#?-*-?coding:?utf-8?-*-
#prediction?using?multi-models.?take?out:?create?multiple?graphs.?each?graph?associate?with?a?session.?add?logits?of?models.
#process--->1.load?data（X:list?of?linty:int）.?2.create?session.?3.feed?data.?4.predict
import?sys
reload（sys）
sys.setdefaultencoding（‘utf8‘）
import?tensorflow?as?tf
import?numpy?as?np
import?os
from?a3_entity_network?import?EntityNetwork
sys.path.append（“..“）
from?a08_DynamicMemoryNetwork.data_util_zhihu?import?load_data_predictload_final_test_datacreate_voabularycreate_voabulary_label
from?tflearn.data_utils?import?pad_sequences?#to_categorical
import?codecs
from?a08_DynamicMemoryNetwork.a8_dynamic_memory_network?import?DynamicMemoryNetwork
from?p7_TextCNN_model?import?TextCNN
from?p71_TextRCNN_mode2?import?TextRCNN

#configuration
FLAGS=tf.app.flags.FLAGS
tf.app.flags.DEFINE_integer（“num_classes“1999“number?of?label“）
tf.app.flags.DEFINE_float（“learning_rate“0.01“learning?rate“）
tf.app.flags.DEFINE_integer（“batch_size“?80?“Batch?size?for?training/evaluating.“）?#批處理的大小?32-->128
tf.app.flags.DEFINE_integer（“decay_steps“?6000?“how?many?steps?before?decay?learning?rate.“）?#6000批處理的大小?32-->128
tf.app.flags.DEFINE_float（“decay_rate“?1.0?“Rate?of?decay?for?learning?rate.“）?#0.65一次衰減多少
tf.app.flags.DEFINE_string（“ckpt_dir_dmn““../checkpoint_dynamic_memory_network/““checkpoint?location?for?the?model“）
tf.app.flags.DEFINE_integer（“sequence_length“60“max?sentence?length“）
tf.app.flags.DEFINE_integer（“embed_size“100“embedding?size“）
tf.app.flags.DEFINE_boolean（“is_training“False“is?traning.true:traniningfalse:testing/inference“）
tf.app.flags.DEFINE_integer（“num_epochs“1“number?of?epochs?to?run.“）
tf.app.flags.DEFINE_integer（“validate_every“?1?“Validate?every?validate_every?epochs.“）?#每10輪做一次驗證
tf.app.flags.DEFINE_boolean（“use_embedding“True“whether?to?use?embedding?or?not.“）
#tf.app.flags.DEFINE_string（“cache_path““text_cnn_checkpoint/data_cache.pik““checkpoint?location?for?the?model“）
tf.app.flags.DEFINE_string（“traning_data_path““../train-zhihu4-only-title-all.txt““path?of?traning?data.“）?#O.K.train-zhihu4-only-title-all.txt-->training-data/test-zhihu4-only-title.txt--->‘training-data/train-zhihu5-only-title-multilabel.txt‘
tf.app.flags.DEFINE_string（“word2vec_model_path““../zhihu-word2vec-title-desc.bin-100““word2vec‘s?vocabulary?and?vectors“）?#zhihu-word2vec.bin-100-->zhihu-word2vec-multilabel-minicount15.bin-100
tf.app.flags.DEFINE_boolean（“multi_label_flag“True“use?multi?label?or?single?label.“）
tf.app.flags.DEFINE_integer（“hidden_size“100“hidden?size“）
tf.app.flags.DEFINE_string（“predict_target_file““zhihu_result_ensemble_2_0814.csv““target?file?path?for?final?prediction“）
tf.app.flags.DEFINE_string（“predict_source_file“‘../test-zhihu-forpredict-title-desc-v6.txt‘“target?file?path?for?final?prediction“）?#test-zhihu-forpredict-v4only-title.txt
tf.app.flags.DEFINE_integer（“story_length“1“story?length“）
tf.app.flags.DEFINE

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????文件?????????602??2018-05-02?01:24??text_classification-master\.travis.yml
?????目錄???????????0??2018-05-02?01:24??text_classification-master\a00_boosting\
?????文件????????2529??2018-05-02?01:24??text_classification-master\a00_boosting\a08_boosting.py
?????目錄???????????0??2018-05-02?01:24??text_classification-master\a01_FastText\
?????文件????????7221??2018-05-02?01:24??text_classification-master\a01_FastText\p5_fastTextB_model.py
?????文件????????5292??2018-05-02?01:24??text_classification-master\a01_FastText\p5_fastTextB_predict.py
?????文件????????5205??2018-05-02?01:24??text_classification-master\a01_FastText\p5_fastTextB_predict_multilabel.py
?????文件????????9532??2018-05-02?01:24??text_classification-master\a01_FastText\p5_fastTextB_train.py
?????文件????????6355??2018-05-02?01:24??text_classification-master\a01_FastText\p6_fastTextB_model_multilabel.py
?????文件???????10138??2018-05-02?01:24??text_classification-master\a01_FastText\p6_fastTextB_train_multilabel.py
?????目錄???????????0??2018-05-02?01:24??text_classification-master\a02_TextCNN\
?????文件???????????0??2018-05-02?01:24??text_classification-master\a02_TextCNN\__init__.py
?????目錄???????????0??2018-05-02?01:24??text_classification-master\a02_TextCNN\__pycache__\
?????文件????????3437??2018-05-02?01:24??text_classification-master\a02_TextCNN\__pycache__\data_util.cpython-36.pyc
?????文件????????4978??2018-05-02?01:24??text_classification-master\a02_TextCNN\__pycache__\p7_TextCNN_model.cpython-36.pyc
?????文件????????4904??2018-05-02?01:24??text_classification-master\a02_TextCNN\data_util.py
?????目錄???????????0??2018-05-02?01:24??text_classification-master\a02_TextCNN\other_experiement\
?????文件???????????0??2018-05-02?01:24??text_classification-master\a02_TextCNN\other_experiement\__init__.py
?????文件???????26891??2018-05-02?01:24??text_classification-master\a02_TextCNN\other_experiement\data_util_zhihu.py
?????文件?????????693??2018-05-02?01:24??text_classification-master\a02_TextCNN\other_experiement\p7_TextCNN_predict_ensemble.py
?????文件????????9195??2018-05-02?01:24??text_classification-master\a02_TextCNN\other_experiement\p7_TextCNN_predict_exp.py
?????文件????????6698??2018-05-02?01:24??text_classification-master\a02_TextCNN\other_experiement\p7_TextCNN_predict_exp512.py
?????文件????????6670??2018-05-02?01:24??text_classification-master\a02_TextCNN\other_experiement\p7_TextCNN_predict_exp512_0609.py
?????文件????????6727??2018-05-02?01:24??text_classification-master\a02_TextCNN\other_experiement\p7_TextCNN_predict_exp512_simple.py
?????文件???????12163??2018-05-02?01:24??text_classification-master\a02_TextCNN\other_experiement\p7_TextCNN_train_exp.py
?????文件???????14389??2018-05-02?01:24??text_classification-master\a02_TextCNN\other_experiement\p7_TextCNN_train_exp_512_0609.py
?????文件???????12312??2018-05-02?01:24??text_classification-master\a02_TextCNN\other_experiement\p7_TextCNN_train_exp512.py
?????文件????????9003??2018-05-02?01:24??text_classification-master\a02_TextCNN\other_experiement\p8_TextCNN_predict_exp.py
?????文件???????14654??2018-05-02?01:24??text_classification-master\a02_TextCNN\p7_TextCNN_model.py
?????文件???????14173??2018-05-02?01:24??text_classification-master\a02_TextCNN\p7_TextCNN_model_multilayers.py
?????文件????????9056??2018-05-02?01:24??text_classification-master\a02_TextCNN\p7_TextCNN_predict.py
............此處省略96個文件信息