.001 - ETA: 8:05 - loss: 1.002 - ETA: 8:02 - loss: 1.001 - ETA: 8:00 - loss: 1.002 - ETA: 7:58 - loss: 1.003 - ETA: 7:55 - loss: 1.002 - ETA: 7:54 - loss: 1.001 - ETA: 7:52 - loss: 1.002 - ETA: 7:50 - loss: 1.002 - ETA: 7:48 - loss: 1.004 - ETA: 7:45 - loss: 1.004 - ETA: 7:43 - loss: 1.005 - ETA: 7:41 - loss: 1.006 - ETA: 7:38 - loss: 1.005 - ETA: 7:36 - loss: 1.005 - ETA: 7:34 - loss: 1.005 - ETA: 7:31 - loss: 1.005 - ETA: 7:29 - loss: 1.006 - ETA: 7:27 - loss: 1.006 - ETA: 7:25 - loss: 1.006 - ETA: 7:23 - loss: 1.006 - ETA: 7:20 - loss: 1.007 - ETA: 7:18 - loss: 1.007 - ETA: 7:16 - loss: 1.007 - ETA: 7:14 - loss: 1.007 - ETA: 7:12 - loss: 1.007 - ETA: 7:10 - loss: 1.007 - ETA: 7:07 - loss: 1.006 - ETA: 7:05 - loss: 1.007 - ETA: 7:03 - loss: 1.007 - ETA: 7:01 - loss: 1.008 - ETA: 6:59 - loss: 1.008 - ETA: 6:57 - loss: 1.007 - ETA: 6:55 - loss: 1.007 - ETA: 6:52 - loss: 1.007 - ETA: 6:50 - loss: 1.007 - ETA: 6:48 - loss: 1.008 - ETA: 6:46 - loss: 1.008 - ETA: 6:44 - loss: 1.007 - ETA: 6:42 - loss: 1.008 - ETA: 6:39 - loss: 1.008 - ETA: 6:37 - loss: 1.008 - ETA: 6:35 - loss: 1.008 - ETA: 6:33 - loss: 1.008 - ETA: 6:31 - loss: 1.009 - ETA: 6:29 - loss: 1.009 - ETA: 6:27 - loss: 1.009 - ETA: 6:24 - loss: 1.009 - ETA: 6:22 - loss: 1.010 - ETA: 6:20 - loss: 1.010 - ETA: 6:18 - loss: 1.011 - ETA: 6:16 - loss: 1.010 - ETA: 6:14 - loss: 1.011 - ETA: 6:12 - loss: 1.011 - ETA: 6:09 - loss: 1.011 - ETA: 6:07 - loss: 1.012 - ETA: 6:05 - loss: 1.013 - ETA: 6:03 - loss: 1.013 - ETA: 6:01 - loss: 1.013 - ETA: 5:59 - loss: 1.013 - ETA: 5:57 - loss: 1.013 - ETA: 5:55 - loss: 1.013 - ETA: 5:53 - loss: 1.013 - ETA: 5:51 - loss: 1.013 - ETA: 5:49 - loss: 1.014 - ETA: 5:47 - loss: 1.014 - ETA: 5:45 - loss: 1.014 - ETA: 5:43 - loss: 1.014 - ETA: 5:41 - loss: 1.014 - ETA: 5:39 - loss: 1.014 - ETA: 5:36 - loss: 1.014 - ETA: 5:34 - loss: 1.015 - ETA: 5:32 - loss: 1.015 - ETA: 5:30 - loss: 1.015 - ETA: 5:28 - loss: 1.015 - ETA: 5:26 - loss: 1.015 - ETA: 5:24 - loss: 1.015 - ETA: 5:22 - loss: 1.015 - ETA: 5:20 - loss: 1.016 - ETA: 5:18 - loss: 1.016 - ETA: 5:16 - loss: 1.016 - ETA: 5:14 - loss: 1.016 - ETA: 5:11 - loss: 1.016 - ETA: 5:09 - loss: 1.016 - ETA: 5:07 - loss: 1.016 - ETA: 5:05 - loss: 1.016 - ETA: 5:03 - loss: 1.016 - ETA: 5:01 - loss: 1.016 - ETA: 5:01 - loss: 1.016 - ETA: 5:01 - loss: 1.016 - ETA: 4:59 - loss: 1.016 - ETA: 4:57 - loss: 1.015 - ETA: 4:55 - loss: 1.016 - ETA: 4:52 - loss: 1.017 - ETA: 4:50 - loss: 1.017 - ETA: 4:48 - loss: 1.016 - ETA: 4:46 - loss: 1.016 - ETA: 4:44 - loss: 1.016 - ETA: 4:42 - loss: 1.016 - ETA: 4:40 - loss: 1.017 - ETA: 4:37 - loss: 1.017 - ETA: 4:35 - loss: 1.017 - ETA: 4:33 - loss: 1.017 - ETA: 4:31 - loss: 1.017 - ETA: 4:29 - loss: 1.017 - ETA: 4:27 - loss: 1.017 - ETA: 4:24 - loss: 1.017 - ETA: 4:22 - loss: 1.017 - ETA: 4:20 - loss: 1.018 - ETA: 4:18 - loss: 1.018 - ETA: 4:16 - loss: 1.018 - ETA: 4:14 - loss: 1.018 - ETA: 4:12 - loss: 1.018 - ETA: 4:10 - loss: 1.018 - ETA: 4:08 - loss: 1.018 - ETA: 4:06 - loss: 1.018 - ETA: 4:03 - loss: 1.017 - ETA: 4:01 - loss: 1.018 - ETA: 3:59 - loss: 1.018 - ETA: 3:57 - loss: 1.018 - ETA: 3:55 - loss: 1.018 - ETA: 3:53 - loss: 1.018 - ETA: 3:51 - loss: 1.018 - ETA: 3:49 - loss: 1.018 - ETA: 3:47 - loss: 1.018 - ETA: 3:44 - loss: 1.017 - ETA: 3:42 - loss: 1.017 - ETA: 3:40 - loss: 1.017 - ETA: 3:38 - loss: 1.017 - ETA: 3:36 - loss: 1.017 - ETA: 3:34 - loss: 1.017 - ETA: 3:32 - loss: 1.017 - ETA: 3:30 - loss: 1.017 - ETA: 3:28 - loss: 1.017 - ETA: 3:26 - loss: 1.017 - ETA: 3:24 - loss: 1.018 - ETA: 3:21 - loss: 1.017 - ETA: 3:19 - loss: 1.018 - ETA: 3:17 - loss: 1.017 - ETA: 3:15 - loss: 1.017 - ETA: 3:13 - loss: 1.018 - ETA: 3:11 - loss: 1.018 - ETA: 3:09 - loss: 1.018 - ETA: 3:07 - loss: 1.018 - ETA: 3:05 - loss: 1.018 - ETA: 3:03 - loss: 1.018 - ETA: 3:01 - loss: 1.018 - ETA: 2:59 - loss: 1.017 - ETA: 2:57 - loss: 1.018 - ETA: 2:55 - loss: 1.018 - ETA: 2:52 - loss: 1.018 - ETA: 2:50 - loss: 1.019 - ETA: 2:48 - loss: 1.018 - ETA: 2:46 - loss: 1.018 - ETA: 2:44 - loss: 1.018 - ETA: 2:42 - loss: 1.018 - ETA: 2:40 - loss: 1.018 - ETA: 2:38 - loss: 1.018 - ETA: 2:36 - loss: 1.018 - ETA: 2:34 - loss: 1.018 - ETA: 2:32 - loss: 1.018 - ETA: 2:30 - loss: 1.018 - ETA: 2:28 - loss: 1.018 - ETA: 2:26 - loss: 1.018 - ETA: 2:23 - loss: 1.019 - ETA: 2:21 - loss: 1.019 - ETA: 2:19 - loss: 1.019 - ETA: 2:17 - loss: 1.018 - ETA: 2:15 - loss: 1.019 - ETA: 2:13 - loss: 1.019 - ETA: 2:11 - loss: 1.019 - ETA: 2:09 - loss: 1.020 - ETA: 2:07 - loss: 1.020 - ETA: 2:05 - loss: 1.020 - ETA: 2:03 - loss: 1.020 - ETA: 2:01 - loss: 1.020 - ETA: 1:59 - loss: 1.020 - ETA: 1:57 - loss: 1.020 - ETA: 1:55 - loss: 1.020 - ETA: 1:52 - loss: 1.020 - ETA: 1:50 - loss: 1.020 - ETA: 1:48 - loss: 1.020 - ETA: 1:46 - loss: 1.020 - ETA: 1:44 - loss: 1.020 - ETA: 1:42 - loss: 1.020 - ETA: 1:40 - loss: 1.020 - ETA: 1:38 - loss: 1.020 - ETA: 1:36 - loss: 1.020 - ETA: 1:34 - loss: 1.021 - ETA: 1:32 - loss: 1.021 - ETA: 1:30 - loss: 1.021 - ETA: 1:28 - loss: 1.021 - ETA: 1:26 - loss: 1.021 - ETA: 1:24 - loss: 1.021 - ETA: 1:22 - loss: 1.021 - ETA: 1:20 - loss: 1.022 - ETA: 1:17 - loss: 1.022 - ETA: 1:15 - loss: 1.022 - ETA: 1:13 - loss: 1.023 - ETA: 1:11 - loss: 1.023 - ETA: 1:09 - loss: 1.023 - ETA: 1:07 - loss: 1.023 - ETA: 1:05 - loss: 1.022 - ETA: 1:03 - loss: 1.022 - ETA: 1:01 - loss: 1.022 - ETA: 59s - loss: 1.022 - ETA: 57s - loss: 1.02 - ETA: 55s - loss: 1.02 - ETA: 53s - loss: 1.02 - ETA: 51s - loss: 1.02 - ETA: 49s - loss: 1.02 - ETA: 47s - loss: 1.02 - ETA: 45s - loss: 1.02 - ETA: 43s - loss: 1.02 - ETA: 40s - loss: 1.02 - ETA: 38s - loss: 1.02 - ETA: 36s - loss: 1.02 - ETA: 34s - loss: 1.02 - ETA: 32s - loss: 1.02 - ETA: 30s - loss: 1.02 - ETA: 28s - loss: 1.02 - ETA: 26s - loss: 1.02 - ETA: 24s - loss: 1.02 - ETA: 22s - loss: 1.02 - ETA: 20s - loss: 1.02 - ETA: 18s - loss: 1.02 - ETA: 16s - loss: 1.02 - ETA: 14s - loss: 1.02 - ETA: 12s - loss: 1.02 - ETA: 10s - loss: 1.02 - ETA: 8s - loss: 1.0236 - ETA: 6s - loss: 1.023 - ETA: 4s - loss: 1.023 - ETA: 2s - loss: 1.023 - 664s 2s/step - loss: 1.0238 - val_loss: 1.2785
Epoch 14/20
299/299 [==============================] - ETA: 10:23 - loss: 0.88 - ETA: 10:03 - loss: 0.90 - ETA: 9:58 - loss: 0.9248 - ETA: 9:54 - loss: 0.940 - ETA: 9:52 - loss: 0.944 - ETA: 9:50 - loss: 0.948 - ETA: 9:46 - loss: 0.938 - ETA: 9:45 - loss: 0.955 - ETA: 9:46 - loss: 0.969 - ETA: 9:43 - loss: 0.972 - ETA: 9:40 - loss: 0.976 - ETA: 9:36 - loss: 0.971 - ETA: 9:35 - loss: 0.970 - ETA: 9:32 - loss: 0.970 - ETA: 9:31 - loss: 0.970 - ETA: 9:28 - loss: 0.973 - ETA: 9:26 - loss: 0.979 - ETA: 9:24 - loss: 0.985 - ETA: 9:22 - loss: 0.984 - ETA: 9:21 - loss: 0.981 - ETA: 9:18 - loss: 0.979 - ETA: 9:17 - loss: 0.981 - ETA: 9:26 - loss: 0.982 - ETA: 9:47 - loss: 0.981 - ETA: 9:55 - loss: 0.982 - ETA: 9:50 - loss: 0.982 - ETA: 9:47 - loss: 0.981 - ETA: 9:44 - loss: 0.982 - ETA: 9:40 - loss: 0.981 - ETA: 9:36 - loss: 0.980 - ETA: 9:34 - loss: 0.980 - ETA: 9:32 - loss: 0.982 - ETA: 9:29 - loss: 0.980 - ETA: 9:25 - loss: 0.978 - ETA: 9:22 - loss: 0.978 - ETA: 9:19 - loss: 0.979 - ETA: 9:16 - loss: 0.979 - ETA: 9:12 - loss: 0.978 - ETA: 9:10 - loss: 0.980 - ETA: 9:07 - loss: 0.979 - ETA: 9:04 - loss: 0.979 - ETA: 9:01 - loss: 0.980 - ETA: 8:58 - loss: 0.979 - ETA: 8:55 - loss: 0.979 - ETA: 8:52 - loss: 0.976 - ETA: 8:50 - loss: 0.976 - ETA: 8:47 - loss: 0.976 - ETA: 8:44 - loss: 0.976 - ETA: 8:42 - loss: 0.975 - ETA: 8:39 - loss: 0.976 - ETA: 8:37 - loss: 0.976 - ETA: 8:35 - loss: 0.977 - ETA: 8:32 - loss: 0.977 - ETA: 8:30 - loss: 0.977 - ETA: 8:27 - loss: 0.976 - ETA: 8:25 - loss: 0.975 - ETA: 8:22 - loss: 0.975 - ETA: 8:20 - loss: 0.974 - ETA: 8:18 - loss: 0.973 - ETA: 8:15 - loss: 0.973 - ETA: 8:13 - loss: 0.974 - ETA: 8:11 - loss: 0.973 - ETA: 8:09 - loss: 0.974 - ETA: 8:07 - loss: 0.974 - ETA: 8:05 - loss: 0.974 - ETA: 8:02 - loss: 0.973 - ETA: 8:00 - loss: 0.973 - ETA: 7:57 - loss: 0.973 - ETA: 7:55 - loss: 0.973 - ETA: 7:53 - loss: 0.973 - ETA: 7:50 - loss: 0.975 - ETA: 7:48 - loss: 0.975 - ETA: 7:46 - loss: 0.976 - ETA: 7:44 - loss: 0.975 - ETA: 7:41 - loss: 0.974 - ETA: 7:39 - 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ETA: 6:15 - loss: 0.980 - ETA: 6:13 - loss: 0.981 - ETA: 6:11 - loss: 0.981 - ETA: 6:09 - loss: 0.981 - ETA: 6:07 - loss: 0.980 - ETA: 6:05 - loss: 0.980 - ETA: 6:03 - loss: 0.980 - ETA: 6:01 - loss: 0.980 - ETA: 5:59 - loss: 0.979 - ETA: 5:56 - loss: 0.980 - ETA: 5:54 - loss: 0.980 - ETA: 5:52 - loss: 0.979 - ETA: 5:50 - loss: 0.980 - ETA: 5:48 - loss: 0.980 - ETA: 5:46 - loss: 0.980 - ETA: 5:44 - loss: 0.980 - ETA: 5:42 - loss: 0.979 - ETA: 5:40 - loss: 0.980 - ETA: 5:38 - loss: 0.980 - ETA: 5:36 - loss: 0.980 - ETA: 5:33 - loss: 0.980 - ETA: 5:31 - loss: 0.980 - ETA: 5:29 - loss: 0.981 - ETA: 5:27 - loss: 0.981 - ETA: 5:25 - loss: 0.981 - ETA: 5:23 - loss: 0.981 - ETA: 5:21 - loss: 0.981 - ETA: 5:19 - loss: 0.981 - ETA: 5:17 - loss: 0.981 - ETA: 5:15 - loss: 0.982 - ETA: 5:13 - loss: 0.982 - ETA: 5:11 - loss: 0.982 - ETA: 5:09 - loss: 0.981 - ETA: 5:06 - loss: 0.981 - ETA: 5:04 - loss: 0.981 - ETA: 5:04 - loss: 0.981 - ETA: 5:04 - loss: 0.981 - ETA: 5:02 - loss: 0.981 - ETA: 5:00 - 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ETA: 1:01 - loss: 0.987 - ETA: 59s - loss: 0.987 - ETA: 57s - loss: 0.98 - ETA: 55s - loss: 0.98 - ETA: 52s - loss: 0.98 - ETA: 50s - loss: 0.98 - ETA: 48s - loss: 0.98 - ETA: 46s - loss: 0.98 - ETA: 44s - loss: 0.98 - ETA: 42s - loss: 0.98 - ETA: 40s - loss: 0.98 - ETA: 38s - loss: 0.98 - ETA: 36s - loss: 0.98 - ETA: 34s - loss: 0.98 - ETA: 32s - loss: 0.98 - ETA: 30s - loss: 0.98 - ETA: 28s - loss: 0.98 - ETA: 26s - loss: 0.98 - ETA: 24s - loss: 0.98 - ETA: 22s - loss: 0.98 - ETA: 20s - loss: 0.98 - ETA: 18s - loss: 0.98 - ETA: 16s - loss: 0.98 - ETA: 14s - loss: 0.98 - ETA: 12s - loss: 0.98 - ETA: 10s - loss: 0.98 - ETA: 8s - loss: 0.9892 - ETA: 6s - loss: 0.989 - ETA: 4s - loss: 0.989 - ETA: 2s - loss: 0.989 - 662s 2s/step - loss: 0.9892 - val_loss: 1.2770
Epoch 15/20
299/299 [==============================] - ETA: 9:43 - loss: 0.902 - ETA: 10:15 - loss: 0.94 - ETA: 10:06 - loss: 0.92 - ETA: 10:16 - loss: 0.91 - ETA: 10:09 - loss: 0.93 - ETA: 10:01 - loss: 0.93 - ETA: 9:56 - loss: 0.9390 - ETA: 9:50 - loss: 0.934 - ETA: 9:51 - loss: 0.928 - ETA: 9:49 - loss: 0.927 - ETA: 9:45 - loss: 0.928 - ETA: 9:41 - loss: 0.922 - ETA: 9:38 - loss: 0.922 - ETA: 9:34 - loss: 0.921 - ETA: 9:31 - loss: 0.923 - ETA: 9:30 - loss: 0.922 - ETA: 9:27 - loss: 0.924 - ETA: 9:25 - loss: 0.928 - ETA: 9:23 - loss: 0.931 - ETA: 9:20 - loss: 0.931 - ETA: 9:19 - loss: 0.935 - ETA: 9:18 - loss: 0.937 - ETA: 9:16 - loss: 0.935 - ETA: 9:14 - loss: 0.938 - ETA: 9:11 - loss: 0.936 - ETA: 9:09 - loss: 0.935 - ETA: 9:07 - loss: 0.935 - ETA: 9:05 - loss: 0.936 - ETA: 9:03 - loss: 0.940 - ETA: 9:00 - loss: 0.941 - ETA: 8:58 - loss: 0.942 - ETA: 8:56 - loss: 0.942 - ETA: 8:54 - loss: 0.943 - ETA: 8:52 - loss: 0.941 - ETA: 8:50 - loss: 0.941 - ETA: 8:48 - loss: 0.943 - ETA: 8:45 - loss: 0.942 - 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loss: 0.947 - ETA: 7:25 - loss: 0.947 - ETA: 7:23 - loss: 0.947 - ETA: 7:21 - loss: 0.948 - ETA: 7:19 - loss: 0.949 - ETA: 7:17 - loss: 0.948 - ETA: 7:15 - loss: 0.948 - ETA: 7:13 - loss: 0.949 - ETA: 7:11 - loss: 0.949 - ETA: 7:09 - loss: 0.948 - ETA: 7:07 - loss: 0.948 - ETA: 7:05 - loss: 0.948 - ETA: 7:03 - loss: 0.949 - ETA: 7:01 - loss: 0.949 - ETA: 6:59 - loss: 0.948 - ETA: 6:57 - loss: 0.948 - ETA: 6:55 - loss: 0.947 - ETA: 6:53 - loss: 0.948 - ETA: 6:51 - loss: 0.947 - ETA: 6:49 - loss: 0.947 - ETA: 6:47 - loss: 0.946 - ETA: 6:44 - loss: 0.946 - ETA: 6:43 - loss: 0.946 - ETA: 6:41 - loss: 0.946 - ETA: 6:39 - loss: 0.946 - ETA: 6:37 - loss: 0.946 - ETA: 6:35 - loss: 0.946 - ETA: 6:32 - loss: 0.946 - ETA: 6:30 - loss: 0.947 - ETA: 6:28 - loss: 0.947 - ETA: 6:26 - loss: 0.946 - ETA: 6:24 - loss: 0.946 - ETA: 6:22 - loss: 0.946 - ETA: 6:20 - loss: 0.947 - ETA: 6:18 - loss: 0.947 - ETA: 6:16 - loss: 0.947 - ETA: 6:14 - loss: 0.947 - ETA: 6:12 - loss: 0.948 - ETA: 6:10 - loss: 0.949 - 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loss: 0.954 - ETA: 2:16 - loss: 0.953 - ETA: 2:14 - loss: 0.954 - ETA: 2:12 - loss: 0.954 - ETA: 2:10 - loss: 0.954 - ETA: 2:08 - loss: 0.953 - ETA: 2:06 - loss: 0.953 - ETA: 2:04 - loss: 0.953 - ETA: 2:02 - loss: 0.953 - ETA: 2:00 - loss: 0.953 - ETA: 1:58 - loss: 0.953 - ETA: 1:56 - loss: 0.952 - ETA: 1:54 - loss: 0.953 - ETA: 1:52 - loss: 0.953 - ETA: 1:50 - loss: 0.953 - ETA: 1:48 - loss: 0.953 - ETA: 1:46 - loss: 0.953 - ETA: 1:44 - loss: 0.953 - ETA: 1:42 - loss: 0.953 - ETA: 1:40 - loss: 0.954 - ETA: 1:38 - loss: 0.953 - ETA: 1:36 - loss: 0.953 - ETA: 1:34 - loss: 0.953 - ETA: 1:32 - loss: 0.953 - ETA: 1:30 - loss: 0.953 - ETA: 1:28 - loss: 0.954 - ETA: 1:26 - loss: 0.954 - ETA: 1:24 - loss: 0.953 - ETA: 1:22 - loss: 0.954 - ETA: 1:20 - loss: 0.953 - ETA: 1:18 - loss: 0.953 - ETA: 1:16 - loss: 0.953 - ETA: 1:14 - loss: 0.954 - ETA: 1:12 - loss: 0.954 - ETA: 1:10 - loss: 0.954 - ETA: 1:08 - loss: 0.954 - ETA: 1:06 - loss: 0.954 - ETA: 1:04 - loss: 0.954 - ETA: 1:02 - loss: 0.953 - ETA: 1:00 - loss: 0.953 - ETA: 58s - loss: 0.953 - ETA: 56s - loss: 0.95 - ETA: 54s - loss: 0.95 - ETA: 52s - loss: 0.95 - ETA: 50s - loss: 0.95 - ETA: 48s - loss: 0.95 - ETA: 46s - loss: 0.95 - ETA: 44s - loss: 0.95 - ETA: 42s - loss: 0.95 - ETA: 40s - loss: 0.95 - ETA: 38s - loss: 0.95 - ETA: 36s - loss: 0.95 - ETA: 34s - loss: 0.95 - ETA: 32s - loss: 0.95 - ETA: 30s - loss: 0.95 - ETA: 28s - loss: 0.95 - ETA: 26s - loss: 0.95 - ETA: 24s - loss: 0.95 - ETA: 22s - loss: 0.95 - ETA: 20s - loss: 0.95 - ETA: 18s - loss: 0.95 - ETA: 16s - loss: 0.95 - ETA: 14s - loss: 0.95 - ETA: 12s - loss: 0.95 - ETA: 10s - loss: 0.95 - ETA: 8s - loss: 0.9565 - ETA: 6s - loss: 0.956 - ETA: 4s - loss: 0.956 - ETA: 2s - loss: 0.956 - 658s 2s/step - loss: 0.9570 - val_loss: 1.2698
Epoch 16/20
299/299 [==============================] - ETA: 10:24 - loss: 0.86 - ETA: 10:16 - loss: 0.87 - ETA: 10:03 - loss: 0.89 - ETA: 9:55 - loss: 0.9125 - ETA: 9:56 - loss: 0.912 - ETA: 9:53 - loss: 0.922 - ETA: 9:52 - loss: 0.918 - ETA: 9:47 - loss: 0.920 - ETA: 9:43 - loss: 0.918 - ETA: 9:40 - loss: 0.919 - ETA: 9:38 - loss: 0.920 - ETA: 9:35 - loss: 0.927 - ETA: 9:36 - loss: 0.926 - ETA: 9:33 - loss: 0.926 - ETA: 9:31 - loss: 0.923 - ETA: 9:29 - loss: 0.922 - ETA: 9:26 - loss: 0.926 - ETA: 9:23 - loss: 0.922 - ETA: 9:21 - loss: 0.923 - ETA: 9:21 - loss: 0.921 - ETA: 9:19 - loss: 0.919 - ETA: 9:16 - loss: 0.917 - ETA: 9:14 - loss: 0.918 - ETA: 9:12 - loss: 0.913 - ETA: 9:10 - loss: 0.913 - ETA: 9:08 - loss: 0.913 - ETA: 9:06 - loss: 0.913 - ETA: 9:05 - loss: 0.915 - ETA: 9:03 - loss: 0.913 - ETA: 9:01 - loss: 0.912 - ETA: 8:59 - loss: 0.912 - ETA: 8:57 - loss: 0.913 - ETA: 8:55 - loss: 0.914 - ETA: 8:54 - loss: 0.916 - ETA: 8:52 - loss: 0.916 - ETA: 8:49 - loss: 0.916 - ETA: 8:47 - loss: 0.915 - 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ETA: 3:38 - loss: 0.921 - ETA: 3:36 - loss: 0.921 - ETA: 3:34 - loss: 0.922 - ETA: 3:32 - loss: 0.922 - ETA: 3:30 - loss: 0.922 - ETA: 3:28 - loss: 0.922 - ETA: 3:26 - loss: 0.922 - ETA: 3:24 - loss: 0.922 - ETA: 3:22 - loss: 0.922 - ETA: 3:20 - loss: 0.922 - ETA: 3:18 - loss: 0.922 - ETA: 3:16 - loss: 0.922 - ETA: 3:14 - loss: 0.922 - ETA: 3:12 - loss: 0.922 - ETA: 3:09 - loss: 0.923 - ETA: 3:07 - loss: 0.923 - ETA: 3:05 - loss: 0.923 - ETA: 3:03 - loss: 0.923 - ETA: 3:01 - loss: 0.923 - ETA: 2:59 - loss: 0.923 - ETA: 2:57 - loss: 0.923 - ETA: 2:55 - loss: 0.923 - ETA: 2:53 - loss: 0.923 - ETA: 2:51 - loss: 0.923 - ETA: 2:49 - loss: 0.922 - ETA: 2:47 - loss: 0.922 - ETA: 2:45 - loss: 0.922 - ETA: 2:43 - loss: 0.922 - ETA: 2:41 - loss: 0.922 - ETA: 2:39 - loss: 0.922 - ETA: 2:37 - loss: 0.922 - ETA: 2:34 - loss: 0.922 - ETA: 2:32 - loss: 0.922 - ETA: 2:30 - loss: 0.922 - ETA: 2:28 - loss: 0.922 - ETA: 2:26 - loss: 0.922 - ETA: 2:24 - loss: 0.922 - ETA: 2:22 - loss: 0.922 - ETA: 2:20 - loss: 0.922 - ETA: 2:18 - loss: 0.922 - ETA: 2:16 - loss: 0.922 - ETA: 2:14 - loss: 0.922 - ETA: 2:12 - loss: 0.923 - ETA: 2:10 - loss: 0.923 - ETA: 2:08 - loss: 0.922 - ETA: 2:06 - loss: 0.922 - ETA: 2:04 - loss: 0.922 - ETA: 2:02 - loss: 0.922 - ETA: 2:00 - loss: 0.922 - ETA: 1:58 - loss: 0.922 - ETA: 1:56 - loss: 0.923 - ETA: 1:54 - loss: 0.923 - ETA: 1:52 - loss: 0.923 - ETA: 1:49 - loss: 0.923 - ETA: 1:47 - loss: 0.923 - ETA: 1:45 - loss: 0.923 - ETA: 1:43 - loss: 0.923 - ETA: 1:41 - loss: 0.923 - ETA: 1:39 - loss: 0.923 - ETA: 1:37 - loss: 0.923 - ETA: 1:35 - loss: 0.923 - ETA: 1:33 - loss: 0.923 - ETA: 1:31 - loss: 0.923 - ETA: 1:29 - loss: 0.923 - ETA: 1:27 - loss: 0.923 - ETA: 1:25 - loss: 0.923 - ETA: 1:23 - loss: 0.923 - ETA: 1:21 - loss: 0.924 - ETA: 1:19 - loss: 0.924 - ETA: 1:17 - loss: 0.924 - ETA: 1:15 - loss: 0.924 - ETA: 1:13 - loss: 0.923 - ETA: 1:11 - loss: 0.923 - ETA: 1:09 - loss: 0.924 - ETA: 1:07 - loss: 0.923 - ETA: 1:05 - loss: 0.924 - ETA: 1:03 - loss: 0.923 - ETA: 1:01 - loss: 0.924 - ETA: 59s - loss: 0.924 - ETA: 57s - loss: 0.92 - ETA: 54s - loss: 0.92 - ETA: 52s - loss: 0.92 - ETA: 50s - loss: 0.92 - ETA: 48s - loss: 0.92 - ETA: 46s - loss: 0.92 - ETA: 44s - loss: 0.92 - ETA: 42s - loss: 0.92 - ETA: 40s - loss: 0.92 - ETA: 38s - loss: 0.92 - ETA: 36s - loss: 0.92 - ETA: 34s - loss: 0.92 - ETA: 32s - loss: 0.92 - ETA: 30s - loss: 0.92 - ETA: 28s - loss: 0.92 - ETA: 26s - loss: 0.92 - ETA: 24s - loss: 0.92 - ETA: 22s - loss: 0.92 - ETA: 20s - loss: 0.92 - ETA: 18s - loss: 0.92 - ETA: 16s - loss: 0.92 - ETA: 14s - loss: 0.92 - ETA: 12s - loss: 0.92 - ETA: 10s - loss: 0.92 - ETA: 8s - loss: 0.9259 - ETA: 6s - loss: 0.926 - ETA: 4s - loss: 0.926 - ETA: 2s - loss: 0.925 - 660s 2s/step - loss: 0.9259 - val_loss: 1.2626
Epoch 17/20
299/299 [==============================] - ETA: 9:55 - loss: 0.900 - ETA: 9:54 - loss: 0.904 - ETA: 9:57 - loss: 0.895 - ETA: 9:49 - loss: 0.880 - ETA: 9:45 - loss: 0.882 - ETA: 9:44 - loss: 0.878 - ETA: 9:42 - loss: 0.890 - ETA: 9:39 - loss: 0.899 - ETA: 9:39 - loss: 0.903 - ETA: 9:37 - loss: 0.900 - ETA: 9:35 - loss: 0.895 - ETA: 9:32 - loss: 0.894 - ETA: 9:30 - loss: 0.893 - ETA: 9:27 - loss: 0.885 - ETA: 9:25 - loss: 0.891 - ETA: 9:25 - loss: 0.890 - ETA: 9:24 - loss: 0.888 - ETA: 9:21 - loss: 0.889 - ETA: 9:18 - loss: 0.888 - ETA: 9:16 - loss: 0.886 - ETA: 9:15 - loss: 0.883 - ETA: 9:13 - loss: 0.886 - ETA: 9:13 - loss: 0.887 - ETA: 9:10 - loss: 0.887 - ETA: 9:10 - loss: 0.888 - ETA: 9:07 - loss: 0.887 - ETA: 9:05 - loss: 0.886 - ETA: 9:02 - loss: 0.886 - ETA: 9:00 - loss: 0.885 - ETA: 8:58 - loss: 0.883 - ETA: 8:55 - loss: 0.883 - ETA: 8:53 - loss: 0.880 - ETA: 8:51 - loss: 0.880 - ETA: 8:49 - loss: 0.878 - ETA: 8:47 - loss: 0.875 - ETA: 8:45 - loss: 0.875 - ETA: 8:43 - loss: 0.877 - ETA: 8:41 - loss: 0.878 - ETA: 8:39 - loss: 0.879 - ETA: 8:37 - loss: 0.880 - ETA: 8:35 - loss: 0.881 - ETA: 8:33 - loss: 0.880 - ETA: 8:32 - loss: 0.880 - ETA: 8:30 - loss: 0.881 - ETA: 8:28 - loss: 0.880 - ETA: 8:26 - loss: 0.880 - ETA: 8:23 - loss: 0.882 - ETA: 8:22 - loss: 0.881 - ETA: 8:20 - loss: 0.881 - ETA: 8:18 - loss: 0.881 - ETA: 8:15 - loss: 0.881 - ETA: 8:13 - loss: 0.881 - ETA: 8:11 - loss: 0.881 - ETA: 8:09 - loss: 0.881 - ETA: 8:08 - loss: 0.881 - ETA: 8:05 - loss: 0.880 - ETA: 8:03 - loss: 0.880 - ETA: 8:01 - loss: 0.880 - ETA: 7:59 - loss: 0.879 - ETA: 7:57 - loss: 0.879 - ETA: 7:55 - loss: 0.878 - ETA: 7:53 - loss: 0.878 - ETA: 7:51 - loss: 0.879 - ETA: 7:49 - loss: 0.880 - ETA: 7:47 - loss: 0.880 - ETA: 7:45 - loss: 0.880 - ETA: 7:43 - loss: 0.881 - ETA: 7:41 - loss: 0.881 - ETA: 7:40 - loss: 0.881 - ETA: 7:38 - loss: 0.880 - ETA: 7:36 - loss: 0.880 - ETA: 7:34 - loss: 0.881 - ETA: 7:32 - loss: 0.880 - ETA: 7:30 - loss: 0.881 - ETA: 7:28 - loss: 0.881 - ETA: 7:26 - loss: 0.882 - ETA: 7:24 - loss: 0.882 - ETA: 7:22 - loss: 0.882 - ETA: 7:20 - loss: 0.882 - ETA: 7:18 - loss: 0.882 - ETA: 7:15 - loss: 0.882 - ETA: 7:13 - loss: 0.883 - ETA: 7:12 - loss: 0.883 - ETA: 7:10 - loss: 0.884 - ETA: 7:08 - loss: 0.884 - ETA: 7:06 - loss: 0.884 - ETA: 7:03 - loss: 0.883 - ETA: 7:01 - loss: 0.883 - ETA: 6:59 - loss: 0.883 - ETA: 6:57 - loss: 0.883 - ETA: 6:56 - loss: 0.882 - ETA: 6:54 - loss: 0.882 - ETA: 6:53 - loss: 0.882 - ETA: 6:51 - loss: 0.881 - ETA: 6:49 - loss: 0.881 - ETA: 6:47 - loss: 0.880 - ETA: 6:45 - loss: 0.880 - ETA: 6:43 - loss: 0.880 - ETA: 6:41 - loss: 0.881 - ETA: 6:39 - loss: 0.881 - ETA: 6:37 - loss: 0.882 - ETA: 6:35 - loss: 0.882 - ETA: 6:33 - loss: 0.883 - ETA: 6:31 - loss: 0.882 - ETA: 6:29 - loss: 0.882 - ETA: 6:27 - loss: 0.883 - ETA: 6:25 - loss: 0.883 - ETA: 6:23 - loss: 0.883 - ETA: 6:21 - loss: 0.883 - ETA: 6:19 - loss: 0.883 - ETA: 6:17 - loss: 0.882 - ETA: 6:15 - loss: 0.882 - ETA: 6:12 - loss: 0.883 - ETA: 6:10 - loss: 0.884 - ETA: 6:09 - loss: 0.884 - ETA: 6:06 - loss: 0.883 - ETA: 6:05 - loss: 0.883 - ETA: 6:03 - loss: 0.884 - ETA: 6:00 - loss: 0.884 - ETA: 5:58 - loss: 0.883 - ETA: 5:56 - loss: 0.884 - ETA: 5:54 - loss: 0.884 - ETA: 5:52 - loss: 0.883 - ETA: 5:50 - loss: 0.883 - ETA: 5:48 - loss: 0.883 - ETA: 5:46 - loss: 0.883 - ETA: 5:44 - loss: 0.883 - ETA: 5:42 - loss: 0.883 - ETA: 5:40 - loss: 0.883 - ETA: 5:38 - loss: 0.883 - ETA: 5:36 - loss: 0.883 - ETA: 5:34 - loss: 0.884 - ETA: 5:32 - loss: 0.884 - ETA: 5:30 - loss: 0.884 - ETA: 5:28 - loss: 0.884 - ETA: 5:26 - loss: 0.884 - ETA: 5:24 - loss: 0.885 - ETA: 5:22 - loss: 0.885 - ETA: 5:20 - loss: 0.886 - ETA: 5:18 - loss: 0.885 - ETA: 5:16 - loss: 0.885 - ETA: 5:14 - loss: 0.885 - ETA: 5:12 - loss: 0.886 - ETA: 5:10 - loss: 0.886 - ETA: 5:08 - loss: 0.887 - ETA: 5:06 - loss: 0.887 - ETA: 5:04 - loss: 0.888 - ETA: 5:02 - loss: 0.888 - ETA: 5:00 - loss: 0.888 - ETA: 4:58 - loss: 0.888 - ETA: 4:56 - loss: 0.888 - ETA: 4:54 - loss: 0.887 - ETA: 4:52 - 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loss: 0.895 - ETA: 2:17 - loss: 0.895 - ETA: 2:15 - loss: 0.895 - ETA: 2:13 - loss: 0.895 - ETA: 2:11 - loss: 0.895 - ETA: 2:09 - loss: 0.895 - ETA: 2:07 - loss: 0.895 - ETA: 2:05 - loss: 0.895 - ETA: 2:03 - loss: 0.895 - ETA: 2:01 - loss: 0.895 - ETA: 1:59 - loss: 0.895 - ETA: 1:57 - loss: 0.895 - ETA: 1:55 - loss: 0.895 - ETA: 1:53 - loss: 0.895 - ETA: 1:51 - loss: 0.896 - ETA: 1:49 - loss: 0.896 - ETA: 1:47 - loss: 0.896 - ETA: 1:45 - loss: 0.896 - ETA: 1:42 - loss: 0.896 - ETA: 1:40 - loss: 0.896 - ETA: 1:38 - loss: 0.896 - ETA: 1:36 - loss: 0.896 - ETA: 1:34 - loss: 0.896 - ETA: 1:32 - loss: 0.896 - ETA: 1:30 - loss: 0.896 - ETA: 1:28 - loss: 0.896 - ETA: 1:26 - loss: 0.896 - ETA: 1:24 - loss: 0.896 - ETA: 1:22 - loss: 0.896 - ETA: 1:20 - loss: 0.896 - ETA: 1:18 - loss: 0.897 - ETA: 1:16 - loss: 0.897 - ETA: 1:14 - loss: 0.897 - ETA: 1:12 - loss: 0.897 - ETA: 1:10 - loss: 0.896 - ETA: 1:08 - loss: 0.896 - ETA: 1:06 - loss: 0.897 - ETA: 1:04 - loss: 0.896 - ETA: 1:02 - loss: 0.897 - ETA: 1:00 - loss: 0.897 - ETA: 58s - loss: 0.896 - ETA: 56s - loss: 0.89 - ETA: 54s - loss: 0.89 - ETA: 52s - loss: 0.89 - ETA: 50s - loss: 0.89 - ETA: 48s - loss: 0.89 - ETA: 46s - loss: 0.89 - ETA: 44s - loss: 0.89 - ETA: 42s - loss: 0.89 - ETA: 40s - loss: 0.89 - ETA: 38s - loss: 0.89 - ETA: 36s - loss: 0.89 - ETA: 34s - loss: 0.89 - ETA: 32s - loss: 0.89 - ETA: 30s - loss: 0.89 - ETA: 28s - loss: 0.89 - ETA: 26s - loss: 0.89 - ETA: 24s - loss: 0.89 - ETA: 22s - loss: 0.89 - ETA: 20s - loss: 0.89 - ETA: 18s - loss: 0.89 - ETA: 16s - loss: 0.89 - ETA: 14s - loss: 0.89 - ETA: 12s - loss: 0.89 - ETA: 10s - loss: 0.89 - ETA: 8s - loss: 0.8975 - ETA: 6s - loss: 0.897 - ETA: 4s - loss: 0.897 - ETA: 2s - loss: 0.897 - 656s 2s/step - loss: 0.8974 - val_loss: 1.2603
Epoch 18/20
299/299 [==============================] - ETA: 9:46 - loss: 0.917 - ETA: 9:49 - loss: 0.861 - ETA: 9:58 - loss: 0.875 - ETA: 9:52 - loss: 0.869 - ETA: 11:01 - loss: 0.87 - ETA: 12:38 - loss: 0.86 - ETA: 12:42 - loss: 0.86 - ETA: 12:16 - loss: 0.87 - ETA: 11:57 - loss: 0.86 - ETA: 11:41 - loss: 0.87 - ETA: 11:27 - loss: 0.86 - ETA: 11:16 - loss: 0.87 - ETA: 11:05 - loss: 0.87 - ETA: 10:55 - loss: 0.87 - ETA: 10:46 - loss: 0.87 - ETA: 10:39 - loss: 0.87 - ETA: 10:33 - loss: 0.87 - ETA: 10:26 - loss: 0.87 - ETA: 10:20 - loss: 0.87 - ETA: 10:14 - loss: 0.86 - ETA: 10:10 - loss: 0.86 - ETA: 10:06 - loss: 0.86 - ETA: 10:01 - loss: 0.86 - ETA: 9:56 - loss: 0.8627 - ETA: 9:52 - loss: 0.861 - ETA: 9:48 - loss: 0.861 - ETA: 9:44 - loss: 0.858 - ETA: 9:40 - loss: 0.858 - ETA: 9:36 - loss: 0.859 - ETA: 9:33 - loss: 0.858 - ETA: 9:29 - loss: 0.859 - ETA: 9:26 - loss: 0.859 - ETA: 9:22 - loss: 0.859 - ETA: 9:19 - loss: 0.861 - ETA: 9:16 - loss: 0.861 - ETA: 9:13 - loss: 0.862 - ETA: 9:10 - loss: 0.863 - 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ETA: 1:00 - loss: 0.869 - ETA: 58s - loss: 0.869 - ETA: 56s - loss: 0.86 - ETA: 54s - loss: 0.86 - ETA: 52s - loss: 0.86 - ETA: 50s - loss: 0.86 - ETA: 48s - loss: 0.86 - ETA: 46s - loss: 0.86 - ETA: 44s - loss: 0.86 - ETA: 42s - loss: 0.86 - ETA: 40s - loss: 0.86 - ETA: 38s - loss: 0.87 - ETA: 36s - loss: 0.86 - ETA: 34s - loss: 0.86 - ETA: 32s - loss: 0.86 - ETA: 30s - loss: 0.86 - ETA: 28s - loss: 0.87 - ETA: 26s - loss: 0.87 - ETA: 24s - loss: 0.87 - ETA: 22s - loss: 0.87 - ETA: 20s - loss: 0.87 - ETA: 18s - loss: 0.87 - ETA: 16s - loss: 0.87 - ETA: 14s - loss: 0.87 - ETA: 12s - loss: 0.87 - ETA: 10s - loss: 0.87 - ETA: 8s - loss: 0.8704 - ETA: 6s - loss: 0.870 - ETA: 4s - loss: 0.870 - ETA: 2s - loss: 0.870 - 660s 2s/step - loss: 0.8708 - val_loss: 1.2588
Epoch 19/20
299/299 [==============================] - ETA: 9:49 - loss: 0.800 - ETA: 10:00 - loss: 0.81 - ETA: 10:05 - loss: 0.81 - ETA: 9:59 - loss: 0.8146 - ETA: 9:53 - loss: 0.832 - ETA: 9:48 - loss: 0.842 - ETA: 9:47 - loss: 0.835 - ETA: 9:47 - loss: 0.825 - ETA: 9:45 - loss: 0.822 - ETA: 9:45 - loss: 0.823 - ETA: 9:41 - loss: 0.828 - ETA: 9:39 - loss: 0.832 - ETA: 9:37 - loss: 0.834 - ETA: 9:34 - loss: 0.834 - ETA: 9:31 - loss: 0.833 - ETA: 9:28 - loss: 0.836 - ETA: 9:28 - loss: 0.836 - ETA: 9:26 - loss: 0.838 - ETA: 9:23 - loss: 0.840 - ETA: 9:20 - loss: 0.844 - ETA: 9:18 - loss: 0.847 - ETA: 9:16 - loss: 0.845 - ETA: 9:15 - loss: 0.840 - ETA: 9:12 - loss: 0.836 - ETA: 9:10 - loss: 0.835 - ETA: 9:08 - loss: 0.838 - ETA: 9:05 - loss: 0.839 - ETA: 9:03 - loss: 0.840 - ETA: 9:01 - loss: 0.838 - ETA: 8:59 - loss: 0.836 - ETA: 8:57 - loss: 0.835 - ETA: 8:56 - loss: 0.833 - ETA: 8:53 - loss: 0.833 - ETA: 8:51 - loss: 0.835 - ETA: 8:51 - loss: 0.835 - ETA: 8:50 - loss: 0.835 - ETA: 8:48 - loss: 0.837 - 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loss: 0.841 - ETA: 7:25 - loss: 0.841 - ETA: 7:23 - loss: 0.841 - ETA: 7:21 - loss: 0.841 - ETA: 7:19 - loss: 0.842 - ETA: 7:17 - loss: 0.842 - ETA: 7:15 - loss: 0.843 - ETA: 7:13 - loss: 0.843 - ETA: 7:11 - loss: 0.843 - ETA: 7:09 - loss: 0.843 - ETA: 7:07 - loss: 0.843 - ETA: 7:05 - loss: 0.844 - ETA: 7:03 - loss: 0.844 - ETA: 7:01 - loss: 0.843 - ETA: 6:59 - loss: 0.844 - ETA: 6:57 - loss: 0.844 - ETA: 6:55 - loss: 0.844 - ETA: 6:53 - loss: 0.844 - ETA: 6:51 - loss: 0.844 - ETA: 6:49 - loss: 0.843 - ETA: 6:47 - loss: 0.844 - ETA: 6:45 - loss: 0.844 - ETA: 6:43 - loss: 0.844 - ETA: 6:41 - loss: 0.844 - ETA: 6:39 - loss: 0.845 - ETA: 6:37 - loss: 0.846 - ETA: 6:35 - loss: 0.846 - ETA: 6:33 - loss: 0.845 - ETA: 6:31 - loss: 0.845 - ETA: 6:29 - loss: 0.845 - ETA: 6:27 - loss: 0.845 - ETA: 6:25 - loss: 0.845 - ETA: 6:23 - loss: 0.845 - ETA: 6:21 - loss: 0.844 - ETA: 6:19 - loss: 0.844 - ETA: 6:17 - loss: 0.843 - ETA: 6:15 - loss: 0.843 - ETA: 6:13 - loss: 0.843 - ETA: 6:11 - loss: 0.843 - ETA: 6:09 - loss: 0.843 - ETA: 6:07 - loss: 0.843 - ETA: 6:05 - loss: 0.843 - ETA: 6:03 - loss: 0.843 - ETA: 6:01 - loss: 0.844 - ETA: 5:59 - loss: 0.844 - ETA: 5:57 - loss: 0.845 - ETA: 5:55 - loss: 0.845 - ETA: 5:52 - loss: 0.845 - ETA: 5:50 - loss: 0.844 - ETA: 5:49 - loss: 0.844 - ETA: 5:47 - loss: 0.843 - ETA: 5:45 - loss: 0.843 - ETA: 5:43 - loss: 0.843 - ETA: 5:41 - loss: 0.844 - ETA: 5:39 - loss: 0.844 - ETA: 5:37 - loss: 0.843 - ETA: 5:36 - loss: 0.844 - ETA: 5:34 - loss: 0.844 - ETA: 5:32 - loss: 0.844 - ETA: 5:30 - loss: 0.843 - ETA: 5:28 - loss: 0.843 - ETA: 5:26 - loss: 0.843 - ETA: 5:24 - loss: 0.842 - ETA: 5:22 - loss: 0.843 - ETA: 5:20 - loss: 0.842 - ETA: 5:18 - loss: 0.843 - ETA: 5:16 - loss: 0.843 - ETA: 5:14 - loss: 0.843 - ETA: 5:12 - loss: 0.843 - ETA: 5:10 - loss: 0.843 - ETA: 5:08 - loss: 0.843 - ETA: 5:06 - loss: 0.843 - ETA: 5:04 - loss: 0.842 - ETA: 5:02 - loss: 0.842 - ETA: 4:59 - loss: 0.842 - ETA: 4:57 - loss: 0.842 - ETA: 4:55 - loss: 0.842 - ETA: 4:53 - loss: 0.842 - ETA: 4:51 - loss: 0.843 - ETA: 4:49 - loss: 0.843 - ETA: 4:47 - loss: 0.843 - ETA: 4:45 - loss: 0.843 - ETA: 4:43 - loss: 0.843 - ETA: 4:42 - loss: 0.843 - ETA: 4:39 - loss: 0.843 - ETA: 4:37 - loss: 0.843 - ETA: 4:35 - loss: 0.843 - ETA: 4:33 - loss: 0.843 - ETA: 4:31 - loss: 0.844 - ETA: 4:29 - loss: 0.844 - ETA: 4:27 - loss: 0.843 - ETA: 4:25 - loss: 0.843 - ETA: 4:23 - loss: 0.843 - ETA: 4:21 - loss: 0.844 - ETA: 4:19 - loss: 0.844 - ETA: 4:17 - loss: 0.844 - ETA: 4:15 - loss: 0.844 - ETA: 4:13 - loss: 0.844 - ETA: 4:11 - loss: 0.844 - ETA: 4:09 - loss: 0.844 - ETA: 4:07 - loss: 0.844 - ETA: 4:05 - loss: 0.844 - ETA: 4:03 - loss: 0.845 - ETA: 4:01 - loss: 0.845 - ETA: 3:59 - loss: 0.845 - ETA: 3:57 - loss: 0.844 - ETA: 3:55 - loss: 0.844 - ETA: 3:53 - loss: 0.844 - ETA: 3:51 - loss: 0.844 - ETA: 3:49 - loss: 0.844 - ETA: 3:47 - loss: 0.844 - ETA: 3:45 - loss: 0.844 - ETA: 3:43 - loss: 0.844 - ETA: 3:41 - loss: 0.844 - ETA: 3:39 - loss: 0.844 - ETA: 3:37 - loss: 0.844 - 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loss: 0.846 - ETA: 2:17 - loss: 0.847 - ETA: 2:15 - loss: 0.847 - ETA: 2:13 - loss: 0.847 - ETA: 2:11 - loss: 0.847 - ETA: 2:09 - loss: 0.847 - ETA: 2:07 - loss: 0.847 - ETA: 2:05 - loss: 0.847 - ETA: 2:03 - loss: 0.847 - ETA: 2:01 - loss: 0.847 - ETA: 1:59 - loss: 0.847 - ETA: 1:57 - loss: 0.847 - ETA: 1:55 - loss: 0.847 - ETA: 1:53 - loss: 0.847 - ETA: 1:51 - loss: 0.847 - ETA: 1:49 - loss: 0.847 - ETA: 1:47 - loss: 0.847 - ETA: 1:45 - loss: 0.847 - ETA: 1:43 - loss: 0.847 - ETA: 1:41 - loss: 0.847 - ETA: 1:39 - loss: 0.847 - ETA: 1:37 - loss: 0.847 - ETA: 1:35 - loss: 0.847 - ETA: 1:33 - loss: 0.847 - ETA: 1:31 - loss: 0.847 - ETA: 1:29 - loss: 0.847 - ETA: 1:27 - loss: 0.847 - ETA: 1:25 - loss: 0.847 - ETA: 1:23 - loss: 0.847 - ETA: 1:20 - loss: 0.847 - ETA: 1:18 - loss: 0.847 - ETA: 1:16 - loss: 0.847 - ETA: 1:14 - loss: 0.847 - ETA: 1:12 - loss: 0.847 - ETA: 1:10 - loss: 0.847 - ETA: 1:08 - loss: 0.847 - ETA: 1:06 - loss: 0.847 - ETA: 1:04 - loss: 0.847 - ETA: 1:02 - loss: 0.847 - ETA: 1:00 - loss: 0.847 - ETA: 58s - loss: 0.847 - ETA: 56s - loss: 0.84 - ETA: 54s - loss: 0.84 - ETA: 52s - loss: 0.84 - ETA: 50s - loss: 0.84 - ETA: 48s - loss: 0.84 - ETA: 46s - loss: 0.84 - ETA: 44s - loss: 0.84 - ETA: 42s - loss: 0.84 - ETA: 40s - loss: 0.84 - ETA: 38s - loss: 0.84 - ETA: 36s - loss: 0.84 - ETA: 34s - loss: 0.84 - ETA: 32s - loss: 0.84 - ETA: 30s - loss: 0.84 - ETA: 28s - loss: 0.84 - ETA: 26s - loss: 0.84 - ETA: 24s - loss: 0.84 - ETA: 22s - loss: 0.84 - ETA: 20s - loss: 0.84 - ETA: 18s - loss: 0.84 - ETA: 16s - loss: 0.84 - ETA: 14s - loss: 0.84 - ETA: 12s - loss: 0.84 - ETA: 10s - loss: 0.84 - ETA: 8s - loss: 0.8473 - ETA: 6s - loss: 0.847 - ETA: 4s - loss: 0.847 - ETA: 2s - loss: 0.847 - 656s 2s/step - loss: 0.8472 - val_loss: 1.2563
Epoch 20/20
299/299 [==============================] - ETA: 9:43 - loss: 0.919 - ETA: 9:44 - loss: 0.867 - ETA: 9:46 - loss: 0.829 - ETA: 9:53 - loss: 0.830 - ETA: 9:49 - loss: 0.833 - ETA: 9:46 - loss: 0.821 - ETA: 9:58 - loss: 0.816 - ETA: 9:58 - loss: 0.827 - ETA: 9:55 - loss: 0.826 - ETA: 9:52 - loss: 0.832 - ETA: 9:48 - loss: 0.830 - ETA: 9:45 - loss: 0.826 - ETA: 9:43 - loss: 0.825 - ETA: 9:41 - loss: 0.829 - ETA: 9:37 - loss: 0.825 - ETA: 9:34 - loss: 0.826 - ETA: 9:32 - loss: 0.827 - ETA: 9:29 - loss: 0.824 - ETA: 9:26 - loss: 0.827 - ETA: 9:23 - loss: 0.824 - ETA: 9:22 - loss: 0.826 - ETA: 9:20 - loss: 0.828 - ETA: 9:18 - loss: 0.827 - ETA: 9:16 - loss: 0.826 - ETA: 9:14 - loss: 0.828 - ETA: 9:12 - loss: 0.827 - ETA: 9:10 - loss: 0.825 - ETA: 9:07 - loss: 0.826 - ETA: 9:05 - loss: 0.826 - ETA: 9:02 - loss: 0.829 - ETA: 9:01 - loss: 0.828 - ETA: 8:59 - loss: 0.826 - ETA: 8:56 - loss: 0.825 - ETA: 8:54 - loss: 0.824 - ETA: 8:52 - loss: 0.824 - ETA: 8:49 - loss: 0.824 - ETA: 8:47 - loss: 0.824 - 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ETA: 6:09 - loss: 0.819 - ETA: 6:07 - loss: 0.819 - ETA: 6:05 - loss: 0.819 - ETA: 6:03 - loss: 0.819 - ETA: 6:01 - loss: 0.819 - ETA: 5:59 - loss: 0.820 - ETA: 5:57 - loss: 0.820 - ETA: 5:55 - loss: 0.820 - ETA: 5:53 - loss: 0.820 - ETA: 5:51 - loss: 0.820 - ETA: 5:49 - loss: 0.821 - ETA: 5:47 - loss: 0.821 - ETA: 5:45 - loss: 0.821 - ETA: 5:43 - loss: 0.821 - ETA: 5:41 - loss: 0.821 - ETA: 5:39 - loss: 0.821 - ETA: 5:37 - loss: 0.821 - ETA: 5:35 - loss: 0.821 - ETA: 5:33 - loss: 0.821 - ETA: 5:31 - loss: 0.821 - ETA: 5:29 - loss: 0.821 - ETA: 5:27 - loss: 0.821 - ETA: 5:25 - loss: 0.822 - ETA: 5:23 - loss: 0.821 - ETA: 5:21 - loss: 0.822 - ETA: 5:19 - loss: 0.822 - ETA: 5:17 - loss: 0.823 - ETA: 5:15 - loss: 0.823 - ETA: 5:13 - loss: 0.823 - ETA: 5:11 - loss: 0.823 - ETA: 5:09 - loss: 0.823 - ETA: 5:06 - loss: 0.823 - ETA: 5:04 - loss: 0.823 - ETA: 5:02 - loss: 0.823 - ETA: 5:00 - loss: 0.823 - ETA: 4:58 - loss: 0.824 - ETA: 4:56 - loss: 0.824 - ETA: 4:54 - loss: 0.824 - ETA: 4:52 - loss: 0.824 - ETA: 4:50 - loss: 0.824 - ETA: 4:48 - loss: 0.824 - ETA: 4:47 - loss: 0.824 - ETA: 4:44 - loss: 0.824 - ETA: 4:42 - loss: 0.824 - ETA: 4:40 - loss: 0.824 - ETA: 4:38 - loss: 0.824 - ETA: 4:36 - loss: 0.824 - ETA: 4:34 - loss: 0.825 - ETA: 4:32 - loss: 0.825 - ETA: 4:30 - loss: 0.825 - ETA: 4:28 - loss: 0.824 - ETA: 4:26 - loss: 0.824 - ETA: 4:24 - loss: 0.824 - ETA: 4:22 - loss: 0.824 - ETA: 4:20 - loss: 0.825 - ETA: 4:18 - loss: 0.824 - ETA: 4:16 - loss: 0.824 - ETA: 4:14 - loss: 0.824 - ETA: 4:12 - loss: 0.824 - ETA: 4:10 - loss: 0.824 - ETA: 4:08 - loss: 0.824 - ETA: 4:06 - loss: 0.824 - ETA: 4:04 - loss: 0.824 - ETA: 4:02 - loss: 0.824 - ETA: 4:00 - loss: 0.823 - ETA: 3:58 - loss: 0.823 - ETA: 3:56 - loss: 0.822 - ETA: 3:54 - loss: 0.822 - ETA: 3:52 - loss: 0.822 - ETA: 3:50 - loss: 0.822 - ETA: 3:48 - loss: 0.822 - ETA: 3:46 - loss: 0.822 - ETA: 3:44 - loss: 0.822 - ETA: 3:42 - loss: 0.822 - ETA: 3:40 - loss: 0.822 - ETA: 3:38 - loss: 0.822 - ETA: 3:36 - loss: 0.822 - ETA: 3:34 - loss: 0.822 - ETA: 3:32 - loss: 0.822 - ETA: 3:30 - loss: 0.822 - ETA: 3:28 - loss: 0.822 - ETA: 3:26 - loss: 0.822 - ETA: 3:24 - loss: 0.822 - ETA: 3:22 - loss: 0.821 - ETA: 3:20 - loss: 0.822 - ETA: 3:18 - loss: 0.821 - ETA: 3:16 - loss: 0.822 - ETA: 3:14 - loss: 0.821 - ETA: 3:12 - loss: 0.821 - ETA: 3:10 - loss: 0.821 - ETA: 3:08 - loss: 0.822 - ETA: 3:06 - loss: 0.822 - ETA: 3:04 - loss: 0.822 - ETA: 3:02 - loss: 0.822 - ETA: 3:00 - loss: 0.822 - ETA: 2:58 - loss: 0.823 - ETA: 2:56 - loss: 0.823 - ETA: 2:54 - loss: 0.823 - ETA: 2:52 - loss: 0.823 - ETA: 2:50 - loss: 0.823 - ETA: 2:48 - loss: 0.824 - ETA: 2:46 - loss: 0.824 - ETA: 2:44 - loss: 0.824 - ETA: 2:42 - loss: 0.824 - ETA: 2:40 - loss: 0.824 - ETA: 2:38 - loss: 0.824 - ETA: 2:36 - loss: 0.824 - ETA: 2:34 - loss: 0.824 - ETA: 2:32 - loss: 0.824 - ETA: 2:30 - loss: 0.823 - ETA: 2:28 - loss: 0.824 - ETA: 2:26 - loss: 0.824 - ETA: 2:24 - loss: 0.824 - ETA: 2:22 - loss: 0.824 - ETA: 2:20 - loss: 0.824 - ETA: 2:18 - loss: 0.823 - ETA: 2:16 - loss: 0.823 - ETA: 2:14 - loss: 0.824 - ETA: 2:12 - loss: 0.824 - ETA: 2:10 - loss: 0.824 - ETA: 2:08 - loss: 0.824 - ETA: 2:06 - loss: 0.824 - ETA: 2:04 - loss: 0.824 - ETA: 2:02 - loss: 0.824 - ETA: 2:00 - loss: 0.824 - ETA: 1:58 - loss: 0.824 - ETA: 1:56 - loss: 0.824 - ETA: 1:54 - loss: 0.824 - ETA: 1:52 - loss: 0.824 - ETA: 1:50 - loss: 0.823 - ETA: 1:48 - loss: 0.823 - ETA: 1:46 - loss: 0.824 - ETA: 1:44 - loss: 0.824 - ETA: 1:42 - loss: 0.824 - ETA: 1:40 - loss: 0.824 - ETA: 1:38 - loss: 0.824 - ETA: 1:36 - loss: 0.824 - ETA: 1:34 - loss: 0.824 - ETA: 1:32 - loss: 0.824 - ETA: 1:30 - loss: 0.824 - ETA: 1:28 - loss: 0.824 - ETA: 1:26 - loss: 0.824 - ETA: 1:24 - loss: 0.824 - ETA: 1:22 - loss: 0.824 - ETA: 1:20 - loss: 0.825 - ETA: 1:18 - loss: 0.825 - ETA: 1:16 - loss: 0.824 - ETA: 1:14 - loss: 0.825 - ETA: 1:12 - loss: 0.825 - ETA: 1:10 - loss: 0.825 - ETA: 1:08 - loss: 0.825 - ETA: 1:06 - loss: 0.825 - ETA: 1:04 - loss: 0.825 - ETA: 1:02 - loss: 0.825 - ETA: 1:00 - loss: 0.825 - ETA: 58s - loss: 0.825 - ETA: 56s - loss: 0.82 - ETA: 54s - loss: 0.82 - ETA: 52s - loss: 0.82 - ETA: 50s - loss: 0.82 - ETA: 48s - loss: 0.82 - ETA: 46s - loss: 0.82 - ETA: 44s - loss: 0.82 - ETA: 42s - loss: 0.82 - ETA: 40s - loss: 0.82 - ETA: 38s - loss: 0.82 - ETA: 36s - loss: 0.82 - ETA: 34s - loss: 0.82 - ETA: 32s - loss: 0.82 - ETA: 30s - loss: 0.82 - ETA: 28s - loss: 0.82 - ETA: 26s - loss: 0.82 - ETA: 24s - loss: 0.82 - ETA: 22s - loss: 0.82 - ETA: 20s - loss: 0.82 - ETA: 18s - loss: 0.82 - ETA: 16s - loss: 0.82 - ETA: 14s - loss: 0.82 - ETA: 12s - loss: 0.82 - ETA: 10s - loss: 0.82 - ETA: 8s - loss: 0.8262 - ETA: 6s - loss: 0.826 - ETA: 4s - loss: 0.826 - ETA: 2s - loss: 0.826 - 657s 2s/step - loss: 0.8264 - val_loss: 1.2544

In [22]:

textgen.model.summary()

__________________________________________________________________________________________________
Layer (type)                    Output Shape         Param #     Connected to                     
==================================================================================================
input (InputLayer)              (None, 15)           0                                            
__________________________________________________________________________________________________
embedding (Embedding)           (None, 15, 100)      7800        input[0][0]                      
__________________________________________________________________________________________________
rnn_1 (Bidirectional)           (None, 15, 100)      60400       embedding[0][0]                  
__________________________________________________________________________________________________
rnn_2 (Bidirectional)           (None, 15, 100)      60400       rnn_1[0][0]                      
__________________________________________________________________________________________________
rnn_3 (Bidirectional)           (None, 15, 100)      60400       rnn_2[0][0]                      
__________________________________________________________________________________________________
rnn_4 (Bidirectional)           (None, 15, 100)      60400       rnn_3[0][0]                      
__________________________________________________________________________________________________
rnn_concat (Concatenate)        (None, 15, 500)      0           embedding[0][0]                  
                                                                 rnn_1[0][0]                      
                                                                 rnn_2[0][0]                      
                                                                 rnn_3[0][0]                      
                                                                 rnn_4[0][0]                      
__________________________________________________________________________________________________
attention (AttentionWeightedAve (None, 500)          500         rnn_concat[0][0]                 
__________________________________________________________________________________________________
output (Dense)                  (None, 78)           39078       attention[0][0]                  
==================================================================================================
Total params: 288,978
Trainable params: 288,978
Non-trainable params: 0
__________________________________________________________________________________________________

Part 4: See What Robot Anthony Kiedis Would Sing¶

As you scroll through the output you'll notice several headers in the format:

#¶

Temperature: x.x

#¶

Temperature is a hyperparameter that controls randomness of predictions. The top few predictions have a temperature of 0.2 which is not very random, while the temperature at the bottom is 1.0 which is very random.

In [23]:

textgen = textgenrnn(weights_path='50nds_4Lrs_20epchs_Model_weights.hdf5',
                       vocab_path='50nds_4Lrs_20epchs_Model_vocab.json',
                       config_path='50nds_4Lrs_20epchs_Model_config.json')

textgen.generate_samples(50)

####################
Temperature: 0.2
####################
The one will be foot an it won't be too long, oh no   Let me say "hey"  I want to party on your pussy, baby I want to party on your pussy, baby I want to party on your pussy, baby I want to party on your pussy, baby I want to party on your pussy, baby I want to party on your pussy, baby I want to p

What I want to do  When you show me your soul  Sentimental get away The brothers cup) (We're the brothers cup) (We're the brothers cup) (We're the brothers cup) (We're the brothers cup) we like to me and it won't be long No it won't be too long, oh no   I can tell you  You've got to get it put it i

I don't believe it's bad Slit my throat it's all I ever  Please don't turn me to the place I want to go back  He star My love is like a rollercoaster baby shakin' my soul  I know you can  Like I said you want to do  We are the brothers cup) (We're the brothers cup) (We're the brothers cup) (We're t









I don't believe it's bad Slit my throat it's all I ever wanted we all for an my best for the sun my heart come to be a star  Because the way I tried to say I'd be there waiting for the sun  Just a mirror for the look on their face Funk 'em, just to see the look on their face Funk 'em, just to see t

The cornies and stop The mouth the party on your pussy, baby I want to party on your pussy, baby I want to party on your pussy, baby I want to party on your pussy, baby I want to party on your pussy, baby I want to party on your pussy, baby I want to party on your pussy, baby I want to party on you









I don't believe it's bad Slit my throat it's all I ever wanted we all for an ass king of being sucken the sun my friend  My friend I say I'd be there waiting for you  I know what's all in the sky (Testifing and I'm falling into grace with you I want to party on your pussy, baby I want to party on y

I can I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am 









I don't know what I can feel you  You've got to get it put it in your pussy I want to party on your pussy, baby I want to party on your pussy, baby I want to party on your pussy, baby I want to party on your pussy, baby I want to party on your pussy, baby I want to party on your pussy, baby I want 

Baby baby make me loco He's a world keep on turnin'  'Cause it won't be long No it won't be long No it what I can  Kiss me I will never be a baby the mama her mind the sun goes up and the sun goes up and the world I was down Make you feel better and I will take it on the other side The morning in l

The course I have ever seen the sky and every piece of my best for a feet could never can I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jung

I don't ever want to feel better and I will take me to the brotherland No one can tell you  You've got to get it put it in your pussy I want to party on your pussy, baby I want to party on your pussy, baby I want to party on your pussy, baby I want to party on your pussy, baby I want to party on yo











I don't ever wanna feel the park rockin' down to what we like to me and it won't be long No it won't be long No it won't be long No it won't be long No it won't be long No it won't be long No it won't be lang  He knows everything   You won't be long No it won't be long No it won't be long No it won



The bush I can  I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle

The mouth the party on your pussy, baby I want to party on your pussy, baby I want to party on your pussy, baby I want to party on your pussy, baby I want to party on your pussy, baby I want to party on your pussy, baby I want to party on your pussy, baby I want to party on your pussy, baby I want 



I don't believe it's bad Slit my throat it's all I ever  Pactually I, I found out!  I, I found out!   I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man I am a jungle man

I don't believe it's bad Slit my throat it's all I ever wanted we all believe me down your soul  Sentimental gentlemen are not another to the world I was swims of a world we got strong  Standing in line to tell you  You've got to get it put it in your pussy I want to party on your pussy, baby I wan





I want to go back  Hey now that it's meant to be stay A fucker  I want to go back  Hollywood Hollywood Hollywood Hollywood Hollywood Hollywood Hollywood Hollywood Hollywood Hollywood Hollywood Hollywood Hollywood Hollywood Hollywood Hollywood Hollywood Hollywood Hollywood Hollywood Hollywood Hollyw



Give it away now





I don't believe it's bad Slit my throat it's all I ever wanted we repent the mountains inside your style  Standing in line to tell you  You've got to get it put it in your pussy, baby I want to party on your pussy, baby I want to party on your pussy, baby I want to party on your pussy, baby I want 

I don't believe it's bad Slit my throat it's all I ever wanted we all we go  Everyone knows anything you do I think you're gonna break some  The star Make me love me so torture me please get it right (let's go) Let's get it right (let's go) Let's get it right (let's go) Let's get it right (let's go

I don't know what I say, oh I got a minor things It's a Hollywood jam When you show me your soul  Sentimental gentlemen are not an it won't be too long, oh no   Loving with you  The stars us And I get all the back of the same  The story  Open your father the car Ride  Right like a brave Don't be a 

I don't believe it's bad Slit my throat it's all I ever wanted we all find a straight someone something better the turtle  You can see the sky and every piece of the way I tried to say I'd be there waiting for the bit friend shaking in the sky (Testify, testify, kick a hole right in the sky (Testif





Give it away give it away now

I don't want to say I know you don't believe it's bad Slit my throat it's all I ever wanted we all believe me down   All I ask a dream   The star Make you feel it and I want to do  We are the brothers cup) (We're the brothers cup) (We're the brothers cup) we like to me and a star the pain Come on e

####################
Temperature: 0.5
####################
Why man And have to ask You so friends Me and my, me and my, me and my, me and my, me and my, me and my, me and my, me and my, me and my friends Me and my, me and my, me and my, me and my, me and my, me and my, me and my, me and my, me and my friends Me and my, me and my, me and my, me and my frien

The day to do Oh this lonely viewin' With the birds I'll share this lonely viewin' With the sky (Testify, testify, kick a hole right into the funk me down The blood of Californication Dream of Californication  Pay your light of serened with the birds I'll share this lonely viewin' With the birds I'

What I say I'd be there waiting of show your head She got his face day The state of the canyon It's a repeat and it's so where long than your father And in the sky (Testifing and I'm promising a sick a brave Don't be a slave No one come you don't get all a hell the way I tried to say I'd be there w

I don't believe it's bad Slit my throat it's all I ever wanted we wear song of porn and somehow She told me like you used to do?  Oh how could be in love with you I want to party on your pussy, baby I want to party on your pussy, baby I want to party on your pussy, baby I want to party on your puss



He's gonna be your thing you know I'm almost gone And when you see me getting high Knock me down I'm not be lavy she looks to me all the wome  Well I'm say what you got a pumpkin in your pussy I want to party on your pussy, baby I want to party on your pussy, baby I want to party on your pussy, bab

I don't believe it's bad Slit my throat it's all I ever wanted was a colors of my friend   Come on, dea

Sometimes I have to the price get chare  Come again goes  The satry on my man  It's better burn skinny sweaty man in the sky Knock my backwoods now The things I know  And if I could be so long   Where I could do it in the sky (Testify, testify, kick a hole right into the two hear more than ever  Tr

Because the wiser From the bit and the living and I'm a guided But I know you can  Do you want to know I'm falling into guru muhk  I want to party on your pussy, yeah, yeah, yeah, yeah, yeah, yeah, yeah, yeah, yeah, yeah, yeah, yeah, yeah, yeah, yeah, yeah, yeah, yeah, yeah, yeah  Standing in line 

What I'm talking in the sky when you share Hey hey Mother mind I'm such a life suck my mind  Love into get it up and jump Get up and jump, get up and jump, get up and jump, get up and jump, get up and jump, get up and jump Get up and jump Get up and jump, get up and jump, get up and jump, get up an

Flea, flagh to be Is the star of my knees I'm a reason to the first One big dance dirty and I find a woman the state of mind I'm never be marquee Oh yeah  I'm in it won't be long No it won't be lang  Fight like a brave Don't be a slave No one can tell you  You've got to give it to your daddy dit mo

In the morning in line to the brotherland No one can tell you  You've gotta get yeah She turned me I'm coming back  Somebody want to pay  And Charlie's makin' me back and taste the pain Come on livin' maybe in life with you I'm falling in stroke that a center of a master way a little throat  Don't 

The way I tried to say I want to be sade All the way I want to go back  He's a star of my knees I'm falling into grace with you, oh you never meant it Ooh, ah, guess you never meant it Ooh, ah, guess you never meant it Ooh, ah, guess your life that you did down it up I have ever seen the banana And

What I've got you've got to be afraid  Fight like a brave Don't keep it  Look at me and it don't forget my throat come from the bit and to live and the sun goes up and the way I tried to say I'd be there waiting I throught me your sitter to the baby lady I want to party on your pussy, baby I want t



In the world Well, I dig the dirt an' I dig the brotherland No one can tell your body page of anside Some constellation  Don't give to me party on your pussy I'm the world I know I know it won't be long No it won't be long No it won't be long No it won't be lang The mothers of show me your soul  Se

Reborn so live is a bad was a check on your bed Sitting in the court come on earth Funk 'em, just to see the look on their face Funk 'em, just to see the look on their face Funk 'em, just to see the look on their face Funk 'em, just to see the look on their face Funk 'em, just to see the look on th

I could die for a way to be a star  Blood love something out of a feeling in the girl girl  Hey now We've got to make it for your backwoods now The sthay for a soul mation and straight And the back in your story  Something scort And I can I am a jungle man I am a jungle man I am a jungle man I am a



Deep inside to brain something bright have baby the thing   Down your backwoods now That we could be I'm gonna breek with you,  And if you swimming won't some for a hornsation  Open your teacup girl come unbound And the motes the moon (an I get a little lady was a boy but I know  The story  And I'm

What I wanted to do  Where you want to feel better and I'm in it with a band, baby was a check of the funky care be long  It's a repeat of my sure will I stay girl I won't be so when you're lookin' for the sun  Just a mirror finentanted prodity dirty sweet chick He sea of love is for a better day T

Hooray  I will make the brothers cup) (We're the brothers cup) (We're the believie  Sleeping  Like I said you share A sunavers And I'm in it with a strick it's all right  Time to me all the world of sin  I know you were made it's all about the trumple start that it on the soul I said you want to be

Give it away now Give it away give it away now

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Give it away now

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Pawod  Blast Give it away give it away give it away now

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Wow God on the earth On the highest ground



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Yeah, yeah, yeah, yeah, yeah, yeah, yeah, yeah

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Extra Bonus Code¶

I realized that this code is reproducable for any artist on lyrics.com. This code allows you to name any singer and if their songs are listed on their artist page, it will return a dataframe with all of the artist's songs, song durations, and lyrics. Just copy this code and call lookup(). Enjoy!

In [24]:

import pandas as pd
import numpy as np
from bs4 import BeautifulSoup
import requests

def lookup():
    artist = input('Enter an artist name: ')
    url = 'https://www.lyrics.com/artist/' + artist.split(' ')[0].lower()
    for i in range(1,len(artist.split())):
        url += '%20' + artist.split(' ')[i].lower()
    r = requests.get(url)
    soup = BeautifulSoup(r.text, 'html.parser')
    
    son = []
    tim = []
    songs = soup.find_all('td', {'class': 'tal qx'})
    for i in songs[::2]:
        son.append(i.text)
    for i in songs[1::2]:
        tim.append(i.text)
    base_url = 'https://www.lyrics.com/'
    lyr = []
    for i in range(len(songs)):
        if songs[i].a is None:
            pass
        else:
            lyr_url = base_url + songs[i].a.attrs['href']
            r = requests.get(lyr_url)
            soup = BeautifulSoup(r.text, 'html.parser')
            lyr.append(soup.find('pre', {'id': 'lyric-body-text'}).text)
    df = pd.DataFrame({'song': son, 'time': tim, 'lyrics': lyr})
    return df

Beyond Data

Natural Language Generation with Red Hot Chili Peppers