# encoding: utf8
+from collections import namedtuple
+import os, os.path
+import pkg_resources
import re
from sqlalchemy.sql import func
import whoosh
+import whoosh.filedb.filestore
+import whoosh.filedb.fileindex
+import whoosh.index
from whoosh.qparser import QueryParser
+import whoosh.scoring
import whoosh.spelling
+from pokedex.db import connect
import pokedex.db.tables as tables
+from pokedex.roomaji import romanize
+
+__all__ = ['open_index', 'lookup']
# Dictionary of table name => table class.
# Need the table name so we can get the class from the table name after we
]:
indexed_tables[cls.__tablename__] = cls
-# Dictionary of extra keys to file types of objects under, e.g. Pokémon can
-# also be looked up purely by number
-extra_keys = {
- tables.Move: [
- lambda row: u"move %d" % row.id,
- ],
- tables.Pokemon: [
- lambda row: unicode(row.id),
- ],
-}
-
-index_bits = {}
-def get_index(session):
- """Returns (index, speller).
-
- Creates an index if one does not exist.
+def open_index(directory=None, session=None, recreate=False):
+ """Opens the whoosh index stored in the named directory and returns (index,
+ speller). If the index doesn't already exist, it will be created.
+
+ `directory`
+ Directory containing the index. Defaults to a location within the
+ `pokedex` egg directory.
+
+ `session`
+ If the index needs to be created, this database session will be used.
+ Defaults to an attempt to connect to the default SQLite database
+ installed by `pokedex setup`.
+
+ `recreate`
+ If set to True, the whoosh index will be created even if it already
+ exists.
"""
- if index_bits:
- return index_bits['index'], index_bits['speller']
+ # Defaults
+ if not directory:
+ directory = pkg_resources.resource_filename('pokedex',
+ 'data/whoosh_index')
+
+ if not session:
+ session = connect()
- store = whoosh.store.RamStorage()
+ # Attempt to open or create the index
+ directory_exists = os.path.exists(directory)
+ if directory_exists and not recreate:
+ # Already exists; should be an index!
+ try:
+ index = whoosh.index.open_dir(directory, indexname='MAIN')
+ spell_store = whoosh.filedb.filestore.FileStorage(directory)
+ speller = whoosh.spelling.SpellChecker(spell_store)
+ return index, speller
+ except whoosh.index.EmptyIndexError as e:
+ # Apparently not a real index. Fall out of the if and create it
+ pass
+
+ if not directory_exists:
+ os.mkdir(directory)
+
+
+ ### Create index
schema = whoosh.fields.Schema(
name=whoosh.fields.ID(stored=True),
- table=whoosh.fields.STORED,
- row_id=whoosh.fields.STORED,
- language_id=whoosh.fields.STORED,
+ table=whoosh.fields.ID(stored=True),
+ row_id=whoosh.fields.ID(stored=True),
+ language=whoosh.fields.STORED,
+ display_name=whoosh.fields.STORED, # non-lowercased name
+ forme_name=whoosh.fields.ID,
)
- # Construct a straight lookup index
- index = whoosh.index.Index(store, schema=schema, create=True)
+ index = whoosh.index.create_in(directory, schema=schema, indexname='MAIN')
writer = index.writer()
# Index every name in all our tables of interest
+ # speller_entries becomes a list of (word, score) tuples; the score is 2
+ # for English names, 1.5 for Roomaji, and 1 for everything else. I think
+ # this biases the results in the direction most people expect, especially
+ # when e.g. German names are very similar to English names
speller_entries = []
for cls in indexed_tables.values():
q = session.query(cls)
- # Only index base Pokémon formes
- if hasattr(cls, 'forme_base_pokemon_id'):
- q = q.filter_by(forme_base_pokemon_id=None)
-
for row in q.yield_per(5):
- row_key = dict(table=cls.__tablename__, row_id=row.id)
+ # XXX need to give forme_name a dummy value because I can't search
+ # for explicitly empty fields. boo.
+ row_key = dict(table=unicode(cls.__tablename__),
+ row_id=unicode(row.id),
+ forme_name=u'XXX')
- # Spelling index only indexes strings of letters, alas, so we
- # reduce every name to this to make the index work. However, exact
- # matches are not returned, so e.g. 'nidoran' would neither match
- # exactly nor fuzzy-match. Solution: add the spelling-munged name
- # as a regular index row too.
- name = row.name.lower()
- writer.add_document(name=name, **row_key)
+ # If this is a form, mark it as such
+ if getattr(row, 'forme_base_pokemon_id', None):
+ row_key['forme_name'] = row.forme_name
- speller_entries.append(name)
+ name = row.name
+ writer.add_document(name=name.lower(),
+ display_name=name,
+ **row_key)
+ speller_entries.append((name.lower(), 1))
+
+ # Pokemon also get other languages
+ for foreign_name in getattr(row, 'foreign_names', []):
+ moonspeak = foreign_name.name
+ if name == moonspeak:
+ # Don't add the English name again as a different language;
+ # no point and it makes spell results confusing
+ continue
+
+ writer.add_document(name=moonspeak.lower(),
+ language=foreign_name.language.name,
+ display_name=moonspeak,
+ **row_key)
+ speller_entries.append((moonspeak.lower(), 3))
+
+ # Add Roomaji too
+ if foreign_name.language.name == 'Japanese':
+ roomaji = romanize(foreign_name.name)
+ writer.add_document(name=roomaji.lower(),
+ language='Roomaji',
+ display_name=roomaji,
+ **row_key)
+ speller_entries.append((roomaji.lower(), 8))
- for extra_key_func in extra_keys.get(cls, []):
- extra_key = extra_key_func(row)
- writer.add_document(name=extra_key, **row_key)
writer.commit()
# at once, as every call to add_* does a commit(), and those seem to be
# expensive
speller = whoosh.spelling.SpellChecker(index.storage)
- # WARNING: HERE BE DRAGONS
- # whoosh.spelling refuses to index things that don't look like words.
- # Unfortunately, this doesn't work so well for Pokémon (Mr. Mime,
- # Porygon-Z, etc.), and attempts to work around it lead to further
- # complications.
- # The below is copied from SpellChecker.add_scored_words without the check
- # for isalpha(). XXX get whoosh patched to make this unnecessary!
- writer = whoosh.writing.IndexWriter(speller.index())
- for word in speller_entries:
- fields = {"word": word, "score": 1}
- for size in xrange(speller.mingram, speller.maxgram + 1):
- nga = whoosh.analysis.NgramAnalyzer(size)
- gramlist = [t.text for t in nga(word)]
- if len(gramlist) > 0:
- fields["start%s" % size] = gramlist[0]
- fields["end%s" % size] = gramlist[-1]
- fields["gram%s" % size] = " ".join(gramlist)
- writer.add_document(**fields)
- writer.commit()
- # end copy-pasta
+ speller.add_scored_words(speller_entries)
+
+ return index, speller
+
+
+class LanguageWeighting(whoosh.scoring.Weighting):
+ """A scoring class that forces otherwise-equal English results to come
+ before foreign results.
+ """
- index_bits['index'] = index
- index_bits['speller'] = speller
- index_bits['store'] = store
- return index_bits['index'], index_bits['speller']
+ def score(self, searcher, fieldnum, text, docnum, weight, QTF=1):
+ doc = searcher.stored_fields(docnum)
+ if doc['language'] == None:
+ # English (well, "default"); leave it at 1
+ return weight
+ elif doc['language'] == u'Roomaji':
+ # Give Roomaji a bit of a boost, as it's most likely to be searched
+ return weight * 0.95
+ else:
+ # Everything else can drop down the totem pole
+ return weight * 0.9
-def lookup(session, name, exact_only=False):
+rx_is_number = re.compile('^\d+$')
+
+LookupResult = namedtuple('LookupResult',
+ ['object', 'name', 'language', 'exact'])
+def lookup(input, valid_types=[], session=None, indices=None, exact_only=False):
"""Attempts to find some sort of object, given a database session and name.
- Returns (objects, exact) where `objects` is a list of database objects, and
- `exact` is True iff the given name matched the returned objects exactly.
+ Returns a list of named (object, name, language, exact) tuples. `object`
+ is a database object, `name` is the name under which the object was found,
+ `language` is the name of the language in which the name was found, and
+ `exact` is True iff this was an exact match.
- This function ONLY does fuzzy matching if there are no exact matches.
+ This function currently ONLY does fuzzy matching if there are no exact
+ matches.
Formes are not returned; "Shaymin" will return only grass Shaymin.
- Currently recognizes:
- - Pokémon names: "Eevee"
+ Recognizes:
+ - Names: "Eevee", "Surf", "Run Away", "Payapa Berry", etc.
+ - Foreign names: "Iibui", "Eivui"
+ - Fuzzy names in whatever language: "Evee", "Ibui"
+ - IDs: "133", "192", "250"
+ Also:
+ - Type restrictions. "type:psychic" will only return the type. This is
+ how to make ID lookup useful. Multiple type specs can be entered with
+ commas, as "move,item:1". If `valid_types` are provided, any type prefix
+ will be ignored.
+ - Alternate formes can be specified merely like "wash rotom".
+
+ `input`
+ Name of the thing to look for.
+
+ `valid_types`
+ A list of table objects or names, e.g., `['pokemon', 'moves']`. If
+ this is provided, only results in one of the given tables will be
+ returned.
+
+ `session`
+ A database session to use for retrieving objects. As with get_index,
+ if this is not provided, a connection to the default database will be
+ attempted.
+
+ `indices`
+ Tuple of index, speller as returned from `open_index()`. Defaults to
+ a call to `open_index()`.
+
+ `exact_only`
+ If True, only exact matches are returned. If set to False (the
+ default), and the provided `name` doesn't match anything exactly,
+ spelling correction will be attempted.
"""
+ if not session:
+ session = connect()
+
+ if indices:
+ index, speller = indices
+ else:
+ index, speller = open_index()
+
+ name = unicode(input).lower()
exact = True
+ form = None
- index, speller = get_index(session)
+ # Remove any type prefix (pokemon:133) before constructing a query
+ if ':' in name:
+ prefix_chunk, name = name.split(':', 2)
+ prefixes = prefix_chunk.split(',')
+ if not valid_types:
+ # Only use types from the query string if none were explicitly
+ # provided
+ valid_types = prefixes
- # Look for exact name. A Term object does an exact match, so we don't have
- # to worry about a query parser tripping on weird characters in the input
+ # If the input provided is a number, match it as an id. Otherwise, name.
+ # Term objects do an exact match, so we don't have to worry about a query
+ # parser tripping on weird characters in the input
+ if rx_is_number.match(name):
+ # Don't spell-check numbers!
+ exact_only = True
+ query = whoosh.query.Term(u'row_id', name)
+ else:
+ # Not an integer
+ query = whoosh.query.Term(u'name', name) \
+ & whoosh.query.Term(u'forme_name', u'XXX')
+
+ # If there's a space in the input, this might be a form
+ if ' ' in name:
+ form, formless_name = name.split(' ', 2)
+ form_query = whoosh.query.Term(u'name', formless_name) \
+ & whoosh.query.Term(u'forme_name', form)
+ query = query | form_query
+
+ ### Filter by type of object
+ type_terms = []
+ for valid_type in valid_types:
+ if hasattr(valid_type, '__tablename__'):
+ table_name = getattr(valid_type, '__tablename__')
+ elif valid_type in indexed_tables:
+ table_name = valid_type
+ elif valid_type + 's' in indexed_tables:
+ table_name = valid_type + 's'
+ else:
+ # Bogus. Be nice and ignore it
+ continue
+
+ type_terms.append(whoosh.query.Term(u'table', table_name))
+
+ if type_terms:
+ query = query & whoosh.query.Or(type_terms)
+
+
+ ### Actual searching
searcher = index.searcher()
- query = whoosh.query.Term('name', name)
+ searcher.weighting = LanguageWeighting() # XXX kosher? docs say search()
+ # takes a weighting kw but it
+ # certainly does not
results = searcher.search(query)
- if not exact_only:
- # Look for some fuzzy matches
- if not results:
- exact = False
- results = []
+ # Look for some fuzzy matches if necessary
+ if not exact_only and not results:
+ exact = False
+ results = []
- for suggestion in speller.suggest(name, 3):
- query = whoosh.query.Term('name', suggestion)
- results.extend(searcher.search(query))
+ for suggestion in speller.suggest(name, 25):
+ query = whoosh.query.Term('name', suggestion)
+ results.extend(searcher.search(query))
- # Convert results to db objects
+ ### Convert results to db objects
objects = []
seen = {}
for result in results:
cls = indexed_tables[result['table']]
obj = session.query(cls).get(result['row_id'])
- objects.append(obj)
- return objects, exact
+ objects.append(LookupResult(object=obj,
+ name=result['display_name'],
+ language=result['language'],
+ exact=exact))
+
+ # Only return up to 10 matches; beyond that, something is wrong.
+ # We strip out duplicate entries above, so it's remotely possible that we
+ # should have more than 10 here and lost a few. The speller returns 25 to
+ # give us some padding, and should avoid that problem. Not a big deal if
+ # we lose the 25th-most-likely match anyway.
+ return objects[:10]