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-rw-r--r--src/moses.py141
1 files changed, 141 insertions, 0 deletions
diff --git a/src/moses.py b/src/moses.py
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+++ b/src/moses.py
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+import logging
+import os
+import subprocess
+import gzip
+
+class Moses:
+
+ def __init__(self, config):
+ self.config = config
+
+ def run_train(self):
+ args = [self.config.moses_train,
+ '--root-dir', self.config.experiment_dir,
+ '--corpus', '%s/%s' % (self.config.experiment_dir,
+ self.config.train_name),
+ '--f', self.config.src,
+ '--e', self.config.tgt,
+ '--lm', '0:3:%s/%s.arpa' % (self.config.experiment_dir, self.config.tgt),
+ #'-score-options', "'--OnlyDirect --NoPhraseCount'"
+ '--alignment', self.config.symm]
+ if self.config.model == 'hier':
+ args += ['-hierarchical', '-glue-grammar']
+
+ logging.info(' '.join(args))
+
+ log = open('%s/train.log' % self.config.experiment_dir, 'w')
+ p = subprocess.Popen(args, stdout=subprocess.PIPE, stderr=log)
+ p.wait()
+ log.close()
+
+ def run_retrain(self):
+ old_train_nl = '%s/%s.nl' % (self.config.experiment_dir,
+ self.config.train_name)
+ old_train_mrl = '%s/%s.mrl' % (self.config.experiment_dir,
+ self.config.train_name)
+ moved_train_nl = '%s.notune' % old_train_nl
+ moved_train_mrl = '%s.notune' % old_train_mrl
+ tune_nl = '%s/tune.nl' % self.config.experiment_dir
+ tune_mrl = '%s/tune.mrl' % self.config.experiment_dir
+ os.rename(old_train_nl, moved_train_nl)
+ os.rename(old_train_mrl, moved_train_mrl)
+ with open(old_train_nl, 'w') as rt_train_nl:
+ subprocess.call(['cat', moved_train_nl, tune_nl], stdout=rt_train_nl)
+ with open(old_train_mrl, 'w') as rt_train_mrl:
+ subprocess.call(['cat', moved_train_mrl, tune_mrl], stdout=rt_train_mrl)
+
+ os.remove('%s/model/extract.inv.gz' % self.config.experiment_dir)
+ os.remove('%s/model/extract.gz' % self.config.experiment_dir)
+ if self.config.model == 'hier':
+ os.remove('%s/model/rule-table.gz' % self.config.experiment_dir)
+ else:
+ os.remove('%s/model/phrase-table.gz' % self.config.experiment_dir)
+
+ self.run_train()
+
+ def parens_ok(self, line):
+ mrl_part = line.split(' ||| ')[1]
+ tokens = [t[-1] for t in mrl_part.split() if t[-2] == '@']
+ tokens.reverse()
+ stack = []
+ while tokens:
+ t = tokens.pop()
+ assert t != '*'
+ if t == 's':
+ t = 0
+ t = int(t)
+ if t > 0:
+ stack.append(t)
+ else:
+ while stack:
+ top = stack.pop()
+ if top > 1:
+ stack.append(top - 1)
+ break
+ if tokens and not stack:
+ return False
+ return True
+
+ def filter_phrase_table(self):
+ table_name = 'phrase' if self.config.model == 'phrase' else 'rule'
+ oldname = '%s/model/%s-table.gz' % (self.config.experiment_dir, table_name)
+ newname = '%s/model/%s-table.old.gz' % (self.config.experiment_dir, table_name)
+ os.rename(oldname, newname)
+
+ with gzip.open(oldname, 'w') as filtered_table_f:
+ with gzip.open(newname, 'r') as old_table_f:
+ for line in old_table_f:
+ if self.parens_ok(line):
+ print >>filtered_table_f, line,
+
+ def run_tune(self):
+ wd = os.getcwd()
+ os.chdir(self.config.experiment_dir)
+ args = [self.config.moses_tune,
+ '%s/tune.%s' % (self.config.experiment_dir, self.config.src),
+ '%s/tune.%s' % (self.config.experiment_dir, self.config.tgt)]
+ if self.config.model == 'hier':
+ args += [self.config.moses_decode_hier]
+ else:
+ args += [self.config.moses_decode_phrase]
+ args += ['%s/model/moses.ini' % self.config.experiment_dir,
+ '--mertdir', '%s/dist/bin' % self.config.moses]
+ if self.config.model == 'hier':
+ args += ['--filtercmd',
+ '%s/scripts/training/filter-model-given-input.pl --Hierarchical'\
+ % self.config.moses]
+
+ log = open('%s/tune.log' % self.config.experiment_dir, 'w')
+ p = subprocess.Popen(args, stdout=subprocess.PIPE, stderr=log)
+ p.wait()
+ log.close()
+ os.chdir(wd)
+
+ def run_decode(self):
+ if self.config.model == 'phrase':
+ args = [self.config.moses_decode_phrase]
+ elif self.config.model == 'hier':
+ args = [self.config.moses_decode_hier]
+ else:
+ assert False
+
+ if self.config.run == 'test':
+ args += ['-f', '%s/mert-work/moses.ini' % self.config.experiment_dir]
+ else:
+ args += ['-f', '%s/model/moses.ini' % self.config.experiment_dir]
+ #args += ['-f', '%s/model/moses.ini' % self.config.experiment_dir]
+
+ args += ['-drop-unknown',
+ '-n-best-list', '%s/hyp.%s.nbest' % (self.config.experiment_dir, self.config.tgt),
+ str(self.config.nbest), 'distinct',
+ '-threads', '3']
+
+ #nullfile = open(os.devnull, 'w')
+ infile = open('%s/test.%s' % (self.config.experiment_dir, self.config.src))
+ outfile = open('%s/hyp.%s' % (self.config.experiment_dir, self.config.tgt), 'w')
+ log = open('%s/decode.log' % self.config.experiment_dir, 'w')
+ p = subprocess.Popen(args, stdin=infile, stdout=outfile, stderr=log)
+ p.wait()
+ infile.close()
+ log.close()
+ outfile.close()