import os import datasets from datasets import DownloadManager, DatasetInfo _DESCRIPTION = """\ A segmentation dataset for minecraft views """ _VERSION = '0.1.0' _HOMEPAGE = "https://huggingface.co/datasets/klima7/minecraft-segmentation" _URL_BASE = "https://huggingface.co/datasets/klima7/minecraft-segmentation/resolve/main/data/" _EXTENSION = [".png"] class MinecraftSegmentationConfig(datasets.BuilderConfig): def __init__(self, features, data_files, **kwargs): super(MinecraftSegmentationConfig, self).__init__(**kwargs) self.features = features self.data_files = data_files class AnimeSegmentation(datasets.GeneratorBasedBuilder): BUILDER_CONFIGS = [ MinecraftSegmentationConfig( name="low-seg", description="Minecraft images taken from low altitude with segmentations maps", features=["image", "mask"], data_files=["low_seg.zip"], version=datasets.Version("1.0.0") ), MinecraftSegmentationConfig( name="high-seg", description="Minecraft images taken from height altitude with segmentations maps", features=["image", "mask"], data_files=["high_seg.zip"], version=datasets.Version("1.0.0") ), MinecraftSegmentationConfig( name="low-mc", description="Only minecraft images taken from low altitude, different than in seg-low", features=["image"], data_files=["low_mc.zip"], version=datasets.Version("1.0.0") ), ] def _info(self) -> DatasetInfo: features = {feature: datasets.Image() for feature in self.config.features} return datasets.DatasetInfo( description=_DESCRIPTION, features=datasets.Features(features), supervised_keys=None, homepage=_HOMEPAGE, citation="", ) def _split_generators(self, dl_manager: DownloadManager): urls = [_URL_BASE + data_file for data_file in self.config.data_files] dirs = dl_manager.download_and_extract(urls) return [datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"dirs": dirs})] def _generate_examples(self, dirs): if self.config.name.split("-")[-1] == "seg": path = dirs[0] all_fnames = {os.path.relpath(os.path.join(root, fname), start=path) for root, _dirs, files in os.walk(os.path.join(path, "imgs")) for fname in files} image_fnames = sorted(fname for fname in all_fnames if os.path.splitext(fname)[1].lower() in _EXTENSION) for image_fname in image_fnames: yield image_fname, {"image": os.path.join(path, image_fname), "mask": os.path.join(path, image_fname.replace("imgs", "masks"))} else: for path in dirs: all_fnames = {os.path.relpath(os.path.join(root, fname), start=path) for root, _dirs, files in os.walk(path) for fname in files} image_fnames = sorted(fname for fname in all_fnames if os.path.splitext(fname)[1].lower() in _EXTENSION) for image_fname in image_fnames: yield image_fname, {"image": os.path.join(path, image_fname)}