"""GamePhysics Dataset""" from __future__ import absolute_import, division, print_function import os import csv import json import datasets import urllib.request from datasets import Dataset _CITATION = """\ @article{taesiri2022clip, title={CLIP meets GamePhysics: Towards bug identification in gameplay videos using zero-shot transfer learning}, author={Taesiri, Mohammad Reza and Macklon, Finlay and Bezemer, Cor-Paul}, journal={arXiv preprint arXiv:2203.11096}, year={2022} } """ _DESCRIPTION = """\ GamePhysics dataset """ _HOMEPAGE = "https://asgaardlab.github.io/CLIPxGamePhysics/" _LICENSE = "MIT" with urllib.request.urlopen( "https://huggingface.co/datasets/taesiri/GamePhysics/raw/main/list_of_games.json" ) as url: _GAMEs = json.loads(url.read().decode()) _URLs = { k: f"https://huggingface.co/datasets/taesiri/GamePhysics/resolve/main/data/{v}" for k, v in _GAMEs.items() } _NAMES = [k for k, v in _GAMEs.items()] class GamePhysics_Config(datasets.BuilderConfig): """BuilderConfig for GamePhysics.""" def __init__(self, **kwargs): """BuilderConfig for GamePhysics_Config. Args: **kwargs: keyword arguments forwarded to super. """ super(GamePhysics_Config, self).__init__( version=datasets.Version("1.0.1", ""), **kwargs ) class GamePhysics(datasets.GeneratorBasedBuilder): """GamePhysics dataset""" BUILDER_CONFIGS = [ GamePhysics_Config( name="GamePhysics", description="GamePhysics dataset", ) ] def _info(self): return datasets.DatasetInfo( description=_DESCRIPTION, features=datasets.Features( { "video_file_path": datasets.Value("string"), "labels": datasets.features.ClassLabel(names=_NAMES), } ), supervised_keys=None, homepage=_HOMEPAGE, citation=_CITATION, ) def _split_generators(self, dl_manager): data_files = dl_manager.download_and_extract(_URLs) return [ datasets.SplitGenerator( name=game_name, gen_kwargs={"files": dl_manager.iter_files([data_files[game_name]])}, ) for game_name in _GAMEs.keys() ] def _generate_examples(self, files, split): for i, path in enumerate(files): file_name = os.path.basename(path) if file_name.endswith(".mp4"): yield i, {"video_file_path": path, "labels": "Grand_Theft_Auto_V"}