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-rw-r--r--python/pkg/cdec/sa/extract.py30
1 files changed, 26 insertions, 4 deletions
diff --git a/python/pkg/cdec/sa/extract.py b/python/pkg/cdec/sa/extract.py
index b7d2fe6e..9fc37345 100644
--- a/python/pkg/cdec/sa/extract.py
+++ b/python/pkg/cdec/sa/extract.py
@@ -9,6 +9,8 @@ import signal
import cdec.sa
extractor, prefix = None, None
+online = False
+
def make_extractor(config, grammars, features):
global extractor, prefix
signal.signal(signal.SIGINT, signal.SIG_IGN) # Let parent process catch Ctrl+C
@@ -25,22 +27,38 @@ def load_features(features):
sys.path.remove(prefix)
def extract(inp):
- global extractor, prefix
+ global extractor, prefix, online
i, sentence = inp
sentence = sentence[:-1]
fields = re.split('\s*\|\|\|\s*', sentence)
suffix = ''
- if len(fields) > 1:
- sentence = fields[0]
- suffix = ' ||| ' + ' ||| '.join(fields[1:])
+ # 3 fields for online mode, 1 for normal
+ if online:
+ if len(fields) < 3:
+ sys.stderr.write('Error: online mode requires references and alignments.'
+ ' Not adding sentence to training data: {0}\n'.format(sentence))
+ sentence = fields[0]
+ else:
+ sentence, reference, alignment = fields[0:3]
+ if len(fields) > 3:
+ suffix = ' ||| ' + ' ||| '.join(fields[3:])
+ else:
+ if len(fields) > 1:
+ sentence = fields[0]
+ suffix = ' ||| ' + ' ||| '.join(fields[1:])
grammar_file = os.path.join(prefix, 'grammar.{0}'.format(i))
with open(grammar_file, 'w') as output:
for rule in extractor.grammar(sentence):
output.write(str(rule)+'\n')
+ # Add training instance _after_ extracting grammars
+ if online:
+ extractor.add_instance(sentence, reference, alignment)
+ extractor.dump_online_stats()
grammar_file = os.path.abspath(grammar_file)
return '<seg grammar="{0}" id="{1}"> {2} </seg>{3}'.format(grammar_file, i, sentence, suffix)
def main():
+ global online
logging.basicConfig(level=logging.INFO)
parser = argparse.ArgumentParser(description='Extract grammars from a compiled corpus.')
parser.add_argument('-c', '--config', required=True,
@@ -53,6 +71,8 @@ def main():
help='number of sentences / chunk')
parser.add_argument('-f', '--features', nargs='*', default=[],
help='additional feature definitions')
+ parser.add_argument('-o', '--online', action='store_true', default=False,
+ help='online grammar extraction')
args = parser.parse_args()
if not os.path.exists(args.grammars):
@@ -63,6 +83,8 @@ def main():
' should be a python module\n'.format(featdef))
sys.exit(1)
+ online = args.online
+
if args.jobs > 1:
logging.info('Starting %d workers; chunk size: %d', args.jobs, args.chunksize)
pool = mp.Pool(args.jobs, make_extractor, (args.config, args.grammars, args.features))