"""Hugging Face `datasets` loading script for the local ModelNet10 layout (CSV + ModelNet10/*.off).""" import csv import os from datasets import ( BuilderConfig, DatasetInfo, Features, GeneratorBasedBuilder, Split, SplitGenerator, Value, Version, ) class ModelNet10(GeneratorBasedBuilder): """Build train/test splits from metadata_modelnet10.csv next to the ModelNet10 mesh folder.""" VERSION = Version("1.0.0") BUILDER_CONFIGS = [BuilderConfig(name="default", version=VERSION)] DEFAULT_CONFIG_NAME = "default" def _info(self): return DatasetInfo( description=( "ModelNet10: 3D mesh classification subset (10 categories). " "Each row references an OFF file under ModelNet10/ and metadata_modelnet10.csv at the dataset root." ), features=Features( { "object_id": Value("string"), "class": Value("string"), "split": Value("string"), "file_path": Value("string"), } ), ) def _split_generators(self, dl_manager): if self.config.data_dir is not None: data_dir = os.path.abspath(os.path.expanduser(self.config.data_dir)) if not os.path.isdir(data_dir): raise FileNotFoundError(f"data_dir is not a directory: {data_dir}") elif self.config.data_files is not None: data_dir = dl_manager.download_and_extract(self.config.data_files) else: raise ValueError( "Pass data_dir=... (folder containing metadata_modelnet10.csv and ModelNet10/) " "or data_files=... when calling load_dataset." ) return [ SplitGenerator( name=Split.TRAIN, gen_kwargs={"split": "train", "data_dir": data_dir}, ), SplitGenerator( name=Split.TEST, gen_kwargs={"split": "test", "data_dir": data_dir}, ), ] def _generate_examples(self, split, data_dir): csv_path = os.path.join(data_dir, "metadata_modelnet10.csv") if not os.path.isfile(csv_path): raise FileNotFoundError(f"Missing metadata CSV: {csv_path}") with open(csv_path, newline="", encoding="utf-8") as f: reader = csv.DictReader(f) for row in reader: if row["split"] != split: continue object_id = row["object_id"] yield object_id, { "object_id": object_id, "class": row["class"], "split": row["split"], "file_path": os.path.join(data_dir, "ModelNet10", row["object_path"]), }