Parser
Parser
icevision.parsers.Parser(template_record, class_map=None, idmap=None)
Base class for all parsers, implements the main parsing logic.
The actual fields to be parsed are defined by the mixins used when
defining a custom parser. The only required fields for all parsers
are image_id
and image_width_height
.
Arguments
- idmap
Optional[icevision.core.id_map.IDMap]
: Maps from filenames to unique ids, pass anIDMap()
if you need this information.
Examples
Create a parser for image filepaths.
class FilepathParser(Parser, FilepathParserMixin):
# implement required abstract methods
parse
Parser.parse(data_splitter=None, autofix=True, show_pbar=True, cache_filepath=None)
Loops through all data points parsing the required fields.
Arguments
- data_splitter
icevision.data.DataSplitter
: How to split the parsed data, defaults to a [0.8, 0.2] random split. - show_pbar
bool
: Whether or not to show a progress bar while parsing the data. - cache_filepath
Union[str, pathlib.Path]
: Path to save records in pickle format. Defaults to None, e.g. if the user does not specify a path, no saving nor loading happens.
Returns
A list of records for each split defined by data_splitter
.