def checDic(question):
cut = mmcut(question)
with open('new.txt', mode='r', encoding='utf-8-sig') as f:
a = load(f)
e = ''
for key, value in a.items():
for i in cut:
if i in value:
w = i
u = str(w)
e = e + u
return e
def searchMovieNameInDic(question):
cut = mmcut(question)
with open('new.txt', mode='r', encoding='utf-8-sig') as f:
a = load(f)
e = ''
for key, value in a.items():
for i in cut:
if i in value:
w = key.lower()
u = str(w)
e = e + u
return e
def movie_image(event, question, userid):
movie_name = re.sub(
'[กขฃคฅฆงจฉชซฌญฎฏฐฑฒณดตถทธนบปผฝพฟภมยรลวศษสหฬอฮฝฦใฬมฒท?ื์ิ.่๋้็เโ,ฯี๊ัํะำไๆ๙๘๗๖๕ึ฿ุู๔๓๒๑+ๅาแ]',
'', event.message.text).replace(' ', '')
if movie_name != '':
movie_name = movie_name.lower()
URL = "http://mandm.plearnjai.com/API/id_nameMovie.php?key=mandm"
r = requests.get(url=URL)
data = r.json()
found = False
for movie in data:
if movie_name == movie['nameEN'].lower().replace(' ', ''):
found = True
return "https://imagemovie.herokuapp.com/" + movie[
'idIMDb'] + '.jpg'
elif (movie_name == '') and (searchMovieNameInDic(question) == ''):
mov = findmovie(userid)
movie_name = mov.lower().replace(' ', '')
URL = "http://mandm.plearnjai.com/API/id_nameMovie.php?key=mandm"
r = requests.get(url=URL)
data = r.json()
found = False
for movie in data:
if movie_name == movie['nameEN'].lower().replace(' ', ''):
found = True
return "https://imagemovie.herokuapp.com/" + movie[
'idIMDb'] + '.jpg'
else:
cut = mmcut(event.message.text)
with open('new.txt', mode='r', encoding='utf-8-sig') as f:
a = load(f)
for key, value in a.items():
for i in cut:
try:
if i in value:
w = key.lower()
movie_name = w.lower()
URL = "http://mandm.plearnjai.com/API/id_nameMovie.php?key=mandm"
r = requests.get(url=URL)
data = r.json()
found = False
for movie in data:
if movie_name == movie['nameEN'].lower(
).replace(' ', ''):
found = True
return "https://imagemovie.herokuapp.com/" + movie[
'idIMDb'] + '.jpg'
except:
return 'ไม่มีรูปเรื่องนี้นะ'
def movie_director(event, question, userid):
movie_name = re.sub(
'[กขฃคฅฆงจฉชซฌญฎฏฐฑฒณดตถทธนบปผฝพฟภมยรลวศษสหฬอฮฝฦใฬมฒท?ื์ิ.่๋้็เโ,ฯี๊ัํะำไๆ๙๘๗๖๕ึ฿ุู๔๓๒๑+ๅาแ]',
'', event.message.text).replace(' ', '')
if movie_name != '':
movie_name = movie_name.lower()
URL = "http://mandm.plearnjai.com/API/id_nameMovie.php?key=mandm"
r = requests.get(url=URL)
data = r.json()
found = False
for movie in data:
if movie_name == movie['nameEN'].lower().replace(' ', ''):
found = True
Movie_URL = 'http://mandm.plearnjai.com/API/detailMovie.php?idmovie=' + movie[
'idIMDb']
r = requests.get(url=Movie_URL)
movie_detail = r.json()
detail = movie_detail['response'][0]['detailMovie'][0][
'Direct']
detail = detail.replace('\n', '')
if detail != '':
return detail
else:
return 'ยังไม่มีข้อมูลผู้กำกับหนังเรื่องนี้เลยครับ'
if found == False:
return 'ยังไม่มีข้อมูลผู้กำกับหนังเรื่องนี้เลยครับ'
elif (movie_name == '') and (searchMovieNameInDic(question) == ''):
mov = findmovie(userid)
movie_name = mov.lower().replace(' ', '')
URL = "http://mandm.plearnjai.com/API/id_nameMovie.php?key=mandm"
r = requests.get(url=URL)
data = r.json()
found = False
for movie in data:
if movie_name == movie['nameEN'].lower().replace(' ', ''):
found = True
Movie_URL = 'http://mandm.plearnjai.com/API/detailMovie.php?idmovie=' + movie[
'idIMDb']
r = requests.get(url=Movie_URL)
movie_detail = r.json()
detail = movie_detail['response'][0]['detailMovie'][0][
'Direct']
detail = detail.replace('\n', '')
if detail != '':
return detail
else:
return 'ยังไม่มีข้อมูลผู้กำกับหนังเรื่องนี้เลยครับ'
if found == False:
return 'ยังไม่มีข้อมูลผู้กำกับหนังเรื่องนี้เลยครับ'
else:
cut = mmcut(event.message.text)
with open('new.txt', mode='r', encoding='utf-8-sig') as f:
a = load(f)
for key, value in a.items():
for i in cut:
try:
if i in value:
w = key.lower()
movie_name = w.lower()
URL = "http://mandm.plearnjai.com/API/id_nameMovie.php?key=mandm"
r = requests.get(url=URL)
data = r.json()
found = False
for movie in data:
if movie_name == movie['nameEN'].lower(
).replace(' ', ''):
found = True
Movie_URL = 'http://mandm.plearnjai.com/API/detailMovie.php?idmovie=' + movie[
'idIMDb']
r = requests.get(url=Movie_URL)
movie_detail = r.json()
detail = movie_detail['response'][0][
'detailMovie'][0]['Direct']
detail = detail.replace('\n', '')
if detail != '':
return detail
else:
return 'ยังไม่มีข้อมูลผู้กำกับหนังเรื่องนี้เลย'
if found == False:
return 'ยังไม่มีข้อมูลผู้กำกับหนังเรื่องนี้เลย'
except:
return 'ยังไม่รู้ใครเป็นผู้กำกับเลย'
def movie_enjoy(event, question, userid):
movie_name = re.sub(
'[กขฃคฅฆงจฉชซฌญฎฏฐฑฒณดตถทธนบปผฝพฟภมยรลวศษสหฬอฮฝฦใฬมฒท?ื์ิ.่๋้็เโ,ฯี๊ัํะำไๆ๙๘๗๖๕ึ฿ุู๔๓๒๑+ๅาแ]',
'', event.message.text).replace(' ', '')
if movie_name != '':
movie_name = movie_name.lower()
URL = "http://mandm.plearnjai.com/API/id_nameMovie.php?key=mandm"
r = requests.get(url=URL)
data = r.json()
found = False
for movie in data:
if movie_name == movie['nameEN'].lower().replace(' ', ''):
found = True
Movie_URL = 'http://movieapi.plearnjai.com/DEV/API/SentimentScore.php?idmovie=' + movie[
'idIMDb']
r = requests.get(url=Movie_URL)
response = r.json()
detail = response['response'][0]['storyComment'][0][
'positiveCount']
detail2 = response['response'][0]['storyComment'][0][
'negativeCount']
scorepos = int(detail)
scoreneg = int(detail2)
pos = ((scorepos / (scorepos + scoreneg)) * 100)
neg = ((scoreneg / (scoreneg + scorepos)) * 100)
if pos == neg:
return 'เฉยๆนะ'
if pos >= 50 and pos <= 75:
return 'สนุกนะ'
elif pos >= 76 and pos <= 100:
return 'สนุกมาก'
if neg >= 50 and neg <= 75:
return 'ไม่สนุก'
elif neg >= 76 and neg <= 100:
return 'สนุกมาก'
elif (movie_name == '') and (searchMovieNameInDic(question) == ''):
mov = findmovie(userid)
movie_name = mov.lower().replace(' ', '')
URL = "http://mandm.plearnjai.com/API/id_nameMovie.php?key=mandm"
r = requests.get(url=URL)
data = r.json()
found = False
for movie in data:
if movie_name == movie['nameEN'].lower().replace(' ', ''):
found = True
Movie_URL = 'http://movieapi.plearnjai.com/DEV/API/SentimentScore.php?idmovie=' + movie[
'idIMDb']
r = requests.get(url=Movie_URL)
response = r.json()
detail = response['response'][0]['storyComment'][0][
'positiveCount']
detail2 = response['response'][0]['storyComment'][0][
'negativeCount']
scorepos = int(detail)
scoreneg = int(detail2)
pos = ((scorepos / (scorepos + scoreneg)) * 100)
neg = ((scoreneg / (scoreneg + scorepos)) * 100)
if pos == neg:
return 'เฉยๆนะ'
if pos >= 50 and pos <= 75:
return 'สนุก'
elif pos >= 76 and pos <= 100:
return 'สนุกมาก'
if neg >= 50 and neg <= 75:
return 'ไม่สนุกเลย'
elif neg >= 76 and neg <= 100:
return 'ไม่สนุกมาก'
else:
cut = mmcut(event.message.text)
with open('new.txt', mode='r', encoding='utf-8-sig') as f:
a = load(f)
for key, value in a.items():
for i in cut:
try:
if i in value:
w = key.lower()
movie_name = w.lower()
URL = "http://mandm.plearnjai.com/API/id_nameMovie.php?key=mandm"
r = requests.get(url=URL)
data = r.json()
found = False
for movie in data:
if movie_name == movie['nameEN'].lower(
).replace(' ', ''):
found = True
Movie_URL = 'http://movieapi.plearnjai.com/DEV/API/SentimentScore.php?idmovie=' + movie[
'idIMDb']
r = requests.get(url=Movie_URL)
response = r.json()
detail = response['response'][0][
'storyComment'][0]['positiveCount']
detail2 = response['response'][0][
'storyComment'][0]['negativeCount']
scorepos = int(detail)
scoreneg = int(detail2)
pos = ((scorepos / (scorepos + scoreneg)) *
100)
neg = ((scoreneg / (scoreneg + scorepos)) *
100)
if pos == neg:
return 'ไม่ค่อยนะเฉยๆ'
if pos >= 50 and pos <= 75:
return 'สนุกแน่นอน'
elif pos >= 76 and pos <= 100:
return 'สนุกมากๆเลยนะจะบอกให้'
if neg >= 50 and neg <= 75:
return 'ไม่สนุกเลยครับ'
elif neg >= 76 and neg <= 100:
return 'ไม่สนุกมากๆเลย'
except:
return 'ไม่รู้นะ'
#print(movie_enjoy('วันเดอวูแมนสนุกไหมครับ'))
def movie_review(event, question, userid):
movie_name = re.sub(
'[กขฃคฅฆงจฉชซฌญฎฏฐฑฒณดตถทธนบปผฝพฟภมยรลวศษสหฬอฮฝฦใฬมฒท?ื์ิ.่๋้็เโ,ฯี๊ัํะำไๆ๙๘๗๖๕ึ฿ุู๔๓๒๑+ๅาแ]',
'', event.message.text).replace(' ', '')
if movie_name != '':
movie_name = movie_name.lower()
URL = "http://mandm.plearnjai.com/API/id_nameMovie.php?key=mandm"
r = requests.get(url=URL)
data = r.json()
found = False
for movie in data:
if movie_name == movie['nameEN'].lower().replace(' ', ''):
found = True
Movie_URL = 'http://movieapi.plearnjai.com/DEV/API/Summarization.php?idmovie=' + movie[
'idIMDb']
r = requests.get(url=Movie_URL)
response = r.json()
detail = response['response']['Review_mandm']
detail = detail.replace('\n', '')
detail = detail.replace('/n', '')
if detail != None or detail != None:
translator = Translator()
translations = translator.translate(detail, dest='th')
return translations.text
else:
return 'ยังไม่ได้รีวิวหนังเรื่องนี้เลยครับ'
if found == False:
return 'ยังไม่ได้รีวิวหนังเรื่องนี้เลยครับ'
elif (movie_name == '') and (searchMovieNameInDic(question) == ''):
mov = findmovie(userid)
movie_name = mov.lower().replace(' ', '')
URL = "http://mandm.plearnjai.com/API/id_nameMovie.php?key=mandm"
r = requests.get(url=URL)
data = r.json()
found = False
for movie in data:
if movie_name == movie['nameEN'].lower().replace(' ', ''):
found = True
Movie_URL = 'http://movieapi.plearnjai.com/DEV/API/Summarization.php?idmovie=' + movie[
'idIMDb']
r = requests.get(url=Movie_URL)
response = r.json()
detail = response['response']['Review_mandm']
if detail != None or detail != None:
translator = Translator()
translations = translator.translate(detail, dest='th')
return translations.text
else:
return 'ยังไม่ได้รีวิวหนังเรื่องนี้เลยครับ'
if found == False:
return 'ยังไม่ได้รีวิวหนังเรื่องนี้เลยครับ'
else:
cut = mmcut(event.message.text)
with open('new.txt', mode='r', encoding='utf-8-sig') as f:
a = load(f)
for key, value in a.items():
for i in cut:
try:
if i in value:
w = key.lower()
movie_name = w.lower()
URL = "http://mandm.plearnjai.com/API/id_nameMovie.php?key=mandm"
r = requests.get(url=URL)
data = r.json()
found = False
for movie in data:
if movie_name == movie['nameEN'].lower(
).replace(' ', ''):
found = True
Movie_URL = 'http://movieapi.plearnjai.com/DEV/API/Summarization.php?idmovie=' + movie[
'idIMDb']
r = requests.get(url=Movie_URL)
response = r.json()
detail = response['response'][
'Review_mandm']
detail = detail.replace('\n', '')
detail = detail.replace('/n', '')
if detail != None or detail != None:
translator = Translator()
translations = translator.translate(
detail, dest='th')
return translations.text
else:
return 'ยังไม่ได้รีวิวหนังเรื่องนี้เลย'
if found == False:
return 'ยังไม่ได้รีวิวหนังเรื่องนี้เลย'
except:
return 'ยังไม่ข้อมูลรีวิวเลย'
#print(movie_review('ขอรีวิวwonderwomanหน่อย'))
#print(movie_review('ขอรีวิววันเดอวูแมนหน่อย'))
def movie_scoreneg(event, question, userid):
movie_name = re.sub(
'[กขฃคฅฆงจฉชซฌญฎฏฐฑฒณดตถทธนบปผฝพฟภมยรลวศษสหฬอฮฝฦใฬมฒท?ื์ิ.่๋้็เโ,ฯี๊ัํะำไๆ๙๘๗๖๕ึ฿ุู๔๓๒๑+ๅาแ]',
'', event.message.text).replace(' ', '')
if movie_name != '':
movie_name = movie_name.lower()
URL = "http://mandm.plearnjai.com/API/id_nameMovie.php?key=mandm"
r = requests.get(url=URL)
data = r.json()
found = False
for movie in data:
if movie_name == movie['nameEN'].lower().replace(' ', ''):
found = True
Movie_URL = 'http://movieapi.plearnjai.com/DEV/API/SentimentScore.php?idmovie=' + movie[
'idIMDb']
r = requests.get(url=Movie_URL)
response = r.json()
#detail = response['response'][0]['allComment'][0]['positiveCount']
detail2 = response['response'][0]['allComment'][0][
'negativeCount']
detail2 = detail2.replace('\n', '')
if detail2 != '':
return detail2
else:
return 'ยังไม่มีคะแนนด้านลบครับ'
if found == False:
return 'ยังไม่มีคะแนนด้านลบครับ'
elif (movie_name == '') and (searchMovieNameInDic(question) == ''):
mov = findmovie(userid)
movie_name = mov.lower().replace(' ', '')
URL = "http://mandm.plearnjai.com/API/id_nameMovie.php?key=mandm"
r = requests.get(url=URL)
data = r.json()
found = False
for movie in data:
if movie_name == movie['nameEN'].lower().replace(' ', ''):
found = True
Movie_URL = 'http://movieapi.plearnjai.com/DEV/API/SentimentScore.php?idmovie=' + movie[
'idIMDb']
r = requests.get(url=Movie_URL)
response = r.json()
# detail = response['response'][0]['allComment'][0]['positiveCount']
detail2 = response['response'][0]['allComment'][0][
'negativeCount']
detail2 = detail2.replace('\n', '')
if detail2 != '':
return detail2
else:
return 'ยังไม่มีคะแนนด้านลบครับ'
if found == False:
return 'ยังไม่มีคะแนนด้านลบครับ'
else:
cut = mmcut(event.message.text)
with open('new.txt', mode='r', encoding='utf-8-sig') as f:
a = load(f)
for key, value in a.items():
for i in cut:
try:
if i in value:
w = key.lower()
movie_name = w.lower()
URL = "http://mandm.plearnjai.com/API/id_nameMovie.php?key=mandm"
r = requests.get(url=URL)
data = r.json()
found = False
for movie in data:
if movie_name == movie['nameEN'].lower(
).replace(' ', ''):
found = True
Movie_URL = 'http://movieapi.plearnjai.com/DEV/API/SentimentScore.php?idmovie=' + movie[
'idIMDb']
r = requests.get(url=Movie_URL)
response = r.json()
# detail = response['response'][0]['allComment'][0]['positiveCount']
detail2 = response['response'][0][
'allComment'][0]['negativeCount']
detail2 = detail2.replace('\n', '')
if detail2 != '':
return detail2
else:
return 'ยังไม่มีคะแนนด้านลบ'
if found == False:
return 'ยังไม่มีคะแนนด้านลบ'
except:
return 'ยังไม่ทราบคะแนน'
#print(movie_scoreneg('คะแนนลบwonderwoman'))
def movie_detail(event,question,userid):
movie_name = re.sub('[กขฃคฅฆงจฉชซฌญฎฏฐฑฒณดตถทธนบปผฝพฟภมยรลวศษสหฬอฮฝฦใฬมฒท?ื์ิ.่๋้็เโ,ฯี๊ัํะำไๆ๙๘๗๖๕ึ฿ุู๔๓๒๑+ๅาแ]','',event.message.text).replace(' ', '')
if movie_name != '':
movie_name = movie_name.lower()
URL = "http://mandm.plearnjai.com/API/id_nameMovie.php?key=mandm"
r = requests.get(url=URL)
data = r.json()
found = False
for movie in data:
if movie_name == movie['nameEN'].lower().replace(' ', ''):
found = True
Movie_URL = 'http://mandm.plearnjai.com/API/detailMovie.php?idmovie=' + movie['idIMDb']
r = requests.get(url=Movie_URL)
movie_detail = r.json()
detail = movie_detail['response'][0]['detailMovie'][0]['Synopsis']
denew = detail.replace(' ','')
denew= denew.replace('\n','')
if detail != '':
for i in range(0, len(denew)):
conv = ord(denew[i])
if 161 <= conv <= 251:
return denew
else:
translator = Translator()
translations = translator.translate(denew, dest='th')
return translations.text
else:
return 'ยังไม่ทราบเนื้อเรื่องนี้เลยครับ'
if found == False:
return 'ยังไม่ทราบเนื้อเรื่องนี้เลยครับ'
elif (movie_name == '') and (searchMovieNameInDic(question) == ''):
mov = findmovie(userid)
movie_name = mov.lower().replace(' ','')
URL = "http://mandm.plearnjai.com/API/id_nameMovie.php?key=mandm"
r = requests.get(url=URL)
data = r.json()
found = False
for movie in data:
if movie_name == movie['nameEN'].lower().replace(' ', ''):
found = True
Movie_URL = 'http://mandm.plearnjai.com/API/detailMovie.php?idmovie=' + movie['idIMDb']
r = requests.get(url=Movie_URL)
movie_detail = r.json()
detail = movie_detail['response'][0]['detailMovie'][0]['Synopsis']
denew = detail.replace(' ', '')
denew = denew.replace('\n', '')
if detail != '':
for i in range(0, len(denew)):
conv = ord(denew[i])
if 161 <= conv <= 251:
return denew
else:
translator = Translator()
translations = translator.translate(denew, dest='th')
return translations.text
else:
return 'ยังไม่ทราบเนื้อเรื่องนี้เลยครับ'
if found == False:
return 'ยังไม่ทราบเนื้อเรื่องนี้เลยครับ'
else:
cut = mmcut(event.message.text)
with open('new.txt', mode='r', encoding='utf-8-sig') as f:
a = load(f)
for key, value in a.items():
for i in cut:
try:
if i in value:
w = key.lower()
movie_name = w.lower()
URL = "http://mandm.plearnjai.com/API/id_nameMovie.php?key=mandm"
r = requests.get(url=URL)
data = r.json()
found = False
for movie in data:
if movie_name == movie['nameEN'].lower().replace(' ', ''):
found = True
Movie_URL = 'http://mandm.plearnjai.com/API/detailMovie.php?idmovie=' + movie['idIMDb']
r = requests.get(url=Movie_URL)
movie_detail = r.json()
detail = movie_detail['response'][0]['detailMovie'][0]['Synopsis']
denew = detail.replace(' ', '')
denew = denew.replace('\n', '')
if detail != '':
for i in range(0, len(denew)):
conv = ord(denew[i])
if 161 <= conv <= 251:
return denew
else:
translator = Translator()
translations = translator.translate(denew, dest='th')
return translations.text
else:
return 'ยังไม่ทราบเนื้อเรื่องนี้เลย'
if found == False:
return 'ยังไม่ทราบเนื้อเรื่องนี้เลย'
except :
return 'ยังไม่ทราบลยครับ'
#print(movie_detail('ขอเรื่องย่อวันเดอ'))
def movie(event):
question = event.message.text
movie = re.sub(
'[abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ1234567890]', '',
question).replace(' ', '')
if movie != '':
cut = mmcut(movie)
words = []
for row in cut:
words.append(row)
max = 15
word = ''
for line in words:
cut_len = len(line) - 1
# print(cut)
if cut_len >= max:
max = cut_len
cut_len = len(cut)
count1 = max - cut_len
# word = []
for line2 in range(count1):
str = 'PAD'
words.append(str)
inputs = {
'input': [words],
'cate': [['0', '0', '0', '0', '0', '0', '0', '0', '0', '0']]
}
inputs2 = []
for poemCount in range(len(inputs['input'])):
poem = []
for count in range(15):
search = inputs['input'][poemCount][count]
search = search.replace('\ufeff', '')
if search != 'PAD':
# print(search)
try:
index = dictionary[search]
# [i for i, word in reverse_dictionary.items() if word == search]
if index != None:
# print(index)
poem = np.concatenate(
(poem, final_embeddings[index]))
# print(poem.shape)
else:
print(search)
# print(poem)
except:
text = 'ไม่รู้เลยจ้า'
print(text)
else:
poem = np.concatenate((poem, np.zeros(17)))
inputs2.append(poem)
graph = tf.Graph()
with graph.as_default():
wordCount = 15
cateDimension = 10
weightColumn1 = 17
weightColumn2 = 64
weightRow = 3
features1 = 64
features2 = 64
sess = tf.InteractiveSession()
pooled_outputs = []
x = tf.placeholder(tf.float32,
shape=[None, wordCount * weightColumn1])
y_ = tf.placeholder(tf.float32, shape=[None, cateDimension])
# y_ = tf.placeholder(tf.float32, shape=[None, cateDimension])
for i, filter_size in enumerate([2, 3, 4]):
l2_loss = tf.constant(0.0)
l2_reg_lambda = 0.0
with tf.name_scope("conv-maxpool-%s" % filter_size):
# Convolution Layer
filter_shape = [filter_size, weightColumn1, 1, features1]
W = tf.Variable(tf.truncated_normal(filter_shape,
stddev=0.1),
name="W")
b = tf.Variable(tf.constant(0.1, shape=[features1]),
name="b")
# print(x.get_shape())
# print(W.get_shape())
x_image = tf.reshape(x, [-1, wordCount, weightColumn1, 1])
conv = tf.nn.conv2d(x_image,
W,
strides=[1, 1, 1, 1],
padding='VALID')
# Apply nonlinearity
h = tf.nn.relu(tf.nn.bias_add(conv, b), name="relu")
# Maxpooling over the outputs
pooled = tf.nn.max_pool(
h,
ksize=[1, 15 - filter_size + 1, 1, 1],
strides=[1, 1, 1, 1],
padding='VALID',
name="pool")
pooled_outputs.append(pooled)
# Combine all the pooled features
num_filters_total = features1 * len([2, 3, 4])
print(pooled_outputs)
# h_pool = tf.concat(3, pooled_outputs)
h_pool = tf.concat(pooled_outputs, 3)
h_pool_flat = tf.reshape(h_pool, [-1, num_filters_total])
# Add dropout
with tf.name_scope("dropout"):
keep_prob = tf.placeholder(tf.float32)
h_drop = tf.nn.dropout(h_pool_flat, keep_prob)
# Final (unnormalized) scores and predictions
with tf.name_scope("output"):
W = tf.get_variable(
"W",
shape=[num_filters_total, cateDimension],
initializer=tf.contrib.layers.xavier_initializer())
b = tf.Variable(tf.constant(0.1, shape=[cateDimension]),
name="b")
l2_loss += tf.nn.l2_loss(W)
l2_loss += tf.nn.l2_loss(b)
# scores = tf.nn.xw_plus_b(h_drop, W, b, name="scores")
scores = tf.nn.relu(
tf.nn.xw_plus_b(h_drop, W, b, name="scores"))
# predictions = tf.argmax(scores, 1, name="predictions")
# CalculateMean cross-entropy loss
with tf.name_scope("loss"):
losses = tf.nn.softmax_cross_entropy_with_logits(logits=scores,
labels=y_)
loss = tf.reduce_mean(losses) + l2_reg_lambda * l2_loss
correct_prediction = tf.equal(tf.argmax(scores, 1),
tf.argmax(y_, 1))
train_step = tf.train.AdamOptimizer(1e-4).minimize(
losses) #######///
accuracy = tf.reduce_mean(tf.cast(correct_prediction,
tf.float32)) ########///
saver = tf.train.Saver() # Gets all variables in `graph`.
with tf.Session(graph=graph) as sess:
saver.restore(sess, 'model.ckpt')
p = sess.run(tf.argmax(scores, 1),
feed_dict={
x: inputs2,
keep_prob: 1.0
})
print(p)
classify = p
user = mongo.db.users
userid = event.source.user_id
name = re.sub(
'[กขฃคฅฆงจฉชซฌญฎฏฐฑฒณดตถทธนบปผฝพฟภมยรลวศษสหฬอฮฝฦใฬมฒท?ื์ิ.่๋้็เโ,ฯี๊ัํะำไๆ๙๘๗๖๕ึ฿ุู๔๓๒๑+ๅาแ]',
'', question).replace(' ', '')
movie_name = searchMovieNameInDic(question)
if name != '' and classify != 9: # คำถามมีชื่อหนัง
Type(classify, event, movie_name, userid, user, question, name)
elif (name
== '') and (movie_name != '') and classify != 9: # คำถาม
Type(classify, event, movie_name, userid, user, question, name)
elif (name == '') and (movie_name == '') and classify != 9:
Type(classify, event, movie_name, userid, user, question, name)
elif (name == '') and (movie_name == '') and classify == 9:
general(question, event, userid, user)
elif movie == '':
transtate(question, event)
