spaCy/spacy/lookups.py

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# coding: utf8
from __future__ import unicode_literals
import srsly
from collections import OrderedDict
from .errors import Errors
from .util import SimpleFrozenDict, ensure_path
Bloom-filter backed Lookup Tables (#4268) * Improve load_language_data helper * WIP: Add Lookups implementation * Start moving lemma data over to JSON * WIP: move data over for more languages * Convert more languages * Fix lemmatizer fixtures in tests * Finish conversion * Auto-format JSON files * Fix test for now * Make sure tables are stored on instance * Update docstrings * Update docstrings and errors * Update test * Add Lookups.__len__ * Add serialization methods * Add Lookups.remove_table * Use msgpack for serialization to disk * Fix file exists check * Try using OrderedDict for everything * Update .flake8 [ci skip] * Try fixing serialization * Update test_lookups.py * Update test_serialize_vocab_strings.py * Lookups / Tables now work This implements the stubs in the Lookups/Table classes. Currently this is in Cython but with no type declarations, so that could be improved. * Add lookups to setup.py * Actually add lookups pyx The previous commit added the old py file... * Lookups work-in-progress * Move from pyx back to py * Add string based lookups, fix serialization * Update tests, language/lemmatizer to work with string lookups There are some outstanding issues here: - a pickling-related test fails due to the bloom filter - some custom lemmatizers (fr/nl at least) have issues More generally, there's a question of how to deal with the case where you have a string but want to use the lookup table. Currently the table allows access by string or id, but that's getting pretty awkward. * Change lemmatizer lookup method to pass (orth, string) * Fix token lookup * Fix French lookup * Fix lt lemmatizer test * Fix Dutch lemmatizer * Fix lemmatizer lookup test This was using a normal dict instead of a Table, so checks for the string instead of an integer key failed. * Make uk/nl/ru lemmatizer lookup methods consistent The mentioned tokenizers all have their own implementation of the `lookup` method, which accesses a `Lookups` table. The way that was called in `token.pyx` was changed so this should be updated to have the same arguments as `lookup` in `lemmatizer.py` (specificially (orth/id, string)). Prior to this change tests weren't failing, but there would probably be issues with normal use of a model. More tests should proably be added. Additionally, the language-specific `lookup` implementations seem like they might not be needed, since they handle things like lower-casing that aren't actually language specific. * Make recently added Greek method compatible * Remove redundant class/method Leftovers from a merge not cleaned up adequately.
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UNSET = object()
class Lookups(object):
"""Container for large lookup tables and dictionaries, e.g. lemmatization
data or tokenizer exception lists. Lookups are available via vocab.lookups,
so they can be accessed before the pipeline components are applied (e.g.
in the tokenizer and lemmatizer), as well as within the pipeline components
via doc.vocab.lookups.
Important note: At the moment, this class only performs a very basic
dictionary lookup. We're planning to replace this with a more efficient
implementation. See #3971 for details.
"""
def __init__(self):
"""Initialize the Lookups object.
RETURNS (Lookups): The newly created object.
"""
self._tables = OrderedDict()
def __contains__(self, name):
"""Check if the lookups contain a table of a given name. Delegates to
Lookups.has_table.
name (unicode): Name of the table.
RETURNS (bool): Whether a table of that name exists.
"""
return self.has_table(name)
def __len__(self):
"""RETURNS (int): The number of tables in the lookups."""
return len(self._tables)
@property
def tables(self):
"""RETURNS (list): Names of all tables in the lookups."""
return list(self._tables.keys())
def add_table(self, name, data=SimpleFrozenDict()):
"""Add a new table to the lookups. Raises an error if the table exists.
name (unicode): Unique name of table.
data (dict): Optional data to add to the table.
RETURNS (Table): The newly added table.
"""
if name in self.tables:
raise ValueError(Errors.E158.format(name=name))
table = Table(name=name)
table.update(data)
self._tables[name] = table
return table
def get_table(self, name, default=UNSET):
"""Get a table. Raises an error if the table doesn't exist and no
default value is provided.
name (unicode): Name of the table.
default: Optional default value to return if table doesn't exist.
RETURNS (Table): The table.
"""
if name not in self._tables:
if default == UNSET:
raise KeyError(Errors.E159.format(name=name, tables=self.tables))
return default
return self._tables[name]
def remove_table(self, name):
"""Remove a table. Raises an error if the table doesn't exist.
name (unicode): The name to remove.
RETURNS (Table): The removed table.
"""
if name not in self._tables:
raise KeyError(Errors.E159.format(name=name, tables=self.tables))
return self._tables.pop(name)
def has_table(self, name):
"""Check if the lookups contain a table of a given name.
name (unicode): Name of the table.
RETURNS (bool): Whether a table of that name exists.
"""
return name in self._tables
def to_bytes(self, exclude=tuple(), **kwargs):
"""Serialize the lookups to a bytestring.
exclude (list): String names of serialization fields to exclude.
RETURNS (bytes): The serialized Lookups.
"""
return srsly.msgpack_dumps(self._tables)
def from_bytes(self, bytes_data, exclude=tuple(), **kwargs):
"""Load the lookups from a bytestring.
exclude (list): String names of serialization fields to exclude.
RETURNS (bytes): The loaded Lookups.
"""
self._tables = OrderedDict()
Bloom-filter backed Lookup Tables (#4268) * Improve load_language_data helper * WIP: Add Lookups implementation * Start moving lemma data over to JSON * WIP: move data over for more languages * Convert more languages * Fix lemmatizer fixtures in tests * Finish conversion * Auto-format JSON files * Fix test for now * Make sure tables are stored on instance * Update docstrings * Update docstrings and errors * Update test * Add Lookups.__len__ * Add serialization methods * Add Lookups.remove_table * Use msgpack for serialization to disk * Fix file exists check * Try using OrderedDict for everything * Update .flake8 [ci skip] * Try fixing serialization * Update test_lookups.py * Update test_serialize_vocab_strings.py * Lookups / Tables now work This implements the stubs in the Lookups/Table classes. Currently this is in Cython but with no type declarations, so that could be improved. * Add lookups to setup.py * Actually add lookups pyx The previous commit added the old py file... * Lookups work-in-progress * Move from pyx back to py * Add string based lookups, fix serialization * Update tests, language/lemmatizer to work with string lookups There are some outstanding issues here: - a pickling-related test fails due to the bloom filter - some custom lemmatizers (fr/nl at least) have issues More generally, there's a question of how to deal with the case where you have a string but want to use the lookup table. Currently the table allows access by string or id, but that's getting pretty awkward. * Change lemmatizer lookup method to pass (orth, string) * Fix token lookup * Fix French lookup * Fix lt lemmatizer test * Fix Dutch lemmatizer * Fix lemmatizer lookup test This was using a normal dict instead of a Table, so checks for the string instead of an integer key failed. * Make uk/nl/ru lemmatizer lookup methods consistent The mentioned tokenizers all have their own implementation of the `lookup` method, which accesses a `Lookups` table. The way that was called in `token.pyx` was changed so this should be updated to have the same arguments as `lookup` in `lemmatizer.py` (specificially (orth/id, string)). Prior to this change tests weren't failing, but there would probably be issues with normal use of a model. More tests should proably be added. Additionally, the language-specific `lookup` implementations seem like they might not be needed, since they handle things like lower-casing that aren't actually language specific. * Make recently added Greek method compatible * Remove redundant class/method Leftovers from a merge not cleaned up adequately.
2019-09-12 18:26:11 +03:00
for key, value in srsly.msgpack_loads(bytes_data).items():
self._tables[key] = Table(key)
self._tables[key].update(value)
return self
def to_disk(self, path, **kwargs):
"""Save the lookups to a directory as lookups.bin.
path (unicode / Path): The file path.
"""
if len(self._tables):
path = ensure_path(path)
filepath = path / "lookups.bin"
with filepath.open("wb") as file_:
file_.write(self.to_bytes())
def from_disk(self, path, **kwargs):
"""Load lookups from a directory containing a lookups.bin.
path (unicode / Path): The file path.
RETURNS (Lookups): The loaded lookups.
"""
path = ensure_path(path)
filepath = path / "lookups.bin"
if filepath.exists():
with filepath.open("rb") as file_:
data = file_.read()
return self.from_bytes(data)
return self
class Table(OrderedDict):
Bloom-filter backed Lookup Tables (#4268) * Improve load_language_data helper * WIP: Add Lookups implementation * Start moving lemma data over to JSON * WIP: move data over for more languages * Convert more languages * Fix lemmatizer fixtures in tests * Finish conversion * Auto-format JSON files * Fix test for now * Make sure tables are stored on instance * Update docstrings * Update docstrings and errors * Update test * Add Lookups.__len__ * Add serialization methods * Add Lookups.remove_table * Use msgpack for serialization to disk * Fix file exists check * Try using OrderedDict for everything * Update .flake8 [ci skip] * Try fixing serialization * Update test_lookups.py * Update test_serialize_vocab_strings.py * Lookups / Tables now work This implements the stubs in the Lookups/Table classes. Currently this is in Cython but with no type declarations, so that could be improved. * Add lookups to setup.py * Actually add lookups pyx The previous commit added the old py file... * Lookups work-in-progress * Move from pyx back to py * Add string based lookups, fix serialization * Update tests, language/lemmatizer to work with string lookups There are some outstanding issues here: - a pickling-related test fails due to the bloom filter - some custom lemmatizers (fr/nl at least) have issues More generally, there's a question of how to deal with the case where you have a string but want to use the lookup table. Currently the table allows access by string or id, but that's getting pretty awkward. * Change lemmatizer lookup method to pass (orth, string) * Fix token lookup * Fix French lookup * Fix lt lemmatizer test * Fix Dutch lemmatizer * Fix lemmatizer lookup test This was using a normal dict instead of a Table, so checks for the string instead of an integer key failed. * Make uk/nl/ru lemmatizer lookup methods consistent The mentioned tokenizers all have their own implementation of the `lookup` method, which accesses a `Lookups` table. The way that was called in `token.pyx` was changed so this should be updated to have the same arguments as `lookup` in `lemmatizer.py` (specificially (orth/id, string)). Prior to this change tests weren't failing, but there would probably be issues with normal use of a model. More tests should proably be added. Additionally, the language-specific `lookup` implementations seem like they might not be needed, since they handle things like lower-casing that aren't actually language specific. * Make recently added Greek method compatible * Remove redundant class/method Leftovers from a merge not cleaned up adequately.
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"""A table in the lookups. Subclass of builtin dict that implements a
slightly more consistent and unified API.
"""
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@classmethod
def from_dict(cls, data, name=None):
self = cls(name=name)
self.update(data)
return self
def __init__(self, name=None):
"""Initialize a new table.
name (unicode): Optional table name for reference.
RETURNS (Table): The newly created object.
"""
OrderedDict.__init__(self)
self.name = name
Bloom-filter backed Lookup Tables (#4268) * Improve load_language_data helper * WIP: Add Lookups implementation * Start moving lemma data over to JSON * WIP: move data over for more languages * Convert more languages * Fix lemmatizer fixtures in tests * Finish conversion * Auto-format JSON files * Fix test for now * Make sure tables are stored on instance * Update docstrings * Update docstrings and errors * Update test * Add Lookups.__len__ * Add serialization methods * Add Lookups.remove_table * Use msgpack for serialization to disk * Fix file exists check * Try using OrderedDict for everything * Update .flake8 [ci skip] * Try fixing serialization * Update test_lookups.py * Update test_serialize_vocab_strings.py * Lookups / Tables now work This implements the stubs in the Lookups/Table classes. Currently this is in Cython but with no type declarations, so that could be improved. * Add lookups to setup.py * Actually add lookups pyx The previous commit added the old py file... * Lookups work-in-progress * Move from pyx back to py * Add string based lookups, fix serialization * Update tests, language/lemmatizer to work with string lookups There are some outstanding issues here: - a pickling-related test fails due to the bloom filter - some custom lemmatizers (fr/nl at least) have issues More generally, there's a question of how to deal with the case where you have a string but want to use the lookup table. Currently the table allows access by string or id, but that's getting pretty awkward. * Change lemmatizer lookup method to pass (orth, string) * Fix token lookup * Fix French lookup * Fix lt lemmatizer test * Fix Dutch lemmatizer * Fix lemmatizer lookup test This was using a normal dict instead of a Table, so checks for the string instead of an integer key failed. * Make uk/nl/ru lemmatizer lookup methods consistent The mentioned tokenizers all have their own implementation of the `lookup` method, which accesses a `Lookups` table. The way that was called in `token.pyx` was changed so this should be updated to have the same arguments as `lookup` in `lemmatizer.py` (specificially (orth/id, string)). Prior to this change tests weren't failing, but there would probably be issues with normal use of a model. More tests should proably be added. Additionally, the language-specific `lookup` implementations seem like they might not be needed, since they handle things like lower-casing that aren't actually language specific. * Make recently added Greek method compatible * Remove redundant class/method Leftovers from a merge not cleaned up adequately.
2019-09-12 18:26:11 +03:00
def set(self, key, value):
"""Set new key/value pair. Same as table[key] = value."""
self[key] = value