In [1]:
import pandas as pd
import numpy as np
import xgboost as xgb
from tqdm import tqdm
from sklearn.svm import SVC
from keras.models import Sequential
from keras.layers.recurrent import LSTM, GRU
from keras.layers.core import Dense, Activation, Dropout
from keras.layers.embeddings import Embedding
from keras.layers.normalization import BatchNormalization
from keras.utils import np_utils
from sklearn import preprocessing, decomposition, model_selection, metrics, pipeline
from sklearn.model_selection import GridSearchCV
from sklearn.feature_extraction.text import TfidfVectorizer, CountVectorizer
from sklearn.decomposition import TruncatedSVD
from sklearn.linear_model import LogisticRegression
from sklearn.model_selection import train_test_split
from sklearn.naive_bayes import MultinomialNB
from keras.layers import GlobalMaxPooling1D, Conv1D, MaxPooling1D, Flatten, Bidirectional, SpatialDropout1D
from keras.preprocessing import sequence, text
from keras.callbacks import EarlyStopping
from nltk import word_tokenize
from nltk.corpus import stopwords
stop_words = stopwords.words('english')
/home/surya/DL/lib/python3.5/site-packages/sklearn/cross_validation.py:41: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20.
"This module will be removed in 0.20.", DeprecationWarning)
Using Theano backend.
ERROR (theano.gpuarray): pygpu was configured but could not be imported or is too old (version 0.6 or higher required)
NoneType
In [ ]:
from keras.preprocessing.sequence import
In [2]:
train = pd.read_csv('data/train.csv')
test = pd.read_csv('data/test.csv')
sample = pd.read_csv('data/sample_submission.csv')
In [3]:
train.head()
Out[3]:
id
text
author
0
id26305
This process, however, afforded me no means of...
EAP
1
id17569
It never once occurred to me that the fumbling...
HPL
2
id11008
In his left hand was a gold snuff box, from wh...
EAP
3
id27763
How lovely is spring As we looked from Windsor...
MWS
4
id12958
Finding nothing else, not even gold, the Super...
HPL
In [4]:
test.head()
Out[4]:
id
text
0
id02310
Still, as I urged our leaving Ireland with suc...
1
id24541
If a fire wanted fanning, it could readily be ...
2
id00134
And when they had broken down the frail door t...
3
id27757
While I was thinking how I should possibly man...
4
id04081
I am not sure to what limit his knowledge may ...
In [5]:
sample.head()
Out[5]:
id
EAP
HPL
MWS
0
id02310
0.403494
0.287808
0.308698
1
id24541
0.403494
0.287808
0.308698
2
id00134
0.403494
0.287808
0.308698
3
id27757
0.403494
0.287808
0.308698
4
id04081
0.403494
0.287808
0.308698
In [70]:
max_len = max([len(i.split()) for i in train.text.values])
max_len
Out[70]:
861
In [3]:
def multiclass_logloss(actual, predicted, eps=1e-15):
"""Multi class version of Logarithmic Loss metric.
:param actual: Array containing the actual target classes
:param predicted: Matrix with class predictions, one probability per class
"""
# Convert 'actual' to a binary array if it's not already:
if len(actual.shape) == 1:
actual2 = np.zeros((actual.shape[0], predicted.shape[1]))
for i, val in enumerate(actual):
actual2[i, val] = 1
actual = actual2
clip = np.clip(predicted, eps, 1 - eps)
rows = actual.shape[0]
vsota = np.sum(actual * np.log(clip))
return -1.0 / rows * vsota
In [4]:
lbl_encoder = preprocessing.LabelEncoder()
y = lbl_encoder.fit_transform(train.author.values)
In [5]:
x_train,x_valid,y_train,y_valid = train_test_split(train.text.values,y,
test_size=0.5,shuffle=True)
In [6]:
x_train.shape,x_valid.shape,y_train.shape,y_valid.shape
Out[6]:
((9789,), (9790,), (9789,), (9790,))
In [11]:
x_train
Out[11]:
array([ 'In the morning, I procured, at the Prefecture, a full report of all the evidence elicited, and, at the various newspaper offices, a copy of every paper in which, from first to last, had been published any decisive information in regard to this sad affair.',
'And I saw the world battling against blackness; against the waves of destruction from ultimate space; whirling, churning; struggling around the dimming, cooling sun.',
"Among the other transcendant attributes of Mozart's music, it possesses more than any other that of appearing to come from the heart; you enter into the passions expressed by him, and are transported with grief, joy, anger, or confusion, as he, our soul's master, chooses to inspire.",
...,
'At certain stages of the ritual they did grovelling obeisance, especially when he held above his head that abhorrent Necronomicon he had taken with him; and I shared all the obeisances because I had been summoned to this festival by the writings of my forefathers.',
'He was a portly, fine looking gentleman of the old school, with a polished manner, and a certain air of gravity, dignity, and authority which was very impressive.',
"Sawyer, as clumsy as most non users of optical devices are, fumbled a while; but eventually focussed the lenses with Armitage's aid."], dtype=object)
In [ ]:
In [12]:
tfv = TfidfVectorizer(analyzer='word',min_df=3,stop_words='english',
use_idf=1,sublinear_tf=1,smooth_idf=1)
tfv.fit(list(x_train)+list(x_valid))
x_train_tfv = tfv.transform(x_train)
x_valid_tfv = tfv.transform(x_valid)
In [13]:
clf = LogisticRegression(C=1.0)
clf.fit(x_train_tfv,y_train)
predictions = clf.predict_proba(x_valid_tfv)
print("log loss is: ", multiclass_logloss(y_valid,predictions))
log loss is: 0.701744292595
In [14]:
ctv = CountVectorizer(analyzer='word',token_pattern=r'\w{1,}',ngram_range=(1,3),
stop_words='english')
ctv.fit(list(x_train)+list(x_valid))
x_train_ctv = ctv.transform(x_train)
x_valid_ctv = ctv.transform(x_valid)
In [15]:
clf = LogisticRegression(C=1.0)
clf.fit(x_train_ctv,y_train)
predictions = clf.predict_proba(x_valid_ctv)
print("log loss using countVectorizer is: ",multiclass_logloss(y_valid,predictions) )
log loss using countVectorizer is: 0.593498356688
In [16]:
#on TFIDF
nvb = MultinomialNB()
nvb.fit(x_train_tfv,y_train)
predictions = nvb.predict_proba(x_valid_tfv)
print("log loss using naive bayes for TFIDF: ",multiclass_logloss(y_valid,predictions))
log loss using naive bayes for TFIDF: 0.654915406219
In [17]:
#on CountVectors
nvb = MultinomialNB()
nvb.fit(x_train_ctv,y_train)
predictions = nvb.predict_proba(x_valid_ctv)
print("log loss using naive bayes for countvectors: ",multiclass_logloss(y_valid,predictions))
log loss using naive bayes for countvectors: 0.496418738124
it seems naive bayes with count vectors performed great.
In [18]:
svd = decomposition.TruncatedSVD(n_components=120)
svd.fit(x_train_tfv)
x_train_tfv_svd = svd.transform(x_train_tfv)
x_valid_tfv_svd = svd.transform(x_valid_tfv)
In [19]:
scaler = preprocessing.StandardScaler()
scaler.fit(x_train_tfv_svd)
x_train_svd = scaler.transform(x_train_tfv_svd)
x_valid_svd = scaler.transform(x_valid_tfv_svd)
In [31]:
clf = SVC(C=1.0,probability=True)
clf.fit(x_train_svd,y_train)
preds = clf.predict_proba(x_valid_svd)
print("log loss of the SVM is: ",multiclass_logloss(y_valid,preds))
log loss of the SVM is: 0.7555068647
In [39]:
from spacy.vectors import Vectors
import spacy
nlp = spacy.load('en')
#nlp.vocab.vectors.from_glove('data/glove.840B.300d.txt')
In [42]:
xtrain_token=[]
for i in x_train:
doc = nlp(i)
xtrain_token.append([token.text for token in doc ])
In [44]:
xvalid_token=[]
for i in x_valid:
doc = nlp(i)
xvalid_token.append([token.text for token in doc ])
In [45]:
xtrain_token
xvalid_token
Out[45]:
[['It',
'is',
'true',
',',
'the',
'populace',
'retained',
'themselves',
';',
'but',
'there',
'arose',
'a',
'perpetual',
'hum',
'and',
'bustle',
'from',
'the',
'throng',
'round',
'the',
'palace',
',',
'which',
'added',
'to',
'the',
'noise',
'of',
'fireworks',
',',
'the',
'frequent',
'explosion',
'of',
'arms',
',',
'the',
'tramp',
'to',
'and',
'fro',
'of',
'horsemen',
'and',
'carriages',
',',
'to',
'which',
'effervescence',
'he',
'was',
'the',
'focus',
',',
'retarded',
'his',
'recovery',
'.'],
['In',
'the',
'meantime',
',',
'however',
',',
'I',
'had',
'no',
'notion',
'of',
'being',
'thwarted',
'touching',
'the',
'information',
'I',
'desired',
'.'],
['Not',
'for',
'a',
'moment',
'did',
'I',
'believe',
'that',
'the',
'tale',
'had',
'any',
'really',
'substantial',
'foundation',
';',
'but',
'none',
'the',
'less',
'the',
'account',
'held',
'a',
'hint',
'of',
'genuine',
'terror',
',',
'if',
'only',
'because',
'it',
'brought',
'in',
'references',
'to',
'strange',
'jewels',
'clearly',
'akin',
'to',
'the',
'malign',
'tiara',
'I',
'had',
'seen',
'at',
'Newburyport',
'.'],
['And',
'in',
'a',
'few',
'years',
'more',
',',
'men',
'built',
'cabins',
'on',
'the',
'south',
'side',
'of',
'The',
'Street',
'.'],
['Raymond',
'had',
'evidently',
'vacillated',
'during',
'his',
'journey',
',',
'and',
'irresolution',
'was',
'marked',
'in',
'every',
'gesture',
'as',
'we',
'entered',
'Perdita',
"'s",
'cottage',
'.'],
['They',
'said',
'it',
'had',
'been',
'there',
'before',
"D'Iberville",
',',
'before',
'La',
'Salle',
',',
'before',
'the',
'Indians',
',',
'and',
'before',
'even',
'the',
'wholesome',
'beasts',
'and',
'birds',
'of',
'the',
'woods',
'.'],
['I', 'felt', 'that', 'I', 'lay', 'upon', 'my', 'back', ',', 'unbound', '.'],
['I',
'record',
'no',
'crimes',
';',
'my',
'faults',
'may',
'easily',
'be',
'pardoned',
';',
'for',
'they',
'proceeded',
'not',
'from',
'evil',
'motive',
'but',
'from',
'want',
'of',
'judgement',
';',
'and',
'I',
'believe',
'few',
'would',
'say',
'that',
'they',
'could',
',',
'by',
'a',
'different',
'conduct',
'and',
'superior',
'wisdom',
',',
'have',
'avoided',
'the',
'misfortunes',
'to',
'which',
'I',
'am',
'the',
'victim',
'.'],
['The',
'accelerated',
'rate',
'of',
'ascent',
'thus',
'obtained',
',',
'carried',
'me',
'too',
'rapidly',
',',
'and',
'without',
'sufficient',
'gradation',
',',
'into',
'a',
'highly',
'rarefied',
'stratum',
'of',
'the',
'atmosphere',
',',
'and',
'the',
'result',
'had',
'nearly',
'proved',
'fatal',
'to',
'my',
'expedition',
'and',
'to',
'myself',
'.'],
['For',
'the',
'court',
',',
'guiding',
'itself',
'by',
'the',
'general',
'principles',
'of',
'evidence',
'the',
'recognized',
'and',
'booked',
'principles',
'is',
'averse',
'from',
'swerving',
'at',
'particular',
'instances',
'.'],
['The',
'merit',
'suggested',
'is',
',',
'at',
'best',
',',
'negative',
',',
'and',
'appertains',
'to',
'that',
'hobbling',
'criticism',
'which',
',',
'in',
'letters',
',',
'would',
'elevate',
'Addison',
'into',
'apotheosis',
'.'],
['"',
'He',
'is',
'your',
'own',
'property',
',',
'sire',
',',
'"',
'replied',
'one',
'of',
'the',
'equerries',
',',
'"',
'at',
'least',
'he',
'is',
'claimed',
'by',
'no',
'other',
'owner',
'.'],
['His',
'voice',
',',
'usually',
'gentle',
',',
'often',
'startled',
'you',
'by',
'a',
'sharp',
'discordant',
'note',
',',
'which',
'shewed',
'that',
'his',
'usual',
'low',
'tone',
'was',
'rather',
'the',
'work',
'of',
'study',
'than',
'nature',
'.'],
['Accordingly',
'I',
'hid',
'myself',
'in',
'some',
'thick',
'underwood',
',',
'determining',
'to',
'devote',
'the',
'ensuing',
'hours',
'to',
'reflection',
'on',
'my',
'situation',
'.'],
['You', 'know', 'not', 'what', 'you', 'mean', '.'],
['Assuming',
'this',
'hypothesis',
',',
'it',
'would',
'be',
'grossly',
'absurd',
'to',
'compare',
'with',
'the',
'Chess',
'Player',
',',
'any',
'similar',
'thing',
'of',
'either',
'modern',
'or',
'ancient',
'days',
'.'],
['The',
'winter',
'has',
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'dreadfully',
'severe',
',',
'but',
'the',
'spring',
'promises',
'well',
',',
'and',
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'as',
'a',
'remarkably',
'early',
'season',
',',
'so',
'that',
'perhaps',
'I',
'may',
'sail',
'sooner',
'than',
'I',
'expected',
'.'],
['The',
'placing',
'my',
'name',
'that',
'is',
'to',
'say',
',',
'my',
'nom',
'de',
'guerre',
'in',
'priority',
'of',
'station',
'to',
'that',
'of',
'the',
'great',
'Slyass',
',',
'was',
'a',
'compliment',
'as',
'happy',
'as',
'I',
'felt',
'it',
'to',
'be',
'deserved',
'.'],
['When',
'this',
'occurs',
',',
'no',
'second',
'effort',
'is',
'made',
',',
'but',
'the',
'arm',
'continues',
'its',
'movement',
'in',
'the',
'direction',
'originally',
'intended',
',',
'precisely',
'as',
'if',
'the',
'piece',
'were',
'in',
'the',
'fingers',
'.'],
['It',
"'s",
'my',
'business',
'to',
'catch',
'the',
'overtones',
'of',
'the',
'soul',
',',
'and',
'you',
'wo',
"n't",
'find',
'those',
'in',
'a',
'parvenu',
'set',
'of',
'artificial',
'streets',
'on',
'made',
'land',
'.'],
['He',
'looks',
'upon',
'study',
'as',
'an',
'odious',
'fetter',
';',
'his',
'time',
'is',
'spent',
'in',
'the',
'open',
'air',
',',
'climbing',
'the',
'hills',
'or',
'rowing',
'on',
'the',
'lake',
'.'],
['Wilhelm',
',',
'Count',
'Berlifitzing',
',',
'although',
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'descended',
',',
'was',
',',
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'the',
'epoch',
'of',
'this',
'narrative',
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'an',
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'and',
'doting',
'old',
'man',
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'remarkable',
'for',
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'but',
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'inordinate',
'and',
'inveterate',
'personal',
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'to',
'the',
'family',
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'his',
'rival',
',',
'and',
'so',
'passionate',
'a',
'love',
'of',
'horses',
',',
'and',
'of',
'hunting',
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'that',
'neither',
'bodily',
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',',
'great',
'age',
',',
'nor',
'mental',
'incapacity',
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'prevented',
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'daily',
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'dangers',
'of',
'the',
'chase',
'.'],
['As',
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'walked',
'toward',
'the',
'bus',
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'observed',
'his',
'peculiarly',
'shambling',
'gait',
'and',
'saw',
'that',
'his',
'feet',
'were',
'inordinately',
'immense',
'.'],
['We',
'will',
'set',
'up',
'a',
'candidate',
',',
'and',
'ensure',
'his',
'success',
'.'],
['There',
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'no',
'passion',
'in',
'nature',
'so',
'demoniacally',
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'as',
'that',
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'who',
',',
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'the',
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'a',
'precipice',
',',
'thus',
'meditates',
'a',
'Plunge',
'.'],
["Ol'",
"Cap'n",
'Obed',
'done',
'it',
'him',
'that',
'faound',
'aout',
"more'n",
'was',
'good',
'fer',
'him',
'in',
'the',
'Saouth',
'Sea',
'islands',
'.'],
['Her',
'passions',
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'subdued',
'her',
'appetites',
',',
'even',
'her',
'natural',
'wants',
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'she',
'slept',
'little',
',',
'and',
'hardly',
'ate',
'at',
'all',
';',
'her',
'body',
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'evidently',
'considered',
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'her',
'as',
'a',
'mere',
'machine',
',',
'whose',
'health',
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'the',
'accomplishment',
'of',
'her',
'schemes',
',',
'but',
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'senses',
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'no',
'part',
'of',
'her',
'enjoyment',
'.'],
['The',
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'arose',
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'the',
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'as',
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'the',
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'an',
'earthquake',
',',
'it',
'split',
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'cracked',
'with',
'a',
'tremendous',
'and',
'overwhelming',
'sound',
'.'],
['They',
'fled',
'they',
'knew',
'not',
'whither',
';',
'and',
'the',
'citizens',
'were',
'filled',
'with',
'greater',
'dread',
',',
'at',
'the',
'convulsion',
'which',
'"',
'shook',
'lions',
'into',
'civil',
'streets',
';',
'"',
'birds',
',',
'strong',
'winged',
'eagles',
',',
'suddenly',
'blinded',
',',
'fell',
'in',
'the',
'market',
'places',
',',
'while',
'owls',
'and',
'bats',
'shewed',
'themselves',
'welcoming',
'the',
'early',
'night',
'.'],
['A',
'mutiny',
'has',
'been',
'the',
'result',
';',
'and',
',',
'as',
'is',
'usual',
'upon',
'such',
'occasions',
',',
'all',
'human',
'efforts',
'will',
'be',
'of',
'no',
'avail',
'in',
'quelling',
'the',
'mob',
'.'],
['A',
'very',
'large',
'mastiff',
'seemed',
'to',
'be',
'in',
'vigilant',
'attendance',
'upon',
'these',
'animals',
',',
'each',
'and',
'all',
'.'],
['Neither',
'he',
'nor',
'his',
'son',
'Archer',
'knew',
'of',
'the',
'shunned',
'house',
'as',
'other',
'than',
'a',
'nuisance',
'almost',
'impossible',
'to',
'rent',
'perhaps',
'on',
'account',
'of',
'the',
'mustiness',
'and',
'sickly',
'odour',
'of',
'unkempt',
'old',
'age',
'.'],
['I',
'must',
'do',
'justice',
'to',
'my',
'sweet',
'sister',
':',
'it',
'was',
'not',
'for',
'herself',
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'pleasant',
'rest',
'for',
'so',
'long',
'a',
'space',
'were',
'now',
'become',
'a',
'hell',
'to',
'me',
';',
'and',
'the',
'change',
'was',
'so',
'rapid',
',',
'the',
'overthrow',
'so',
'complete',
'Morning',
',',
'dismal',
'and',
'wet',
',',
'at',
'length',
'dawned',
'and',
'discovered',
'to',
'my',
'sleepless',
'and',
'aching',
'eyes',
'the',
'church',
'of',
'Ingolstadt',
',',
'its',
'white',
'steeple',
'and',
'clock',
',',
'which',
'indicated',
'the',
'sixth',
'hour',
'.'],
['From',
'this',
'date',
'a',
'marked',
'alteration',
'took',
'place',
'in',
'the',
'outward',
'demeanor',
'of',
'the',
'dissolute',
'young',
'Baron',
'Frederick',
'Von',
'Metzengerstein',
'.'],
['An',
"'",
'jest',
'then',
'our',
'folks',
'organised',
'the',
'Esoteric',
'Order',
'o',
"'",
'Dagon',
',',
'an',
"'",
'bought',
'Masonic',
'Hall',
'offen',
'Calvary',
'Commandery',
'for',
'it',
'.',
'.',
'.'],
['Little',
'Clara',
'accompanied',
'us',
';',
'the',
'poor',
'child',
'did',
'not',
'well',
'understand',
'what',
'was',
'going',
'forward',
'.'],
['The',
'first',
'secret',
'that',
'had',
'existed',
'between',
'them',
'was',
'the',
'visits',
'of',
'Raymond',
'to',
'Evadne',
'.'],
['But',
'I',
'am',
'detailing',
'a',
'chain',
'of',
'facts',
'and',
'wish',
'not',
'to',
'leave',
'even',
'a',
'possible',
'link',
'imperfect',
'.'],
['A',
'certain',
'number',
'of',
'these',
'failures',
'had',
'remained',
'alive',
'one',
'was',
'in',
'an',
'asylum',
'while',
'others',
'had',
'vanished',
'and',
'as',
'he',
'thought',
'of',
'conceivable',
'yet',
'virtually',
'impossible',
'eventualities',
'he',
'often',
'shivered',
'beneath',
'his',
'usual',
'stolidity',
'.'],
['Upon',
'the',
'outbreak',
'of',
'trouble',
'with',
'Great',
'Britain',
'in',
',',
'William',
'Harris',
',',
'despite',
'his',
'scant',
'sixteen',
'years',
'and',
'feeble',
'constitution',
',',
'managed',
'to',
'enlist',
'in',
'the',
'Army',
'of',
'Observation',
'under',
'General',
'Greene',
';',
'and',
'from',
'that',
'time',
'on',
'enjoyed',
'a',
'steady',
'rise',
'in',
'health',
'and',
'prestige',
'.'],
['It',
'was',
'on',
'the',
'twenty',
'first',
'of',
'February',
',',
',',
'that',
'the',
'thing',
'finally',
'occurred',
'.'],
['The',
'writer',
'spoke',
'of',
'acute',
'bodily',
'illness',
'of',
'a',
'mental',
'disorder',
'which',
'oppressed',
'him',
'and',
'of',
'an',
'earnest',
'desire',
'to',
'see',
'me',
',',
'as',
'his',
'best',
',',
'and',
'indeed',
'his',
'only',
'personal',
'friend',
',',
'with',
'a',
'view',
'of',
'attempting',
',',
'by',
'the',
'cheerfulness',
'of',
'my',
'society',
',',
'some',
'alleviation',
'of',
'his',
'malady',
'.'],
['I',
'watched',
'it',
'for',
'some',
'minutes',
',',
'somewhat',
'in',
'fear',
',',
'but',
'more',
'in',
'wonder',
'.'],
['What',
'I',
'saw',
'in',
'the',
'glow',
'of',
'my',
'flashlight',
'after',
'I',
'shot',
'the',
'unspeakable',
'straggling',
'object',
'was',
'so',
'simple',
'that',
'almost',
'a',
'minute',
'elapsed',
'before',
'I',
'understood',
'and',
'went',
'delirious',
'.'],
['"',
'One',
'word',
'more',
'concerning',
'unkind',
',',
'unjust',
'Perdita',
'.'],
['Unwonted',
'silence',
'reigned',
'in',
'the',
'house',
',',
'the',
'members',
'spoke',
'in',
'whispers',
',',
'and',
'the',
'ordinary',
'business',
'was',
'transacted',
'with',
'celerity',
'and',
'quietness',
'.'],
...]
In [7]:
loc = "data/"
import bcolz
import pickle
import sys
In [8]:
xtrain = []
xtrain = np.array([i.split() for i in x_train])
xtrain
xvalid = np.array([i.split() for i in x_valid])
xvalid
Out[8]:
array([ list(['It', 'is', 'true,', 'the', 'populace', 'retained', 'themselves;', 'but', 'there', 'arose', 'a', 'perpetual', 'hum', 'and', 'bustle', 'from', 'the', 'throng', 'round', 'the', 'palace,', 'which', 'added', 'to', 'the', 'noise', 'of', 'fireworks,', 'the', 'frequent', 'explosion', 'of', 'arms,', 'the', 'tramp', 'to', 'and', 'fro', 'of', 'horsemen', 'and', 'carriages,', 'to', 'which', 'effervescence', 'he', 'was', 'the', 'focus,', 'retarded', 'his', 'recovery.']),
list(['In', 'the', 'meantime,', 'however,', 'I', 'had', 'no', 'notion', 'of', 'being', 'thwarted', 'touching', 'the', 'information', 'I', 'desired.']),
list(['Not', 'for', 'a', 'moment', 'did', 'I', 'believe', 'that', 'the', 'tale', 'had', 'any', 'really', 'substantial', 'foundation;', 'but', 'none', 'the', 'less', 'the', 'account', 'held', 'a', 'hint', 'of', 'genuine', 'terror,', 'if', 'only', 'because', 'it', 'brought', 'in', 'references', 'to', 'strange', 'jewels', 'clearly', 'akin', 'to', 'the', 'malign', 'tiara', 'I', 'had', 'seen', 'at', 'Newburyport.']),
...,
list(['And', 'now', 'my', 'wanderings', 'began', 'which', 'are', 'to', 'cease', 'but', 'with', 'life.']),
list(['"True;', 'and', 'you', 'will', 'remember', 'an', 'expression', 'attributed', 'almost', 'unanimously,', 'by', 'the', 'evidence,', 'to', 'this', 'voice,', 'the', 'expression,', "'mon", "Dieu'", 'This,', 'under', 'the', 'circumstances,', 'has', 'been', 'justly', 'characterized', 'by', 'one', 'of', 'the', 'witnesses', 'Montani,', 'the', 'confectioner,', 'as', 'an', 'expression', 'of', 'remonstrance', 'or', 'expostulation.']),
list(['The', 'old', 'deserted', 'Chapman', 'house', 'had', 'inexplicably', 'burned', 'to', 'an', 'amorphous', 'heap', 'of', 'ashes;', 'that', 'we', 'could', 'understand', 'because', 'of', 'the', 'upset', 'lamp.'])], dtype=object)
In [48]:
import pdb
import os
from tensorflow.contrib.learn.python import preprocessing
In [10]:
def load_array(fname):
return bcolz.open(fname)[:]
In [11]:
vecs = load_array('data/6B.50d.dat')
words = pickle.load(open('data/6B.50d_words.pkl','rb'),encoding='utf8'),
idx = pickle.load(open('data/6B.50d_idx.pkl','rb'),encoding='utf8')
In [24]:
xtrain_fltr = [[i.lower().strip(',.;"') for i in s] for s in xtrain]
xvalid_fltr = [[i.lower().strip(',.";') for i in s] for s in xvalid]
In [ ]:
uniquewords = []
def fetchUnique(li):
for i in li:
if not i in uniquewords:
uniquewords.append(i)
return uniquewords
In [73]:
p = preprocessing.text.VocabularyProcessor(max_document_length=500)
xtrain_ids = np.array(list(p.fit_transform(x_train)))
xvalid_ids = np.array(list(p.fit_transform(x_valid)))
In [74]:
xtrain_ids.shape,xvalid_ids.shape
Out[74]:
((9789, 500), (9790, 500))
In [102]:
xtrain_ids_v[np.where(xtrain_ids_v > 21000)].size
Out[102]:
0
In [101]:
vocab_size = 21000
xtrain_ids_v = np.array([[i if i<vocab_size else vocab_size-1 for i in s] for s in xtrain_ids])
xvalid_ids_v = np.array([[i if i<vocab_size else vocab_size-1 for i in s] for s in xvalid_ids])
In [11]:
#fi = open("/home/surya/Documents/dataset/kaggle/predict_author/dict.txt","a+")
In [ ]:
# load the GloVe vectors in a dictionary:
indx_len = 0
embeddings_index = {}
f = open('data/glove.840B.300d.txt')
for line in tqdm(f):
values = line.split()
word = values[0]
try:
coefs = np.asarray(values[1:], dtype='float32')
except:
print(values[1:])
embeddings_index[word] =coefs
fi.write(str(embeddings_index))
embeddings_index = {}
indx_len +=1
#pdb.set_trace()
f.close()
fi.close()
print('Found %s word vectors.' % indx_len)
In [ ]:
In [ ]:
In [104]:
def sent2vec(s):
words = str(s).lower()
words = word_tokenize(words)
words = [w for w in words if not w in stop_words]
words = [w for w in words if w.isalpha()]
M = []
for w in words:
try:
M.append(idx[w])
except:
continue
M = np.array(M)
return M
# create sentence vectors using the above function for training and validation set
xtrain_glove = [sent2vec(x) for x in x_train]
xvalid_glove = [sent2vec(x) for x in x_valid]
xtrain_glove = np.array(xtrain_glove)
xvalid_glove = np.array(xvalid_glove)
In [104]:
seq_len = 500
#trn_seq = sequence.pad_sequences(xtrain_glove,maxlen=seq_len,value=0.0)
#tst_seq = sequence.pad_sequences(xvalid_glove,maxlen=seq_len,value=0.0)
In [111]:
trn_seq[0]
Out[111]:
array([ 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0, 0, 152, 11044, 1157, 2981,
1454, 2251, 1914, 16293, 18690, 4643, 79, 30557, 425,
13853, 8150, 27866, 4184, 15861], dtype=int32)
In [57]:
vecs = np.array(vecs)
In [ ]:
idx2word = {}
In [52]:
def create_emb():
n_fact = vecs.shape[1]
emb = np.zeros((vocab_size, n_fact))
for i in range(1,len(emb)):
word = idx2word[i]
if word and re.match(r"^[a-zA-Z0-9\-]*$", word):
src_idx = idx[word]
emb[i] = vecs[src_idx]
else:
# If we can't find the word in glove, randomly initialize
emb[i] = normal(scale=0.6, size=(n_fact,))
# This is our "rare word" id - we want to randomly initialize
emb[-1] = normal(scale=0.6, size=(n_fact,))
emb/=3
return emb
In [60]:
emb = create_emb()
---------------------------------------------------------------------------
NameError Traceback (most recent call last)
<ipython-input-60-8fc5eb775fd3> in <module>()
----> 1 emb = create_emb()
<ipython-input-52-e4873613094a> in create_emb()
4
5 for i in range(1,len(emb)):
----> 6 word = idx2word[i]
7 if word and re.match(r"^[a-zA-Z0-9\-]*$", word):
8 src_idx = idx[word]
NameError: name 'idx2word' is not defined
In [ ]:
vocab_size = 5000
seq_len = 500
In [119]:
# we need to binarize the labels for the neural net
#ytrain_enc = np_utils.to_categorical(y_train)
#yvalid_enc = np_utils.to_categorical(y_valid)
In [121]:
# using keras tokenizer here
token = text.Tokenizer(num_words=None)
max_len = 70
token.fit_on_texts(list(xtrain) + list(xvalid))
xtrain_seq = token.texts_to_sequences(x_train)
xvalid_seq = token.texts_to_sequences(x_valid)
# zero pad the sequences
xtrain_pad = sequence.pad_sequences(xtrain_seq, maxlen=max_len)
xvalid_pad = sequence.pad_sequences(xvalid_seq, maxlen=max_len)
word_index = token.word_index
In [124]:
# GRU with glove embeddings and two dense layers
model = Sequential()
model.add(Embedding(len(word_index) + 1,
300,
input_length=seq_len,
trainable=True))
model.add(SpatialDropout1D(0.3))
model.add(GRU(300, dropout=0.3, recurrent_dropout=0.3, return_sequences=True))
model.add(GRU(300, dropout=0.3, recurrent_dropout=0.3))
model.add(Dense(1024, activation='relu'))
model.add(Dropout(0.8))
model.add(Dense(1024, activation='relu'))
model.add(Dropout(0.8))
model.add(Dense(3))
model.add(Activation('softmax'))
model.compile(loss='categorical_crossentropy', optimizer='adam')
# Fit the model with early stopping callback
earlystop = EarlyStopping(monitor='val_loss', min_delta=0, patience=3, verbose=0, mode='auto')
model.fit(trn_seq, y=ytrain_enc, batch_size=512, epochs=100,
verbose=1, validation_data=(tst_seq, yvalid_enc), callbacks=[earlystop])
<<!! BUG IN FGRAPH.REPLACE OR A LISTENER !!>> <class 'TypeError'> ('The type of the replacement must be compatible with the type of the original Variable.', mrg_uniform{TensorType(float32, 3D),no_inplace}.1, mrg_uniform{TensorType(float32, 3D),inplace}.1, TensorType(float32, (False, True, False)), TensorType(float32, 3D), 'mrg_random_make_inplace') mrg_random_make_inplace
ERROR (theano.gof.opt): Optimization failure due to: mrg_random_make_inplace
ERROR:theano.gof.opt:Optimization failure due to: mrg_random_make_inplace
ERROR (theano.gof.opt): node: mrg_uniform{TensorType(float32, 3D),no_inplace}(<TensorType(int32, matrix)>, <TensorType(int64, vector)>)
ERROR:theano.gof.opt:node: mrg_uniform{TensorType(float32, 3D),no_inplace}(<TensorType(int32, matrix)>, <TensorType(int64, vector)>)
ERROR (theano.gof.opt): TRACEBACK:
ERROR:theano.gof.opt:TRACEBACK:
ERROR (theano.gof.opt): Traceback (most recent call last):
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/opt.py", line 2022, in process_node
remove=remove)
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/toolbox.py", line 391, in replace_all_validate_remove
chk = fgraph.replace_all_validate(replacements, reason)
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/toolbox.py", line 340, in replace_all_validate
fgraph.replace(r, new_r, reason=reason, verbose=False)
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/fg.py", line 481, in replace
str(reason))
TypeError: ('The type of the replacement must be compatible with the type of the original Variable.', mrg_uniform{TensorType(float32, 3D),no_inplace}.1, mrg_uniform{TensorType(float32, 3D),inplace}.1, TensorType(float32, (False, True, False)), TensorType(float32, 3D), 'mrg_random_make_inplace')
ERROR:theano.gof.opt:Traceback (most recent call last):
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/opt.py", line 2022, in process_node
remove=remove)
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/toolbox.py", line 391, in replace_all_validate_remove
chk = fgraph.replace_all_validate(replacements, reason)
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/toolbox.py", line 340, in replace_all_validate
fgraph.replace(r, new_r, reason=reason, verbose=False)
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/fg.py", line 481, in replace
str(reason))
TypeError: ('The type of the replacement must be compatible with the type of the original Variable.', mrg_uniform{TensorType(float32, 3D),no_inplace}.1, mrg_uniform{TensorType(float32, 3D),inplace}.1, TensorType(float32, (False, True, False)), TensorType(float32, 3D), 'mrg_random_make_inplace')
<<!! BUG IN FGRAPH.REPLACE OR A LISTENER !!>> <class 'TypeError'> ('The type of the replacement must be compatible with the type of the original Variable.', mrg_uniform{TensorType(float32, 3D),no_inplace}.1, mrg_uniform{TensorType(float32, 3D),inplace}.1, TensorType(float32, (False, True, False)), TensorType(float32, 3D), 'mrg_random_make_inplace') mrg_random_make_inplace
ERROR (theano.gof.opt): Optimization failure due to: mrg_random_make_inplace
ERROR:theano.gof.opt:Optimization failure due to: mrg_random_make_inplace
ERROR (theano.gof.opt): node: mrg_uniform{TensorType(float32, 3D),no_inplace}(<TensorType(int32, matrix)>, <TensorType(int64, vector)>)
ERROR:theano.gof.opt:node: mrg_uniform{TensorType(float32, 3D),no_inplace}(<TensorType(int32, matrix)>, <TensorType(int64, vector)>)
ERROR (theano.gof.opt): TRACEBACK:
ERROR:theano.gof.opt:TRACEBACK:
ERROR (theano.gof.opt): Traceback (most recent call last):
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/opt.py", line 2022, in process_node
remove=remove)
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/toolbox.py", line 391, in replace_all_validate_remove
chk = fgraph.replace_all_validate(replacements, reason)
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/toolbox.py", line 340, in replace_all_validate
fgraph.replace(r, new_r, reason=reason, verbose=False)
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/fg.py", line 481, in replace
str(reason))
TypeError: ('The type of the replacement must be compatible with the type of the original Variable.', mrg_uniform{TensorType(float32, 3D),no_inplace}.1, mrg_uniform{TensorType(float32, 3D),inplace}.1, TensorType(float32, (False, True, False)), TensorType(float32, 3D), 'mrg_random_make_inplace')
ERROR:theano.gof.opt:Traceback (most recent call last):
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/opt.py", line 2022, in process_node
remove=remove)
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/toolbox.py", line 391, in replace_all_validate_remove
chk = fgraph.replace_all_validate(replacements, reason)
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/toolbox.py", line 340, in replace_all_validate
fgraph.replace(r, new_r, reason=reason, verbose=False)
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/fg.py", line 481, in replace
str(reason))
TypeError: ('The type of the replacement must be compatible with the type of the original Variable.', mrg_uniform{TensorType(float32, 3D),no_inplace}.1, mrg_uniform{TensorType(float32, 3D),inplace}.1, TensorType(float32, (False, True, False)), TensorType(float32, 3D), 'mrg_random_make_inplace')
<<!! BUG IN FGRAPH.REPLACE OR A LISTENER !!>> <class 'TypeError'> ('The type of the replacement must be compatible with the type of the original Variable.', mrg_uniform{TensorType(float32, 3D),no_inplace}.1, mrg_uniform{TensorType(float32, 3D),inplace}.1, TensorType(float32, (False, True, False)), TensorType(float32, 3D), 'mrg_random_make_inplace') mrg_random_make_inplace
ERROR (theano.gof.opt): Optimization failure due to: mrg_random_make_inplace
ERROR:theano.gof.opt:Optimization failure due to: mrg_random_make_inplace
ERROR (theano.gof.opt): node: mrg_uniform{TensorType(float32, 3D),no_inplace}(<TensorType(int32, matrix)>, <TensorType(int64, vector)>)
ERROR:theano.gof.opt:node: mrg_uniform{TensorType(float32, 3D),no_inplace}(<TensorType(int32, matrix)>, <TensorType(int64, vector)>)
ERROR (theano.gof.opt): TRACEBACK:
ERROR:theano.gof.opt:TRACEBACK:
ERROR (theano.gof.opt): Traceback (most recent call last):
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/opt.py", line 2022, in process_node
remove=remove)
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/toolbox.py", line 391, in replace_all_validate_remove
chk = fgraph.replace_all_validate(replacements, reason)
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/toolbox.py", line 340, in replace_all_validate
fgraph.replace(r, new_r, reason=reason, verbose=False)
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/fg.py", line 481, in replace
str(reason))
TypeError: ('The type of the replacement must be compatible with the type of the original Variable.', mrg_uniform{TensorType(float32, 3D),no_inplace}.1, mrg_uniform{TensorType(float32, 3D),inplace}.1, TensorType(float32, (False, True, False)), TensorType(float32, 3D), 'mrg_random_make_inplace')
ERROR:theano.gof.opt:Traceback (most recent call last):
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/opt.py", line 2022, in process_node
remove=remove)
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/toolbox.py", line 391, in replace_all_validate_remove
chk = fgraph.replace_all_validate(replacements, reason)
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/toolbox.py", line 340, in replace_all_validate
fgraph.replace(r, new_r, reason=reason, verbose=False)
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/fg.py", line 481, in replace
str(reason))
TypeError: ('The type of the replacement must be compatible with the type of the original Variable.', mrg_uniform{TensorType(float32, 3D),no_inplace}.1, mrg_uniform{TensorType(float32, 3D),inplace}.1, TensorType(float32, (False, True, False)), TensorType(float32, 3D), 'mrg_random_make_inplace')
<<!! BUG IN FGRAPH.REPLACE OR A LISTENER !!>> <class 'TypeError'> ('The type of the replacement must be compatible with the type of the original Variable.', mrg_uniform{TensorType(float32, 3D),no_inplace}.1, mrg_uniform{TensorType(float32, 3D),inplace}.1, TensorType(float32, (False, True, False)), TensorType(float32, 3D), 'mrg_random_make_inplace') mrg_random_make_inplace
ERROR (theano.gof.opt): Optimization failure due to: mrg_random_make_inplace
ERROR:theano.gof.opt:Optimization failure due to: mrg_random_make_inplace
ERROR (theano.gof.opt): node: mrg_uniform{TensorType(float32, 3D),no_inplace}(<TensorType(int32, matrix)>, <TensorType(int64, vector)>)
ERROR:theano.gof.opt:node: mrg_uniform{TensorType(float32, 3D),no_inplace}(<TensorType(int32, matrix)>, <TensorType(int64, vector)>)
ERROR (theano.gof.opt): TRACEBACK:
ERROR:theano.gof.opt:TRACEBACK:
ERROR (theano.gof.opt): Traceback (most recent call last):
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/opt.py", line 2022, in process_node
remove=remove)
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/toolbox.py", line 391, in replace_all_validate_remove
chk = fgraph.replace_all_validate(replacements, reason)
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/toolbox.py", line 340, in replace_all_validate
fgraph.replace(r, new_r, reason=reason, verbose=False)
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/fg.py", line 481, in replace
str(reason))
TypeError: ('The type of the replacement must be compatible with the type of the original Variable.', mrg_uniform{TensorType(float32, 3D),no_inplace}.1, mrg_uniform{TensorType(float32, 3D),inplace}.1, TensorType(float32, (False, True, False)), TensorType(float32, 3D), 'mrg_random_make_inplace')
ERROR:theano.gof.opt:Traceback (most recent call last):
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/opt.py", line 2022, in process_node
remove=remove)
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/toolbox.py", line 391, in replace_all_validate_remove
chk = fgraph.replace_all_validate(replacements, reason)
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/toolbox.py", line 340, in replace_all_validate
fgraph.replace(r, new_r, reason=reason, verbose=False)
File "/home/surya/DL/lib/python3.5/site-packages/theano/gof/fg.py", line 481, in replace
str(reason))
TypeError: ('The type of the replacement must be compatible with the type of the original Variable.', mrg_uniform{TensorType(float32, 3D),no_inplace}.1, mrg_uniform{TensorType(float32, 3D),inplace}.1, TensorType(float32, (False, True, False)), TensorType(float32, 3D), 'mrg_random_make_inplace')
Train on 9789 samples, validate on 9790 samples
Epoch 1/100
---------------------------------------------------------------------------
IndexError Traceback (most recent call last)
~/DL/lib/python3.5/site-packages/theano/compile/function_module.py in __call__(self, *args, **kwargs)
883 outputs =\
--> 884 self.fn() if output_subset is None else\
885 self.fn(output_subset=output_subset)
IndexError: index 31671 is out of bounds for size 25944
During handling of the above exception, another exception occurred:
IndexError Traceback (most recent call last)
<ipython-input-124-726a57a593fc> in <module>()
22 earlystop = EarlyStopping(monitor='val_loss', min_delta=0, patience=3, verbose=0, mode='auto')
23 model.fit(trn_seq, y=ytrain_enc, batch_size=512, epochs=100,
---> 24 verbose=1, validation_data=(tst_seq, yvalid_enc), callbacks=[earlystop])
~/DL/lib/python3.5/site-packages/keras/models.py in fit(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, **kwargs)
891 class_weight=class_weight,
892 sample_weight=sample_weight,
--> 893 initial_epoch=initial_epoch)
894
895 def evaluate(self, x, y, batch_size=32, verbose=1,
~/DL/lib/python3.5/site-packages/keras/engine/training.py in fit(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, **kwargs)
1629 initial_epoch=initial_epoch,
1630 steps_per_epoch=steps_per_epoch,
-> 1631 validation_steps=validation_steps)
1632
1633 def evaluate(self, x=None, y=None,
~/DL/lib/python3.5/site-packages/keras/engine/training.py in _fit_loop(self, f, ins, out_labels, batch_size, epochs, verbose, callbacks, val_f, val_ins, shuffle, callback_metrics, initial_epoch, steps_per_epoch, validation_steps)
1211 batch_logs['size'] = len(batch_ids)
1212 callbacks.on_batch_begin(batch_index, batch_logs)
-> 1213 outs = f(ins_batch)
1214 if not isinstance(outs, list):
1215 outs = [outs]
~/DL/lib/python3.5/site-packages/keras/backend/theano_backend.py in __call__(self, inputs)
1221 def __call__(self, inputs):
1222 assert isinstance(inputs, (list, tuple))
-> 1223 return self.function(*inputs)
1224
1225
~/DL/lib/python3.5/site-packages/theano/compile/function_module.py in __call__(self, *args, **kwargs)
896 node=self.fn.nodes[self.fn.position_of_error],
897 thunk=thunk,
--> 898 storage_map=getattr(self.fn, 'storage_map', None))
899 else:
900 # old-style linkers raise their own exceptions
~/DL/lib/python3.5/site-packages/theano/gof/link.py in raise_with_op(node, thunk, exc_info, storage_map)
323 # extra long error message in that case.
324 pass
--> 325 reraise(exc_type, exc_value, exc_trace)
326
327
~/DL/lib/python3.5/site-packages/six.py in reraise(tp, value, tb)
690 value = tp()
691 if value.__traceback__ is not tb:
--> 692 raise value.with_traceback(tb)
693 raise value
694 finally:
~/DL/lib/python3.5/site-packages/theano/compile/function_module.py in __call__(self, *args, **kwargs)
882 try:
883 outputs =\
--> 884 self.fn() if output_subset is None else\
885 self.fn(output_subset=output_subset)
886 except Exception:
IndexError: index 31671 is out of bounds for size 25944
Apply node that caused the error: AdvancedSubtensor1(embedding_4/embeddings, Elemwise{Cast{int32}}.0)
Toposort index: 163
Inputs types: [TensorType(float32, matrix), TensorType(int32, vector)]
Inputs shapes: [(25944, 300), (256000,)]
Inputs strides: [(1200, 4), (4,)]
Inputs values: ['not shown', 'not shown']
Outputs clients: [[Reshape{3}(AdvancedSubtensor1.0, MakeVector{dtype='int64'}.0)]]
Backtrace when the node is created(use Theano flag traceback.limit=N to make it longer):
File "/home/surya/DL/lib/python3.5/site-packages/IPython/core/interactiveshell.py", line 2728, in run_cell
interactivity=interactivity, compiler=compiler, result=result)
File "/home/surya/DL/lib/python3.5/site-packages/IPython/core/interactiveshell.py", line 2850, in run_ast_nodes
if self.run_code(code, result):
File "/home/surya/DL/lib/python3.5/site-packages/IPython/core/interactiveshell.py", line 2910, in run_code
exec(code_obj, self.user_global_ns, self.user_ns)
File "<ipython-input-124-726a57a593fc>", line 6, in <module>
trainable=True))
File "/home/surya/DL/lib/python3.5/site-packages/keras/models.py", line 442, in add
layer(x)
File "/home/surya/DL/lib/python3.5/site-packages/keras/engine/topology.py", line 603, in __call__
output = self.call(inputs, **kwargs)
File "/home/surya/DL/lib/python3.5/site-packages/keras/layers/embeddings.py", line 134, in call
out = K.gather(self.embeddings, inputs)
File "/home/surya/DL/lib/python3.5/site-packages/keras/backend/theano_backend.py", line 484, in gather
y = reference[indices]
HINT: Use the Theano flag 'exception_verbosity=high' for a debugprint and storage map footprint of this apply node.
Content source: vbsteja/code
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