diff options
Diffstat (limited to 'python')
| -rwxr-xr-x | python/pkg/cdec/sa/online_extractor.py | 337 |
1 files changed, 0 insertions, 337 deletions
diff --git a/python/pkg/cdec/sa/online_extractor.py b/python/pkg/cdec/sa/online_extractor.py deleted file mode 100755 index 03a46b3b..00000000 --- a/python/pkg/cdec/sa/online_extractor.py +++ /dev/null @@ -1,337 +0,0 @@ -#!/usr/bin/env python - -import collections, sys - -import cdec.configobj - -CAT = '[X]' # Default non-terminal -MAX_SIZE = 15 # Max span of a grammar rule (source) -MAX_LEN = 5 # Max number of terminals and non-terminals in a rule (source) -MAX_NT = 2 # Max number of non-terminals in a rule -MIN_GAP = 1 # Min number of terminals between non-terminals (source) - -# Spans are _inclusive_ on both ends [i, j] -# TODO: Replace all of this with bit vectors? -def span_check(vec, i, j): - k = i - while k <= j: - if vec[k]: - return False - k += 1 - return True - -def span_flip(vec, i, j): - k = i - while k <= j: - vec[k] = ~vec[k] - k += 1 - -# Next non-terminal -def next_nt(nt): - if not nt: - return 1 - return nt[-1][0] + 1 - -class NonTerminal: - def __init__(self, index): - self.index = index - def __str__(self): - return '[X,{0}]'.format(self.index) - -def fmt_rule(f_sym, e_sym, links): - a_str = ' '.join('{0}-{1}'.format(i, j) for (i, j) in links) - return '[X] ||| {0} ||| {1} ||| {2}'.format(' '.join(str(sym) for sym in f_sym), - ' '.join(str(sym) for sym in e_sym), - a_str) - -class OnlineGrammarExtractor: - - def __init__(self, config=None): - if isinstance(config, str) or isinstance(config, unicode): - if not os.path.exists(config): - raise IOError('cannot read configuration from {0}'.format(config)) - config = cdec.configobj.ConfigObj(config, unrepr=True) - elif not config: - config = collections.defaultdict(lambda: None) - self.category = CAT - self.max_size = MAX_SIZE - self.max_length = config['max_len'] or MAX_LEN - self.max_nonterminals = config['max_nt'] or MAX_NT - self.min_gap_size = MIN_GAP - # Hard coded: require at least one aligned word - # Hard coded: require tight phrases - - # Phrase counts - self.phrases_f = collections.defaultdict(lambda: 0) - self.phrases_e = collections.defaultdict(lambda: 0) - self.phrases_fe = collections.defaultdict(lambda: collections.defaultdict(lambda: 0)) - - # Bilexical counts - self.bilex_f = collections.defaultdict(lambda: 0) - self.bilex_e = collections.defaultdict(lambda: 0) - self.bilex_fe = collections.defaultdict(lambda: collections.defaultdict(lambda: 0)) - - # Aggregate bilexical counts - def aggr_bilex(self, f_words, e_words): - - for e_w in e_words: - self.bilex_e[e_w] += 1 - - for f_w in f_words: - self.bilex_f[f_w] += 1 - for e_w in e_words: - self.bilex_fe[f_w][e_w] += 1 - - # Aggregate stats from a training instance: - # Extract hierarchical phrase pairs - # Update bilexical counts - def add_instance(self, f_words, e_words, alignment): - - # Bilexical counts - self.aggr_bilex(f_words, e_words) - - # Phrase pairs extracted from this instance - phrases = set() - - f_len = len(f_words) - e_len = len(e_words) - - # Pre-compute alignment info - al = [[] for i in range(f_len)] - al_span = [[f_len + 1, -1] for i in range(f_len)] - for (f, e) in alignment: - al[f].append(e) - al_span[f][0] = min(al_span[f][0], e) - al_span[f][1] = max(al_span[f][1], e) - - # Target side word coverage - # TODO: Does Cython do bit vectors? - cover = [0] * e_len - - # Extract all possible hierarchical phrases starting at a source index - # f_ i and j are current, e_ i and j are previous - def extract(f_i, f_j, e_i, e_j, wc, links, nt, nt_open): - # Phrase extraction limits - if wc + len(nt) > self.max_length or (f_j + 1) > f_len or \ - (f_j - f_i) + 1 > self.max_size: - return - # Unaligned word - if not al[f_j]: - # Open non-terminal: extend - if nt_open: - nt[-1][2] += 1 - extract(f_i, f_j + 1, e_i, e_j, wc, links, nt, True) - nt[-1][2] -= 1 - # No open non-terminal: extend with word - else: - extract(f_i, f_j + 1, e_i, e_j, wc + 1, links, nt, False) - return - # Aligned word - link_i = al_span[f_j][0] - link_j = al_span[f_j][1] - new_e_i = min(link_i, e_i) - new_e_j = max(link_j, e_j) - # Open non-terminal: close, extract, extend - if nt_open: - # Close non-terminal, checking for collisions - old_last_nt = nt[-1][:] - nt[-1][2] = f_j - if link_i < nt[-1][3]: - if not span_check(cover, link_i, nt[-1][3] - 1): - nt[-1] = old_last_nt - return - span_flip(cover, link_i, nt[-1][3] - 1) - nt[-1][3] = link_i - if link_j > nt[-1][4]: - if not span_check(cover, nt[-1][4] + 1, link_j): - nt[-1] = old_last_nt - return - span_flip(cover, nt[-1][4] + 1, link_j) - nt[-1][4] = link_j - for rule in self.form_rules(f_i, new_e_i, f_words[f_i:f_j + 1], e_words[new_e_i:new_e_j + 1], nt, links): - phrases.add(rule) - extract(f_i, f_j + 1, new_e_i, new_e_j, wc, links, nt, False) - nt[-1] = old_last_nt - if link_i < nt[-1][3]: - span_flip(cover, link_i, nt[-1][3] - 1) - if link_j > nt[-1][4]: - span_flip(cover, nt[-1][4] + 1, link_j) - return - # No open non-terminal - # Extract, extend with word - collision = False - for link in al[f_j]: - if cover[link]: - collision = True - # Collisions block extraction and extension, but may be okay for - # continuing non-terminals - if not collision: - plus_links = [] - for link in al[f_j]: - plus_links.append((f_j, link)) - cover[link] = ~cover[link] - links.append(plus_links) - for rule in self.form_rules(f_i, new_e_i, f_words[f_i:f_j + 1], e_words[new_e_i:new_e_j + 1], nt, links): - phrases.add(rule) - extract(f_i, f_j + 1, new_e_i, new_e_j, wc + 1, links, nt, False) - links.pop() - for link in al[f_j]: - cover[link] = ~cover[link] - # Try to add a word to a (closed) non-terminal, extract, extend - if nt and nt[-1][2] == f_j - 1: - # Add to non-terminal, checking for collisions - old_last_nt = nt[-1][:] - nt[-1][2] = f_j - if link_i < nt[-1][3]: - if not span_check(cover, link_i, nt[-1][3] - 1): - nt[-1] = old_last_nt - return - span_flip(cover, link_i, nt[-1][3] - 1) - nt[-1][3] = link_i - if link_j > nt[-1][4]: - if not span_check(cover, nt[-1][4] + 1, link_j): - nt[-1] = old_last_nt - return - span_flip(cover, nt[-1][4] + 1, link_j) - nt[-1][4] = link_j - # Require at least one word in phrase - if links: - for rule in self.form_rules(f_i, new_e_i, f_words[f_i:f_j + 1], e_words[new_e_i:new_e_j + 1], nt, links): - phrases.add(rule) - extract(f_i, f_j + 1, new_e_i, new_e_j, wc, links, nt, False) - nt[-1] = old_last_nt - if new_e_i < nt[-1][3]: - span_flip(cover, link_i, nt[-1][3] - 1) - if link_j > nt[-1][4]: - span_flip(cover, nt[-1][4] + 1, link_j) - # Try to start a new non-terminal, extract, extend - if (not nt or f_j - nt[-1][2] > 1) and len(nt) < self.max_nonterminals: - # Check for collisions - if not span_check(cover, link_i, link_j): - return - span_flip(cover, link_i, link_j) - nt.append([next_nt(nt), f_j, f_j, link_i, link_j]) - # Require at least one word in phrase - if links: - for rule in self.form_rules(f_i, new_e_i, f_words[f_i:f_j + 1], e_words[new_e_i:new_e_j + 1], nt, links): - phrases.add(rule) - extract(f_i, f_j + 1, new_e_i, new_e_j, wc, links, nt, False) - nt.pop() - span_flip(cover, link_i, link_j) - # TODO: try adding NT to start, end, both - # check: one aligned word on boundary that is not part of a NT - - # Try to extract phrases from every f index - f_i = 0 - while f_i < f_len: - # Skip if phrases won't be tight on left side - if not al[f_i]: - f_i += 1 - continue - extract(f_i, f_i, f_len + 1, -1, 1, [], [], False) - f_i += 1 - - for rule in sorted(phrases): - print rule - - # Create a rule from source, target, non-terminals, and alignments - def form_rules(self, f_i, e_i, f_span, e_span, nt, al): - - # This could be more efficient but is unlikely to be the bottleneck - - rules = [] - - nt_inv = sorted(nt, cmp=lambda x, y: cmp(x[3], y[3])) - - f_sym = f_span[:] - off = f_i - for next_nt in nt: - nt_len = (next_nt[2] - next_nt[1]) + 1 - i = 0 - while i < nt_len: - f_sym.pop(next_nt[1] - off) - i += 1 - f_sym.insert(next_nt[1] - off, NonTerminal(next_nt[0])) - off += (nt_len - 1) - - e_sym = e_span[:] - off = e_i - for next_nt in nt_inv: - nt_len = (next_nt[4] - next_nt[3]) + 1 - i = 0 - while i < nt_len: - e_sym.pop(next_nt[3] - off) - i += 1 - e_sym.insert(next_nt[3] - off, NonTerminal(next_nt[0])) - off += (nt_len - 1) - - # Adjusting alignment links takes some doing - links = [list(link) for sub in al for link in sub] - links_len = len(links) - nt_len = len(nt) - nt_i = 0 - off = f_i - i = 0 - while i < links_len: - while nt_i < nt_len and links[i][0] > nt[nt_i][1]: - off += (nt[nt_i][2] - nt[nt_i][1]) - nt_i += 1 - links[i][0] -= off - i += 1 - nt_i = 0 - off = e_i - i = 0 - while i < links_len: - while nt_i < nt_len and links[i][1] > nt_inv[nt_i][3]: - off += (nt_inv[nt_i][4] - nt_inv[nt_i][3]) - nt_i += 1 - links[i][1] -= off - i += 1 - - # Rule - rules.append(fmt_rule(f_sym, e_sym, links)) - if len(f_sym) >= self.max_length or len(nt) >= self.max_nonterminals: - return rules - last_index = nt[-1][0] if nt else 0 - # Rule [X] - if not nt or not isinstance(f_sym[-1], NonTerminal): - f_sym.append(NonTerminal(last_index + 1)) - e_sym.append(NonTerminal(last_index + 1)) - rules.append(fmt_rule(f_sym, e_sym, links)) - f_sym.pop() - e_sym.pop() - # [X] Rule - if not nt or not isinstance(f_sym[0], NonTerminal): - for sym in f_sym: - if isinstance(sym, NonTerminal): - sym.index += 1 - for sym in e_sym: - if isinstance(sym, NonTerminal): - sym.index += 1 - for link in links: - link[0] += 1 - link[1] += 1 - f_sym.insert(0, NonTerminal(1)) - e_sym.insert(0, NonTerminal(1)) - rules.append(fmt_rule(f_sym, e_sym, links)) - if len(f_sym) >= self.max_length or len(nt) + 1 >= self.max_nonterminals: - return rules - # [X] Rule [X] - if not nt or not isinstance(f_sym[-1], NonTerminal): - f_sym.append(NonTerminal(last_index + 2)) - e_sym.append(NonTerminal(last_index + 2)) - rules.append(fmt_rule(f_sym, e_sym, links)) - return rules - -def main(argv): - - extractor = OnlineGrammarExtractor() - - for line in sys.stdin: - print >> sys.stderr, line.strip() - f_words, e_words, a_str = (x.split() for x in line.split('|||')) - alignment = sorted(tuple(int(y) for y in x.split('-')) for x in a_str) - extractor.add_instance(f_words, e_words, alignment) - -if __name__ == '__main__': - main(sys.argv) |