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Pokédex lookup now uses a whoosh index and spell-checker. #15
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3 changed files with 129 additions and 21 deletions
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@ -164,10 +164,14 @@ def lookup(engine_uri, name):
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# XXX don't require uri! somehow
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session = connect(engine_uri)
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results = pokedex_lookup(session, name)
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print "Matched:"
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for object, matchiness in results:
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print object.__tablename__, object.name, "(%.03f)" % matchiness
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results, exact = pokedex_lookup(session, name)
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if exact:
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print "Matched:"
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else:
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print "Fuzzy-matched:"
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for object in results:
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print object.__tablename__, object.name
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def help():
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@ -1,31 +1,135 @@
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# encoding: utf8
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import re
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from sqlalchemy.sql import func
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import whoosh
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from whoosh.qparser import QueryParser
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import whoosh.spelling
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import pokedex.db.tables as tables
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def lookup(session, name):
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# Dictionary of table name => table class.
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# Need the table name so we can get the class from the table name after we
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# retrieve something from the index
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indexed_tables = {}
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for cls in [
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tables.Pokemon,
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]:
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indexed_tables[cls.__tablename__] = cls
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index_bits = {}
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def get_index(session):
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"""Returns (index, speller).
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Creates an index if one does not exist.
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"""
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if index_bits:
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return index_bits['index'], index_bits['speller']
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store = whoosh.store.RamStorage()
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schema = whoosh.fields.Schema(
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name=whoosh.fields.ID(stored=True),
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spelling_name=whoosh.fields.ID(stored=True),
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table=whoosh.fields.STORED,
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row_id=whoosh.fields.STORED,
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language_id=whoosh.fields.STORED,
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)
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index = whoosh.index.Index(store, schema=schema, create=True)
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writer = index.writer()
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# Index every name in all our tables of interest
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for cls in indexed_tables.values():
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q = session.query(cls)
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# Only index base Pokémon formes
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if hasattr(cls, 'forme_base_pokemon_id'):
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q = q.filter_by(forme_base_pokemon_id=None)
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for row in q.yield_per(5):
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name = row.name.lower()
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spelling_name = re.sub('[^a-z]', '', name)
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writer.add_document(name=name,
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spelling_name=spelling_name,
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table=cls.__tablename__,
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row_id=row.id)
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writer.commit()
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### Construct a spell-checker index
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speller = whoosh.spelling.SpellChecker(index.storage)
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# Can't use speller.add_field because it tries to intuit a frequency, and
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# names are in an ID field, which seems to be immune to frequency.
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# Not hard to add everything ourselves, though
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reader = index.doc_reader()
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speller.add_words([ _['spelling_name'] for _ in reader ])
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reader.close()
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index_bits['index'] = index
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index_bits['speller'] = speller
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index_bits['store'] = store
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return index_bits['index'], index_bits['speller']
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def lookup(session, name, exact_only=False):
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"""Attempts to find some sort of object, given a database session and name.
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Returns a list of (object, matchiness) tuples. Matchiness is 1 for exact
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matches. It is possible to get multiple exact matches; for example,
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'Metronome' will match both the move and the item. In these cases, the
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results are returned in rough order of "importance", e.g., Pokémon come
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before moves come before types.
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Returns (objects, exact) where `objects` is a list of database objects, and
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`exact` is True iff the given name matched the returned objects exactly.
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This function does fuzzy matching iff there are no exact matches.
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This function ONLY does fuzzy matching if there are no exact matches.
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Formes are not returned; "Shaymin" will return only grass Shaymin.
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Currently recognizes:
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- Pokémon names: "Eevee"
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"""
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q = session.query(tables.Pokemon) \
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.filter(func.lower(tables.Pokemon.name) == name.lower()) \
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.filter_by(forme_base_pokemon_id=None)
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exact = True
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try:
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result = q.one()
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return [ (result, 1) ]
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except:
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return []
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# Alas! We have to make three attempts to find anything with this index.
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# First: Try an exact match for a name in the index.
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# Second: Try an exact match for a stripped-down name in the index.
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# Third: Get spelling suggestions.
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# The spelling module apparently only indexes *words* -- that is, [a-z]+.
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# So we have a separate field that contains the same name, stripped down to
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# just [a-z]+.
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# Unfortunately, exact matches aren't returned as spelling suggestions, so
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# we also have to do a regular index match against this separate field.
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# Otherwise, 'nidoran' will never match anything
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index, speller = get_index(session)
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# Look for exact name
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parser = QueryParser('name', schema=index.schema)
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results = index.find(name.lower(), parser=parser)
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if not exact_only:
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# Look for a match with a reduced a-z name
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if not results:
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parser = QueryParser('spelling_name', schema=index.schema)
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results = index.find(name.lower(), parser=parser)
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# Look for some fuzzy matches
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if not results:
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results = []
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exact = False
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for suggestion in speller.suggest(name, 3):
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results.extend( index.find(suggestion, parser=parser) )
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# Convert results to db objects
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objects = []
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seen = {}
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for result in results:
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# Skip dupe results
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seen_key = result['table'], result['row_id']
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if seen_key in seen:
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continue
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seen[seen_key] = True
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cls = indexed_tables[result['table']]
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obj = session.query(cls).get(result['row_id'])
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objects.append(obj)
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return objects, exact
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2
setup.py
2
setup.py
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@ -4,7 +4,7 @@ setup(
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version = '0.1',
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packages = find_packages(),
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package_data = { '': 'data' },
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install_requires=['SQLAlchemy>=0.5.1'],
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install_requires=['SQLAlchemy>=0.5.1', 'whoosh>=0.1.24'],
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entry_points = {
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'console_scripts': [
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