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identifier
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_get_encoding_from_headers
(headers: ResponseHeaders)
Determine if we have any encoding information in our headers.
Determine if we have any encoding information in our headers.
def _get_encoding_from_headers(headers: ResponseHeaders) -> Optional[str]: """Determine if we have any encoding information in our headers. """ if headers and "Content-Type" in headers: content_type, params = cgi.parse_header(headers["Content-Type"]) if "charset" in params: retur...
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[ 146, 0 ]
[ 153, 15 ]
python
en
['en', 'en', 'en']
True
_determine_base_url
(document: HTMLElement, page_url: str)
Determine the HTML document's base URL. This looks for a ``<base>`` tag in the HTML document. If present, its href attribute denotes the base URL of anchor tags in the document. If there is no such tag (or if it does not have a valid href attribute), the HTML file's URL is used as the base URL. :p...
Determine the HTML document's base URL.
def _determine_base_url(document: HTMLElement, page_url: str) -> str: """Determine the HTML document's base URL. This looks for a ``<base>`` tag in the HTML document. If present, its href attribute denotes the base URL of anchor tags in the document. If there is no such tag (or if it does not have a va...
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[ 156, 0 ]
[ 172, 19 ]
python
en
['en', 'no', 'en']
True
_clean_url_path_part
(part: str)
Clean a "part" of a URL path (i.e. after splitting on "@" characters).
Clean a "part" of a URL path (i.e. after splitting on "
def _clean_url_path_part(part: str) -> str: """ Clean a "part" of a URL path (i.e. after splitting on "@" characters). """ # We unquote prior to quoting to make sure nothing is double quoted. return urllib.parse.quote(urllib.parse.unquote(part))
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[ 175, 0 ]
[ 180, 57 ]
python
en
['en', 'error', 'th']
False
_clean_file_url_path
(part: str)
Clean the first part of a URL path that corresponds to a local filesystem path (i.e. the first part after splitting on "@" characters).
Clean the first part of a URL path that corresponds to a local filesystem path (i.e. the first part after splitting on "
def _clean_file_url_path(part: str) -> str: """ Clean the first part of a URL path that corresponds to a local filesystem path (i.e. the first part after splitting on "@" characters). """ # We unquote prior to quoting to make sure nothing is double quoted. # Also, on Windows the path part might ...
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[ 183, 0 ]
[ 193, 73 ]
python
en
['en', 'error', 'th']
False
_clean_url_path
(path: str, is_local_path: bool)
Clean the path portion of a URL.
Clean the path portion of a URL.
def _clean_url_path(path: str, is_local_path: bool) -> str: """ Clean the path portion of a URL. """ if is_local_path: clean_func = _clean_file_url_path else: clean_func = _clean_url_path_part # Split on the reserved characters prior to cleaning so that # revision strings in...
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[ 200, 0 ]
[ 219, 33 ]
python
en
['en', 'error', 'th']
False
_clean_link
(url: str)
Make sure a link is fully quoted. For example, if ' ' occurs in the URL, it will be replaced with "%20", and without double-quoting other characters.
Make sure a link is fully quoted. For example, if ' ' occurs in the URL, it will be replaced with "%20", and without double-quoting other characters.
def _clean_link(url: str) -> str: """ Make sure a link is fully quoted. For example, if ' ' occurs in the URL, it will be replaced with "%20", and without double-quoting other characters. """ # Split the URL into parts according to the general structure # `scheme://netloc/path;parameters?que...
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[ 222, 0 ]
[ 234, 62 ]
python
en
['en', 'error', 'th']
False
_create_link_from_element
( anchor: HTMLElement, page_url: str, base_url: str, )
Convert an anchor element in a simple repository page to a Link.
Convert an anchor element in a simple repository page to a Link.
def _create_link_from_element( anchor: HTMLElement, page_url: str, base_url: str, ) -> Optional[Link]: """ Convert an anchor element in a simple repository page to a Link. """ href = anchor.get("href") if not href: return None url = _clean_link(urllib.parse.urljoin(base_url,...
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[ 237, 0 ]
[ 264, 15 ]
python
en
['en', 'error', 'th']
False
with_cached_html_pages
( fn: Callable[["HTMLPage"], Iterable[Link]], )
Given a function that parses an Iterable[Link] from an HTMLPage, cache the function's result (keyed by CacheablePageContent), unless the HTMLPage `page` has `page.cache_link_parsing == False`.
Given a function that parses an Iterable[Link] from an HTMLPage, cache the function's result (keyed by CacheablePageContent), unless the HTMLPage `page` has `page.cache_link_parsing == False`.
def with_cached_html_pages( fn: Callable[["HTMLPage"], Iterable[Link]], ) -> Callable[["HTMLPage"], List[Link]]: """ Given a function that parses an Iterable[Link] from an HTMLPage, cache the function's result (keyed by CacheablePageContent), unless the HTMLPage `page` has `page.cache_link_parsing =...
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[ 280, 0 ]
[ 299, 26 ]
python
en
['en', 'error', 'th']
False
parse_links
(page: "HTMLPage")
Parse an HTML document, and yield its anchor elements as Link objects.
Parse an HTML document, and yield its anchor elements as Link objects.
def parse_links(page: "HTMLPage") -> Iterable[Link]: """ Parse an HTML document, and yield its anchor elements as Link objects. """ document = html5lib.parse( page.content, transport_encoding=page.encoding, namespaceHTMLElements=False, ) url = page.url base_url = _de...
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[ 303, 0 ]
[ 323, 18 ]
python
en
['en', 'error', 'th']
False
HTMLPage.__init__
( self, content: bytes, encoding: Optional[str], url: str, cache_link_parsing: bool = True, )
:param encoding: the encoding to decode the given content. :param url: the URL from which the HTML was downloaded. :param cache_link_parsing: whether links parsed from this page's url should be cached. PyPI index urls should ...
:param encoding: the encoding to decode the given content. :param url: the URL from which the HTML was downloaded. :param cache_link_parsing: whether links parsed from this page's url should be cached. PyPI index urls should ...
def __init__( self, content: bytes, encoding: Optional[str], url: str, cache_link_parsing: bool = True, ) -> None: """ :param encoding: the encoding to decode the given content. :param url: the URL from which the HTML was downloaded. :param cac...
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[ 329, 4 ]
[ 346, 52 ]
python
en
['en', 'error', 'th']
False
LinkCollector.create
( cls, session: PipSession, options: Values, suppress_no_index: bool = False )
:param session: The Session to use to make requests. :param suppress_no_index: Whether to ignore the --no-index option when constructing the SearchScope object.
:param session: The Session to use to make requests. :param suppress_no_index: Whether to ignore the --no-index option when constructing the SearchScope object.
def create( cls, session: PipSession, options: Values, suppress_no_index: bool = False ) -> "LinkCollector": """ :param session: The Session to use to make requests. :param suppress_no_index: Whether to ignore the --no-index option when constructing the Se...
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[ 452, 4 ]
[ 479, 29 ]
python
en
['en', 'error', 'th']
False
LinkCollector.fetch_page
(self, location: Link)
Fetch an HTML page containing package links.
Fetch an HTML page containing package links.
def fetch_page(self, location: Link) -> Optional[HTMLPage]: """ Fetch an HTML page containing package links. """ return _get_html_page(location, session=self.session)
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[ 485, 4 ]
[ 489, 61 ]
python
en
['en', 'error', 'th']
False
WKBReader.read
(self, wkb)
Return a GEOSGeometry for the given WKB buffer.
Return a GEOSGeometry for the given WKB buffer.
def read(self, wkb): "Return a GEOSGeometry for the given WKB buffer." return GEOSGeometry(super().read(wkb))
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[ 15, 4 ]
[ 17, 46 ]
python
en
['en', 'en', 'en']
True
WKTReader.read
(self, wkt)
Return a GEOSGeometry for the given WKT string.
Return a GEOSGeometry for the given WKT string.
def read(self, wkt): "Return a GEOSGeometry for the given WKT string." return GEOSGeometry(super().read(wkt))
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[ 21, 4 ]
[ 23, 46 ]
python
en
['en', 'en', 'en']
True
_wrapper
(args: Optional[List[str]] = None)
Central wrapper for all old entrypoints. Historically pip has had several entrypoints defined. Because of issues arising from PATH, sys.path, multiple Pythons, their interactions, and most of them having a pip installed, users suffer every time an entrypoint gets moved. To alleviate this pain, and...
Central wrapper for all old entrypoints.
def _wrapper(args: Optional[List[str]] = None) -> int: """Central wrapper for all old entrypoints. Historically pip has had several entrypoints defined. Because of issues arising from PATH, sys.path, multiple Pythons, their interactions, and most of them having a pip installed, users suffer every time ...
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[ 6, 0 ]
[ 26, 21 ]
python
en
['en', 'en', 'en']
True
_validate_clientsecrets
(clientsecrets_dict)
Validate parsed client secrets from a file. Args: clientsecrets_dict: dict, a dictionary holding the client secrets. Returns: tuple, a string of the client type and the information parsed from the file.
Validate parsed client secrets from a file.
def _validate_clientsecrets(clientsecrets_dict): """Validate parsed client secrets from a file. Args: clientsecrets_dict: dict, a dictionary holding the client secrets. Returns: tuple, a string of the client type and the information parsed from the file. """ _INVALID_FILE_F...
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[ 67, 0 ]
[ 105, 35 ]
python
en
['en', 'en', 'en']
True
loadfile
(filename, cache=None)
Loading of client_secrets JSON file, optionally backed by a cache. Typical cache storage would be App Engine memcache service, but you can pass in any other cache client that implements these methods: * ``get(key, namespace=ns)`` * ``set(key, value, namespace=ns)`` Usage:: # without ...
Loading of client_secrets JSON file, optionally backed by a cache.
def loadfile(filename, cache=None): """Loading of client_secrets JSON file, optionally backed by a cache. Typical cache storage would be App Engine memcache service, but you can pass in any other cache client that implements these methods: * ``get(key, namespace=ns)`` * ``set(key, value, names...
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[ 172, 35 ]
python
en
['en', 'en', 'en']
True
_check_lazy_references
(apps, ignore=None)
Ensure all lazy (i.e. string) model references have been resolved. Lazy references are used in various places throughout Django, primarily in related fields and model signals. Identify those common cases and provide more helpful error messages for them. The ignore parameter is used by StateApps t...
Ensure all lazy (i.e. string) model references have been resolved.
def _check_lazy_references(apps, ignore=None): """ Ensure all lazy (i.e. string) model references have been resolved. Lazy references are used in various places throughout Django, primarily in related fields and model signals. Identify those common cases and provide more helpful error messages for ...
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[ 88, 0 ]
[ 204, 36 ]
python
en
['en', 'error', 'th']
False
install_scripts.write_script
(self, script_name, contents, mode="t", *ignored)
Write an executable file to the scripts directory
Write an executable file to the scripts directory
def write_script(self, script_name, contents, mode="t", *ignored): """Write an executable file to the scripts directory""" from setuptools.command.easy_install import chmod, current_umask log.info("Installing %s script to %s", script_name, self.install_dir) target = os.path.join(self.in...
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[ 50, 4 ]
[ 64, 39 ]
python
en
['en', 'en', 'en']
True
StandardizedFeature.fit
(self, blocks, y=None)
Args: blocks (List[Block]): as output by :class:`Blockifier.blockify` y (None): This isn't used, it's only here for API consistency. Returns: :class:`StandardizedFeature`: an instance of this class with the ``self.scaler`` attribute fit to the ``bloc...
Args: blocks (List[Block]): as output by :class:`Blockifier.blockify` y (None): This isn't used, it's only here for API consistency.
def fit(self, blocks, y=None): """ Args: blocks (List[Block]): as output by :class:`Blockifier.blockify` y (None): This isn't used, it's only here for API consistency. Returns: :class:`StandardizedFeature`: an instance of this class with the `...
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[ 23, 4 ]
[ 44, 19 ]
python
en
['en', 'error', 'th']
False
StandardizedFeature.transform
(self, blocks, y=None)
Transform an ordered sequence of blocks into a 2D features matrix with shape (num blocks, num features) and standardized feature values. Args: blocks (List[Block]): as output by :class:`Blockifier.blockify` y (None): This isn't used, it's only here for API consistency. ...
Transform an ordered sequence of blocks into a 2D features matrix with shape (num blocks, num features) and standardized feature values.
def transform(self, blocks, y=None): """ Transform an ordered sequence of blocks into a 2D features matrix with shape (num blocks, num features) and standardized feature values. Args: blocks (List[Block]): as output by :class:`Blockifier.blockify` y (None): This ...
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[ 46, 4 ]
[ 60, 68 ]
python
en
['en', 'error', 'th']
False
DateField._check_fix_default_value
(self)
Warn that using an actual date or datetime value is probably wrong; it's only evaluated on server startup.
Warn that using an actual date or datetime value is probably wrong; it's only evaluated on server startup.
def _check_fix_default_value(self): """ Warn that using an actual date or datetime value is probably wrong; it's only evaluated on server startup. """ if not self.has_default(): return [] now = timezone.now() if not timezone.is_naive(now): ...
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[ 1159, 4 ]
[ 1197, 17 ]
python
en
['en', 'error', 'th']
False
DateTimeField._check_fix_default_value
(self)
Warn that using an actual date or datetime value is probably wrong; it's only evaluated on server startup.
Warn that using an actual date or datetime value is probably wrong; it's only evaluated on server startup.
def _check_fix_default_value(self): """ Warn that using an actual date or datetime value is probably wrong; it's only evaluated on server startup. """ if not self.has_default(): return [] now = timezone.now() if not timezone.is_naive(now): ...
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[ 1299, 4 ]
[ 1340, 17 ]
python
en
['en', 'error', 'th']
False
PositiveIntegerRelDbTypeMixin.rel_db_type
(self, connection)
Return the data type that a related field pointing to this field should use. In most cases, a foreign key pointing to a positive integer primary key will have an integer column data type but some databases (e.g. MySQL) have an unsigned integer type. In that case (related_fields_...
Return the data type that a related field pointing to this field should use. In most cases, a foreign key pointing to a positive integer primary key will have an integer column data type but some databases (e.g. MySQL) have an unsigned integer type. In that case (related_fields_...
def rel_db_type(self, connection): """ Return the data type that a related field pointing to this field should use. In most cases, a foreign key pointing to a positive integer primary key will have an integer column data type but some databases (e.g. MySQL) have an unsigned integ...
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[ 2026, 4 ]
[ 2038, 76 ]
python
en
['en', 'error', 'th']
False
TimeField._check_fix_default_value
(self)
Warn that using an actual date or datetime value is probably wrong; it's only evaluated on server startup.
Warn that using an actual date or datetime value is probably wrong; it's only evaluated on server startup.
def _check_fix_default_value(self): """ Warn that using an actual date or datetime value is probably wrong; it's only evaluated on server startup. """ if not self.has_default(): return [] now = timezone.now() if not timezone.is_naive(now): ...
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[ 2195, 4 ]
[ 2236, 17 ]
python
en
['en', 'error', 'th']
False
BinaryField.value_to_string
(self, obj)
Binary data is serialized as base64
Binary data is serialized as base64
def value_to_string(self, obj): """Binary data is serialized as base64""" return b64encode(self.value_from_object(obj)).decode('ascii')
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[ 2385, 4 ]
[ 2387, 69 ]
python
en
['en', 'en', 'en']
True
get_srid_info
(srid, connection)
Return the units, unit name, and spheroid WKT associated with the given SRID from the `spatial_ref_sys` (or equivalent) spatial database table for the given database connection. These results are cached.
Return the units, unit name, and spheroid WKT associated with the given SRID from the `spatial_ref_sys` (or equivalent) spatial database table for the given database connection. These results are cached.
def get_srid_info(srid, connection): """ Return the units, unit name, and spheroid WKT associated with the given SRID from the `spatial_ref_sys` (or equivalent) spatial database table for the given database connection. These results are cached. """ from django.contrib.gis.gdal import SpatialRef...
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[ 22, 0 ]
[ 52, 35 ]
python
en
['en', 'error', 'th']
False
BaseSpatialField.__init__
(self, verbose_name=None, srid=4326, spatial_index=True, **kwargs)
The initialization function for base spatial fields. Takes the following as keyword arguments: srid: The spatial reference system identifier, an OGC standard. Defaults to 4326 (WGS84). spatial_index: Indicates whether to create a spatial index. Defaults to ...
The initialization function for base spatial fields. Takes the following as keyword arguments:
def __init__(self, verbose_name=None, srid=4326, spatial_index=True, **kwargs): """ The initialization function for base spatial fields. Takes the following as keyword arguments: srid: The spatial reference system identifier, an OGC standard. Defaults to 4326 (WGS84). ...
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[ 66, 4 ]
[ 92, 34 ]
python
en
['en', 'error', 'th']
False
BaseSpatialField.geodetic
(self, connection)
Return true if this field's SRID corresponds with a coordinate system that uses non-projected units (e.g., latitude/longitude).
Return true if this field's SRID corresponds with a coordinate system that uses non-projected units (e.g., latitude/longitude).
def geodetic(self, connection): """ Return true if this field's SRID corresponds with a coordinate system that uses non-projected units (e.g., latitude/longitude). """ return get_srid_info(self.srid, connection).geodetic
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[ 115, 4 ]
[ 120, 60 ]
python
en
['en', 'error', 'th']
False
BaseSpatialField.get_placeholder
(self, value, compiler, connection)
Return the placeholder for the spatial column for the given value.
Return the placeholder for the spatial column for the given value.
def get_placeholder(self, value, compiler, connection): """ Return the placeholder for the spatial column for the given value. """ return connection.ops.get_geom_placeholder(self, value, compiler)
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[ 122, 4 ]
[ 127, 73 ]
python
en
['en', 'error', 'th']
False
BaseSpatialField.get_srid
(self, obj)
Return the default SRID for the given geometry or raster, taking into account the SRID set for the field. For example, if the input geometry or raster doesn't have an SRID, then the SRID of the field will be returned.
Return the default SRID for the given geometry or raster, taking into account the SRID set for the field. For example, if the input geometry or raster doesn't have an SRID, then the SRID of the field will be returned.
def get_srid(self, obj): """ Return the default SRID for the given geometry or raster, taking into account the SRID set for the field. For example, if the input geometry or raster doesn't have an SRID, then the SRID of the field will be returned. """ srid = obj.sr...
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[ 129, 4 ]
[ 140, 23 ]
python
en
['en', 'error', 'th']
False
BaseSpatialField.get_raster_prep_value
(self, value, is_candidate)
Return a GDALRaster if conversion is successful, otherwise return None.
Return a GDALRaster if conversion is successful, otherwise return None.
def get_raster_prep_value(self, value, is_candidate): """ Return a GDALRaster if conversion is successful, otherwise return None. """ if isinstance(value, gdal.GDALRaster): return value elif is_candidate: try: return gdal.GDALRaster(value) ...
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[ 154, 4 ]
[ 169, 98 ]
python
en
['en', 'error', 'th']
False
GeometryField.__init__
(self, verbose_name=None, dim=2, geography=False, *, extent=(-180.0, -90.0, 180.0, 90.0), tolerance=0.05, **kwargs)
The initialization function for geometry fields. In addition to the parameters from BaseSpatialField, it takes the following as keyword arguments: dim: The number of dimensions for this geometry. Defaults to 2. extent: Customize the extent, in a 4-tuple of W...
The initialization function for geometry fields. In addition to the parameters from BaseSpatialField, it takes the following as keyword arguments:
def __init__(self, verbose_name=None, dim=2, geography=False, *, extent=(-180.0, -90.0, 180.0, 90.0), tolerance=0.05, **kwargs): """ The initialization function for geometry fields. In addition to the parameters from BaseSpatialField, it takes the following as keyword ar...
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[ 210, 4 ]
[ 240, 61 ]
python
en
['en', 'error', 'th']
False
GeometryField.select_format
(self, compiler, sql, params)
Return the selection format string, depending on the requirements of the spatial backend. For example, Oracle and MySQL require custom selection formats in order to retrieve geometries in OGC WKB.
Return the selection format string, depending on the requirements of the spatial backend. For example, Oracle and MySQL require custom selection formats in order to retrieve geometries in OGC WKB.
def select_format(self, compiler, sql, params): """ Return the selection format string, depending on the requirements of the spatial backend. For example, Oracle and MySQL require custom selection formats in order to retrieve geometries in OGC WKB. """ if not compiler.que...
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[ 272, 4 ]
[ 280, 26 ]
python
en
['en', 'error', 'th']
False
main
(_)
Train a word2vec model.
Train a word2vec model.
def main(_): """Train a word2vec model.""" if not FLAGS.train_data or not FLAGS.eval_data or not FLAGS.save_path: print("--train_data --eval_data and --save_path must be specified.") sys.exit(1) opts = Options() with tf.Graph().as_default(), tf.Session() as session: with tf.device("/cpu:0"): m...
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[ 510, 0 ]
[ 531, 28 ]
python
en
['en', 'ca', 'en']
True
Word2Vec.read_analogies
(self)
Reads through the analogy question file. Returns: questions: a [n, 4] numpy array containing the analogy question's word ids. questions_skipped: questions skipped due to unknown words.
Reads through the analogy question file.
def read_analogies(self): """Reads through the analogy question file. Returns: questions: a [n, 4] numpy array containing the analogy question's word ids. questions_skipped: questions skipped due to unknown words. """ questions = [] questions_skipped = 0 with open(s...
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[ 169, 2 ]
[ 192, 65 ]
python
en
['en', 'en', 'en']
True
Word2Vec.forward
(self, examples, labels)
Build the graph for the forward pass.
Build the graph for the forward pass.
def forward(self, examples, labels): """Build the graph for the forward pass.""" opts = self._options # Declare all variables we need. # Embedding: [vocab_size, emb_dim] init_width = 0.5 / opts.emb_dim emb = tf.Variable( tf.random_uniform( [opts.vocab_size, opts.emb_dim], -i...
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[ 194, 2 ]
[ 257, 38 ]
python
en
['en', 'en', 'en']
True
Word2Vec.nce_loss
(self, true_logits, sampled_logits)
Build the graph for the NCE loss.
Build the graph for the NCE loss.
def nce_loss(self, true_logits, sampled_logits): """Build the graph for the NCE loss.""" # cross-entropy(logits, labels) opts = self._options true_xent = tf.nn.sigmoid_cross_entropy_with_logits( labels=tf.ones_like(true_logits), logits=true_logits) sampled_xent = tf.nn.sigmoid_cross_entropy...
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[ 259, 2 ]
[ 273, 26 ]
python
en
['en', 'en', 'en']
True
Word2Vec.optimize
(self, loss)
Build the graph to optimize the loss function.
Build the graph to optimize the loss function.
def optimize(self, loss): """Build the graph to optimize the loss function.""" # Optimizer nodes. # Linear learning rate decay. opts = self._options words_to_train = float(opts.words_per_epoch * opts.epochs_to_train) lr = opts.learning_rate * tf.maximum( 0.0001, 1.0 - tf.cast(self._word...
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[ 275, 2 ]
[ 289, 23 ]
python
en
['en', 'en', 'en']
True
Word2Vec.build_eval_graph
(self)
Build the eval graph.
Build the eval graph.
def build_eval_graph(self): """Build the eval graph.""" # Eval graph # Each analogy task is to predict the 4th word (d) given three # words: a, b, c. E.g., a=italy, b=rome, c=france, we should # predict d=paris. # The eval feeds three vectors of word ids for a, b, c, each of # which is of...
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[ 291, 2 ]
[ 343, 33 ]
python
en
['en', 'en', 'en']
True
Word2Vec.build_graph
(self)
Build the graph for the full model.
Build the graph for the full model.
def build_graph(self): """Build the graph for the full model.""" opts = self._options # The training data. A text file. (words, counts, words_per_epoch, self._epoch, self._words, examples, labels) = word2vec.skipgram_word2vec(filename=opts.train_data, batch...
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[ 345, 2 ]
[ 375, 33 ]
python
en
['en', 'en', 'en']
True
Word2Vec.save_vocab
(self)
Save the vocabulary to a file so the model can be reloaded.
Save the vocabulary to a file so the model can be reloaded.
def save_vocab(self): """Save the vocabulary to a file so the model can be reloaded.""" opts = self._options with open(os.path.join(opts.save_path, "vocab.txt"), "w") as f: for i in xrange(opts.vocab_size): vocab_word = tf.compat.as_text(opts.vocab_words[i]).encode("utf-8") f.write("%s...
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[ 377, 2 ]
[ 385, 78 ]
python
en
['en', 'en', 'en']
True
Word2Vec.train
(self)
Train the model.
Train the model.
def train(self): """Train the model.""" opts = self._options initial_epoch, initial_words = self._session.run([self._epoch, self._words]) summary_op = tf.summary.merge_all() summary_writer = tf.summary.FileWriter(opts.save_path, self._session.graph) workers = [] for _ in xrange(opts.concur...
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[ 394, 2 ]
[ 435, 16 ]
python
en
['en', 'it', 'en']
True
Word2Vec._predict
(self, analogy)
Predict the top 4 answers for analogy questions.
Predict the top 4 answers for analogy questions.
def _predict(self, analogy): """Predict the top 4 answers for analogy questions.""" idx, = self._session.run([self._analogy_pred_idx], { self._analogy_a: analogy[:, 0], self._analogy_b: analogy[:, 1], self._analogy_c: analogy[:, 2] }) return idx
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[ 437, 2 ]
[ 444, 14 ]
python
en
['en', 'en', 'en']
True
Word2Vec.eval
(self)
Evaluate analogy questions and reports accuracy.
Evaluate analogy questions and reports accuracy.
def eval(self): """Evaluate analogy questions and reports accuracy.""" # How many questions we get right at precision@1. correct = 0 try: total = self._analogy_questions.shape[0] except AttributeError as e: raise AttributeError("Need to read analogy questions.") start = 0 whil...
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[ 446, 2 ]
[ 477, 71 ]
python
en
['en', 'en', 'en']
True
Word2Vec.analogy
(self, w0, w1, w2)
Predict word w3 as in w0:w1 vs w2:w3.
Predict word w3 as in w0:w1 vs w2:w3.
def analogy(self, w0, w1, w2): """Predict word w3 as in w0:w1 vs w2:w3.""" wid = np.array([[self._word2id.get(w, 0) for w in [w0, w1, w2]]]) idx = self._predict(wid) for c in [self._id2word[i] for i in idx[0, :]]: if c not in [w0, w1, w2]: print(c) return print("unknown")
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[ 479, 2 ]
[ 487, 20 ]
python
pl
['en', 'pl', 'pl']
True
Word2Vec.nearby
(self, words, num=20)
Prints out nearby words given a list of words.
Prints out nearby words given a list of words.
def nearby(self, words, num=20): """Prints out nearby words given a list of words.""" ids = np.array([self._word2id.get(x, 0) for x in words]) vals, idx = self._session.run( [self._nearby_val, self._nearby_idx], {self._nearby_word: ids}) for i in xrange(len(words)): print("\n%s\n==========...
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[ 489, 2 ]
[ 497, 66 ]
python
en
['en', 'en', 'en']
True
_dump_arg_defaults
(kwargs)
Inject default arguments for dump functions.
Inject default arguments for dump functions.
def _dump_arg_defaults(kwargs): """Inject default arguments for dump functions.""" if current_app: kwargs.setdefault('cls', current_app.json_encoder) if not current_app.config['JSON_AS_ASCII']: kwargs.setdefault('ensure_ascii', False) kwargs.setdefault('sort_keys', current_ap...
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[ 90, 0 ]
[ 99, 45 ]
python
da
['da', 'fr', 'en']
False
_load_arg_defaults
(kwargs)
Inject default arguments for load functions.
Inject default arguments for load functions.
def _load_arg_defaults(kwargs): """Inject default arguments for load functions.""" if current_app: kwargs.setdefault('cls', current_app.json_decoder) else: kwargs.setdefault('cls', JSONDecoder)
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[ 102, 0 ]
[ 107, 45 ]
python
en
['da', 'en', 'en']
True
dumps
(obj, **kwargs)
Serialize ``obj`` to a JSON formatted ``str`` by using the application's configured encoder (:attr:`~flask.Flask.json_encoder`) if there is an application on the stack. This function can return ``unicode`` strings or ascii-only bytestrings by default which coerce into unicode strings automatically. Th...
Serialize ``obj`` to a JSON formatted ``str`` by using the application's configured encoder (:attr:`~flask.Flask.json_encoder`) if there is an application on the stack.
def dumps(obj, **kwargs): """Serialize ``obj`` to a JSON formatted ``str`` by using the application's configured encoder (:attr:`~flask.Flask.json_encoder`) if there is an application on the stack. This function can return ``unicode`` strings or ascii-only bytestrings by default which coerce into u...
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[ 110, 0 ]
[ 125, 13 ]
python
en
['en', 'en', 'en']
True
dump
(obj, fp, **kwargs)
Like :func:`dumps` but writes into a file object.
Like :func:`dumps` but writes into a file object.
def dump(obj, fp, **kwargs): """Like :func:`dumps` but writes into a file object.""" _dump_arg_defaults(kwargs) encoding = kwargs.pop('encoding', None) if encoding is not None: fp = _wrap_writer_for_text(fp, encoding) _json.dump(obj, fp, **kwargs)
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[ 128, 0 ]
[ 134, 33 ]
python
en
['en', 'haw', 'en']
True
loads
(s, **kwargs)
Unserialize a JSON object from a string ``s`` by using the application's configured decoder (:attr:`~flask.Flask.json_decoder`) if there is an application on the stack.
Unserialize a JSON object from a string ``s`` by using the application's configured decoder (:attr:`~flask.Flask.json_decoder`) if there is an application on the stack.
def loads(s, **kwargs): """Unserialize a JSON object from a string ``s`` by using the application's configured decoder (:attr:`~flask.Flask.json_decoder`) if there is an application on the stack. """ _load_arg_defaults(kwargs) if isinstance(s, bytes): s = s.decode(kwargs.pop('encoding', ...
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[ 137, 0 ]
[ 145, 35 ]
python
en
['en', 'en', 'en']
True
load
(fp, **kwargs)
Like :func:`loads` but reads from a file object.
Like :func:`loads` but reads from a file object.
def load(fp, **kwargs): """Like :func:`loads` but reads from a file object. """ _load_arg_defaults(kwargs) if not PY2: fp = _wrap_reader_for_text(fp, kwargs.pop('encoding', None) or 'utf-8') return _json.load(fp, **kwargs)
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[ 148, 0 ]
[ 154, 35 ]
python
en
['en', 'en', 'en']
True
htmlsafe_dumps
(obj, **kwargs)
Works exactly like :func:`dumps` but is safe for use in ``<script>`` tags. It accepts the same arguments and returns a JSON string. Note that this is available in templates through the ``|tojson`` filter which will also mark the result as safe. Due to how this function escapes certain characters this...
Works exactly like :func:`dumps` but is safe for use in ``<script>`` tags. It accepts the same arguments and returns a JSON string. Note that this is available in templates through the ``|tojson`` filter which will also mark the result as safe. Due to how this function escapes certain characters this...
def htmlsafe_dumps(obj, **kwargs): """Works exactly like :func:`dumps` but is safe for use in ``<script>`` tags. It accepts the same arguments and returns a JSON string. Note that this is available in templates through the ``|tojson`` filter which will also mark the result as safe. Due to how this fu...
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[ 157, 0 ]
[ 189, 13 ]
python
en
['en', 'en', 'en']
True
htmlsafe_dump
(obj, fp, **kwargs)
Like :func:`htmlsafe_dumps` but writes into a file object.
Like :func:`htmlsafe_dumps` but writes into a file object.
def htmlsafe_dump(obj, fp, **kwargs): """Like :func:`htmlsafe_dumps` but writes into a file object.""" fp.write(text_type(htmlsafe_dumps(obj, **kwargs)))
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[ 192, 0 ]
[ 194, 54 ]
python
en
['en', 'en', 'en']
True
jsonify
(*args, **kwargs)
This function wraps :func:`dumps` to add a few enhancements that make life easier. It turns the JSON output into a :class:`~flask.Response` object with the :mimetype:`application/json` mimetype. For convenience, it also converts multiple arguments into an array or multiple keyword arguments into a dic...
This function wraps :func:`dumps` to add a few enhancements that make life easier. It turns the JSON output into a :class:`~flask.Response` object with the :mimetype:`application/json` mimetype. For convenience, it also converts multiple arguments into an array or multiple keyword arguments into a dic...
def jsonify(*args, **kwargs): """This function wraps :func:`dumps` to add a few enhancements that make life easier. It turns the JSON output into a :class:`~flask.Response` object with the :mimetype:`application/json` mimetype. For convenience, it also converts multiple arguments into an array or mult...
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[ 197, 0 ]
[ 264, 5 ]
python
en
['en', 'en', 'en']
True
JSONEncoder.default
(self, o)
Implement this method in a subclass such that it returns a serializable object for ``o``, or calls the base implementation (to raise a :exc:`TypeError`). For example, to support arbitrary iterators, you could implement default like this:: def default(self, o): ...
Implement this method in a subclass such that it returns a serializable object for ``o``, or calls the base implementation (to raise a :exc:`TypeError`).
def default(self, o): """Implement this method in a subclass such that it returns a serializable object for ``o``, or calls the base implementation (to raise a :exc:`TypeError`). For example, to support arbitrary iterators, you could implement default like this:: de...
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[ 56, 4 ]
[ 79, 49 ]
python
en
['en', 'en', 'en']
True
_group_matching
(tlist, cls)
Groups Tokens that have beginning and end.
Groups Tokens that have beginning and end.
def _group_matching(tlist, cls): """Groups Tokens that have beginning and end.""" opens = [] tidx_offset = 0 for idx, token in enumerate(list(tlist)): tidx = idx - tidx_offset if token.is_whitespace: # ~50% of tokens will be whitespace. Will checking early # for ...
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[ 16, 0 ]
[ 48, 47 ]
python
en
['en', 'en', 'en']
True
group_order
(tlist)
Group together Identifier and Asc/Desc token
Group together Identifier and Asc/Desc token
def group_order(tlist): """Group together Identifier and Asc/Desc token""" tidx, token = tlist.token_next_by(t=T.Keyword.Order) while token: pidx, prev_ = tlist.token_prev(tidx) if imt(prev_, i=sql.Identifier, t=T.Number): tlist.group_tokens(sql.Identifier, pidx, tidx) ...
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[ 352, 0 ]
[ 360, 70 ]
python
en
['en', 'en', 'en']
True
_group
(tlist, cls, match, valid_prev=lambda t: True, valid_next=lambda t: True, post=None, extend=True, recurse=True )
Groups together tokens that are joined by a middle token. i.e. x < y
Groups together tokens that are joined by a middle token. i.e. x < y
def _group(tlist, cls, match, valid_prev=lambda t: True, valid_next=lambda t: True, post=None, extend=True, recurse=True ): """Groups together tokens that are joined by a middle token. i.e. x < y""" tidx_offset = 0 pidx, prev_ = None, None ...
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[ 421, 0 ]
[ 453, 33 ]
python
en
['en', 'en', 'en']
True
CookieStorage._get
(self, *args, **kwargs)
Retrieve a list of messages from the messages cookie. If the not_finished sentinel value is found at the end of the message list, remove it and return a result indicating that not all messages were retrieved by this storage.
Retrieve a list of messages from the messages cookie. If the not_finished sentinel value is found at the end of the message list, remove it and return a result indicating that not all messages were retrieved by this storage.
def _get(self, *args, **kwargs): """ Retrieve a list of messages from the messages cookie. If the not_finished sentinel value is found at the end of the message list, remove it and return a result indicating that not all messages were retrieved by this storage. """ ...
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[ 78, 4 ]
[ 91, 38 ]
python
en
['en', 'error', 'th']
False
CookieStorage._update_cookie
(self, encoded_data, response)
Either set the cookie with the encoded data if there is any data to store, or delete the cookie.
Either set the cookie with the encoded data if there is any data to store, or delete the cookie.
def _update_cookie(self, encoded_data, response): """ Either set the cookie with the encoded data if there is any data to store, or delete the cookie. """ if encoded_data: response.set_cookie( self.cookie_name, encoded_data, domain=sett...
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[ 93, 4 ]
[ 111, 13 ]
python
en
['en', 'error', 'th']
False
CookieStorage._store
(self, messages, response, remove_oldest=True, *args, **kwargs)
Store the messages to a cookie and return a list of any messages which could not be stored. If the encoded data is larger than ``max_cookie_size``, remove messages until the data fits (these are the messages which are returned), and add the not_finished sentinel value to indica...
Store the messages to a cookie and return a list of any messages which could not be stored.
def _store(self, messages, response, remove_oldest=True, *args, **kwargs): """ Store the messages to a cookie and return a list of any messages which could not be stored. If the encoded data is larger than ``max_cookie_size``, remove messages until the data fits (these are the m...
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[ 113, 4 ]
[ 140, 32 ]
python
en
['en', 'error', 'th']
False
CookieStorage._legacy_hash
(self, value)
# RemovedInDjango40Warning: pre-Django 3.1 hashes will be invalid. Create an HMAC/SHA1 hash based on the value and the project setting's SECRET_KEY, modified to make it unique for the present purpose.
# RemovedInDjango40Warning: pre-Django 3.1 hashes will be invalid. Create an HMAC/SHA1 hash based on the value and the project setting's SECRET_KEY, modified to make it unique for the present purpose.
def _legacy_hash(self, value): """ # RemovedInDjango40Warning: pre-Django 3.1 hashes will be invalid. Create an HMAC/SHA1 hash based on the value and the project setting's SECRET_KEY, modified to make it unique for the present purpose. """ # The class wide key salt is not...
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[ 142, 4 ]
[ 152, 55 ]
python
en
['en', 'error', 'th']
False
CookieStorage._encode
(self, messages, encode_empty=False)
Return an encoded version of the messages list which can be stored as plain text. Since the data will be retrieved from the client-side, the encoded data also contains a hash to ensure that the data was not tampered with.
Return an encoded version of the messages list which can be stored as plain text.
def _encode(self, messages, encode_empty=False): """ Return an encoded version of the messages list which can be stored as plain text. Since the data will be retrieved from the client-side, the encoded data also contains a hash to ensure that the data was not tampered with. ...
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[ 154, 4 ]
[ 163, 97 ]
python
en
['en', 'error', 'th']
False
CookieStorage._decode
(self, data)
Safely decode an encoded text stream back into a list of messages. If the encoded text stream contained an invalid hash or was in an invalid format, return None.
Safely decode an encoded text stream back into a list of messages.
def _decode(self, data): """ Safely decode an encoded text stream back into a list of messages. If the encoded text stream contained an invalid hash or was in an invalid format, return None. """ if not data: return None try: return self.si...
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[ 165, 4 ]
[ 197, 19 ]
python
en
['en', 'error', 'th']
False
_make_flow
(request, scopes, return_url=None)
Creates a Web Server Flow Args: request: A Django request object. scopes: the request oauth2 scopes. return_url: The URL to return to after the flow is complete. Defaults to the path of the current request. Returns: An OAuth2 flow object that has been stored in the ...
Creates a Web Server Flow
def _make_flow(request, scopes, return_url=None): """Creates a Web Server Flow Args: request: A Django request object. scopes: the request oauth2 scopes. return_url: The URL to return to after the flow is complete. Defaults to the path of the current request. Returns: ...
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[ 43, 0 ]
[ 75, 15 ]
python
en
['en', 'hu', 'en']
True
_get_flow_for_token
(csrf_token, request)
Looks up the flow in session to recover information about requested scopes. Args: csrf_token: The token passed in the callback request that should match the one previously generated and stored in the request on the initial authorization view. Returns: The OAuth2 Fl...
Looks up the flow in session to recover information about requested scopes.
def _get_flow_for_token(csrf_token, request): """ Looks up the flow in session to recover information about requested scopes. Args: csrf_token: The token passed in the callback request that should match the one previously generated and stored in the request on the initial au...
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[ 78, 0 ]
[ 92, 74 ]
python
en
['en', 'en', 'en']
True
oauth2_callback
(request)
View that handles the user's return from OAuth2 provider. This view verifies the CSRF state and OAuth authorization code, and on success stores the credentials obtained in the storage provider, and redirects to the return_url specified in the authorize view and stored in the session. Args: ...
View that handles the user's return from OAuth2 provider.
def oauth2_callback(request): """ View that handles the user's return from OAuth2 provider. This view verifies the CSRF state and OAuth authorization code, and on success stores the credentials obtained in the storage provider, and redirects to the return_url specified in the authorize view and sto...
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[ 95, 0 ]
[ 155, 41 ]
python
en
['en', 'en', 'en']
True
oauth2_authorize
(request)
View to start the OAuth2 Authorization flow. This view starts the OAuth2 authorization flow. If scopes is passed in as a GET URL parameter, it will authorize those scopes, otherwise the default scopes specified in settings. The return_url can also be specified as a GET parameter, otherwise the re...
View to start the OAuth2 Authorization flow.
def oauth2_authorize(request): """ View to start the OAuth2 Authorization flow. This view starts the OAuth2 authorization flow. If scopes is passed in as a GET URL parameter, it will authorize those scopes, otherwise the default scopes specified in settings. The return_url can also be specifie...
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[ 158, 0 ]
[ 192, 39 ]
python
en
['en', 'en', 'en']
True
URIVariable.parse
(self)
Parse the variable. This finds the: - operator, - set of safe characters, - variables, and - defaults.
Parse the variable.
def parse(self): """Parse the variable. This finds the: - operator, - set of safe characters, - variables, and - defaults. """ var_list = self.original if self.original[0] in URIVariable.operators: self.operator = self...
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[ 72, 4 ]
[ 115, 74 ]
python
en
['en', 'en', 'en']
True
URIVariable.post_parse
(self)
Set ``start``, ``join_str`` and ``safe`` attributes. After parsing the variable, we need to set up these attributes and it only makes sense to do it in a more easily testable way.
Set ``start``, ``join_str`` and ``safe`` attributes.
def post_parse(self): """Set ``start``, ``join_str`` and ``safe`` attributes. After parsing the variable, we need to set up these attributes and it only makes sense to do it in a more easily testable way. """ self.safe = '' self.start = self.join_str = self.operator ...
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[ 117, 4 ]
[ 136, 44 ]
python
en
['en', 'da', 'en']
True
URIVariable._query_expansion
(self, name, value, explode, prefix)
Expansion method for the '?' and '&' operators.
Expansion method for the '?' and '&' operators.
def _query_expansion(self, name, value, explode, prefix): """Expansion method for the '?' and '&' operators.""" if value is None: return None tuples, items = is_list_of_tuples(value) safe = self.safe if list_test(value) and not tuples: if not value: ...
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[ 138, 4 ]
[ 178, 25 ]
python
en
['en', 'en', 'en']
True
URIVariable._label_path_expansion
(self, name, value, explode, prefix)
Label and path expansion method. Expands for operators: '/', '.'
Label and path expansion method.
def _label_path_expansion(self, name, value, explode, prefix): """Label and path expansion method. Expands for operators: '/', '.' """ join_str = self.join_str safe = self.safe if value is None or (len(value) == 0 and value != ''): return None tupl...
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[ 180, 4 ]
[ 218, 33 ]
python
en
['en', 'en', 'en']
True
URIVariable._semi_path_expansion
(self, name, value, explode, prefix)
Expansion method for ';' operator.
Expansion method for ';' operator.
def _semi_path_expansion(self, name, value, explode, prefix): """Expansion method for ';' operator.""" join_str = self.join_str safe = self.safe if value is None: return None if self.operator == '?': join_str = '&' tuples, items = is_list_of_tup...
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[ 220, 4 ]
[ 266, 19 ]
python
en
['en', 'en', 'en']
True
URIVariable.expand
(self, var_dict=None)
Expand the variable in question. Using ``var_dict`` and the previously parsed defaults, expand this variable and subvariables. :param dict var_dict: dictionary of key-value pairs to be used during expansion :returns: dict(variable=value) Examples:: # (...
Expand the variable in question.
def expand(self, var_dict=None): """Expand the variable in question. Using ``var_dict`` and the previously parsed defaults, expand this variable and subvariables. :param dict var_dict: dictionary of key-value pairs to be used during expansion :returns: dict(variable...
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[ 290, 4 ]
[ 345, 37 ]
python
en
['en', 'en', 'en']
True
FileField.generate_filename
(self, instance, filename)
Apply (if callable) or prepend (if a string) upload_to to the filename, then delegate further processing of the name to the storage backend. Until the storage layer, all file paths are expected to be Unix style (with forward slashes).
Apply (if callable) or prepend (if a string) upload_to to the filename, then delegate further processing of the name to the storage backend. Until the storage layer, all file paths are expected to be Unix style (with forward slashes).
def generate_filename(self, instance, filename): """ Apply (if callable) or prepend (if a string) upload_to to the filename, then delegate further processing of the name to the storage backend. Until the storage layer, all file paths are expected to be Unix style (with forward sl...
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[ 308, 4 ]
[ 321, 55 ]
python
en
['en', 'error', 'th']
False
ImageField.update_dimension_fields
(self, instance, force=False, *args, **kwargs)
Update field's width and height fields, if defined. This method is hooked up to model's post_init signal to update dimensions after instantiating a model instance. However, dimensions won't be updated if the dimensions fields are already populated. This avoids unnecessary rec...
Update field's width and height fields, if defined.
def update_dimension_fields(self, instance, force=False, *args, **kwargs): """ Update field's width and height fields, if defined. This method is hooked up to model's post_init signal to update dimensions after instantiating a model instance. However, dimensions won't be update...
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[ 419, 4 ]
[ 474, 56 ]
python
en
['en', 'error', 'th']
False
sensitive_variables
(*variables)
Indicate which variables used in the decorated function are sensitive so that those variables can later be treated in a special way, for example by hiding them when logging unhandled exceptions. Accept two forms: * with specified variable names: @sensitive_variables('user', 'password', '...
Indicate which variables used in the decorated function are sensitive so that those variables can later be treated in a special way, for example by hiding them when logging unhandled exceptions.
def sensitive_variables(*variables): """ Indicate which variables used in the decorated function are sensitive so that those variables can later be treated in a special way, for example by hiding them when logging unhandled exceptions. Accept two forms: * with specified variable names: ...
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[ 5, 0 ]
[ 43, 20 ]
python
en
['en', 'error', 'th']
False
sensitive_post_parameters
(*parameters)
Indicate which POST parameters used in the decorated view are sensitive, so that those parameters can later be treated in a special way, for example by hiding them when logging unhandled exceptions. Accept two forms: * with specified parameters: @sensitive_post_parameters('password', 'cr...
Indicate which POST parameters used in the decorated view are sensitive, so that those parameters can later be treated in a special way, for example by hiding them when logging unhandled exceptions.
def sensitive_post_parameters(*parameters): """ Indicate which POST parameters used in the decorated view are sensitive, so that those parameters can later be treated in a special way, for example by hiding them when logging unhandled exceptions. Accept two forms: * with specified parameters: ...
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[ 46, 0 ]
[ 90, 20 ]
python
en
['en', 'error', 'th']
False
Operation.deconstruct
(self)
Return a 3-tuple of class import path (or just name if it lives under django.db.migrations), positional arguments, and keyword arguments.
Return a 3-tuple of class import path (or just name if it lives under django.db.migrations), positional arguments, and keyword arguments.
def deconstruct(self): """ Return a 3-tuple of class import path (or just name if it lives under django.db.migrations), positional arguments, and keyword arguments. """ return ( self.__class__.__name__, self._constructor_args[0], self._...
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[ 41, 4 ]
[ 51, 9 ]
python
en
['en', 'error', 'th']
False
Operation.state_forwards
(self, app_label, state)
Take the state from the previous migration, and mutate it so that it matches what this migration would perform.
Take the state from the previous migration, and mutate it so that it matches what this migration would perform.
def state_forwards(self, app_label, state): """ Take the state from the previous migration, and mutate it so that it matches what this migration would perform. """ raise NotImplementedError('subclasses of Operation must provide a state_forwards() method')
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[ 53, 4 ]
[ 58, 99 ]
python
en
['en', 'error', 'th']
False
Operation.database_forwards
(self, app_label, schema_editor, from_state, to_state)
Perform the mutation on the database schema in the normal (forwards) direction.
Perform the mutation on the database schema in the normal (forwards) direction.
def database_forwards(self, app_label, schema_editor, from_state, to_state): """ Perform the mutation on the database schema in the normal (forwards) direction. """ raise NotImplementedError('subclasses of Operation must provide a database_forwards() method')
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[ 60, 4 ]
[ 65, 102 ]
python
en
['en', 'error', 'th']
False
Operation.database_backwards
(self, app_label, schema_editor, from_state, to_state)
Perform the mutation on the database schema in the reverse direction - e.g. if this were CreateModel, it would in fact drop the model's table.
Perform the mutation on the database schema in the reverse direction - e.g. if this were CreateModel, it would in fact drop the model's table.
def database_backwards(self, app_label, schema_editor, from_state, to_state): """ Perform the mutation on the database schema in the reverse direction - e.g. if this were CreateModel, it would in fact drop the model's table. """ raise NotImplementedError('subclasses of Op...
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[ 67, 4 ]
[ 73, 103 ]
python
en
['en', 'error', 'th']
False
Operation.describe
(self)
Output a brief summary of what the action does.
Output a brief summary of what the action does.
def describe(self): """ Output a brief summary of what the action does. """ return "%s: %s" % (self.__class__.__name__, self._constructor_args)
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[ 75, 4 ]
[ 79, 75 ]
python
en
['en', 'error', 'th']
False
Operation.migration_name_fragment
(self)
A filename part suitable for automatically naming a migration containing this operation, or None if not applicable.
A filename part suitable for automatically naming a migration containing this operation, or None if not applicable.
def migration_name_fragment(self): """ A filename part suitable for automatically naming a migration containing this operation, or None if not applicable. """ return None
[ "def", "migration_name_fragment", "(", "self", ")", ":", "return", "None" ]
[ 82, 4 ]
[ 87, 19 ]
python
en
['en', 'error', 'th']
False
Operation.references_model
(self, name, app_label)
Return True if there is a chance this operation references the given model name (as a string), with an app label for accuracy. Used for optimization. If in doubt, return True; returning a false positive will merely make the optimizer a little less efficient, while returning a f...
Return True if there is a chance this operation references the given model name (as a string), with an app label for accuracy.
def references_model(self, name, app_label): """ Return True if there is a chance this operation references the given model name (as a string), with an app label for accuracy. Used for optimization. If in doubt, return True; returning a false positive will merely make the optimi...
[ "def", "references_model", "(", "self", ",", "name", ",", "app_label", ")", ":", "return", "True" ]
[ 89, 4 ]
[ 99, 19 ]
python
en
['en', 'error', 'th']
False
Operation.references_field
(self, model_name, name, app_label)
Return True if there is a chance this operation references the given field name, with an app label for accuracy. Used for optimization. If in doubt, return True.
Return True if there is a chance this operation references the given field name, with an app label for accuracy.
def references_field(self, model_name, name, app_label): """ Return True if there is a chance this operation references the given field name, with an app label for accuracy. Used for optimization. If in doubt, return True. """ return self.references_model(model_name, app...
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[ 101, 4 ]
[ 108, 59 ]
python
en
['en', 'error', 'th']
False
Operation.allow_migrate_model
(self, connection_alias, model)
Return whether or not a model may be migrated. This is a thin wrapper around router.allow_migrate_model() that preemptively rejects any proxy, swapped out, or unmanaged model.
Return whether or not a model may be migrated.
def allow_migrate_model(self, connection_alias, model): """ Return whether or not a model may be migrated. This is a thin wrapper around router.allow_migrate_model() that preemptively rejects any proxy, swapped out, or unmanaged model. """ if not model._meta.can_migrate(...
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[ 110, 4 ]
[ 120, 66 ]
python
en
['en', 'error', 'th']
False
Operation.reduce
(self, operation, app_label)
Return either a list of operations the actual operation should be replaced with or a boolean that indicates whether or not the specified operation can be optimized across.
Return either a list of operations the actual operation should be replaced with or a boolean that indicates whether or not the specified operation can be optimized across.
def reduce(self, operation, app_label): """ Return either a list of operations the actual operation should be replaced with or a boolean that indicates whether or not the specified operation can be optimized across. """ if self.elidable: return [operation] ...
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[ 122, 4 ]
[ 132, 20 ]
python
en
['en', 'error', 'th']
False
BatchPreprocessing.prepare_for_batch
(self, image, labels, bboxes, image_id=-1)
All inputs have different dimensions, we need to update them in order to fit the batch, Image: Depending on the config, we rescale image to the batch image size (and it will stay the same) or maximum batch image size, which is then transformed to randomly selected size in preprocess_batch() me...
All inputs have different dimensions, we need to update them in order to fit the batch,
def prepare_for_batch(self, image, labels, bboxes, image_id=-1): """ All inputs have different dimensions, we need to update them in order to fit the batch, Image: Depending on the config, we rescale image to the batch image size (and it will stay the same) or maximum batch image size, ...
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[ 24, 4 ]
[ 114, 67 ]
python
en
['en', 'error', 'th']
False
BatchPreprocessing.preprocess_batch
(self, images, bboxes, labels, mask, image_ids, heights, widths)
We have the all the inputs in batches, uniformly sized. Images/bounding boxes are augmented if this was required. First, the images are resized to a random size (from given range) if this is allowed. If we use neural network with layers independent on image size, like convolutional one...
We have the all the inputs in batches, uniformly sized. Images/bounding boxes are augmented if this was required.
def preprocess_batch(self, images, bboxes, labels, mask, image_ids, heights, widths): """ We have the all the inputs in batches, uniformly sized. Images/bounding boxes are augmented if this was required. First, the images are resized to a random size (from given range) if this is allowe...
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[ 127, 4 ]
[ 212, 13 ]
python
en
['en', 'error', 'th']
False
_add_doc
(func, doc)
Add documentation to a function.
Add documentation to a function.
def _add_doc(func, doc): """Add documentation to a function.""" func.__doc__ = doc
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[ 74, 0 ]
[ 76, 22 ]
python
en
['en', 'en', 'en']
True
_import_module
(name)
Import module, returning the module after the last dot.
Import module, returning the module after the last dot.
def _import_module(name): """Import module, returning the module after the last dot.""" __import__(name) return sys.modules[name]
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[ 79, 0 ]
[ 82, 28 ]
python
en
['en', 'en', 'en']
True
add_move
(move)
Add an item to six.moves.
Add an item to six.moves.
def add_move(move): """Add an item to six.moves.""" setattr(_MovedItems, move.name, move)
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[ 485, 0 ]
[ 487, 41 ]
python
en
['en', 'en', 'en']
True
remove_move
(name)
Remove item from six.moves.
Remove item from six.moves.
def remove_move(name): """Remove item from six.moves.""" try: delattr(_MovedItems, name) except AttributeError: try: del moves.__dict__[name] except KeyError: raise AttributeError("no such move, %r" % (name,))
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[ 490, 0 ]
[ 498, 62 ]
python
en
['en', 'en', 'en']
True
with_metaclass
(meta, *bases)
Create a base class with a metaclass.
Create a base class with a metaclass.
def with_metaclass(meta, *bases): """Create a base class with a metaclass.""" # This requires a bit of explanation: the basic idea is to make a dummy # metaclass for one level of class instantiation that replaces itself with # the actual metaclass. class metaclass(meta): def __new__(cls, na...
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[ 799, 0 ]
[ 808, 61 ]
python
en
['en', 'en', 'en']
True
add_metaclass
(metaclass)
Class decorator for creating a class with a metaclass.
Class decorator for creating a class with a metaclass.
def add_metaclass(metaclass): """Class decorator for creating a class with a metaclass.""" def wrapper(cls): orig_vars = cls.__dict__.copy() slots = orig_vars.get('__slots__') if slots is not None: if isinstance(slots, str): slots = [slots] for slo...
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[ 811, 0 ]
[ 824, 18 ]
python
en
['en', 'en', 'en']
True
python_2_unicode_compatible
(klass)
A decorator that defines __unicode__ and __str__ methods under Python 2. Under Python 3 it does nothing. To support Python 2 and 3 with a single code base, define a __str__ method returning text and apply this decorator to the class.
A decorator that defines __unicode__ and __str__ methods under Python 2. Under Python 3 it does nothing.
def python_2_unicode_compatible(klass): """ A decorator that defines __unicode__ and __str__ methods under Python 2. Under Python 3 it does nothing. To support Python 2 and 3 with a single code base, define a __str__ method returning text and apply this decorator to the class. """ if PY2: ...
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[ 827, 0 ]
[ 842, 16 ]
python
en
['en', 'error', 'th']
False
_SixMetaPathImporter.is_package
(self, fullname)
Return true, if the named module is a package. We need this method to get correct spec objects with Python 3.4 (see PEP451)
Return true, if the named module is a package.
def is_package(self, fullname): """ Return true, if the named module is a package. We need this method to get correct spec objects with Python 3.4 (see PEP451) """ return hasattr(self.__get_module(fullname), "__path__")
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[ 208, 4 ]
[ 215, 63 ]
python
en
['en', 'error', 'th']
False