import json import os import datasets class WindtunnelDataset(datasets.GeneratorBasedBuilder): """Dataset for loading simulation data with JSON and mesh files""" def _info(self): return datasets.DatasetInfo( features=datasets.Features( { "coeff": datasets.Value("binary"), # JSON file as a dictionary "input": datasets.Value("binary"), # JSON file as a dictionary "input_mesh": datasets.Value("binary"), # OBJ mesh file as binary "openfoam_mesh": datasets.Value( "binary" ), # OBJ mesh file as binary "pressure_field_mesh": datasets.Value( "binary" ), # VTK file as binary "streamlines_mesh": datasets.Value("binary"), # PLY file as binary } ), homepage="https://inductiva.ai", ) def _split_generators(self, dl_manager): """Define the splits for the dataset.""" train_dir = "train" val_dir = "validation" test_dir = "test" return [ datasets.SplitGenerator( name=datasets.Split.TRAIN, gen_kwargs={"path": train_dir} ), datasets.SplitGenerator( name=datasets.Split.VALIDATION, gen_kwargs={"path": val_dir}, ), datasets.SplitGenerator( name=datasets.Split.TEST, gen_kwargs={"path": test_dir}, ), ] def _generate_examples(self, path): """Generate examples for each split.""" id = 0 for root, dirs, files in os.walk(path): for file in files: yield ( id, { "label": id, }, ) id += 1