Fast multi-keyword search engine for text strings
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What is Acora?

Acora is 'fgrep' for Python, a fast multi-keyword text search engine.

Based on a set of keywords, it generates a search automaton (DFA) and runs it over string input, either unicode or bytes.

It is based on the Aho-Corasick algorithm and an NFA-to-DFA powerset construction.

Acora comes with both a pure Python implementation and a fast binary module written in Cython. However, note that the current construction algorithm is not suitable for really large sets of keywords (i.e. more than a couple of thousand).

You can find the latest source code on github.

To report a bug or request new features, use the github bug tracker. Please try to provide a short test case that reproduces the problem without requiring too much experimentation or large amounts of data. The easier it is to reproduce the problem, the easier it is to solve it.


  • works with unicode strings and byte strings
  • about 2-3x as fast as Python's regular expression engine for most input
  • finds overlapping matches, i.e. all matches of all keywords
  • support for case insensitive search (~10x as fast as 're')
  • frees the GIL while searching
  • additional (slow but short) pure Python implementation
  • support for Python 2.5+ and 3.x
  • support for searching in files
  • permissive BSD license

How do I use it?

Import the package:

>>> from acora import AcoraBuilder

Collect some keywords:

>>> builder = AcoraBuilder('ab', 'bc', 'de')
>>> builder.add('a', 'b')

Generate the Acora search engine for the current keyword set:

>>> ac =

Search a string for all occurrences:

>>> ac.findall('abc')
[('a', 0), ('ab', 0), ('b', 1), ('bc', 1)]
>>> ac.findall('abde')
[('a', 0), ('ab', 0), ('b', 1), ('de', 2)]

Iterate over the search results as they come in:

>>> for kw, pos in ac.finditer('abde'):
...     print("%2s[%d]" % (kw, pos))

FAQs and recipes

  1. how do I run a greedy search for the longest matching keywords?

    >>> builder = AcoraBuilder('a', 'ab', 'abc')
    >>> ac =
    >>> for kw, pos in ac.finditer('abbabc'):
    ...     print(kw)
    >>> from itertools import groupby
    >>> from operator import itemgetter
    >>> def longest_match(matches):
    ...     for pos, match_set in groupby(matches, itemgetter(1)):
    ...         yield max(match_set)
    >>> for kw, pos in longest_match(ac.finditer('abbabc')):
    ...     print(kw)
  2. how do I parse line-by-line, as fgrep does, but with arbitrary line endings?

    >>> def group_by_lines(s, *keywords):
    ...     builder = AcoraBuilder('\r', '\n', *keywords)
    ...     ac =
    ...     current_line_matches = []
    ...     last_ending = None
    ...     for kw, pos in ac.finditer(s):
    ...         if kw in '\r\n':
    ...             if last_ending == '\r' and kw == '\n':
    ...                 continue # combined CRLF
    ...             yield tuple(current_line_matches)
    ...             del current_line_matches[:]
    ...             last_ending = kw
    ...         else:
    ...             last_ending = None
    ...             current_line_matches.append(kw)
    ...     yield tuple(current_line_matches)
    >>> kwds = ['ab', 'bc', 'de']
    >>> for matches in group_by_lines('a\r\r\nbc\r\ndede\n\nab', *kwds):
    ...     print(matches)
    ('de', 'de')


  • 1.7 [2011-08-24]
    • searching binary strings for byte values > 127 was broken
    • built using Cython 0.15+
  • 1.6 [2011-07-24]
    • substantially faster automaton building
    • no longer includes .hg repo in source distribution
    • built using Cython 0.15 (rc0)
  • 1.5 [2011-01-24]
    • Cython compiled NFA-2-DFA construction runs substantially faster
    • always build extension modules even if Cython is not installed
    • --no-compile switch in to prevent extension module building
    • built using Cython 0.14.1 (rc2)
  • 1.4 [2009-02-10]
    • minor speed-up in inner search engine loop
    • some code cleanup
    • built using Cython 0.12.1 (final)
  • 1.3 [2009-01-30]
    • major fix for file search
    • built using Cython 0.12.1 (beta0)
  • 1.2 [2009-01-30]
    • deep-copy support for AcoraBuilder class
    • doc/test fixes
    • include .hg repo in source distribution
    • built using Cython 0.12.1 (beta0)
  • 1.1 [2009-01-29]
    • doc updates
    • some cleanup
    • built using Cython 0.12.1 (beta0)
  • 1.0 [2009-01-29]
    • initial release