import datasets _DESCRIPTION = """Photos of various plants with their major, above ground organs labeled. Includes labels for stem, leafs, fruits and flowers.""" _HOMEPAGE = "https://huggingface.co/datasets/jpodivin/plantorgans" _CITATION = """""" _LICENSE = "MIT" _NAMES = [ 'Leaf', 'Stem', 'Flower', 'Fruit', ] _BASE_URL = "https://huggingface.co/datasets/jpodivin/plantorgans/blob/main/sourcedata/" _DOWNLOAD_SUFFIX = "download?true" _METADATA_URLS = [ "" ] class PlantOrgans(datasets.GeneratorBasedBuilder): """Plantorgans dataset """ BUILDER_CONFIGS = [ PlantOrgansConfig( name="semantic_segmentation", description="This configuration contains segmentation masks." ), ] def _info(self): return datasets.DatasetInfo( description=_DESCRIPTION, features=datasets.Features( { "image": datasets.Image(), "annotation": datasets.ClassLabel(names=_NAMES), } ), supervised_keys=("image", "annotation"), homepage=_HOMEPAGE, citation=_CITATION, license=_LICENSE, ) def _split_generators(self, dl_manager): archive_path = dl_manager.download(_BASE_URL) split_metadata_paths = dl_manager.download(_METADATA_URLS) return [ datasets.SplitGenerator( name=datasets.Split.TRAIN, gen_kwargs={ "images": dl_manager.iter_archive(archive_path), "metadata_path": split_metadata_paths["train"], }, ), datasets.SplitGenerator( name=datasets.Split.VALIDATION, gen_kwargs={ "images": dl_manager.iter_archive(archive_path), "metadata_path": split_metadata_paths["test"], }, ), ] def _generate_examples(self, images, metadata_path): ... class PlantOrgansConfig(datasets.BuilderConfig): """Builder Config for PlantOrgans""" def __init__(self, data_url, metadata_urls, **kwargs): """BuilderConfig for PlantOrgans. Args: data_url: `string`, url to download the zip file from. metadata_urls: dictionary with keys 'train' and 'validation' containing the archive metadata URLs **kwargs: keyword arguments forwarded to super. """ super().__init__(version=datasets.Version("1.0.0"), **kwargs) self.data_url = data_url self.metadata_urls = metadata_urls