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30 changes: 4 additions & 26 deletions articles/management/commands/tag_articles.py
Original file line number Diff line number Diff line change
Expand Up @@ -3,35 +3,14 @@

from django.core.management.base import BaseCommand, CommandError
from gensim import corpora, models, utils
# from goose import Goose
import nltk
from nltk import word_tokenize
from goose import Goose
from sklearn.externals import joblib
import numpy as np
import requests
import sys

from articles.models import Article, Tag

nltk.download('punkt')

from lib2to3.fixes.fix_imports import MAPPING

REVERSE_MAPPING={}
for key,val in MAPPING.items():
REVERSE_MAPPING[val]=key

class Python_3_Unpickler(pickle.Unpickler):
"""Class for pickling objects from Python 3"""
def find_class(self,module,name):
if module in REVERSE_MAPPING:
module=REVERSE_MAPPING[module]
__import__(module)
mod = sys.modules[module]
klass = getattr(mod, name)
return klass

def load_3(file):
return Python_3_Unpickler(file).load()

class TextTagger(object):
"""Object which tags articles. Needs topic modeler and """
Expand Down Expand Up @@ -72,15 +51,14 @@ def init_from_files(cls, topic_model_fname, gensim_dict_fname, lr_dict_fname,
*args, **kwargs):
topic_modeler = models.ldamodel.LdaModel.load(topic_model_fname)
gensim_dict = corpora.Dictionary.load(gensim_dict_fname)
with open(lr_dict_fname, "rb") as f:
lr_dict = load_3(f)
lr_dict = joblib.load(lr_dict_fname)
return cls(topic_modeler, gensim_dict, lr_dict, *args, **kwargs)


text_tagger = TextTagger.init_from_files(
"articles/model/model_100topics_10passMay14_0259.gensim",
"articles/model/hn_dictionaryMay14_0240.pkl",
"articles/model/randomforest_modelsMay14_0344.pkl",
"articles/model/serialized_model/rf_models.pkl",
threshold=0.3,
)

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