added GamePhysics.py

GamePhysics.py

@@ -0,0 +1,92 @@
+"""GamePhysics Dataset"""
+
+from __future__ import absolute_import, division, print_function
+
+import csv
+import json
+import os
+
+import datasets
+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 open("list_of_games.json", "r") as f:
+    _GAMEs = json.load(f)
+
+
+_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("1.0.0", ""), **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"}