from?TextClassification?import?TextClassification?DataPreprocess
from?sklearn.model_selection?import?train_test_split
from?TextClassification?import?load_data
import?numpy?as?np

#?load?data
#-----------------------------------
data?=?load_data（name=‘single‘）
x?=?data[‘evaluation‘]
y?=?[[i]?for?i?in?data[‘label‘]]

#?data?process
#-----------------------------------
process?=?DataPreprocess（）
#?cut?texts
x_cut?=?process.cut_texts（texts=x?need_cut=True?word_len=2?savepath=None）
#?texts?to?sequence
x_seq?=?process.text2seq（texts_cut=x_cut?tokenizer=tokenizer?tokenizer_savapah=None
?????????????????????????num_words=num_words?maxlen=maxlen?batchsize=10000）
#?list?to?array
x_seq?=?np.array（x_seq）

#?texts?to?word?vector
x_word_vec?=?model.text2vec（texts_cut=x?sg=1?size=128?window=5?min_count=1）
#?texts?vector
x_vec?=?np.array（[sum（i）?/?len（i）?for?i?in?x_word_vec]）

#?single?target

#?train?model
#------------------------------------
X_train?X_test?y_train?y_test?=?train_test_split（x?y?test_size=0.2）

model?=?TextClassification（）
model.fit（x=X_train?y=y_train?method=‘CNN‘?model=None
??????????x_need_preprocess=True?y_need_preprocess=True
??????????epochs=10?batchsize=128?output_type=‘single‘）
label_set?=?model.label_set
y_predict?=?model.predict（x=X_test?x_need_preprocess=True）
y_predict_label?=?model.label2toptag（predictions=y_predict?labelset=label_set）
print（sum（[y_predict_label[i]?==?y_test[i]?for?i?in?range（len（y_predict））]）?/?len（y_predict））



#?multiple?target

#?load?data
#-----------------------------------
data?=?load_data（name=‘multiple‘）
x?=?[i[‘fact‘]?for?i?in?data]
y?=?[i[‘accusation‘]?for?i?in?data]

X_train?X_test?y_train?y_test?=?train_test_split（x?y?test_size=0.2）

model?=?TextClassification（）
model.fit（x=X_train?y=y_train?method=‘CNN‘?model=None
??????????x_need_preprocess=True?y_need_preprocess=True
??????????epochs=10?batchsize=128?output_type=‘multiple‘）
label_set?=?model.label_set
y_predict?=?model.predict（x=X_test?x_need_preprocess=True）
y_predict_label?=?model.label2tag（predictions=y_predict?labelset=label_set）
print（sum（[y_predict_label[i]?==?y_test[i]?for?i?in?range（len（y_predict））]）?/?len（y_predict））

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????目錄???????????0??2018-07-06?08:28??Text-Classification-master\
?????文件??????????66??2018-07-06?08:28??Text-Classification-master\.gitattributes
?????文件????????1045??2018-07-06?08:28??Text-Classification-master\.gitignore
?????文件????????5155??2018-07-06?08:28??Text-Classification-master\README.md
?????目錄???????????0??2018-07-06?08:28??Text-Classification-master\TextClassification\
?????文件????????6138??2018-07-06?08:28??Text-Classification-master\TextClassification\DataPreprocess.py
?????文件????????6770??2018-07-06?08:28??Text-Classification-master\TextClassification\TextClassification.py
?????文件?????????127??2018-07-06?08:28??Text-Classification-master\TextClassification\__init__.py
?????目錄???????????0??2018-07-06?08:28??Text-Classification-master\TextClassification\data\
?????文件????21503783??2018-07-06?08:28??Text-Classification-master\TextClassification\data\data_multiple.json
?????文件??????949081??2018-07-06?08:28??Text-Classification-master\TextClassification\data\data_single.csv
?????文件?????????413??2018-07-06?08:28??Text-Classification-master\TextClassification\load_data.py
?????目錄???????????0??2018-07-06?08:28??Text-Classification-master\TextClassification\models\
?????文件????????2072??2018-07-06?08:28??Text-Classification-master\TextClassification\models\CNN.py
?????文件????????2048??2018-07-06?08:28??Text-Classification-master\TextClassification\models\RNN.py
?????文件?????????669??2018-07-06?08:28??Text-Classification-master\TextClassification\models\SklearnClf.py
?????文件??????????76??2018-07-06?08:28??Text-Classification-master\TextClassification\models\__init__.py
?????文件????????2205??2018-07-06?08:28??Text-Classification-master\demo.py
?????目錄???????????0??2018-07-06?08:28??Text-Classification-master\demo\
?????目錄???????????0??2018-07-06?08:28??Text-Classification-master\demo\.idea\
?????文件???????15324??2018-07-06?08:28??Text-Classification-master\demo\.idea\workspace.xml
?????文件?????????874??2018-07-06?08:28??Text-Classification-master\demo\demo_net_multiple.py
?????文件????????2183??2018-07-06?08:28??Text-Classification-master\demo\demo_net_multiple_use_process.py
?????文件?????????862??2018-07-06?08:28??Text-Classification-master\demo\demo_net_single.py
?????文件????????2161??2018-07-06?08:28??Text-Classification-master\demo\demo_net_single_use_process.py
?????文件????????1309??2018-07-06?08:28??Text-Classification-master\demo\demo_sklearn.py
?????目錄???????????0??2018-07-06?08:28??Text-Classification-master\picture\
?????文件??????308331??2018-07-06?08:28??Text-Classification-master\picture\data_multiple.png
?????文件???????61071??2018-07-06?08:28??Text-Classification-master\picture\data_single.png