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245,700
tortoise/tortoise-orm
tortoise/queryset.py
QuerySet.values_list
def values_list( self, *fields_: str, flat: bool = False ) -> "ValuesListQuery": # pylint: disable=W0621 """ Make QuerySet returns list of tuples for given args instead of objects. If ```flat=True`` and only one arg is passed can return flat list. """ return ValuesLi...
python
def values_list( self, *fields_: str, flat: bool = False ) -> "ValuesListQuery": # pylint: disable=W0621 return ValuesListQuery( db=self._db, model=self.model, q_objects=self._q_objects, flat=flat, fields_for_select_list=fields_, ...
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Make QuerySet returns list of tuples for given args instead of objects. If ```flat=True`` and only one arg is passed can return flat list.
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7d16457731905e19d4d06ccd5b4ea16d4a9447b2
https://github.com/tortoise/tortoise-orm/blob/7d16457731905e19d4d06ccd5b4ea16d4a9447b2/tortoise/queryset.py#L258-L277
245,701
tortoise/tortoise-orm
tortoise/queryset.py
QuerySet.values
def values(self, *args: str, **kwargs: str) -> "ValuesQuery": """ Make QuerySet return dicts instead of objects. """ fields_for_select = {} # type: Dict[str, str] for field in args: if field in fields_for_select: raise FieldError("Duplicate key {}".fo...
python
def values(self, *args: str, **kwargs: str) -> "ValuesQuery": fields_for_select = {} # type: Dict[str, str] for field in args: if field in fields_for_select: raise FieldError("Duplicate key {}".format(field)) fields_for_select[field] = field for return_a...
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Make QuerySet return dicts instead of objects.
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7d16457731905e19d4d06ccd5b4ea16d4a9447b2
https://github.com/tortoise/tortoise-orm/blob/7d16457731905e19d4d06ccd5b4ea16d4a9447b2/tortoise/queryset.py#L279-L305
245,702
tortoise/tortoise-orm
tortoise/queryset.py
QuerySet.delete
def delete(self) -> "DeleteQuery": """ Delete all objects in QuerySet. """ return DeleteQuery( db=self._db, model=self.model, q_objects=self._q_objects, annotations=self._annotations, custom_filters=self._custom_filters, ...
python
def delete(self) -> "DeleteQuery": return DeleteQuery( db=self._db, model=self.model, q_objects=self._q_objects, annotations=self._annotations, custom_filters=self._custom_filters, )
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Delete all objects in QuerySet.
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7d16457731905e19d4d06ccd5b4ea16d4a9447b2
https://github.com/tortoise/tortoise-orm/blob/7d16457731905e19d4d06ccd5b4ea16d4a9447b2/tortoise/queryset.py#L307-L317
245,703
tortoise/tortoise-orm
tortoise/queryset.py
QuerySet.update
def update(self, **kwargs) -> "UpdateQuery": """ Update all objects in QuerySet with given kwargs. """ return UpdateQuery( db=self._db, model=self.model, update_kwargs=kwargs, q_objects=self._q_objects, annotations=self._annotat...
python
def update(self, **kwargs) -> "UpdateQuery": return UpdateQuery( db=self._db, model=self.model, update_kwargs=kwargs, q_objects=self._q_objects, annotations=self._annotations, custom_filters=self._custom_filters, )
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Update all objects in QuerySet with given kwargs.
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7d16457731905e19d4d06ccd5b4ea16d4a9447b2
https://github.com/tortoise/tortoise-orm/blob/7d16457731905e19d4d06ccd5b4ea16d4a9447b2/tortoise/queryset.py#L319-L330
245,704
tortoise/tortoise-orm
tortoise/queryset.py
QuerySet.count
def count(self) -> "CountQuery": """ Return count of objects in queryset instead of objects. """ return CountQuery( db=self._db, model=self.model, q_objects=self._q_objects, annotations=self._annotations, custom_filters=self._cu...
python
def count(self) -> "CountQuery": return CountQuery( db=self._db, model=self.model, q_objects=self._q_objects, annotations=self._annotations, custom_filters=self._custom_filters, )
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Return count of objects in queryset instead of objects.
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7d16457731905e19d4d06ccd5b4ea16d4a9447b2
https://github.com/tortoise/tortoise-orm/blob/7d16457731905e19d4d06ccd5b4ea16d4a9447b2/tortoise/queryset.py#L332-L342
245,705
tortoise/tortoise-orm
tortoise/queryset.py
QuerySet.first
def first(self) -> "QuerySet": """ Limit queryset to one object and return one object instead of list. """ queryset = self._clone() queryset._limit = 1 queryset._single = True return queryset
python
def first(self) -> "QuerySet": queryset = self._clone() queryset._limit = 1 queryset._single = True return queryset
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Limit queryset to one object and return one object instead of list.
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7d16457731905e19d4d06ccd5b4ea16d4a9447b2
https://github.com/tortoise/tortoise-orm/blob/7d16457731905e19d4d06ccd5b4ea16d4a9447b2/tortoise/queryset.py#L351-L358
245,706
tortoise/tortoise-orm
tortoise/queryset.py
QuerySet.get
def get(self, *args, **kwargs) -> "QuerySet": """ Fetch exactly one object matching the parameters. """ queryset = self.filter(*args, **kwargs) queryset._limit = 2 queryset._get = True return queryset
python
def get(self, *args, **kwargs) -> "QuerySet": queryset = self.filter(*args, **kwargs) queryset._limit = 2 queryset._get = True return queryset
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Fetch exactly one object matching the parameters.
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7d16457731905e19d4d06ccd5b4ea16d4a9447b2
https://github.com/tortoise/tortoise-orm/blob/7d16457731905e19d4d06ccd5b4ea16d4a9447b2/tortoise/queryset.py#L360-L367
245,707
tortoise/tortoise-orm
tortoise/queryset.py
QuerySet.explain
async def explain(self) -> Any: """Fetch and return information about the query execution plan. This is done by executing an ``EXPLAIN`` query whose exact prefix depends on the database backend, as documented below. - PostgreSQL: ``EXPLAIN (FORMAT JSON, VERBOSE) ...`` - SQLite:...
python
async def explain(self) -> Any: if self._db is None: self._db = self.model._meta.db return await self._db.executor_class(model=self.model, db=self._db).execute_explain( self._make_query() )
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Fetch and return information about the query execution plan. This is done by executing an ``EXPLAIN`` query whose exact prefix depends on the database backend, as documented below. - PostgreSQL: ``EXPLAIN (FORMAT JSON, VERBOSE) ...`` - SQLite: ``EXPLAIN QUERY PLAN ...`` - MySQL...
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7d16457731905e19d4d06ccd5b4ea16d4a9447b2
https://github.com/tortoise/tortoise-orm/blob/7d16457731905e19d4d06ccd5b4ea16d4a9447b2/tortoise/queryset.py#L393-L413
245,708
tortoise/tortoise-orm
tortoise/queryset.py
QuerySet.using_db
def using_db(self, _db: BaseDBAsyncClient) -> "QuerySet": """ Executes query in provided db client. Useful for transactions workaround. """ queryset = self._clone() queryset._db = _db return queryset
python
def using_db(self, _db: BaseDBAsyncClient) -> "QuerySet": queryset = self._clone() queryset._db = _db return queryset
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Executes query in provided db client. Useful for transactions workaround.
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7d16457731905e19d4d06ccd5b4ea16d4a9447b2
https://github.com/tortoise/tortoise-orm/blob/7d16457731905e19d4d06ccd5b4ea16d4a9447b2/tortoise/queryset.py#L415-L422
245,709
tortoise/tortoise-orm
tortoise/models.py
Model._check_unique_together
def _check_unique_together(cls): """Check the value of "unique_together" option.""" if cls._meta.unique_together is None: return if not isinstance(cls._meta.unique_together, (tuple, list)): raise ConfigurationError( "'{}.unique_together' must be a list or...
python
def _check_unique_together(cls): if cls._meta.unique_together is None: return if not isinstance(cls._meta.unique_together, (tuple, list)): raise ConfigurationError( "'{}.unique_together' must be a list or tuple.".format(cls.__name__) ) elif a...
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Check the value of "unique_together" option.
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7d16457731905e19d4d06ccd5b4ea16d4a9447b2
https://github.com/tortoise/tortoise-orm/blob/7d16457731905e19d4d06ccd5b4ea16d4a9447b2/tortoise/models.py#L324-L357
245,710
aerkalov/ebooklib
ebooklib/epub.py
write_epub
def write_epub(name, book, options=None): """ Creates epub file with the content defined in EpubBook. >>> ebooklib.write_epub('book.epub', book) :Args: - name: file name for the output file - book: instance of EpubBook - options: extra opions as dictionary (optional) """ epub...
python
def write_epub(name, book, options=None): epub = EpubWriter(name, book, options) epub.process() try: epub.write() except IOError: pass
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Creates epub file with the content defined in EpubBook. >>> ebooklib.write_epub('book.epub', book) :Args: - name: file name for the output file - book: instance of EpubBook - options: extra opions as dictionary (optional)
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305f2dd7f02923ffabf9586a5d16266113d00c4a
https://github.com/aerkalov/ebooklib/blob/305f2dd7f02923ffabf9586a5d16266113d00c4a/ebooklib/epub.py#L1705-L1723
245,711
aerkalov/ebooklib
ebooklib/epub.py
read_epub
def read_epub(name, options=None): """ Creates new instance of EpubBook with the content defined in the input file. >>> book = ebooklib.read_epub('book.epub') :Args: - name: full path to the input file - options: extra options as dictionary (optional) :Returns: Instance of EpubB...
python
def read_epub(name, options=None): reader = EpubReader(name, options) book = reader.load() reader.process() return book
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Creates new instance of EpubBook with the content defined in the input file. >>> book = ebooklib.read_epub('book.epub') :Args: - name: full path to the input file - options: extra options as dictionary (optional) :Returns: Instance of EpubBook.
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305f2dd7f02923ffabf9586a5d16266113d00c4a
https://github.com/aerkalov/ebooklib/blob/305f2dd7f02923ffabf9586a5d16266113d00c4a/ebooklib/epub.py#L1728-L1746
245,712
aerkalov/ebooklib
ebooklib/epub.py
EpubItem.get_type
def get_type(self): """ Guess type according to the file extension. Might not be the best way how to do it, but it works for now. Items can be of type: - ITEM_UNKNOWN = 0 - ITEM_IMAGE = 1 - ITEM_STYLE = 2 - ITEM_SCRIPT = 3 - ITEM_NAVIGATION = 4 ...
python
def get_type(self): _, ext = zip_path.splitext(self.get_name()) ext = ext.lower() for uid, ext_list in six.iteritems(ebooklib.EXTENSIONS): if ext in ext_list: return uid return ebooklib.ITEM_UNKNOWN
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Guess type according to the file extension. Might not be the best way how to do it, but it works for now. Items can be of type: - ITEM_UNKNOWN = 0 - ITEM_IMAGE = 1 - ITEM_STYLE = 2 - ITEM_SCRIPT = 3 - ITEM_NAVIGATION = 4 - ITEM_VECTOR = 5 - ...
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305f2dd7f02923ffabf9586a5d16266113d00c4a
https://github.com/aerkalov/ebooklib/blob/305f2dd7f02923ffabf9586a5d16266113d00c4a/ebooklib/epub.py#L158-L187
245,713
aerkalov/ebooklib
ebooklib/epub.py
EpubHtml.add_link
def add_link(self, **kwgs): """ Add additional link to the document. Links will be embeded only inside of this document. >>> add_link(href='styles.css', rel='stylesheet', type='text/css') """ self.links.append(kwgs) if kwgs.get('type') == 'text/javascript': i...
python
def add_link(self, **kwgs): self.links.append(kwgs) if kwgs.get('type') == 'text/javascript': if 'scripted' not in self.properties: self.properties.append('scripted')
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Add additional link to the document. Links will be embeded only inside of this document. >>> add_link(href='styles.css', rel='stylesheet', type='text/css')
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305f2dd7f02923ffabf9586a5d16266113d00c4a
https://github.com/aerkalov/ebooklib/blob/305f2dd7f02923ffabf9586a5d16266113d00c4a/ebooklib/epub.py#L299-L308
245,714
aerkalov/ebooklib
ebooklib/epub.py
EpubHtml.get_links_of_type
def get_links_of_type(self, link_type): """ Returns list of additional links of specific type. :Returns: As tuple returns list of links. """ return (link for link in self.links if link.get('type', '') == link_type)
python
def get_links_of_type(self, link_type): return (link for link in self.links if link.get('type', '') == link_type)
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Returns list of additional links of specific type. :Returns: As tuple returns list of links.
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305f2dd7f02923ffabf9586a5d16266113d00c4a
https://github.com/aerkalov/ebooklib/blob/305f2dd7f02923ffabf9586a5d16266113d00c4a/ebooklib/epub.py#L319-L326
245,715
aerkalov/ebooklib
ebooklib/epub.py
EpubHtml.add_item
def add_item(self, item): """ Add other item to this document. It will create additional links according to the item type. :Args: - item: item we want to add defined as instance of EpubItem """ if item.get_type() == ebooklib.ITEM_STYLE: self.add_link(href=i...
python
def add_item(self, item): if item.get_type() == ebooklib.ITEM_STYLE: self.add_link(href=item.get_name(), rel='stylesheet', type='text/css') if item.get_type() == ebooklib.ITEM_SCRIPT: self.add_link(src=item.get_name(), type='text/javascript')
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Add other item to this document. It will create additional links according to the item type. :Args: - item: item we want to add defined as instance of EpubItem
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305f2dd7f02923ffabf9586a5d16266113d00c4a
https://github.com/aerkalov/ebooklib/blob/305f2dd7f02923ffabf9586a5d16266113d00c4a/ebooklib/epub.py#L328-L339
245,716
aerkalov/ebooklib
ebooklib/epub.py
EpubBook.reset
def reset(self): "Initialises all needed variables to default values" self.metadata = {} self.items = [] self.spine = [] self.guide = [] self.pages = [] self.toc = [] self.bindings = [] self.IDENTIFIER_ID = 'id' self.FOLDER_NAME = 'EPUB' ...
python
def reset(self): "Initialises all needed variables to default values" self.metadata = {} self.items = [] self.spine = [] self.guide = [] self.pages = [] self.toc = [] self.bindings = [] self.IDENTIFIER_ID = 'id' self.FOLDER_NAME = 'EPUB' ...
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Initialises all needed variables to default values
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305f2dd7f02923ffabf9586a5d16266113d00c4a
https://github.com/aerkalov/ebooklib/blob/305f2dd7f02923ffabf9586a5d16266113d00c4a/ebooklib/epub.py#L554-L592
245,717
aerkalov/ebooklib
ebooklib/epub.py
EpubBook.set_identifier
def set_identifier(self, uid): """ Sets unique id for this epub :Args: - uid: Value of unique identifier for this book """ self.uid = uid self.set_unique_metadata('DC', 'identifier', self.uid, {'id': self.IDENTIFIER_ID})
python
def set_identifier(self, uid): self.uid = uid self.set_unique_metadata('DC', 'identifier', self.uid, {'id': self.IDENTIFIER_ID})
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Sets unique id for this epub :Args: - uid: Value of unique identifier for this book
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305f2dd7f02923ffabf9586a5d16266113d00c4a
https://github.com/aerkalov/ebooklib/blob/305f2dd7f02923ffabf9586a5d16266113d00c4a/ebooklib/epub.py#L594-L604
245,718
aerkalov/ebooklib
ebooklib/epub.py
EpubBook.set_title
def set_title(self, title): """ Set title. You can set multiple titles. :Args: - title: Title value """ self.title = title self.add_metadata('DC', 'title', self.title)
python
def set_title(self, title): self.title = title self.add_metadata('DC', 'title', self.title)
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Set title. You can set multiple titles. :Args: - title: Title value
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305f2dd7f02923ffabf9586a5d16266113d00c4a
https://github.com/aerkalov/ebooklib/blob/305f2dd7f02923ffabf9586a5d16266113d00c4a/ebooklib/epub.py#L606-L616
245,719
aerkalov/ebooklib
ebooklib/epub.py
EpubBook.set_cover
def set_cover(self, file_name, content, create_page=True): """ Set cover and create cover document if needed. :Args: - file_name: file name of the cover page - content: Content for the cover image - create_page: Should cover page be defined. Defined as bool value (...
python
def set_cover(self, file_name, content, create_page=True): # as it is now, it can only be called once c0 = EpubCover(file_name=file_name) c0.content = content self.add_item(c0) if create_page: c1 = EpubCoverHtml(image_name=file_name) self.add_item(c1) ...
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Set cover and create cover document if needed. :Args: - file_name: file name of the cover page - content: Content for the cover image - create_page: Should cover page be defined. Defined as bool value (optional). Default value is True.
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305f2dd7f02923ffabf9586a5d16266113d00c4a
https://github.com/aerkalov/ebooklib/blob/305f2dd7f02923ffabf9586a5d16266113d00c4a/ebooklib/epub.py#L639-L658
245,720
aerkalov/ebooklib
ebooklib/epub.py
EpubBook.add_author
def add_author(self, author, file_as=None, role=None, uid='creator'): "Add author for this document" self.add_metadata('DC', 'creator', author, {'id': uid}) if file_as: self.add_metadata(None, 'meta', file_as, {'refines': '#' + uid, ...
python
def add_author(self, author, file_as=None, role=None, uid='creator'): "Add author for this document" self.add_metadata('DC', 'creator', author, {'id': uid}) if file_as: self.add_metadata(None, 'meta', file_as, {'refines': '#' + uid, ...
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Add author for this document
[ "Add", "author", "for", "this", "document" ]
305f2dd7f02923ffabf9586a5d16266113d00c4a
https://github.com/aerkalov/ebooklib/blob/305f2dd7f02923ffabf9586a5d16266113d00c4a/ebooklib/epub.py#L660-L672
245,721
aerkalov/ebooklib
ebooklib/epub.py
EpubBook.add_item
def add_item(self, item): """ Add additional item to the book. If not defined, media type and chapter id will be defined for the item. :Args: - item: Item instance """ if item.media_type == '': (has_guessed, media_type) = guess_type(item.get_name()....
python
def add_item(self, item): if item.media_type == '': (has_guessed, media_type) = guess_type(item.get_name().lower()) if has_guessed: if media_type is not None: item.media_type = media_type else: item.media_type = has...
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Add additional item to the book. If not defined, media type and chapter id will be defined for the item. :Args: - item: Item instance
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305f2dd7f02923ffabf9586a5d16266113d00c4a
https://github.com/aerkalov/ebooklib/blob/305f2dd7f02923ffabf9586a5d16266113d00c4a/ebooklib/epub.py#L707-L743
245,722
aerkalov/ebooklib
ebooklib/epub.py
EpubBook.get_item_with_id
def get_item_with_id(self, uid): """ Returns item for defined UID. >>> book.get_item_with_id('image_001') :Args: - uid: UID for the item :Returns: Returns item object. Returns None if nothing was found. """ for item in self.get_items(): ...
python
def get_item_with_id(self, uid): for item in self.get_items(): if item.id == uid: return item return None
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Returns item for defined UID. >>> book.get_item_with_id('image_001') :Args: - uid: UID for the item :Returns: Returns item object. Returns None if nothing was found.
[ "Returns", "item", "for", "defined", "UID", "." ]
305f2dd7f02923ffabf9586a5d16266113d00c4a
https://github.com/aerkalov/ebooklib/blob/305f2dd7f02923ffabf9586a5d16266113d00c4a/ebooklib/epub.py#L745-L761
245,723
aerkalov/ebooklib
ebooklib/epub.py
EpubBook.get_item_with_href
def get_item_with_href(self, href): """ Returns item for defined HREF. >>> book.get_item_with_href('EPUB/document.xhtml') :Args: - href: HREF for the item we are searching for :Returns: Returns item object. Returns None if nothing was found. """ ...
python
def get_item_with_href(self, href): for item in self.get_items(): if item.get_name() == href: return item return None
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Returns item for defined HREF. >>> book.get_item_with_href('EPUB/document.xhtml') :Args: - href: HREF for the item we are searching for :Returns: Returns item object. Returns None if nothing was found.
[ "Returns", "item", "for", "defined", "HREF", "." ]
305f2dd7f02923ffabf9586a5d16266113d00c4a
https://github.com/aerkalov/ebooklib/blob/305f2dd7f02923ffabf9586a5d16266113d00c4a/ebooklib/epub.py#L763-L779
245,724
aerkalov/ebooklib
ebooklib/epub.py
EpubBook.get_items_of_type
def get_items_of_type(self, item_type): """ Returns all items of specified type. >>> book.get_items_of_type(epub.ITEM_IMAGE) :Args: - item_type: Type for items we are searching for :Returns: Returns found items as tuple. """ return (item for...
python
def get_items_of_type(self, item_type): return (item for item in self.items if item.get_type() == item_type)
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Returns all items of specified type. >>> book.get_items_of_type(epub.ITEM_IMAGE) :Args: - item_type: Type for items we are searching for :Returns: Returns found items as tuple.
[ "Returns", "all", "items", "of", "specified", "type", "." ]
305f2dd7f02923ffabf9586a5d16266113d00c4a
https://github.com/aerkalov/ebooklib/blob/305f2dd7f02923ffabf9586a5d16266113d00c4a/ebooklib/epub.py#L790-L802
245,725
aerkalov/ebooklib
ebooklib/epub.py
EpubBook.get_items_of_media_type
def get_items_of_media_type(self, media_type): """ Returns all items of specified media type. :Args: - media_type: Media type for items we are searching for :Returns: Returns found items as tuple. """ return (item for item in self.items if item.media...
python
def get_items_of_media_type(self, media_type): return (item for item in self.items if item.media_type == media_type)
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Returns all items of specified media type. :Args: - media_type: Media type for items we are searching for :Returns: Returns found items as tuple.
[ "Returns", "all", "items", "of", "specified", "media", "type", "." ]
305f2dd7f02923ffabf9586a5d16266113d00c4a
https://github.com/aerkalov/ebooklib/blob/305f2dd7f02923ffabf9586a5d16266113d00c4a/ebooklib/epub.py#L804-L814
245,726
LuminosoInsight/python-ftfy
ftfy/cli.py
main
def main(): """ Run ftfy as a command-line utility. """ import argparse parser = argparse.ArgumentParser( description="ftfy (fixes text for you), version %s" % __version__ ) parser.add_argument('filename', default='-', nargs='?', help='The file whose Unicode ...
python
def main(): import argparse parser = argparse.ArgumentParser( description="ftfy (fixes text for you), version %s" % __version__ ) parser.add_argument('filename', default='-', nargs='?', help='The file whose Unicode is to be fixed. Defaults ' ...
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Run ftfy as a command-line utility.
[ "Run", "ftfy", "as", "a", "command", "-", "line", "utility", "." ]
476acc6ad270bffe07f97d4f7cf2139acdc69633
https://github.com/LuminosoInsight/python-ftfy/blob/476acc6ad270bffe07f97d4f7cf2139acdc69633/ftfy/cli.py#L42-L114
245,727
LuminosoInsight/python-ftfy
ftfy/fixes.py
fix_encoding_and_explain
def fix_encoding_and_explain(text): """ Re-decodes text that has been decoded incorrectly, and also return a "plan" indicating all the steps required to fix it. The resulting plan could be used with :func:`ftfy.fixes.apply_plan` to fix additional strings that are broken in the same way. """ ...
python
def fix_encoding_and_explain(text): best_version = text best_cost = text_cost(text) best_plan = [] plan_so_far = [] while True: prevtext = text text, plan = fix_one_step_and_explain(text) plan_so_far.extend(plan) cost = text_cost(text) for _, _, step_cost in p...
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Re-decodes text that has been decoded incorrectly, and also return a "plan" indicating all the steps required to fix it. The resulting plan could be used with :func:`ftfy.fixes.apply_plan` to fix additional strings that are broken in the same way.
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476acc6ad270bffe07f97d4f7cf2139acdc69633
https://github.com/LuminosoInsight/python-ftfy/blob/476acc6ad270bffe07f97d4f7cf2139acdc69633/ftfy/fixes.py#L133-L158
245,728
LuminosoInsight/python-ftfy
ftfy/fixes.py
fix_one_step_and_explain
def fix_one_step_and_explain(text): """ Performs a single step of re-decoding text that's been decoded incorrectly. Returns the decoded text, plus a "plan" for how to reproduce what it did. """ if isinstance(text, bytes): raise UnicodeError(BYTES_ERROR_TEXT) if len(text) == 0: r...
python
def fix_one_step_and_explain(text): if isinstance(text, bytes): raise UnicodeError(BYTES_ERROR_TEXT) if len(text) == 0: return text, [] # The first plan is to return ASCII text unchanged. if possible_encoding(text, 'ascii'): return text, [] # As we go through the next step,...
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Performs a single step of re-decoding text that's been decoded incorrectly. Returns the decoded text, plus a "plan" for how to reproduce what it did.
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476acc6ad270bffe07f97d4f7cf2139acdc69633
https://github.com/LuminosoInsight/python-ftfy/blob/476acc6ad270bffe07f97d4f7cf2139acdc69633/ftfy/fixes.py#L161-L259
245,729
LuminosoInsight/python-ftfy
ftfy/fixes.py
apply_plan
def apply_plan(text, plan): """ Apply a plan for fixing the encoding of text. The plan is a list of tuples of the form (operation, encoding, cost): - `operation` is 'encode' if it turns a string into bytes, 'decode' if it turns bytes into a string, and 'transcode' if it keeps the type the same. ...
python
def apply_plan(text, plan): obj = text for operation, encoding, _ in plan: if operation == 'encode': obj = obj.encode(encoding) elif operation == 'decode': obj = obj.decode(encoding) elif operation == 'transcode': if encoding in TRANSCODERS: ...
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Apply a plan for fixing the encoding of text. The plan is a list of tuples of the form (operation, encoding, cost): - `operation` is 'encode' if it turns a string into bytes, 'decode' if it turns bytes into a string, and 'transcode' if it keeps the type the same. - `encoding` is the name of the enco...
[ "Apply", "a", "plan", "for", "fixing", "the", "encoding", "of", "text", "." ]
476acc6ad270bffe07f97d4f7cf2139acdc69633
https://github.com/LuminosoInsight/python-ftfy/blob/476acc6ad270bffe07f97d4f7cf2139acdc69633/ftfy/fixes.py#L262-L290
245,730
LuminosoInsight/python-ftfy
ftfy/fixes.py
_unescape_fixup
def _unescape_fixup(match): """ Replace one matched HTML entity with the character it represents, if possible. """ text = match.group(0) if text[:2] == "&#": # character reference try: if text[:3] == "&#x": codept = int(text[3:-1], 16) else...
python
def _unescape_fixup(match): text = match.group(0) if text[:2] == "&#": # character reference try: if text[:3] == "&#x": codept = int(text[3:-1], 16) else: codept = int(text[2:-1]) if 0x80 <= codept < 0xa0: # Deco...
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Replace one matched HTML entity with the character it represents, if possible.
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476acc6ad270bffe07f97d4f7cf2139acdc69633
https://github.com/LuminosoInsight/python-ftfy/blob/476acc6ad270bffe07f97d4f7cf2139acdc69633/ftfy/fixes.py#L296-L323
245,731
LuminosoInsight/python-ftfy
ftfy/fixes.py
convert_surrogate_pair
def convert_surrogate_pair(match): """ Convert a surrogate pair to the single codepoint it represents. This implements the formula described at: http://en.wikipedia.org/wiki/Universal_Character_Set_characters#Surrogates """ pair = match.group(0) codept = 0x10000 + (ord(pair[0]) - 0xd800) * ...
python
def convert_surrogate_pair(match): pair = match.group(0) codept = 0x10000 + (ord(pair[0]) - 0xd800) * 0x400 + (ord(pair[1]) - 0xdc00) return chr(codept)
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Convert a surrogate pair to the single codepoint it represents. This implements the formula described at: http://en.wikipedia.org/wiki/Universal_Character_Set_characters#Surrogates
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476acc6ad270bffe07f97d4f7cf2139acdc69633
https://github.com/LuminosoInsight/python-ftfy/blob/476acc6ad270bffe07f97d4f7cf2139acdc69633/ftfy/fixes.py#L457-L466
245,732
LuminosoInsight/python-ftfy
ftfy/fixes.py
restore_byte_a0
def restore_byte_a0(byts): """ Some mojibake has been additionally altered by a process that said "hmm, byte A0, that's basically a space!" and replaced it with an ASCII space. When the A0 is part of a sequence that we intend to decode as UTF-8, changing byte A0 to 20 would make it fail to decode. ...
python
def restore_byte_a0(byts): def replacement(match): "The function to apply when this regex matches." return match.group(0).replace(b'\x20', b'\xa0') return ALTERED_UTF8_RE.sub(replacement, byts)
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Some mojibake has been additionally altered by a process that said "hmm, byte A0, that's basically a space!" and replaced it with an ASCII space. When the A0 is part of a sequence that we intend to decode as UTF-8, changing byte A0 to 20 would make it fail to decode. This process finds sequences that w...
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476acc6ad270bffe07f97d4f7cf2139acdc69633
https://github.com/LuminosoInsight/python-ftfy/blob/476acc6ad270bffe07f97d4f7cf2139acdc69633/ftfy/fixes.py#L582-L600
245,733
LuminosoInsight/python-ftfy
ftfy/fixes.py
fix_partial_utf8_punct_in_1252
def fix_partial_utf8_punct_in_1252(text): """ Fix particular characters that seem to be found in the wild encoded in UTF-8 and decoded in Latin-1 or Windows-1252, even when this fix can't be consistently applied. One form of inconsistency we need to deal with is that some character might be fro...
python
def fix_partial_utf8_punct_in_1252(text): def latin1_to_w1252(match): "The function to apply when this regex matches." return match.group(0).encode('latin-1').decode('sloppy-windows-1252') def w1252_to_utf8(match): "The function to apply when this regex matches." return match.gr...
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Fix particular characters that seem to be found in the wild encoded in UTF-8 and decoded in Latin-1 or Windows-1252, even when this fix can't be consistently applied. One form of inconsistency we need to deal with is that some character might be from the Latin-1 C1 control character set, while others a...
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476acc6ad270bffe07f97d4f7cf2139acdc69633
https://github.com/LuminosoInsight/python-ftfy/blob/476acc6ad270bffe07f97d4f7cf2139acdc69633/ftfy/fixes.py#L642-L664
245,734
LuminosoInsight/python-ftfy
ftfy/formatting.py
display_ljust
def display_ljust(text, width, fillchar=' '): """ Return `text` left-justified in a Unicode string whose display width, in a monospaced terminal, should be at least `width` character cells. The rest of the string will be padded with `fillchar`, which must be a width-1 character. "Left" here mea...
python
def display_ljust(text, width, fillchar=' '): if character_width(fillchar) != 1: raise ValueError("The padding character must have display width 1") text_width = monospaced_width(text) if text_width == -1: # There's a control character here, so just don't add padding return text ...
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Return `text` left-justified in a Unicode string whose display width, in a monospaced terminal, should be at least `width` character cells. The rest of the string will be padded with `fillchar`, which must be a width-1 character. "Left" here means toward the beginning of the string, which may actually ...
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476acc6ad270bffe07f97d4f7cf2139acdc69633
https://github.com/LuminosoInsight/python-ftfy/blob/476acc6ad270bffe07f97d4f7cf2139acdc69633/ftfy/formatting.py#L67-L98
245,735
LuminosoInsight/python-ftfy
ftfy/formatting.py
display_center
def display_center(text, width, fillchar=' '): """ Return `text` centered in a Unicode string whose display width, in a monospaced terminal, should be at least `width` character cells. The rest of the string will be padded with `fillchar`, which must be a width-1 character. >>> lines = ['Table ...
python
def display_center(text, width, fillchar=' '): if character_width(fillchar) != 1: raise ValueError("The padding character must have display width 1") text_width = monospaced_width(text) if text_width == -1: return text padding = max(0, width - text_width) left_padding = padding // ...
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Return `text` centered in a Unicode string whose display width, in a monospaced terminal, should be at least `width` character cells. The rest of the string will be padded with `fillchar`, which must be a width-1 character. >>> lines = ['Table flip', '(╯°□°)╯︵ ┻━┻', 'ちゃぶ台返し'] >>> for line in lines:...
[ "Return", "text", "centered", "in", "a", "Unicode", "string", "whose", "display", "width", "in", "a", "monospaced", "terminal", "should", "be", "at", "least", "width", "character", "cells", ".", "The", "rest", "of", "the", "string", "will", "be", "padded", ...
476acc6ad270bffe07f97d4f7cf2139acdc69633
https://github.com/LuminosoInsight/python-ftfy/blob/476acc6ad270bffe07f97d4f7cf2139acdc69633/ftfy/formatting.py#L130-L154
245,736
LuminosoInsight/python-ftfy
ftfy/bad_codecs/sloppy.py
make_sloppy_codec
def make_sloppy_codec(encoding): """ Take a codec name, and return a 'sloppy' version of that codec that can encode and decode the unassigned bytes in that encoding. Single-byte encodings in the standard library are defined using some boilerplate classes surrounding the functions that do the actual...
python
def make_sloppy_codec(encoding): # Make a bytestring of all 256 possible bytes. all_bytes = bytes(range(256)) # Get a list of what they would decode to in Latin-1. sloppy_chars = list(all_bytes.decode('latin-1')) # Get a list of what they decode to in the given encoding. Use the # replacement ...
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Take a codec name, and return a 'sloppy' version of that codec that can encode and decode the unassigned bytes in that encoding. Single-byte encodings in the standard library are defined using some boilerplate classes surrounding the functions that do the actual work, `codecs.charmap_decode` and `charm...
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476acc6ad270bffe07f97d4f7cf2139acdc69633
https://github.com/LuminosoInsight/python-ftfy/blob/476acc6ad270bffe07f97d4f7cf2139acdc69633/ftfy/bad_codecs/sloppy.py#L79-L150
245,737
LuminosoInsight/python-ftfy
ftfy/badness.py
_make_weirdness_regex
def _make_weirdness_regex(): """ Creates a list of regexes that match 'weird' character sequences. The more matches there are, the weirder the text is. """ groups = [] # Match diacritical marks, except when they modify a non-cased letter or # another mark. # # You wouldn't put a dia...
python
def _make_weirdness_regex(): groups = [] # Match diacritical marks, except when they modify a non-cased letter or # another mark. # # You wouldn't put a diacritical mark on a digit or a space, for example. # You might put it on a Latin letter, but in that case there will almost # always be ...
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Creates a list of regexes that match 'weird' character sequences. The more matches there are, the weirder the text is.
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476acc6ad270bffe07f97d4f7cf2139acdc69633
https://github.com/LuminosoInsight/python-ftfy/blob/476acc6ad270bffe07f97d4f7cf2139acdc69633/ftfy/badness.py#L31-L92
245,738
LuminosoInsight/python-ftfy
ftfy/badness.py
sequence_weirdness
def sequence_weirdness(text): """ Determine how often a text has unexpected characters or sequences of characters. This metric is used to disambiguate when text should be re-decoded or left as is. We start by normalizing text in NFC form, so that penalties for diacritical marks don't apply to c...
python
def sequence_weirdness(text): text2 = unicodedata.normalize('NFC', text) weirdness = len(WEIRDNESS_RE.findall(chars_to_classes(text2))) adjustment = ( len(MOJIBAKE_SYMBOL_RE.findall(text2)) * 2 - len(COMMON_SYMBOL_RE.findall(text2)) ) return weirdness * 2 + adjustment
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Determine how often a text has unexpected characters or sequences of characters. This metric is used to disambiguate when text should be re-decoded or left as is. We start by normalizing text in NFC form, so that penalties for diacritical marks don't apply to characters that know what to do with th...
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476acc6ad270bffe07f97d4f7cf2139acdc69633
https://github.com/LuminosoInsight/python-ftfy/blob/476acc6ad270bffe07f97d4f7cf2139acdc69633/ftfy/badness.py#L157-L190
245,739
LuminosoInsight/python-ftfy
ftfy/bad_codecs/__init__.py
search_function
def search_function(encoding): """ Register our "bad codecs" with Python's codecs API. This involves adding a search function that takes in an encoding name, and returns a codec for that encoding if it knows one, or None if it doesn't. The encodings this will match are: - Encodings of the form...
python
def search_function(encoding): if encoding in _CACHE: return _CACHE[encoding] norm_encoding = normalize_encoding(encoding) codec = None if norm_encoding in UTF8_VAR_NAMES: from ftfy.bad_codecs.utf8_variants import CODEC_INFO codec = CODEC_INFO elif norm_encoding.startswith('...
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Register our "bad codecs" with Python's codecs API. This involves adding a search function that takes in an encoding name, and returns a codec for that encoding if it knows one, or None if it doesn't. The encodings this will match are: - Encodings of the form 'sloppy-windows-NNNN' or 'sloppy-iso-8859-...
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476acc6ad270bffe07f97d4f7cf2139acdc69633
https://github.com/LuminosoInsight/python-ftfy/blob/476acc6ad270bffe07f97d4f7cf2139acdc69633/ftfy/bad_codecs/__init__.py#L47-L76
245,740
LuminosoInsight/python-ftfy
ftfy/bad_codecs/utf8_variants.py
IncrementalDecoder._buffer_decode
def _buffer_decode(self, input, errors, final): """ Decode bytes that may be arriving in a stream, following the Codecs API. `input` is the incoming sequence of bytes. `errors` tells us how to handle errors, though we delegate all error-handling cases to the real UTF-8 d...
python
def _buffer_decode(self, input, errors, final): # decoded_segments are the pieces of text we have decoded so far, # and position is our current position in the byte string. (Bytes # before this position have been consumed, and bytes after it have # yet to be decoded.) decoded_seg...
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Decode bytes that may be arriving in a stream, following the Codecs API. `input` is the incoming sequence of bytes. `errors` tells us how to handle errors, though we delegate all error-handling cases to the real UTF-8 decoder to ensure correct behavior. `final` indicates whether ...
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476acc6ad270bffe07f97d4f7cf2139acdc69633
https://github.com/LuminosoInsight/python-ftfy/blob/476acc6ad270bffe07f97d4f7cf2139acdc69633/ftfy/bad_codecs/utf8_variants.py#L88-L129
245,741
LuminosoInsight/python-ftfy
ftfy/bad_codecs/utf8_variants.py
IncrementalDecoder._buffer_decode_surrogates
def _buffer_decode_surrogates(sup, input, errors, final): """ When we have improperly encoded surrogates, we can still see the bits that they were meant to represent. The surrogates were meant to encode a 20-bit number, to which we add 0x10000 to get a codepoint. That 20-bit num...
python
def _buffer_decode_surrogates(sup, input, errors, final): if len(input) < 6: if final: # We found 0xed near the end of the stream, and there aren't # six bytes to decode. Delegate to the superclass method to # handle it as normal UTF-8. It might be a H...
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When we have improperly encoded surrogates, we can still see the bits that they were meant to represent. The surrogates were meant to encode a 20-bit number, to which we add 0x10000 to get a codepoint. That 20-bit number now appears in this form: 11101101 1010abcd 10efghij 11...
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476acc6ad270bffe07f97d4f7cf2139acdc69633
https://github.com/LuminosoInsight/python-ftfy/blob/476acc6ad270bffe07f97d4f7cf2139acdc69633/ftfy/bad_codecs/utf8_variants.py#L173-L215
245,742
LuminosoInsight/python-ftfy
ftfy/__init__.py
fix_text
def fix_text(text, *, fix_entities='auto', remove_terminal_escapes=True, fix_encoding=True, fix_latin_ligatures=True, fix_character_width=True, uncurl_quotes=True, fix_line_breaks=True, fix_surrogates=Tr...
python
def fix_text(text, *, fix_entities='auto', remove_terminal_escapes=True, fix_encoding=True, fix_latin_ligatures=True, fix_character_width=True, uncurl_quotes=True, fix_line_breaks=True, fix_surrogates=Tr...
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r""" Given Unicode text as input, fix inconsistencies and glitches in it, such as mojibake. Let's start with some examples: >>> print(fix_text('ünicode')) ünicode >>> print(fix_text('Broken text&hellip; it&#x2019;s flubberific!', ... normalization='NFKC')) ...
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476acc6ad270bffe07f97d4f7cf2139acdc69633
https://github.com/LuminosoInsight/python-ftfy/blob/476acc6ad270bffe07f97d4f7cf2139acdc69633/ftfy/__init__.py#L20-L186
245,743
LuminosoInsight/python-ftfy
ftfy/__init__.py
fix_file
def fix_file(input_file, encoding=None, *, fix_entities='auto', remove_terminal_escapes=True, fix_encoding=True, fix_latin_ligatures=True, fix_character_width=True, uncurl_quotes=True, fix_line_breaks=Tr...
python
def fix_file(input_file, encoding=None, *, fix_entities='auto', remove_terminal_escapes=True, fix_encoding=True, fix_latin_ligatures=True, fix_character_width=True, uncurl_quotes=True, fix_line_breaks=Tr...
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Fix text that is found in a file. If the file is being read as Unicode text, use that. If it's being read as bytes, then we hope an encoding was supplied. If not, unfortunately, we have to guess what encoding it is. We'll try a few common encodings, but we make no promises. See the `guess_bytes` functi...
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476acc6ad270bffe07f97d4f7cf2139acdc69633
https://github.com/LuminosoInsight/python-ftfy/blob/476acc6ad270bffe07f97d4f7cf2139acdc69633/ftfy/__init__.py#L195-L241
245,744
LuminosoInsight/python-ftfy
ftfy/__init__.py
fix_text_segment
def fix_text_segment(text, *, fix_entities='auto', remove_terminal_escapes=True, fix_encoding=True, fix_latin_ligatures=True, fix_character_width=True, uncurl_quotes=True, ...
python
def fix_text_segment(text, *, fix_entities='auto', remove_terminal_escapes=True, fix_encoding=True, fix_latin_ligatures=True, fix_character_width=True, uncurl_quotes=True, ...
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Apply fixes to text in a single chunk. This could be a line of text within a larger run of `fix_text`, or it could be a larger amount of text that you are certain is in a consistent encoding. See `fix_text` for a description of the parameters.
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476acc6ad270bffe07f97d4f7cf2139acdc69633
https://github.com/LuminosoInsight/python-ftfy/blob/476acc6ad270bffe07f97d4f7cf2139acdc69633/ftfy/__init__.py#L244-L296
245,745
LuminosoInsight/python-ftfy
ftfy/__init__.py
explain_unicode
def explain_unicode(text): """ A utility method that's useful for debugging mysterious Unicode. It breaks down a string, showing you for each codepoint its number in hexadecimal, its glyph, its category in the Unicode standard, and its name in the Unicode standard. >>> explain_unicode('(╯°...
python
def explain_unicode(text): for char in text: if char.isprintable(): display = char else: display = char.encode('unicode-escape').decode('ascii') print('U+{code:04X} {display} [{category}] {name}'.format( display=display_ljust(display, 7), code...
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A utility method that's useful for debugging mysterious Unicode. It breaks down a string, showing you for each codepoint its number in hexadecimal, its glyph, its category in the Unicode standard, and its name in the Unicode standard. >>> explain_unicode('(╯°□°)╯︵ ┻━┻') U+0028 ( [Ps...
[ "A", "utility", "method", "that", "s", "useful", "for", "debugging", "mysterious", "Unicode", "." ]
476acc6ad270bffe07f97d4f7cf2139acdc69633
https://github.com/LuminosoInsight/python-ftfy/blob/476acc6ad270bffe07f97d4f7cf2139acdc69633/ftfy/__init__.py#L379-L411
245,746
LuminosoInsight/python-ftfy
ftfy/chardata.py
_build_regexes
def _build_regexes(): """ ENCODING_REGEXES contain reasonably fast ways to detect if we could represent a given string in a given encoding. The simplest one is the 'ascii' detector, which of course just determines if all characters are between U+0000 and U+007F. """ # Define a regex that mat...
python
def _build_regexes(): # Define a regex that matches ASCII text. encoding_regexes = {'ascii': re.compile('^[\x00-\x7f]*$')} for encoding in CHARMAP_ENCODINGS: # Make a sequence of characters that bytes \x80 to \xFF decode to # in each encoding, as well as byte \x1A, which is used to represen...
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ENCODING_REGEXES contain reasonably fast ways to detect if we could represent a given string in a given encoding. The simplest one is the 'ascii' detector, which of course just determines if all characters are between U+0000 and U+007F.
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476acc6ad270bffe07f97d4f7cf2139acdc69633
https://github.com/LuminosoInsight/python-ftfy/blob/476acc6ad270bffe07f97d4f7cf2139acdc69633/ftfy/chardata.py#L25-L49
245,747
LuminosoInsight/python-ftfy
ftfy/chardata.py
_build_width_map
def _build_width_map(): """ Build a translate mapping that replaces halfwidth and fullwidth forms with their standard-width forms. """ # Though it's not listed as a fullwidth character, we'll want to convert # U+3000 IDEOGRAPHIC SPACE to U+20 SPACE on the same principle, so start # with that...
python
def _build_width_map(): # Though it's not listed as a fullwidth character, we'll want to convert # U+3000 IDEOGRAPHIC SPACE to U+20 SPACE on the same principle, so start # with that in the dictionary. width_map = {0x3000: ' '} for i in range(0xff01, 0xfff0): char = chr(i) alternate =...
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Build a translate mapping that replaces halfwidth and fullwidth forms with their standard-width forms.
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476acc6ad270bffe07f97d4f7cf2139acdc69633
https://github.com/LuminosoInsight/python-ftfy/blob/476acc6ad270bffe07f97d4f7cf2139acdc69633/ftfy/chardata.py#L222-L236
245,748
pydata/numexpr
numexpr/utils.py
set_vml_accuracy_mode
def set_vml_accuracy_mode(mode): """ Set the accuracy mode for VML operations. The `mode` parameter can take the values: - 'high': high accuracy mode (HA), <1 least significant bit - 'low': low accuracy mode (LA), typically 1-2 least significant bits - 'fast': enhanced performance mode (EP) ...
python
def set_vml_accuracy_mode(mode): if use_vml: acc_dict = {None: 0, 'low': 1, 'high': 2, 'fast': 3} acc_reverse_dict = {1: 'low', 2: 'high', 3: 'fast'} if mode not in acc_dict.keys(): raise ValueError( "mode argument must be one of: None, 'high', 'low', 'fast'") ...
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Set the accuracy mode for VML operations. The `mode` parameter can take the values: - 'high': high accuracy mode (HA), <1 least significant bit - 'low': low accuracy mode (LA), typically 1-2 least significant bits - 'fast': enhanced performance mode (EP) - None: mode settings are ignored This ...
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364bac13d84524e0e01db892301b2959d822dcff
https://github.com/pydata/numexpr/blob/364bac13d84524e0e01db892301b2959d822dcff/numexpr/utils.py#L34-L62
245,749
pydata/numexpr
numexpr/utils.py
_init_num_threads
def _init_num_threads(): """ Detects the environment variable 'NUMEXPR_MAX_THREADS' to set the threadpool size, and if necessary the slightly redundant 'NUMEXPR_NUM_THREADS' or 'OMP_NUM_THREADS' env vars to set the initial number of threads used by the virtual machine. """ # Any platform-...
python
def _init_num_threads(): # Any platform-specific short-circuits if 'sparc' in platform.machine(): log.warning('The number of threads have been set to 1 because problems related ' 'to threading have been reported on some sparc machine. ' 'The number of threads can be c...
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Detects the environment variable 'NUMEXPR_MAX_THREADS' to set the threadpool size, and if necessary the slightly redundant 'NUMEXPR_NUM_THREADS' or 'OMP_NUM_THREADS' env vars to set the initial number of threads used by the virtual machine.
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364bac13d84524e0e01db892301b2959d822dcff
https://github.com/pydata/numexpr/blob/364bac13d84524e0e01db892301b2959d822dcff/numexpr/utils.py#L100-L145
245,750
pydata/numexpr
numexpr/utils.py
detect_number_of_cores
def detect_number_of_cores(): """ Detects the number of cores on a system. Cribbed from pp. """ # Linux, Unix and MacOS: if hasattr(os, "sysconf"): if "SC_NPROCESSORS_ONLN" in os.sysconf_names: # Linux & Unix: ncpus = os.sysconf("SC_NPROCESSORS_ONLN") if i...
python
def detect_number_of_cores(): # Linux, Unix and MacOS: if hasattr(os, "sysconf"): if "SC_NPROCESSORS_ONLN" in os.sysconf_names: # Linux & Unix: ncpus = os.sysconf("SC_NPROCESSORS_ONLN") if isinstance(ncpus, int) and ncpus > 0: return ncpus else...
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Detects the number of cores on a system. Cribbed from pp.
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364bac13d84524e0e01db892301b2959d822dcff
https://github.com/pydata/numexpr/blob/364bac13d84524e0e01db892301b2959d822dcff/numexpr/utils.py#L148-L168
245,751
pydata/numexpr
bench/multidim.py
chunkify
def chunkify(chunksize): """ Very stupid "chunk vectorizer" which keeps memory use down. This version requires all inputs to have the same number of elements, although it shouldn't be that hard to implement simple broadcasting. """ def chunkifier(func): def wrap(*args): ...
python
def chunkify(chunksize): def chunkifier(func): def wrap(*args): assert len(args) > 0 assert all(len(a.flat) == len(args[0].flat) for a in args) nelements = len(args[0].flat) nchunks, remain = divmod(nelements, chunksize) out = np.ndarray(args[0...
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Very stupid "chunk vectorizer" which keeps memory use down. This version requires all inputs to have the same number of elements, although it shouldn't be that hard to implement simple broadcasting.
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364bac13d84524e0e01db892301b2959d822dcff
https://github.com/pydata/numexpr/blob/364bac13d84524e0e01db892301b2959d822dcff/bench/multidim.py#L28-L57
245,752
pydata/numexpr
numexpr/necompiler.py
expressionToAST
def expressionToAST(ex): """Take an expression tree made out of expressions.ExpressionNode, and convert to an AST tree. This is necessary as ExpressionNode overrides many methods to act like a number. """ return ASTNode(ex.astType, ex.astKind, ex.value, [expressionToAST(c) fo...
python
def expressionToAST(ex): return ASTNode(ex.astType, ex.astKind, ex.value, [expressionToAST(c) for c in ex.children])
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Take an expression tree made out of expressions.ExpressionNode, and convert to an AST tree. This is necessary as ExpressionNode overrides many methods to act like a number.
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364bac13d84524e0e01db892301b2959d822dcff
https://github.com/pydata/numexpr/blob/364bac13d84524e0e01db892301b2959d822dcff/numexpr/necompiler.py#L158-L166
245,753
pydata/numexpr
numexpr/necompiler.py
sigPerms
def sigPerms(s): """Generate all possible signatures derived by upcasting the given signature. """ codes = 'bilfdc' if not s: yield '' elif s[0] in codes: start = codes.index(s[0]) for x in codes[start:]: for y in sigPerms(s[1:]): yield x + y ...
python
def sigPerms(s): codes = 'bilfdc' if not s: yield '' elif s[0] in codes: start = codes.index(s[0]) for x in codes[start:]: for y in sigPerms(s[1:]): yield x + y elif s[0] == 's': # numbers shall not be cast to strings for y in sigPerms(s[1:]):...
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Generate all possible signatures derived by upcasting the given signature.
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364bac13d84524e0e01db892301b2959d822dcff
https://github.com/pydata/numexpr/blob/364bac13d84524e0e01db892301b2959d822dcff/numexpr/necompiler.py#L169-L185
245,754
pydata/numexpr
numexpr/necompiler.py
typeCompileAst
def typeCompileAst(ast): """Assign appropiate types to each node in the AST. Will convert opcodes and functions to appropiate upcast version, and add "cast" ops if needed. """ children = list(ast.children) if ast.astType == 'op': retsig = ast.typecode() basesig = ''.join(x.typec...
python
def typeCompileAst(ast): children = list(ast.children) if ast.astType == 'op': retsig = ast.typecode() basesig = ''.join(x.typecode() for x in list(ast.children)) # Find some operation that will work on an acceptable casting of args. for sig in sigPerms(basesig): valu...
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Assign appropiate types to each node in the AST. Will convert opcodes and functions to appropiate upcast version, and add "cast" ops if needed.
[ "Assign", "appropiate", "types", "to", "each", "node", "in", "the", "AST", "." ]
364bac13d84524e0e01db892301b2959d822dcff
https://github.com/pydata/numexpr/blob/364bac13d84524e0e01db892301b2959d822dcff/numexpr/necompiler.py#L188-L228
245,755
pydata/numexpr
numexpr/necompiler.py
stringToExpression
def stringToExpression(s, types, context): """Given a string, convert it to a tree of ExpressionNode's. """ old_ctx = expressions._context.get_current_context() try: expressions._context.set_new_context(context) # first compile to a code object to determine the names if context.g...
python
def stringToExpression(s, types, context): old_ctx = expressions._context.get_current_context() try: expressions._context.set_new_context(context) # first compile to a code object to determine the names if context.get('truediv', False): flags = __future__.division.compiler_fl...
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Given a string, convert it to a tree of ExpressionNode's.
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364bac13d84524e0e01db892301b2959d822dcff
https://github.com/pydata/numexpr/blob/364bac13d84524e0e01db892301b2959d822dcff/numexpr/necompiler.py#L273-L306
245,756
pydata/numexpr
numexpr/necompiler.py
getInputOrder
def getInputOrder(ast, input_order=None): """Derive the input order of the variables in an expression. """ variables = {} for a in ast.allOf('variable'): variables[a.value] = a variable_names = set(variables.keys()) if input_order: if variable_names != set(input_order): ...
python
def getInputOrder(ast, input_order=None): variables = {} for a in ast.allOf('variable'): variables[a.value] = a variable_names = set(variables.keys()) if input_order: if variable_names != set(input_order): raise ValueError( "input names (%s) don't match those...
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Derive the input order of the variables in an expression.
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364bac13d84524e0e01db892301b2959d822dcff
https://github.com/pydata/numexpr/blob/364bac13d84524e0e01db892301b2959d822dcff/numexpr/necompiler.py#L314-L333
245,757
pydata/numexpr
numexpr/necompiler.py
assignLeafRegisters
def assignLeafRegisters(inodes, registerMaker): """Assign new registers to each of the leaf nodes. """ leafRegisters = {} for node in inodes: key = node.key() if key in leafRegisters: node.reg = leafRegisters[key] else: node.reg = leafRegisters[key] = regi...
python
def assignLeafRegisters(inodes, registerMaker): leafRegisters = {} for node in inodes: key = node.key() if key in leafRegisters: node.reg = leafRegisters[key] else: node.reg = leafRegisters[key] = registerMaker(node)
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Assign new registers to each of the leaf nodes.
[ "Assign", "new", "registers", "to", "each", "of", "the", "leaf", "nodes", "." ]
364bac13d84524e0e01db892301b2959d822dcff
https://github.com/pydata/numexpr/blob/364bac13d84524e0e01db892301b2959d822dcff/numexpr/necompiler.py#L368-L377
245,758
pydata/numexpr
numexpr/necompiler.py
assignBranchRegisters
def assignBranchRegisters(inodes, registerMaker): """Assign temporary registers to each of the branch nodes. """ for node in inodes: node.reg = registerMaker(node, temporary=True)
python
def assignBranchRegisters(inodes, registerMaker): for node in inodes: node.reg = registerMaker(node, temporary=True)
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Assign temporary registers to each of the branch nodes.
[ "Assign", "temporary", "registers", "to", "each", "of", "the", "branch", "nodes", "." ]
364bac13d84524e0e01db892301b2959d822dcff
https://github.com/pydata/numexpr/blob/364bac13d84524e0e01db892301b2959d822dcff/numexpr/necompiler.py#L380-L384
245,759
pydata/numexpr
numexpr/necompiler.py
collapseDuplicateSubtrees
def collapseDuplicateSubtrees(ast): """Common subexpression elimination. """ seen = {} aliases = [] for a in ast.allOf('op'): if a in seen: target = seen[a] a.astType = 'alias' a.value = target a.children = () aliases.append(a) ...
python
def collapseDuplicateSubtrees(ast): seen = {} aliases = [] for a in ast.allOf('op'): if a in seen: target = seen[a] a.astType = 'alias' a.value = target a.children = () aliases.append(a) else: seen[a] = a # Set value...
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Common subexpression elimination.
[ "Common", "subexpression", "elimination", "." ]
364bac13d84524e0e01db892301b2959d822dcff
https://github.com/pydata/numexpr/blob/364bac13d84524e0e01db892301b2959d822dcff/numexpr/necompiler.py#L387-L406
245,760
pydata/numexpr
numexpr/necompiler.py
optimizeTemporariesAllocation
def optimizeTemporariesAllocation(ast): """Attempt to minimize the number of temporaries needed, by reusing old ones. """ nodes = [n for n in ast.postorderWalk() if n.reg.temporary] users_of = dict((n.reg, set()) for n in nodes) node_regs = dict((n, set(c.reg for c in n.children if c.reg.tempor...
python
def optimizeTemporariesAllocation(ast): nodes = [n for n in ast.postorderWalk() if n.reg.temporary] users_of = dict((n.reg, set()) for n in nodes) node_regs = dict((n, set(c.reg for c in n.children if c.reg.temporary)) for n in nodes) if nodes and nodes[-1] is not ast: node...
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Attempt to minimize the number of temporaries needed, by reusing old ones.
[ "Attempt", "to", "minimize", "the", "number", "of", "temporaries", "needed", "by", "reusing", "old", "ones", "." ]
364bac13d84524e0e01db892301b2959d822dcff
https://github.com/pydata/numexpr/blob/364bac13d84524e0e01db892301b2959d822dcff/numexpr/necompiler.py#L409-L439
245,761
pydata/numexpr
numexpr/necompiler.py
setOrderedRegisterNumbers
def setOrderedRegisterNumbers(order, start): """Given an order of nodes, assign register numbers. """ for i, node in enumerate(order): node.reg.n = start + i return start + len(order)
python
def setOrderedRegisterNumbers(order, start): for i, node in enumerate(order): node.reg.n = start + i return start + len(order)
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Given an order of nodes, assign register numbers.
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364bac13d84524e0e01db892301b2959d822dcff
https://github.com/pydata/numexpr/blob/364bac13d84524e0e01db892301b2959d822dcff/numexpr/necompiler.py#L442-L447
245,762
pydata/numexpr
numexpr/necompiler.py
setRegisterNumbersForTemporaries
def setRegisterNumbersForTemporaries(ast, start): """Assign register numbers for temporary registers, keeping track of aliases and handling immediate operands. """ seen = 0 signature = '' aliases = [] for node in ast.postorderWalk(): if node.astType == 'alias': aliases.ap...
python
def setRegisterNumbersForTemporaries(ast, start): seen = 0 signature = '' aliases = [] for node in ast.postorderWalk(): if node.astType == 'alias': aliases.append(node) node = node.value if node.reg.immediate: node.reg.n = node.value contin...
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Assign register numbers for temporary registers, keeping track of aliases and handling immediate operands.
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364bac13d84524e0e01db892301b2959d822dcff
https://github.com/pydata/numexpr/blob/364bac13d84524e0e01db892301b2959d822dcff/numexpr/necompiler.py#L450-L471
245,763
pydata/numexpr
numexpr/necompiler.py
convertASTtoThreeAddrForm
def convertASTtoThreeAddrForm(ast): """Convert an AST to a three address form. Three address form is (op, reg1, reg2, reg3), where reg1 is the destination of the result of the instruction. I suppose this should be called three register form, but three address form is found in compiler theory. ...
python
def convertASTtoThreeAddrForm(ast): return [(node.value, node.reg) + tuple([c.reg for c in node.children]) for node in ast.allOf('op')]
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Convert an AST to a three address form. Three address form is (op, reg1, reg2, reg3), where reg1 is the destination of the result of the instruction. I suppose this should be called three register form, but three address form is found in compiler theory.
[ "Convert", "an", "AST", "to", "a", "three", "address", "form", "." ]
364bac13d84524e0e01db892301b2959d822dcff
https://github.com/pydata/numexpr/blob/364bac13d84524e0e01db892301b2959d822dcff/numexpr/necompiler.py#L474-L484
245,764
pydata/numexpr
numexpr/necompiler.py
compileThreeAddrForm
def compileThreeAddrForm(program): """Given a three address form of the program, compile it a string that the VM understands. """ def nToChr(reg): if reg is None: return b'\xff' elif reg.n < 0: raise ValueError("negative value for register number %s" % reg.n) ...
python
def compileThreeAddrForm(program): def nToChr(reg): if reg is None: return b'\xff' elif reg.n < 0: raise ValueError("negative value for register number %s" % reg.n) else: if sys.version_info[0] < 3: return chr(reg.n) else: ...
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Given a three address form of the program, compile it a string that the VM understands.
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364bac13d84524e0e01db892301b2959d822dcff
https://github.com/pydata/numexpr/blob/364bac13d84524e0e01db892301b2959d822dcff/numexpr/necompiler.py#L487-L526
245,765
pydata/numexpr
numexpr/necompiler.py
precompile
def precompile(ex, signature=(), context={}): """Compile the expression to an intermediate form. """ types = dict(signature) input_order = [name for (name, type_) in signature] if isinstance(ex, (str, unicode)): ex = stringToExpression(ex, types, context) # the AST is like the expressi...
python
def precompile(ex, signature=(), context={}): types = dict(signature) input_order = [name for (name, type_) in signature] if isinstance(ex, (str, unicode)): ex = stringToExpression(ex, types, context) # the AST is like the expression, but the node objects don't have # any odd interpretatio...
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Compile the expression to an intermediate form.
[ "Compile", "the", "expression", "to", "an", "intermediate", "form", "." ]
364bac13d84524e0e01db892301b2959d822dcff
https://github.com/pydata/numexpr/blob/364bac13d84524e0e01db892301b2959d822dcff/numexpr/necompiler.py#L554-L604
245,766
pydata/numexpr
numexpr/necompiler.py
disassemble
def disassemble(nex): """ Given a NumExpr object, return a list which is the program disassembled. """ rev_opcodes = {} for op in interpreter.opcodes: rev_opcodes[interpreter.opcodes[op]] = op r_constants = 1 + len(nex.signature) r_temps = r_constants + len(nex.constants) def ge...
python
def disassemble(nex): rev_opcodes = {} for op in interpreter.opcodes: rev_opcodes[interpreter.opcodes[op]] = op r_constants = 1 + len(nex.signature) r_temps = r_constants + len(nex.constants) def getArg(pc, offset): if sys.version_info[0] < 3: arg = ord(nex.program[pc + ...
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Given a NumExpr object, return a list which is the program disassembled.
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364bac13d84524e0e01db892301b2959d822dcff
https://github.com/pydata/numexpr/blob/364bac13d84524e0e01db892301b2959d822dcff/numexpr/necompiler.py#L633-L682
245,767
pydata/numexpr
numexpr/necompiler.py
getArguments
def getArguments(names, local_dict=None, global_dict=None): """Get the arguments based on the names.""" call_frame = sys._getframe(2) clear_local_dict = False if local_dict is None: local_dict = call_frame.f_locals clear_local_dict = True try: frame_globals = call_frame.f_gl...
python
def getArguments(names, local_dict=None, global_dict=None): call_frame = sys._getframe(2) clear_local_dict = False if local_dict is None: local_dict = call_frame.f_locals clear_local_dict = True try: frame_globals = call_frame.f_globals if global_dict is None: ...
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Get the arguments based on the names.
[ "Get", "the", "arguments", "based", "on", "the", "names", "." ]
364bac13d84524e0e01db892301b2959d822dcff
https://github.com/pydata/numexpr/blob/364bac13d84524e0e01db892301b2959d822dcff/numexpr/necompiler.py#L724-L755
245,768
pydata/numexpr
numexpr/necompiler.py
evaluate
def evaluate(ex, local_dict=None, global_dict=None, out=None, order='K', casting='safe', **kwargs): """Evaluate a simple array expression element-wise, using the new iterator. ex is a string forming an expression, like "2*a+3*b". The values for "a" and "b" will by default be taken from the cal...
python
def evaluate(ex, local_dict=None, global_dict=None, out=None, order='K', casting='safe', **kwargs): global _numexpr_last if not isinstance(ex, (str, unicode)): raise ValueError("must specify expression as a string") # Get the names for this expression context = getContext(kwargs, fr...
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Evaluate a simple array expression element-wise, using the new iterator. ex is a string forming an expression, like "2*a+3*b". The values for "a" and "b" will by default be taken from the calling function's frame (through use of sys._getframe()). Alternatively, they can be specifed using the 'local_dic...
[ "Evaluate", "a", "simple", "array", "expression", "element", "-", "wise", "using", "the", "new", "iterator", "." ]
364bac13d84524e0e01db892301b2959d822dcff
https://github.com/pydata/numexpr/blob/364bac13d84524e0e01db892301b2959d822dcff/numexpr/necompiler.py#L765-L834
245,769
pydata/numexpr
numexpr/necompiler.py
re_evaluate
def re_evaluate(local_dict=None): """Re-evaluate the previous executed array expression without any check. This is meant for accelerating loops that are re-evaluating the same expression repeatedly without changing anything else than the operands. If unsure, use evaluate() which is safer. Paramete...
python
def re_evaluate(local_dict=None): try: compiled_ex = _numexpr_last['ex'] except KeyError: raise RuntimeError("not a previous evaluate() execution found") argnames = _numexpr_last['argnames'] args = getArguments(argnames, local_dict) kwargs = _numexpr_last['kwargs'] with evaluate_...
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Re-evaluate the previous executed array expression without any check. This is meant for accelerating loops that are re-evaluating the same expression repeatedly without changing anything else than the operands. If unsure, use evaluate() which is safer. Parameters ---------- local_dict : dicti...
[ "Re", "-", "evaluate", "the", "previous", "executed", "array", "expression", "without", "any", "check", "." ]
364bac13d84524e0e01db892301b2959d822dcff
https://github.com/pydata/numexpr/blob/364bac13d84524e0e01db892301b2959d822dcff/numexpr/necompiler.py#L837-L859
245,770
pydata/numexpr
bench/poly.py
compute
def compute(): """Compute the polynomial.""" if what == "numpy": y = eval(expr) else: y = ne.evaluate(expr) return len(y)
python
def compute(): if what == "numpy": y = eval(expr) else: y = ne.evaluate(expr) return len(y)
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Compute the polynomial.
[ "Compute", "the", "polynomial", "." ]
364bac13d84524e0e01db892301b2959d822dcff
https://github.com/pydata/numexpr/blob/364bac13d84524e0e01db892301b2959d822dcff/bench/poly.py#L34-L40
245,771
MaxHalford/prince
prince/mfa.py
MFA.partial_row_coordinates
def partial_row_coordinates(self, X): """Returns the row coordinates for each group.""" utils.validation.check_is_fitted(self, 's_') # Check input if self.check_input: utils.check_array(X, dtype=[str, np.number]) # Prepare input X = self._prepare_input(X) ...
python
def partial_row_coordinates(self, X): utils.validation.check_is_fitted(self, 's_') # Check input if self.check_input: utils.check_array(X, dtype=[str, np.number]) # Prepare input X = self._prepare_input(X) # Define the projection matrix P P = len(X)...
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Returns the row coordinates for each group.
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714c9cdfc4d9f8823eabf550a23ad01fe87c50d7
https://github.com/MaxHalford/prince/blob/714c9cdfc4d9f8823eabf550a23ad01fe87c50d7/prince/mfa.py#L158-L190
245,772
MaxHalford/prince
prince/mfa.py
MFA.column_correlations
def column_correlations(self, X): """Returns the column correlations.""" utils.validation.check_is_fitted(self, 's_') X_global = self._build_X_global(X) row_pc = self._row_coordinates_from_global(X_global) return pd.DataFrame({ component: { feature: ...
python
def column_correlations(self, X): utils.validation.check_is_fitted(self, 's_') X_global = self._build_X_global(X) row_pc = self._row_coordinates_from_global(X_global) return pd.DataFrame({ component: { feature: row_pc[component].corr(X_global[feature].to_den...
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Returns the column correlations.
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714c9cdfc4d9f8823eabf550a23ad01fe87c50d7
https://github.com/MaxHalford/prince/blob/714c9cdfc4d9f8823eabf550a23ad01fe87c50d7/prince/mfa.py#L192-L205
245,773
MaxHalford/prince
prince/ca.py
CA.eigenvalues_
def eigenvalues_(self): """The eigenvalues associated with each principal component.""" utils.validation.check_is_fitted(self, 's_') return np.square(self.s_).tolist()
python
def eigenvalues_(self): utils.validation.check_is_fitted(self, 's_') return np.square(self.s_).tolist()
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The eigenvalues associated with each principal component.
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714c9cdfc4d9f8823eabf550a23ad01fe87c50d7
https://github.com/MaxHalford/prince/blob/714c9cdfc4d9f8823eabf550a23ad01fe87c50d7/prince/ca.py#L82-L85
245,774
MaxHalford/prince
prince/ca.py
CA.explained_inertia_
def explained_inertia_(self): """The percentage of explained inertia per principal component.""" utils.validation.check_is_fitted(self, 'total_inertia_') return [eig / self.total_inertia_ for eig in self.eigenvalues_]
python
def explained_inertia_(self): utils.validation.check_is_fitted(self, 'total_inertia_') return [eig / self.total_inertia_ for eig in self.eigenvalues_]
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The percentage of explained inertia per principal component.
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714c9cdfc4d9f8823eabf550a23ad01fe87c50d7
https://github.com/MaxHalford/prince/blob/714c9cdfc4d9f8823eabf550a23ad01fe87c50d7/prince/ca.py#L88-L91
245,775
MaxHalford/prince
prince/ca.py
CA.row_coordinates
def row_coordinates(self, X): """The row principal coordinates.""" utils.validation.check_is_fitted(self, 'V_') _, row_names, _, _ = util.make_labels_and_names(X) if isinstance(X, pd.SparseDataFrame): X = X.to_coo().astype(float) elif isinstance(X, pd.DataFrame): ...
python
def row_coordinates(self, X): utils.validation.check_is_fitted(self, 'V_') _, row_names, _, _ = util.make_labels_and_names(X) if isinstance(X, pd.SparseDataFrame): X = X.to_coo().astype(float) elif isinstance(X, pd.DataFrame): X = X.to_numpy() if self.c...
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The row principal coordinates.
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714c9cdfc4d9f8823eabf550a23ad01fe87c50d7
https://github.com/MaxHalford/prince/blob/714c9cdfc4d9f8823eabf550a23ad01fe87c50d7/prince/ca.py#L93-L116
245,776
MaxHalford/prince
prince/ca.py
CA.column_coordinates
def column_coordinates(self, X): """The column principal coordinates.""" utils.validation.check_is_fitted(self, 'V_') _, _, _, col_names = util.make_labels_and_names(X) if isinstance(X, pd.SparseDataFrame): X = X.to_coo() elif isinstance(X, pd.DataFrame): ...
python
def column_coordinates(self, X): utils.validation.check_is_fitted(self, 'V_') _, _, _, col_names = util.make_labels_and_names(X) if isinstance(X, pd.SparseDataFrame): X = X.to_coo() elif isinstance(X, pd.DataFrame): X = X.to_numpy() if self.copy: ...
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The column principal coordinates.
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714c9cdfc4d9f8823eabf550a23ad01fe87c50d7
https://github.com/MaxHalford/prince/blob/714c9cdfc4d9f8823eabf550a23ad01fe87c50d7/prince/ca.py#L118-L141
245,777
MaxHalford/prince
prince/ca.py
CA.plot_coordinates
def plot_coordinates(self, X, ax=None, figsize=(6, 6), x_component=0, y_component=1, show_row_labels=True, show_col_labels=True, **kwargs): """Plot the principal coordinates.""" utils.validation.check_is_fitted(self, 's_') if ax is None: fig, ax =...
python
def plot_coordinates(self, X, ax=None, figsize=(6, 6), x_component=0, y_component=1, show_row_labels=True, show_col_labels=True, **kwargs): utils.validation.check_is_fitted(self, 's_') if ax is None: fig, ax = plt.subplots(figsize=figsize) # Add s...
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Plot the principal coordinates.
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714c9cdfc4d9f8823eabf550a23ad01fe87c50d7
https://github.com/MaxHalford/prince/blob/714c9cdfc4d9f8823eabf550a23ad01fe87c50d7/prince/ca.py#L143-L199
245,778
MaxHalford/prince
prince/mca.py
MCA.plot_coordinates
def plot_coordinates(self, X, ax=None, figsize=(6, 6), x_component=0, y_component=1, show_row_points=True, row_points_size=10, show_row_labels=False, show_column_points=True, column_points_size=30, show_column_label...
python
def plot_coordinates(self, X, ax=None, figsize=(6, 6), x_component=0, y_component=1, show_row_points=True, row_points_size=10, show_row_labels=False, show_column_points=True, column_points_size=30, show_column_label...
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Plot row and column principal coordinates. Args: ax (matplotlib.Axis): A fresh one will be created and returned if not provided. figsize ((float, float)): The desired figure size if `ax` is not provided. x_component (int): Number of the component used for the x-axis. ...
[ "Plot", "row", "and", "column", "principal", "coordinates", "." ]
714c9cdfc4d9f8823eabf550a23ad01fe87c50d7
https://github.com/MaxHalford/prince/blob/714c9cdfc4d9f8823eabf550a23ad01fe87c50d7/prince/mca.py#L49-L126
245,779
MaxHalford/prince
prince/svd.py
compute_svd
def compute_svd(X, n_components, n_iter, random_state, engine): """Computes an SVD with k components.""" # Determine what SVD engine to use if engine == 'auto': engine = 'sklearn' # Compute the SVD if engine == 'fbpca': if FBPCA_INSTALLED: U, s, V = fbpca.pca(X, k=n_com...
python
def compute_svd(X, n_components, n_iter, random_state, engine): # Determine what SVD engine to use if engine == 'auto': engine = 'sklearn' # Compute the SVD if engine == 'fbpca': if FBPCA_INSTALLED: U, s, V = fbpca.pca(X, k=n_components, n_iter=n_iter) else: ...
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Computes an SVD with k components.
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714c9cdfc4d9f8823eabf550a23ad01fe87c50d7
https://github.com/MaxHalford/prince/blob/714c9cdfc4d9f8823eabf550a23ad01fe87c50d7/prince/svd.py#L10-L35
245,780
MaxHalford/prince
prince/pca.py
PCA.row_standard_coordinates
def row_standard_coordinates(self, X): """Returns the row standard coordinates. The row standard coordinates are obtained by dividing each row principal coordinate by it's associated eigenvalue. """ utils.validation.check_is_fitted(self, 's_') return self.row_coordinates...
python
def row_standard_coordinates(self, X): utils.validation.check_is_fitted(self, 's_') return self.row_coordinates(X).div(self.eigenvalues_, axis='columns')
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Returns the row standard coordinates. The row standard coordinates are obtained by dividing each row principal coordinate by it's associated eigenvalue.
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714c9cdfc4d9f8823eabf550a23ad01fe87c50d7
https://github.com/MaxHalford/prince/blob/714c9cdfc4d9f8823eabf550a23ad01fe87c50d7/prince/pca.py#L106-L113
245,781
MaxHalford/prince
prince/pca.py
PCA.row_cosine_similarities
def row_cosine_similarities(self, X): """Returns the cosine similarities between the rows and their principal components. The row cosine similarities are obtained by calculating the cosine of the angle shaped by the row principal coordinates and the row principal components. This is calculated ...
python
def row_cosine_similarities(self, X): utils.validation.check_is_fitted(self, 's_') squared_coordinates = np.square(self.row_coordinates(X)) total_squares = squared_coordinates.sum(axis='columns') return squared_coordinates.div(total_squares, axis='rows')
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Returns the cosine similarities between the rows and their principal components. The row cosine similarities are obtained by calculating the cosine of the angle shaped by the row principal coordinates and the row principal components. This is calculated by squaring each row projection coordinat...
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714c9cdfc4d9f8823eabf550a23ad01fe87c50d7
https://github.com/MaxHalford/prince/blob/714c9cdfc4d9f8823eabf550a23ad01fe87c50d7/prince/pca.py#L125-L137
245,782
MaxHalford/prince
prince/pca.py
PCA.column_correlations
def column_correlations(self, X): """Returns the column correlations with each principal component.""" utils.validation.check_is_fitted(self, 's_') # Convert numpy array to pandas DataFrame if isinstance(X, np.ndarray): X = pd.DataFrame(X) row_pc = self.row_coordina...
python
def column_correlations(self, X): utils.validation.check_is_fitted(self, 's_') # Convert numpy array to pandas DataFrame if isinstance(X, np.ndarray): X = pd.DataFrame(X) row_pc = self.row_coordinates(X) return pd.DataFrame({ component: { ...
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Returns the column correlations with each principal component.
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714c9cdfc4d9f8823eabf550a23ad01fe87c50d7
https://github.com/MaxHalford/prince/blob/714c9cdfc4d9f8823eabf550a23ad01fe87c50d7/prince/pca.py#L139-L155
245,783
MaxHalford/prince
prince/plot.py
build_ellipse
def build_ellipse(X, Y): """Construct ellipse coordinates from two arrays of numbers. Args: X (1D array_like) Y (1D array_like) Returns: float: The mean of `X`. float: The mean of `Y`. float: The width of the ellipse. float: The height of the ellipse. ...
python
def build_ellipse(X, Y): x_mean = np.mean(X) y_mean = np.mean(Y) cov_matrix = np.cov(np.vstack((X, Y))) U, s, V = linalg.svd(cov_matrix, full_matrices=False) chi_95 = np.sqrt(4.61) # 90% quantile of the chi-square distribution width = np.sqrt(cov_matrix[0][0]) * chi_95 * 2 height = np.sqr...
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Construct ellipse coordinates from two arrays of numbers. Args: X (1D array_like) Y (1D array_like) Returns: float: The mean of `X`. float: The mean of `Y`. float: The width of the ellipse. float: The height of the ellipse. float: The angle of orientatio...
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714c9cdfc4d9f8823eabf550a23ad01fe87c50d7
https://github.com/MaxHalford/prince/blob/714c9cdfc4d9f8823eabf550a23ad01fe87c50d7/prince/plot.py#L27-L55
245,784
projecthamster/hamster
src/hamster/widgets/timeinput.py
TimeInput.set_start_time
def set_start_time(self, start_time): """ set the start time. when start time is set, drop down list will start from start time and duration will be displayed in brackets """ start_time = start_time or dt.time() if isinstance(start_time, dt.time): # ensure that we...
python
def set_start_time(self, start_time): start_time = start_time or dt.time() if isinstance(start_time, dt.time): # ensure that we operate with time self.start_time = dt.time(start_time.hour, start_time.minute) else: self.start_time = dt.time(start_time.time().hour, start_ti...
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set the start time. when start time is set, drop down list will start from start time and duration will be displayed in brackets
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ca5254eff53172796ddafc72226c394ed1858245
https://github.com/projecthamster/hamster/blob/ca5254eff53172796ddafc72226c394ed1858245/src/hamster/widgets/timeinput.py#L85-L94
245,785
projecthamster/hamster
src/hamster/lib/__init__.py
extract_time
def extract_time(match): """extract time from a time_re match.""" hour = int(match.group('hour')) minute = int(match.group('minute')) return dt.time(hour, minute)
python
def extract_time(match): hour = int(match.group('hour')) minute = int(match.group('minute')) return dt.time(hour, minute)
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extract time from a time_re match.
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ca5254eff53172796ddafc72226c394ed1858245
https://github.com/projecthamster/hamster/blob/ca5254eff53172796ddafc72226c394ed1858245/src/hamster/lib/__init__.py#L40-L44
245,786
projecthamster/hamster
src/hamster/lib/__init__.py
default_logger
def default_logger(name): """Return a toplevel logger. This should be used only in the toplevel file. Files deeper in the hierarchy should use ``logger = logging.getLogger(__name__)``, in order to considered as children of the toplevel logger. Beware that without a setLevel() somewhere, th...
python
def default_logger(name): # https://docs.python.org/3/howto/logging.html#logging-advanced-tutorial logger = logging.getLogger(name) # this is a basic handler, with output to stderr logger_handler = logging.StreamHandler() formatter = logging.Formatter('%(name)s - %(levelname)s - %(message)s') l...
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Return a toplevel logger. This should be used only in the toplevel file. Files deeper in the hierarchy should use ``logger = logging.getLogger(__name__)``, in order to considered as children of the toplevel logger. Beware that without a setLevel() somewhere, the default value (warning) will be...
[ "Return", "a", "toplevel", "logger", "." ]
ca5254eff53172796ddafc72226c394ed1858245
https://github.com/projecthamster/hamster/blob/ca5254eff53172796ddafc72226c394ed1858245/src/hamster/lib/__init__.py#L355-L381
245,787
projecthamster/hamster
src/hamster/lib/__init__.py
Fact.serialized
def serialized(self, prepend_date=True): """Return a string fully representing the fact.""" name = self.serialized_name() datetime = self.serialized_time(prepend_date) return "%s %s" % (datetime, name)
python
def serialized(self, prepend_date=True): name = self.serialized_name() datetime = self.serialized_time(prepend_date) return "%s %s" % (datetime, name)
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Return a string fully representing the fact.
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ca5254eff53172796ddafc72226c394ed1858245
https://github.com/projecthamster/hamster/blob/ca5254eff53172796ddafc72226c394ed1858245/src/hamster/lib/__init__.py#L200-L204
245,788
projecthamster/hamster
src/hamster/lib/layout.py
Widget._with_rotation
def _with_rotation(self, w, h): """calculate the actual dimensions after rotation""" res_w = abs(w * math.cos(self.rotation) + h * math.sin(self.rotation)) res_h = abs(h * math.cos(self.rotation) + w * math.sin(self.rotation)) return res_w, res_h
python
def _with_rotation(self, w, h): res_w = abs(w * math.cos(self.rotation) + h * math.sin(self.rotation)) res_h = abs(h * math.cos(self.rotation) + w * math.sin(self.rotation)) return res_w, res_h
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calculate the actual dimensions after rotation
[ "calculate", "the", "actual", "dimensions", "after", "rotation" ]
ca5254eff53172796ddafc72226c394ed1858245
https://github.com/projecthamster/hamster/blob/ca5254eff53172796ddafc72226c394ed1858245/src/hamster/lib/layout.py#L195-L199
245,789
projecthamster/hamster
src/hamster/lib/layout.py
Widget.queue_resize
def queue_resize(self): """request the element to re-check it's child sprite sizes""" self._children_resize_queued = True parent = getattr(self, "parent", None) if parent and isinstance(parent, graphics.Sprite) and hasattr(parent, "queue_resize"): parent.queue_resize()
python
def queue_resize(self): self._children_resize_queued = True parent = getattr(self, "parent", None) if parent and isinstance(parent, graphics.Sprite) and hasattr(parent, "queue_resize"): parent.queue_resize()
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request the element to re-check it's child sprite sizes
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ca5254eff53172796ddafc72226c394ed1858245
https://github.com/projecthamster/hamster/blob/ca5254eff53172796ddafc72226c394ed1858245/src/hamster/lib/layout.py#L241-L246
245,790
projecthamster/hamster
src/hamster/lib/layout.py
Widget.get_min_size
def get_min_size(self): """returns size required by the widget""" if self.visible == False: return 0, 0 else: return ((self.min_width or 0) + self.horizontal_padding + self.margin_left + self.margin_right, (self.min_height or 0) + self.vertical_padding...
python
def get_min_size(self): if self.visible == False: return 0, 0 else: return ((self.min_width or 0) + self.horizontal_padding + self.margin_left + self.margin_right, (self.min_height or 0) + self.vertical_padding + self.margin_top + self.margin_bottom)
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returns size required by the widget
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ca5254eff53172796ddafc72226c394ed1858245
https://github.com/projecthamster/hamster/blob/ca5254eff53172796ddafc72226c394ed1858245/src/hamster/lib/layout.py#L249-L255
245,791
projecthamster/hamster
src/hamster/lib/layout.py
Widget.insert
def insert(self, index = 0, *widgets): """insert widget in the sprites list at the given index. by default will prepend.""" for widget in widgets: self._add(widget, index) index +=1 # as we are moving forwards self._sort()
python
def insert(self, index = 0, *widgets): for widget in widgets: self._add(widget, index) index +=1 # as we are moving forwards self._sort()
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insert widget in the sprites list at the given index. by default will prepend.
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ca5254eff53172796ddafc72226c394ed1858245
https://github.com/projecthamster/hamster/blob/ca5254eff53172796ddafc72226c394ed1858245/src/hamster/lib/layout.py#L259-L265
245,792
projecthamster/hamster
src/hamster/lib/layout.py
Widget.insert_before
def insert_before(self, target): """insert this widget into the targets parent before the target""" if not target.parent: return target.parent.insert(target.parent.sprites.index(target), self)
python
def insert_before(self, target): if not target.parent: return target.parent.insert(target.parent.sprites.index(target), self)
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insert this widget into the targets parent before the target
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ca5254eff53172796ddafc72226c394ed1858245
https://github.com/projecthamster/hamster/blob/ca5254eff53172796ddafc72226c394ed1858245/src/hamster/lib/layout.py#L268-L272
245,793
projecthamster/hamster
src/hamster/lib/layout.py
Widget.insert_after
def insert_after(self, target): """insert this widget into the targets parent container after the target""" if not target.parent: return target.parent.insert(target.parent.sprites.index(target) + 1, self)
python
def insert_after(self, target): if not target.parent: return target.parent.insert(target.parent.sprites.index(target) + 1, self)
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insert this widget into the targets parent container after the target
[ "insert", "this", "widget", "into", "the", "targets", "parent", "container", "after", "the", "target" ]
ca5254eff53172796ddafc72226c394ed1858245
https://github.com/projecthamster/hamster/blob/ca5254eff53172796ddafc72226c394ed1858245/src/hamster/lib/layout.py#L274-L278
245,794
projecthamster/hamster
src/hamster/lib/layout.py
Widget.width
def width(self): """width in pixels""" alloc_w = self.alloc_w if self.parent and isinstance(self.parent, graphics.Scene): alloc_w = self.parent.width def res(scene, event): if self.parent: self.queue_resize() else: ...
python
def width(self): alloc_w = self.alloc_w if self.parent and isinstance(self.parent, graphics.Scene): alloc_w = self.parent.width def res(scene, event): if self.parent: self.queue_resize() else: scene.disconn...
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width in pixels
[ "width", "in", "pixels" ]
ca5254eff53172796ddafc72226c394ed1858245
https://github.com/projecthamster/hamster/blob/ca5254eff53172796ddafc72226c394ed1858245/src/hamster/lib/layout.py#L282-L305
245,795
projecthamster/hamster
src/hamster/lib/layout.py
Widget.height
def height(self): """height in pixels""" alloc_h = self.alloc_h if self.parent and isinstance(self.parent, graphics.Scene): alloc_h = self.parent.height min_height = (self.min_height or 0) + self.margin_top + self.margin_bottom h = alloc_h if alloc_h is not None and...
python
def height(self): alloc_h = self.alloc_h if self.parent and isinstance(self.parent, graphics.Scene): alloc_h = self.parent.height min_height = (self.min_height or 0) + self.margin_top + self.margin_bottom h = alloc_h if alloc_h is not None and self.fill else min_height ...
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height in pixels
[ "height", "in", "pixels" ]
ca5254eff53172796ddafc72226c394ed1858245
https://github.com/projecthamster/hamster/blob/ca5254eff53172796ddafc72226c394ed1858245/src/hamster/lib/layout.py#L308-L318
245,796
projecthamster/hamster
src/hamster/lib/layout.py
Widget.enabled
def enabled(self): """whether the user is allowed to interact with the widget. Item is enabled only if all it's parent elements are""" enabled = self._enabled if not enabled: return False if self.parent and isinstance(self.parent, Widget): if self.parent....
python
def enabled(self): enabled = self._enabled if not enabled: return False if self.parent and isinstance(self.parent, Widget): if self.parent.enabled == False: return False return True
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whether the user is allowed to interact with the widget. Item is enabled only if all it's parent elements are
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ca5254eff53172796ddafc72226c394ed1858245
https://github.com/projecthamster/hamster/blob/ca5254eff53172796ddafc72226c394ed1858245/src/hamster/lib/layout.py#L321-L332
245,797
projecthamster/hamster
src/hamster/lib/layout.py
Container.resize_children
def resize_children(self): """default container alignment is to pile stuff just up, respecting only padding, margin and element's alignment properties""" width = self.width - self.horizontal_padding height = self.height - self.vertical_padding for sprite, props in (get_props(spr...
python
def resize_children(self): width = self.width - self.horizontal_padding height = self.height - self.vertical_padding for sprite, props in (get_props(sprite) for sprite in self.sprites if sprite.visible): sprite.alloc_w = width sprite.alloc_h = height w, h = ...
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default container alignment is to pile stuff just up, respecting only padding, margin and element's alignment properties
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ca5254eff53172796ddafc72226c394ed1858245
https://github.com/projecthamster/hamster/blob/ca5254eff53172796ddafc72226c394ed1858245/src/hamster/lib/layout.py#L474-L496
245,798
projecthamster/hamster
src/hamster/lib/desktop.py
DesktopIntegrations.check_hamster
def check_hamster(self): """refresh hamster every x secs - load today, check last activity etc.""" try: # can't use the client because then we end up in a dbus loop # as this is initiated in storage todays_facts = self.storage._Storage__get_todays_facts() ...
python
def check_hamster(self): try: # can't use the client because then we end up in a dbus loop # as this is initiated in storage todays_facts = self.storage._Storage__get_todays_facts() self.check_user(todays_facts) except Exception as e: logger.er...
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refresh hamster every x secs - load today, check last activity etc.
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ca5254eff53172796ddafc72226c394ed1858245
https://github.com/projecthamster/hamster/blob/ca5254eff53172796ddafc72226c394ed1858245/src/hamster/lib/desktop.py#L52-L62
245,799
projecthamster/hamster
src/hamster/lib/desktop.py
DesktopIntegrations.check_user
def check_user(self, todays_facts): """check if we need to notify user perhaps""" interval = self.conf_notify_interval if interval <= 0 or interval >= 121: return now = dt.datetime.now() message = None last_activity = todays_facts[-1] if todays_facts else No...
python
def check_user(self, todays_facts): interval = self.conf_notify_interval if interval <= 0 or interval >= 121: return now = dt.datetime.now() message = None last_activity = todays_facts[-1] if todays_facts else None # update duration of current task ...
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check if we need to notify user perhaps
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ca5254eff53172796ddafc72226c394ed1858245
https://github.com/projecthamster/hamster/blob/ca5254eff53172796ddafc72226c394ed1858245/src/hamster/lib/desktop.py#L65-L88