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Commit798cadf

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add emr train and test functions
1 parent8bea77f commit798cadf

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1 file changed

+57
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‎python/scripts/cws_ner.py‎

Lines changed: 57 additions & 8 deletions
Original file line numberDiff line numberDiff line change
@@ -25,13 +25,37 @@ def test_cws():
2525
evaluate_cws(dnncrf,'../dnlp/data/cws/pku_test.pickle')
2626

2727

28-
deftrain_emr():
28+
deftrain_emr_ngram():
29+
data_path='../dnlp/data/emr/emr_training.pickle'
30+
config_bi_bigram=DnnCrfConfig(skip_left=1,skip_right=1)
31+
config_left_bigram=DnnCrfConfig(skip_left=1,skip_right=0)
32+
config_right_bigram=DnnCrfConfig(skip_left=0,skip_right=1)
33+
config_unigram=DnnCrfConfig(skip_left=0,skip_right=0)
34+
mlpcrf_bi_bigram=DnnCrf(config=config_bi_bigram,task='ner',data_path=data_path,nn='lstm',remark='bi_bigram')
35+
mlpcrf_left_bigram=DnnCrf(config=config_left_bigram,task='ner',data_path=data_path,nn='lstm',
36+
remark='left_bigram')
37+
mlpcrf_right_bigram=DnnCrf(config=config_right_bigram,task='ner',data_path=data_path,nn='lstm',
38+
remark='right_bigram')
39+
mlpcrf_unigram=DnnCrf(config=config_unigram,task='ner',data_path=data_path,nn='lstm',remark='unigram')
40+
mlpcrf_bi_bigram.fit()
41+
mlpcrf_left_bigram.fit()
42+
mlpcrf_right_bigram.fit()
43+
mlpcrf_unigram.fit()
44+
45+
46+
deftest_emr_ngram():
47+
model_path='../dnlp/models/ner-lstm-bi_bigram-10.ckpt'
48+
config_bi_bigram=DnnCrfConfig(skip_left=1,skip_right=1)
49+
mlpcrf_bi_bigram=DnnCrf(model_path=model_path,config=config_bi_bigram,mode='predict',task='ner',nn='lstm')
50+
evaluate_ner(mlpcrf_bi_bigram,'../dnlp/data/emr/emr_test.pickle')
51+
52+
53+
deftrain_emr_random_init():
2954
data_path='../dnlp/data/emr/emr_training.pickle'
30-
embedding_path='../dnlp/data/emr/emr_skip_gram.npy'
3155
config=DnnCrfConfig()
32-
mlpcrf=DnnCrf(config=config,task='ner',data_path=data_path,nn='mlp',embedding_path=embedding_path)
56+
mlpcrf=DnnCrf(config=config,task='ner',data_path=data_path,nn='mlp')
3357
mlpcrf.fit()
34-
rnncrf=DnnCrf(config=config,task='ner',data_path=data_path,nn='rnn',embedding_path=embedding_path)
58+
rnncrf=DnnCrf(config=config,task='ner',data_path=data_path,nn='rnn')
3559
rnncrf.fit()
3660
lstmcrf=DnnCrf(config=config,task='ner',data_path=data_path,nn='lstm')
3761
lstmcrf.fit()
@@ -41,7 +65,23 @@ def train_emr():
4165
grulstmcrf.fit()
4266

4367

44-
deftest_emr():
68+
deftrain_emr_with_embeddings():
69+
data_path='../dnlp/data/emr/emr_training.pickle'
70+
embedding_path='../dnlp/data/emr/emr_skip_gram.npy'
71+
config=DnnCrfConfig()
72+
mlpcrf=DnnCrf(config=config,task='ner',data_path=data_path,nn='mlp',embedding_path=embedding_path)
73+
mlpcrf.fit()
74+
rnncrf=DnnCrf(config=config,task='ner',data_path=data_path,nn='rnn',embedding_path=embedding_path)
75+
rnncrf.fit()
76+
lstmcrf=DnnCrf(config=config,task='ner',data_path=data_path,nn='lstm',embedding_path=embedding_path)
77+
lstmcrf.fit()
78+
bilstmcrf=DnnCrf(config=config,task='ner',data_path=data_path,nn='bilstm',embedding_path=embedding_path)
79+
bilstmcrf.fit()
80+
grulstmcrf=DnnCrf(config=config,task='ner',data_path=data_path,nn='gru',embedding_path=embedding_path)
81+
grulstmcrf.fit()
82+
83+
84+
deftest_emr_with_embeddings():
4585
sentence='多饮多尿多食'
4686
config=DnnCrfConfig()
4787
# dnncrf = DnnCrf(config=config, task='ner', mode='predict', model_path=model_path, nn='lstm')
@@ -77,6 +117,8 @@ def train_emr_skipgram():
77117
parser=argparse.ArgumentParser()
78118
parser.add_argument('-t','--t',dest='train',action='store_true',default=False)
79119
parser.add_argument('-p','--p',dest='predict',action='store_true',default=False)
120+
parser.add_argument('-c','--c',dest='cws',action='store_true',default=False)
121+
parser.add_argument('-e','--e',dest='emr',action='store_true',default=False)
80122
args=parser.parse_args(sys.argv[1:])
81123
train=args.train
82124
predict=args.predict
@@ -88,7 +130,14 @@ def train_emr_skipgram():
88130
exit(1)
89131

90132
iftrain:
91-
train_emr()
92-
# train_emr_skipgram()
133+
ifargs.cws:
134+
train_cws()
135+
elifargs.emr:
136+
train_emr_ngram()
137+
# train_emr_random_init()
138+
# train_emr_skipgram()
93139
else:
94-
test_emr()
140+
ifargs.cws:
141+
test_cws()
142+
elifargs.emr:
143+
test_emr_ngram()

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