def logNewsClickForUser(user_id, news_id, isLikeToggleOn, isDisLikeToggleOn):
message = {
'userId': user_id,
'newsId': news_id,
'isLikeToggleOn': isLikeToggleOn,
'isDisLikeToggleOn': isDisLikeToggleOn,
'timestamp': datetime.utcnow()
}
db = mongodb_client.get_db()
db[CLICK_LOGS_TABLE_NAME].insert(message)
app_log.info(message)
print message
slice_news = db[NEWS_TABLE_NAME].find({'digest': news_id})
for news in slice_news:
news['isLkeToggleOn'] = isLikeToggleOn
news['isDisLikeToggleOn'] = isDisLikeToggleOn
db['news'].replace_one({'digest': news['digest']}, news, upsert=True)
app_log.info('%s is inserted successfully into mongodb news table', news)
# Send log task to machine learning service for prediction
message = {
'userId': user_id,
'newsId': news_id,
'isLikeToggleOn': isLikeToggleOn,
'isDisLikeToggleOn': isDisLikeToggleOn,
'timestamp': str(datetime.utcnow())
}
cloudAMQP_client.sendMessage(message)
def getMessage(self):
method_frame, header_frame, body = self.channel.basic_get(
self.queue_name)
if method_frame is not None:
app_log.info("[O] Received message from %s: %s" %
(self.queue_name, body))
self.channel.basic_ack(method_frame.delivery_tag)
return json.loads(body)
else:
app_log.info("No message returned")
return None
def getNewsSummariesForUser(user_id, page_num):
page_num = int(page_num)
begin_index = (page_num - 1) * NEWS_LIST_BATCH_SIZE
end_index = page_num * NEWS_LIST_BATCH_SIZE
# The final list of news to be returned.
sliced_news = []
print user_id
if redis_client.get(user_id) is not None:
app_log.info('redis is not None')
news_digests = pickle.loads(redis_client.get(user_id))
# If begin_index is out of range, this will return empty list;
# If end_index is out of range (begin_index is within the range), this
# will return all remaining news ids.
sliced_news_digests = news_digests[begin_index:end_index]
app_log.info(sliced_news_digests)
db = mongodb_client.get_db()
sliced_news = list(db[NEWS_TABLE_NAME].find(
{'digest': {
'$in': sliced_news_digests
}}))
else:
db = mongodb_client.get_db()
total_news = list(db[NEWS_TABLE_NAME].find().sort([
('publishedAt', -1)
]).limit(NEWS_LIMIT))
total_news_digests = map(lambda x: x['digest'], total_news)
redis_client.set(user_id, pickle.dumps(total_news_digests))
redis_client.expire(user_id, USER_NEWS_TIME_OUT_IN_SECONDS)
sliced_news = total_news[begin_index:end_index]
# Get preference for the user
preference = news_recommendation_service_client.getPreferenceForUser(
user_id)
topPreference = None
if preference is not None and len(preference) > 0:
topPreference = preference[0]
for news in sliced_news:
# Remove text field to save bandwidth.
del news['text']
if news['class'] == topPreference:
news['reason'] = 'Recommend'
if news['publishedAt'].date() == datetime.today().date():
news['time'] = 'today'
return json.loads(dumps(sliced_news))
def sendMessage(self, message):
self.channel.basic_publish(exchange='',
routing_key=self.queue_name,
body=json.dumps(message))
app_log.info("[X] Sent message to %s: %s" % (self.queue_name, message))
return
def getNewsSummariesForUser(self, user_id, page_num):
app_log.info("rpc service: getNewsSummariesForUser")
return operations.getNewsSummariesForUser(user_id, page_num)
import os
import sys
sys.path.append(os.path.join(os.path.dirname(__file__), '..', 'config'))
from applogconfig import app_log
app_log.info("Preference list: %s" % str({'key': 'hello', 'demo': 'go'}))
sys.path.append(os.path.join(os.path.dirname(__file__), '..', 'common'))
sys.path.append(os.path.join(os.path.dirname(__file__), '..', 'config'))
import mongodb_client
import news_topic_modeling_service_client
from applogconfig import app_log
if __name__ == '__main__':
db = mongodb_client.get_db()
cursor = db['news'].find({})
count = 0
for news in cursor:
count += 1
print count
if 'class' not in news:
app_log.info('Populating classes...')
title = news['title']
topic = news_topic_modeling_service_client.classify(title)
news['class'] = topic
db['news'].replace_one({'digest': news['digest']},
news,
upsert=True)
if 'isLikeToggleOn' in news:
app_log.info('Populating isLikeToggleOn...')
news['isLikeToggleOn'] = False
db['news'].replace_one({'digest': news['digest']},
news,
upsert=True)
if 'isDisLikeToggleOn' in news:
app_log.info('Populating isLikeToggleOn...')
news['isDisLikeToggleOn'] = False
def getPreferenceForUser(userId):
preference = client.call('getPreferenceForUser', userId)
app_log.info("Preference list: %s" % str(preference))
return preference
