dota2

.gitignore

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+.idea
+.vscode
+.DS_Store
+__pycache__
+venv

data/DownscaleData/Dota2/train-1080p.tar.gz

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data/DownscaleData/Dota2/train-270p.tar.gz

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data/DownscaleData/Dota2/train-360p.tar.gz

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data/DownscaleData/Dota2/train-540p.tar.gz

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data/DownscaleData/Dota2/val-1080p.tar.gz

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super-resolution-games.py

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+import datasets
+
+
+_DESCRIPTION = ''
+
+_PROJECTS_GAME_ENGINE = [
+    'GameEngine_ActionRPG',
+    'GameEngine_ArchVizInterior',
+    'GameEngine_ASCTeuthisan',
+    'GameEngine_BroadcastSample',
+    'GameEngine_CitySample',
+    'GameEngine_ElectricDreamsEnv',
+    'GameEngine_ElementalDemo',
+    'GameEngine_HillsideSample',
+    'GameEngine_Matinee',
+    'GameEngine_MeerkatDemo',
+    'GameEngine_MLDeformerSample',
+    'GameEngine_ParticleEffects',
+    'GameEngine_RealisticRendering',
+    'GameEngine_SlayAnimationSample',
+    'GameEngine_StylizedRendering',
+    'GameEngine_SubwaySequencer',
+    'GameEngine_SunTemple'
+]
+
+_PROJECTS_DOWNSCALE = [
+    'Downscale_Dota2'
+]
+
+# _PROJECTS = _PROJECTS_GAME_ENGINE + _PROJECTS_DOWNSCALE
+_PROJECTS = _PROJECTS_DOWNSCALE
+
+_DESCRIPTION_DATA_GAME_ENGINE = {
+    'GameEngine_ActionRPG': '',
+    'GameEngine_ArchVizInterior': '',
+    'GameEngine_ASCTeuthisan': '',
+    'GameEngine_BroadcastSample': '',
+    'GameEngine_CitySample': '',
+    'GameEngine_ElectricDreamsEnv': '',
+    'GameEngine_ElementalDemo': '',
+    'GameEngine_HillsideSample': '',
+    'GameEngine_Matinee': '',
+    'GameEngine_MeerkatDemo': '',
+    'GameEngine_MLDeformerSample': '',
+    'GameEngine_ParticleEffects': '',
+    'GameEngine_RealisticRendering': '',
+    'GameEngine_SlayAnimationSample': '',
+    'GameEngine_StylizedRendering': '',
+    'GameEngine_SubwaySequencer': '',
+    'GameEngine_SunTemple': ''
+}
+
+_DESCRIPTION_DATA_DOWNSCALE = {
+    'Downscale_Dota2': ''
+}
+
+_DESCRIPTION_DATA = _DESCRIPTION_DATA_DOWNSCALE
+
+# _DESCRIPTION_DATA = {
+#     **_DESCRIPTION_DATA_GAME_ENGINE,
+#     **_DESCRIPTION_DATA_DOWNSCALE
+# }
+
+_DATA_FILES_GAME_ENGINE = {
+    'GameEngine_ActionRPG': '',
+    'GameEngine_ArchVizInterior': '',
+    'GameEngine_ASCTeuthisan': '',
+    'GameEngine_BroadcastSample': '',
+    'GameEngine_CitySample': '',
+    'GameEngine_ElectricDreamsEnv': '',
+    'GameEngine_ElementalDemo': '',
+    'GameEngine_HillsideSample': '',
+    'GameEngine_Matinee': '',
+    'GameEngine_MeerkatDemo': '',
+    'GameEngine_MLDeformerSample': '',
+    'GameEngine_ParticleEffects': '',
+    'GameEngine_RealisticRendering': '',
+    'GameEngine_SlayAnimationSample': '',
+    'GameEngine_StylizedRendering': '',
+    'GameEngine_SubwaySequencer': '',
+    'GameEngine_SunTemple': ''
+}
+
+_DATA_FILES_DOWNSCALE = {
+    'Downscale_Dota2': {
+        'train': {
+            '270p': 'data/DownscaleData/Dota2/train-270p.tar.gz',
+            '360p': 'data/DownscaleData/Dota2/train-360p.tar.gz',
+            '540p': 'data/DownscaleData/Dota2/train-540p.tar.gz',
+            '1080p': 'data/DownscaleData/Dota2/train-1080p.tar.gz'
+        },
+        'val': {
+            '270p': 'data/DownscaleData/Dota2/val-270p.tar.gz',
+            '360p': 'data/DownscaleData/Dota2/val-360p.tar.gz',
+            '540p': 'data/DownscaleData/Dota2/val-540p.tar.gz',
+            '1080p': 'data/DownscaleData/Dota2/val-1080p.tar.gz'
+        }
+    }
+}
+
+# _DATA_FILES = {
+#     **_DATA_FILES_GAME_ENGINE,
+#     **_DATA_FILES_DOWNSCALE
+# }
+
+_DATA_FILES = _DATA_FILES_DOWNSCALE
+
+class SuperResolutionGamesConfig(datasets.BuilderConfig):
+    def __init__(self, data_files, features, **kwargs):
+        super().__init__(version=datasets.Version('0.0.0'), **kwargs)
+        self.data_files = data_files
+        self.features = features
+
+
+class SuperResolutionGames(datasets.GeneratorBasedBuilder):
+    BUILDER_CONFIGS = [
+        SuperResolutionGamesConfig(
+            name=name,
+            description=_DESCRIPTION_DATA[name],
+            data_files=_DATA_FILES[name],
+            features=['270p', '360p', '540p', '1080p']
+        ) for name in _PROJECTS
+    ]
+
+    def _info(self):
+        features = {f: datasets.Image() for f in self.config.features}
+        return datasets.DatasetInfo(
+            description=_DESCRIPTION,
+            features=datasets.Features(features),
+            supervised_keys=None,
+        )
+
+    def _split_generators(self, dl_manager):
+        data_files = self.config.data_files
+        train_archives, val_archives = data_files['train'], data_files['val']
+
+        train_archives_downloaded = {
+            k: dl_manager.download(train_archives[k]) \
+                for k in train_archives.keys()
+        }
+
+        val_archives_downloaded = {
+            k: dl_manager.download(val_archives[k]) \
+                for k in val_archives.keys()
+        }
+
+        splits = [
+            datasets.SplitGenerator(
+                name=datasets.Split.TRAIN,
+                gen_kwargs={
+                    k: dl_manager.iter_archive(train_archives_downloaded[k]) \
+                        for k in train_archives_downloaded.keys()
+                }
+            ),
+            datasets.SplitGenerator(
+                name=datasets.Split.VALIDATION,
+                gen_kwargs={
+                    k: dl_manager.iter_archive(val_archives_downloaded[k]) \
+                    for k in val_archives_downloaded.keys()
+                }
+            )
+        ]
+        return splits