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authorPatrick Simianer <p@simianer.de>2014-06-12 13:56:42 +0200
committerPatrick Simianer <p@simianer.de>2014-06-12 13:56:42 +0200
commit244971287003d079e46193b8a209c28955f90134 (patch)
tree8beaae6b12b913acb213fc7f2415fd63886192f9 /realtime/rt/rt.py
parent5250fd67a4b8f242068cff87f0a6a4211f8b0fcf (diff)
parentb66e838ed52decc0be1eb5817b2a77c3840db2c5 (diff)
Merge remote-tracking branch 'upstream/master'
Diffstat (limited to 'realtime/rt/rt.py')
-rw-r--r--realtime/rt/rt.py118
1 files changed, 91 insertions, 27 deletions
diff --git a/realtime/rt/rt.py b/realtime/rt/rt.py
index c0aec410..70ed0c3c 100644
--- a/realtime/rt/rt.py
+++ b/realtime/rt/rt.py
@@ -5,6 +5,7 @@ import collections
import logging
import os
import shutil
+import signal
import StringIO
import subprocess
import sys
@@ -20,40 +21,94 @@ import util
# Dummy input token that is unlikely to appear in normalized data (but no fatal errors if it does)
LIKELY_OOV = '(OOV)'
+# For parsing rt.ini
+TRUE = ('true', 'True', 'TRUE')
+
logger = logging.getLogger('rt')
+class ExtractorWrapper:
+ '''Wrap cdec.sa.GrammarExtractor. Used to keep multiple instances of the extractor from causing Python to segfault.
+ Do not use directly unless you know what you're doing.'''
+
+ def __init__(self, config):
+ # Make sure pycdec is on PYTHONPATH
+ cdec_root = os.path.dirname(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
+ pycdec = os.path.join(cdec_root, 'python')
+ env = os.environ.copy()
+ python_path = env.get('PYTHONPATH', '')
+ if 'cdec/python' not in python_path:
+ python_path = '{}:{}'.format(python_path, pycdec) if len(python_path) > 0 else pycdec
+ env['PYTHONPATH'] = python_path
+ # Start grammar extractor as separate process using stdio
+ cmd = ['python', '-m', 'cdec.sa.extract', '-o', '-z', '-c', config, '-t']
+ logger.info('Executing: {}'.format(' '.join(cmd)))
+ self.p = subprocess.Popen(cmd, stdin=subprocess.PIPE, stdout=subprocess.PIPE, stderr=subprocess.PIPE, env=env)
+ util.consume_stream(self.p.stderr)
+ self.lock = util.FIFOLock()
+
+ def close(self, force=False):
+ if not force:
+ self.lock.acquire()
+ self.p.stdin.close()
+ self.p.wait()
+ self.lock.release()
+ else:
+ os.kill(self.p.pid, signal.SIGTERM)
+
+
+ def drop_ctx(self, ctx_name):
+ self.lock.acquire()
+ self.p.stdin.write('{} ||| drop\n'.format(ctx_name))
+ self.p.stdout.readline()
+ self.lock.release()
+
+ def grammar(self, sentence, grammar_file, ctx_name):
+ self.lock.acquire()
+ self.p.stdin.write('{} ||| {} ||| {}\n'.format(ctx_name, sentence, grammar_file))
+ self.p.stdout.readline()
+ self.lock.release()
+
+ def add_instance(self, source, target, alignment, ctx_name):
+ self.lock.acquire()
+ self.p.stdin.write('{} ||| {} ||| {} ||| {}\n'.format(ctx_name, source, target, alignment))
+ self.p.stdout.readline()
+ self.lock.release()
+
class RealtimeDecoder:
'''Do not use directly unless you know what you're doing. Use RealtimeTranslator.'''
- def __init__(self, configdir, tmpdir):
-
+ def __init__(self, configdir, tmpdir, hpyplm=False, metric='ibm_bleu'):
+
cdec_root = os.path.dirname(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
self.tmp = tmpdir
os.mkdir(self.tmp)
# HPYPLM reference stream
- ref_fifo_file = os.path.join(self.tmp, 'ref.fifo')
- os.mkfifo(ref_fifo_file)
- self.ref_fifo = open(ref_fifo_file, 'w+')
- # Start with empty line (do not learn prior to first input)
- self.ref_fifo.write('\n')
- self.ref_fifo.flush()
+ self.hpyplm = hpyplm
+ if self.hpyplm:
+ ref_fifo_file = os.path.join(self.tmp, 'ref.fifo')
+ os.mkfifo(ref_fifo_file)
+ self.ref_fifo = open(ref_fifo_file, 'w+')
+ # Start with empty line (do not learn prior to first input)
+ self.ref_fifo.write('\n')
+ self.ref_fifo.flush()
# Decoder
decoder_config = [[f.strip() for f in line.split('=')] for line in open(os.path.join(configdir, 'cdec.ini'))]
- util.cdec_ini_for_realtime(decoder_config, os.path.abspath(configdir), ref_fifo_file)
+ util.cdec_ini_for_realtime(decoder_config, os.path.abspath(configdir), ref_fifo_file if self.hpyplm else None)
decoder_config_file = os.path.join(self.tmp, 'cdec.ini')
with open(decoder_config_file, 'w') as output:
for (k, v) in decoder_config:
output.write('{}={}\n'.format(k, v))
decoder_weights = os.path.join(configdir, 'weights.final')
- self.decoder = decoder.MIRADecoder(decoder_config_file, decoder_weights)
+ self.decoder = decoder.MIRADecoder(decoder_config_file, decoder_weights, metric=metric)
def close(self, force=False):
logger.info('Closing decoder and removing {}'.format(self.tmp))
self.decoder.close(force)
- self.ref_fifo.close()
+ if self.hpyplm:
+ self.ref_fifo.close()
shutil.rmtree(self.tmp)
class RealtimeTranslator:
@@ -73,6 +128,11 @@ class RealtimeTranslator:
cdec_root = os.path.dirname(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
+ # rt.ini options
+ ini = dict(line.strip().split('=') for line in open(os.path.join(configdir, 'rt.ini')))
+ self.hpyplm = (ini.get('hpyplm', 'false') in TRUE)
+ self.metric = ini.get('metric', 'ibm_bleu')
+
### Single instance for all contexts
self.config = configdir
@@ -100,7 +160,7 @@ class RealtimeTranslator:
sa_config.filename = os.path.join(self.tmp, 'sa.ini')
util.sa_ini_for_realtime(sa_config, os.path.abspath(configdir))
sa_config.write()
- self.extractor = cdec.sa.GrammarExtractor(sa_config.filename, online=True)
+ self.extractor = ExtractorWrapper(sa_config.filename)
self.cache_size = cache_size
### One instance per context
@@ -131,10 +191,13 @@ class RealtimeTranslator:
'''Cleanup'''
if force:
logger.info('Forced shutdown: stopping immediately')
- for ctx_name in list(self.ctx_names):
- self.drop_ctx(ctx_name, force)
+ # Drop contexts before closing processes unless forced
+ if not force:
+ for ctx_name in list(self.ctx_names):
+ self.drop_ctx(ctx_name, force)
logger.info('Closing processes')
self.aligner.close(force)
+ self.extractor.close(force)
if self.norm:
if not force:
self.tokenizer_lock.acquire()
@@ -160,7 +223,7 @@ class RealtimeTranslator:
self.grammar_files[ctx_name] = collections.deque()
self.grammar_dict[ctx_name] = {}
tmpdir = os.path.join(self.tmp, 'decoder.{}'.format(ctx_name))
- self.decoders[ctx_name] = RealtimeDecoder(self.config, tmpdir)
+ self.decoders[ctx_name] = RealtimeDecoder(self.config, tmpdir, hpyplm=self.hpyplm, metric=self.metric)
def drop_ctx(self, ctx_name=None, force=False):
'''Delete a context (inc stopping the decoder)
@@ -202,11 +265,9 @@ class RealtimeTranslator:
self.extractor_lock.release()
return grammar_file
# Extract and cache
- (fid, grammar_file) = tempfile.mkstemp(dir=self.decoders[ctx_name].tmp, prefix='grammar.')
+ (fid, grammar_file) = tempfile.mkstemp(dir=self.decoders[ctx_name].tmp, prefix='grammar.', suffix='.gz')
os.close(fid)
- with open(grammar_file, 'w') as output:
- for rule in self.extractor.grammar(sentence, ctx_name):
- output.write('{}\n'.format(str(rule)))
+ self.extractor.grammar(sentence, grammar_file, ctx_name)
grammar_files = self.grammar_files[ctx_name]
if len(grammar_files) == self.cache_size:
rm_sent = grammar_files.popleft()
@@ -239,8 +300,9 @@ class RealtimeTranslator:
stop_time = time.time()
logger.info('({}) Translation time: {} seconds'.format(ctx_name, stop_time - start_time))
# Empty reference: HPYPLM does not learn prior to next translation
- decoder.ref_fifo.write('\n')
- decoder.ref_fifo.flush()
+ if self.hpyplm:
+ decoder.ref_fifo.write('\n')
+ decoder.ref_fifo.flush()
if self.norm:
logger.info('({}) Normalized translation: {}'.format(ctx_name, hyp))
hyp = self.detokenize(hyp)
@@ -301,9 +363,10 @@ class RealtimeTranslator:
mira_log = decoder.decoder.update(source, grammar_file, target)
logger.info('({}) MIRA HBF: {}'.format(ctx_name, mira_log))
# Add to HPYPLM by writing to fifo (read on next translation)
- logger.info('({}) Adding to HPYPLM: {}'.format(ctx_name, target))
- decoder.ref_fifo.write('{}\n'.format(target))
- decoder.ref_fifo.flush()
+ if self.hpyplm:
+ logger.info('({}) Adding to HPYPLM: {}'.format(ctx_name, target))
+ decoder.ref_fifo.write('{}\n'.format(target))
+ decoder.ref_fifo.flush()
# Store incremental data for save/load
self.ctx_data[ctx_name].append((source, target, alignment))
# Add aligned sentence pair to grammar extractor
@@ -381,9 +444,10 @@ class RealtimeTranslator:
# Extractor
self.extractor.add_instance(source, target, alignment, ctx_name)
# HPYPLM
- hyp = decoder.decoder.decode(LIKELY_OOV)
- decoder.ref_fifo.write('{}\n'.format(target))
- decoder.ref_fifo.flush()
+ if self.hpyplm:
+ hyp = decoder.decoder.decode(LIKELY_OOV)
+ decoder.ref_fifo.write('{}\n'.format(target))
+ decoder.ref_fifo.flush()
stop_time = time.time()
logger.info('({}) Loaded state with {} sentences in {} seconds'.format(ctx_name, len(ctx_data), stop_time - start_time))
lock.release()