diff options
Diffstat (limited to 'src/moses.py')
-rw-r--r-- | src/moses.py | 141 |
1 files changed, 141 insertions, 0 deletions
diff --git a/src/moses.py b/src/moses.py new file mode 100644 index 0000000..857ddbf --- /dev/null +++ b/src/moses.py @@ -0,0 +1,141 @@ +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() |