<s> import sys <EOL> import os <EOL> import utils <EOL> import trainer <EOL> import conf <EOL> import converter <EOL> import numpy as np <EOL> from time import time <EOL> PHASE1_TRAIN_PATH = "<STR_LIT>" <EOL> PHASE1_DEV_PATH = "<STR_LIT>" <EOL> PHASE2_TRAIN_PATH = "<STR_LIT>" <EOL> PHASE2_DEV_PATH = "<STR_LIT>" <EOL> if __name__ == "<STR_LIT:__main__>" : <EOL> if len ( sys . argv ) > <NUM_LIT:1> : <EOL> model_name = sys . argv [ <NUM_LIT:1> ] <EOL> else : <EOL> model_name = "<STR_LIT>" <EOL> np . random . seed ( conf . RANDOM_SEED ) <EOL> t0 = time ( ) <EOL> if not os . path . exists ( "<STR_LIT>" ) : <EOL> print "<STR_LIT>" <EOL> os . makedirs ( "<STR_LIT>" ) <EOL> vocabulary = utils . load_vocabulary ( conf . VOCABULARY_FILE ) <EOL> converter . convert_files ( conf . PHASE1 [ "<STR_LIT>" ] , vocabulary , conf . PUNCTUATIONS , conf . BATCH_SIZE , False , PHASE1_TRAIN_PATH ) <EOL> converter . convert_files ( conf . PHASE1 [ "<STR_LIT>" ] , vocabulary , conf . PUNCTUATIONS , conf . BATCH_SIZE , False , PHASE1_DEV_PATH ) <EOL> if conf . PHASE2 [ "<STR_LIT>" ] and conf . PHASE2 [ "<STR_LIT>" ] : <EOL> converter . convert_files ( conf . PHASE2 [ "<STR_LIT>" ] , vocabulary , conf . PUNCTUATIONS , conf . BATCH_SIZE , conf . PHASE2 [ "<STR_LIT>" ] , PHASE2_TRAIN_PATH ) <EOL> converter . convert_files ( conf . PHASE2 [ "<STR_LIT>" ] , vocabulary , conf . PUNCTUATIONS , conf . BATCH_SIZE , conf . PHASE2 [ "<STR_LIT>" ] , PHASE2_DEV_PATH ) <EOL> print "<STR_LIT>" <EOL> if not os . path . exists ( "<STR_LIT>" ) : <EOL> os . makedirs ( "<STR_LIT>" ) <EOL> trainer . train ( model_name , PHASE1_TRAIN_PATH , PHASE1_DEV_PATH , PHASE2_TRAIN_PATH , PHASE2_DEV_PATH ) <EOL> print "<STR_LIT>" % ( ( time ( ) - t0 ) / <NUM_LIT> ) </s>
