SRGD.py

import datasets
from itertools import chain


_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",
    "GameEngine_All",
]

_PROJECTS_DOWNSCALE = [
    "Downscale_ActionRPG",
    "Downscale_ArchVizInterior",
    "Downscale_ASCTeuthisan",
    "Downscale_BroadcastSample",
    "Downscale_ElectricDreamsEnv",
    "Downscale_ElementalDemo",
    "Downscale_HillsideSample",
    "Downscale_Matinee",
    "Downscale_MeerkatDemo",
    "Downscale_MLDeformerSample",
    "Downscale_ParticleEffects",
    "Downscale_RealisticRendering",
    "Downscale_SlayAnimationSample",
    "Downscale_StylizedRendering",
    "Downscale_SubwaySequencer",
    "Downscale_SunTemple",
    "Downscale_DMXPrevisSample",
    "Downscale_Dota2",
    "Downscale_CitySample",
    "Downscale_CSGO",
    "Downscale_All",
]

_PROJECTS = _PROJECTS_GAME_ENGINE + _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": "",
    "GameEngine_All": "",
}

_DESCRIPTION_DATA_DOWNSCALE = {
    "Downscale_ActionRPG": "",
    "Downscale_ArchVizInterior": "",
    "Downscale_ASCTeuthisan": "",
    "Downscale_BroadcastSample": "",
    "Downscale_ElectricDreamsEnv": "",
    "Downscale_ElementalDemo": "",
    "Downscale_HillsideSample": "",
    "Downscale_Matinee": "",
    "Downscale_MeerkatDemo": "",
    "Downscale_MLDeformerSample": "",
    "Downscale_ParticleEffects": "",
    "Downscale_RealisticRendering": "",
    "Downscale_SlayAnimationSample": "",
    "Downscale_StylizedRendering": "",
    "Downscale_SubwaySequencer": "",
    "Downscale_SunTemple": "",
    "Downscale_DMXPrevisSample": "",
    "Downscale_Dota2": "",
    "Downscale_CitySample": "",
    "Downscale_CSGO": "",
    "Downscale_All": "",
}

_DESCRIPTION_DATA = {**_DESCRIPTION_DATA_GAME_ENGINE, **_DESCRIPTION_DATA_DOWNSCALE}

_DATA_FILES_GAME_ENGINE = {
    "GameEngine_ActionRPG": {
        "train": {
            "r270p": "data/GameEngineData/ActionRPG/train-270p.tar.gz",
            "r360p": "data/GameEngineData/ActionRPG/train-360p.tar.gz",
            "r540p": "data/GameEngineData/ActionRPG/train-540p.tar.gz",
            "r1080p": "data/GameEngineData/ActionRPG/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/GameEngineData/ActionRPG/val-270p.tar.gz",
            "r360p": "data/GameEngineData/ActionRPG/val-360p.tar.gz",
            "r540p": "data/GameEngineData/ActionRPG/val-540p.tar.gz",
            "r1080p": "data/GameEngineData/ActionRPG/val-1080p.tar.gz",
        },
    },
    "GameEngine_ArchVizInterior": {
        "train": {
            "r270p": "data/GameEngineData/ArchVizInterior/train-270p.tar.gz",
            "r360p": "data/GameEngineData/ArchVizInterior/train-360p.tar.gz",
            "r540p": "data/GameEngineData/ArchVizInterior/train-540p.tar.gz",
            "r1080p": "data/GameEngineData/ArchVizInterior/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/GameEngineData/ArchVizInterior/val-270p.tar.gz",
            "r360p": "data/GameEngineData/ArchVizInterior/val-360p.tar.gz",
            "r540p": "data/GameEngineData/ArchVizInterior/val-540p.tar.gz",
            "r1080p": "data/GameEngineData/ArchVizInterior/val-1080p.tar.gz",
        },
    },
    "GameEngine_ASCTeuthisan": {
        "train": {
            "r270p": "data/GameEngineData/ASCTeuthisan/train-270p.tar.gz",
            "r360p": "data/GameEngineData/ASCTeuthisan/train-360p.tar.gz",
            "r540p": "data/GameEngineData/ASCTeuthisan/train-540p.tar.gz",
            "r1080p": "data/GameEngineData/ASCTeuthisan/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/GameEngineData/ASCTeuthisan/val-270p.tar.gz",
            "r360p": "data/GameEngineData/ASCTeuthisan/val-360p.tar.gz",
            "r540p": "data/GameEngineData/ASCTeuthisan/val-540p.tar.gz",
            "r1080p": "data/GameEngineData/ASCTeuthisan/val-1080p.tar.gz",
        },
    },
    "GameEngine_BroadcastSample": {
        "train": {
            "r270p": "data/GameEngineData/BroadcastSample/train-270p.tar.gz",
            "r360p": "data/GameEngineData/BroadcastSample/train-360p.tar.gz",
            "r540p": "data/GameEngineData/BroadcastSample/train-540p.tar.gz",
            "r1080p": "data/GameEngineData/BroadcastSample/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/GameEngineData/BroadcastSample/val-270p.tar.gz",
            "r360p": "data/GameEngineData/BroadcastSample/val-360p.tar.gz",
            "r540p": "data/GameEngineData/BroadcastSample/val-540p.tar.gz",
            "r1080p": "data/GameEngineData/BroadcastSample/val-1080p.tar.gz",
        },
    },
    "GameEngine_CitySample": {
        "train": {
            "r270p": "data/GameEngineData/CitySample/train-270p.tar.gz",
            "r360p": "data/GameEngineData/CitySample/train-360p.tar.gz",
            "r540p": "data/GameEngineData/CitySample/train-540p.tar.gz",
            "r1080p": "data/GameEngineData/CitySample/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/GameEngineData/CitySample/val-270p.tar.gz",
            "r360p": "data/GameEngineData/CitySample/val-360p.tar.gz",
            "r540p": "data/GameEngineData/CitySample/val-540p.tar.gz",
            "r1080p": "data/GameEngineData/CitySample/val-1080p.tar.gz",
        },
    },
    "GameEngine_ElectricDreamsEnv": {
        "train": {
            "r270p": "data/GameEngineData/ElectricDreamsEnv/train-270p.tar.gz",
            "r360p": "data/GameEngineData/ElectricDreamsEnv/train-360p.tar.gz",
            "r540p": "data/GameEngineData/ElectricDreamsEnv/train-540p.tar.gz",
            "r1080p": "data/GameEngineData/ElectricDreamsEnv/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/GameEngineData/ElectricDreamsEnv/val-270p.tar.gz",
            "r360p": "data/GameEngineData/ElectricDreamsEnv/val-360p.tar.gz",
            "r540p": "data/GameEngineData/ElectricDreamsEnv/val-540p.tar.gz",
            "r1080p": "data/GameEngineData/ElectricDreamsEnv/val-1080p.tar.gz",
        },
    },
    "GameEngine_ElementalDemo": {
        "train": {
            "r270p": "data/GameEngineData/ElementalDemo/train-270p.tar.gz",
            "r360p": "data/GameEngineData/ElementalDemo/train-360p.tar.gz",
            "r540p": "data/GameEngineData/ElementalDemo/train-540p.tar.gz",
            "r1080p": "data/GameEngineData/ElementalDemo/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/GameEngineData/ElementalDemo/val-270p.tar.gz",
            "r360p": "data/GameEngineData/ElementalDemo/val-360p.tar.gz",
            "r540p": "data/GameEngineData/ElementalDemo/val-540p.tar.gz",
            "r1080p": "data/GameEngineData/ElementalDemo/val-1080p.tar.gz",
        },
    },
    "GameEngine_HillsideSample": {
        "train": {
            "r270p": "data/GameEngineData/HillsideSample/train-270p.tar.gz",
            "r360p": "data/GameEngineData/HillsideSample/train-360p.tar.gz",
            "r540p": "data/GameEngineData/HillsideSample/train-540p.tar.gz",
            "r1080p": "data/GameEngineData/HillsideSample/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/GameEngineData/HillsideSample/val-270p.tar.gz",
            "r360p": "data/GameEngineData/HillsideSample/val-360p.tar.gz",
            "r540p": "data/GameEngineData/HillsideSample/val-540p.tar.gz",
            "r1080p": "data/GameEngineData/HillsideSample/val-1080p.tar.gz",
        },
    },
    "GameEngine_Matinee": {
        "train": {
            "r270p": "data/GameEngineData/Matinee/train-270p.tar.gz",
            "r360p": "data/GameEngineData/Matinee/train-360p.tar.gz",
            "r540p": "data/GameEngineData/Matinee/train-540p.tar.gz",
            "r1080p": "data/GameEngineData/Matinee/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/GameEngineData/Matinee/val-270p.tar.gz",
            "r360p": "data/GameEngineData/Matinee/val-360p.tar.gz",
            "r540p": "data/GameEngineData/Matinee/val-540p.tar.gz",
            "r1080p": "data/GameEngineData/Matinee/val-1080p.tar.gz",
        },
    },
    "GameEngine_MeerkatDemo": {
        "train": {
            "r270p": "data/GameEngineData/MeerkatDemo/train-270p.tar.gz",
            "r360p": "data/GameEngineData/MeerkatDemo/train-360p.tar.gz",
            "r540p": "data/GameEngineData/MeerkatDemo/train-540p.tar.gz",
            "r1080p": "data/GameEngineData/MeerkatDemo/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/GameEngineData/MeerkatDemo/val-270p.tar.gz",
            "r360p": "data/GameEngineData/MeerkatDemo/val-360p.tar.gz",
            "r540p": "data/GameEngineData/MeerkatDemo/val-540p.tar.gz",
            "r1080p": "data/GameEngineData/MeerkatDemo/val-1080p.tar.gz",
        },
    },
    "GameEngine_MLDeformerSample": {
        "train": {
            "r270p": "data/GameEngineData/MLDeformerSample/train-270p.tar.gz",
            "r360p": "data/GameEngineData/MLDeformerSample/train-360p.tar.gz",
            "r540p": "data/GameEngineData/MLDeformerSample/train-540p.tar.gz",
            "r1080p": "data/GameEngineData/MLDeformerSample/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/GameEngineData/MLDeformerSample/val-270p.tar.gz",
            "r360p": "data/GameEngineData/MLDeformerSample/val-360p.tar.gz",
            "r540p": "data/GameEngineData/MLDeformerSample/val-540p.tar.gz",
            "r1080p": "data/GameEngineData/MLDeformerSample/val-1080p.tar.gz",
        },
    },
    "GameEngine_ParticleEffects": {
        "train": {
            "r270p": "data/GameEngineData/ParticleEffects/train-270p.tar.gz",
            "r360p": "data/GameEngineData/ParticleEffects/train-360p.tar.gz",
            "r540p": "data/GameEngineData/ParticleEffects/train-540p.tar.gz",
            "r1080p": "data/GameEngineData/ParticleEffects/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/GameEngineData/ParticleEffects/val-270p.tar.gz",
            "r360p": "data/GameEngineData/ParticleEffects/val-360p.tar.gz",
            "r540p": "data/GameEngineData/ParticleEffects/val-540p.tar.gz",
            "r1080p": "data/GameEngineData/ParticleEffects/val-1080p.tar.gz",
        },
    },
    "GameEngine_RealisticRendering": {
        "train": {
            "r270p": "data/GameEngineData/RealisticRendering/train-270p.tar.gz",
            "r360p": "data/GameEngineData/RealisticRendering/train-360p.tar.gz",
            "r540p": "data/GameEngineData/RealisticRendering/train-540p.tar.gz",
            "r1080p": "data/GameEngineData/RealisticRendering/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/GameEngineData/RealisticRendering/val-270p.tar.gz",
            "r360p": "data/GameEngineData/RealisticRendering/val-360p.tar.gz",
            "r540p": "data/GameEngineData/RealisticRendering/val-540p.tar.gz",
            "r1080p": "data/GameEngineData/RealisticRendering/val-1080p.tar.gz",
        },
    },
    "GameEngine_SlayAnimationSample": {
        "train": {
            "r270p": "data/GameEngineData/SlayAnimationSample/train-270p.tar.gz",
            "r360p": "data/GameEngineData/SlayAnimationSample/train-360p.tar.gz",
            "r540p": "data/GameEngineData/SlayAnimationSample/train-540p.tar.gz",
            "r1080p": "data/GameEngineData/SlayAnimationSample/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/GameEngineData/SlayAnimationSample/val-270p.tar.gz",
            "r360p": "data/GameEngineData/SlayAnimationSample/val-360p.tar.gz",
            "r540p": "data/GameEngineData/SlayAnimationSample/val-540p.tar.gz",
            "r1080p": "data/GameEngineData/SlayAnimationSample/val-1080p.tar.gz",
        },
    },
    "GameEngine_StylizedRendering": {
        "train": {
            "r270p": "data/GameEngineData/StylizedRendering/train-270p.tar.gz",
            "r360p": "data/GameEngineData/StylizedRendering/train-360p.tar.gz",
            "r540p": "data/GameEngineData/StylizedRendering/train-540p.tar.gz",
            "r1080p": "data/GameEngineData/StylizedRendering/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/GameEngineData/StylizedRendering/val-270p.tar.gz",
            "r360p": "data/GameEngineData/StylizedRendering/val-360p.tar.gz",
            "r540p": "data/GameEngineData/StylizedRendering/val-540p.tar.gz",
            "r1080p": "data/GameEngineData/StylizedRendering/val-1080p.tar.gz",
        },
    },
    "GameEngine_SubwaySequencer": {
        "train": {
            "r270p": "data/GameEngineData/SubwaySequencer/train-270p.tar.gz",
            "r360p": "data/GameEngineData/SubwaySequencer/train-360p.tar.gz",
            "r540p": "data/GameEngineData/SubwaySequencer/train-540p.tar.gz",
            "r1080p": "data/GameEngineData/SubwaySequencer/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/GameEngineData/SubwaySequencer/val-270p.tar.gz",
            "r360p": "data/GameEngineData/SubwaySequencer/val-360p.tar.gz",
            "r540p": "data/GameEngineData/SubwaySequencer/val-540p.tar.gz",
            "r1080p": "data/GameEngineData/SubwaySequencer/val-1080p.tar.gz",
        },
    },
    "GameEngine_SunTemple": {
        "train": {
            "r270p": "data/GameEngineData/SunTemple/train-270p.tar.gz",
            "r360p": "data/GameEngineData/SunTemple/train-360p.tar.gz",
            "r540p": "data/GameEngineData/SunTemple/train-540p.tar.gz",
            "r1080p": "data/GameEngineData/SunTemple/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/GameEngineData/SunTemple/val-270p.tar.gz",
            "r360p": "data/GameEngineData/SunTemple/val-360p.tar.gz",
            "r540p": "data/GameEngineData/SunTemple/val-540p.tar.gz",
            "r1080p": "data/GameEngineData/SunTemple/val-1080p.tar.gz",
        },
    },
}

# we need to form lists with same resolutions to get all project at once
_DATA_FILES_GAME_ENGINE_KEYS = list(_DATA_FILES_GAME_ENGINE.keys())
_DATA_FILES_GAME_ENGINE["GameEngine_All"] = {
    "train": {
        "r270p": sorted(
            [
                _DATA_FILES_GAME_ENGINE[k]["train"]["r270p"]
                for k in _DATA_FILES_GAME_ENGINE_KEYS
            ]
        ),
        "r360p": sorted(
            [
                _DATA_FILES_GAME_ENGINE[k]["train"]["r360p"]
                for k in _DATA_FILES_GAME_ENGINE_KEYS
            ]
        ),
        "r540p": sorted(
            [
                _DATA_FILES_GAME_ENGINE[k]["train"]["r540p"]
                for k in _DATA_FILES_GAME_ENGINE_KEYS
            ]
        ),
        "r1080p": sorted(
            [
                _DATA_FILES_GAME_ENGINE[k]["train"]["r1080p"]
                for k in _DATA_FILES_GAME_ENGINE_KEYS
            ]
        ),
    },
    "val": {
        "r270p": sorted(
            [
                _DATA_FILES_GAME_ENGINE[k]["val"]["r270p"]
                for k in _DATA_FILES_GAME_ENGINE_KEYS
            ]
        ),
        "r360p": sorted(
            [
                _DATA_FILES_GAME_ENGINE[k]["val"]["r360p"]
                for k in _DATA_FILES_GAME_ENGINE_KEYS
            ]
        ),
        "r540p": sorted(
            [
                _DATA_FILES_GAME_ENGINE[k]["val"]["r540p"]
                for k in _DATA_FILES_GAME_ENGINE_KEYS
            ]
        ),
        "r1080p": sorted(
            [
                _DATA_FILES_GAME_ENGINE[k]["val"]["r1080p"]
                for k in _DATA_FILES_GAME_ENGINE_KEYS
            ]
        ),
    },
}

_DATA_FILES_DOWNSCALE = {
    "Downscale_ActionRPG": {
        "train": {
            "r270p": "data/DownscaleData/ActionRPG/train-270p.tar.gz",
            "r360p": "data/DownscaleData/ActionRPG/train-360p.tar.gz",
            "r540p": "data/DownscaleData/ActionRPG/train-540p.tar.gz",
            "r1080p": "data/DownscaleData/ActionRPG/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/DownscaleData/ActionRPG/val-270p.tar.gz",
            "r360p": "data/DownscaleData/ActionRPG/val-360p.tar.gz",
            "r540p": "data/DownscaleData/ActionRPG/val-540p.tar.gz",
            "r1080p": "data/DownscaleData/ActionRPG/val-1080p.tar.gz",
        },
    },
    "Downscale_ArchVizInterior": {
        "train": {
            "r270p": "data/DownscaleData/ArchVizInterior/train-270p.tar.gz",
            "r360p": "data/DownscaleData/ArchVizInterior/train-360p.tar.gz",
            "r540p": "data/DownscaleData/ArchVizInterior/train-540p.tar.gz",
            "r1080p": "data/DownscaleData/ArchVizInterior/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/DownscaleData/ArchVizInterior/val-270p.tar.gz",
            "r360p": "data/DownscaleData/ArchVizInterior/val-360p.tar.gz",
            "r540p": "data/DownscaleData/ArchVizInterior/val-540p.tar.gz",
            "r1080p": "data/DownscaleData/ArchVizInterior/val-1080p.tar.gz",
        },
    },
    "Downscale_ASCTeuthisan": {
        "train": {
            "r270p": "data/DownscaleData/ASCTeuthisan/train-270p.tar.gz",
            "r360p": "data/DownscaleData/ASCTeuthisan/train-360p.tar.gz",
            "r540p": "data/DownscaleData/ASCTeuthisan/train-540p.tar.gz",
            "r1080p": "data/DownscaleData/ASCTeuthisan/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/DownscaleData/ASCTeuthisan/val-270p.tar.gz",
            "r360p": "data/DownscaleData/ASCTeuthisan/val-360p.tar.gz",
            "r540p": "data/DownscaleData/ASCTeuthisan/val-540p.tar.gz",
            "r1080p": "data/DownscaleData/ASCTeuthisan/val-1080p.tar.gz",
        },
    },
    "Downscale_BroadcastSample": {
        "train": {
            "r270p": "data/DownscaleData/BroadcastSample/train-270p.tar.gz",
            "r360p": "data/DownscaleData/BroadcastSample/train-360p.tar.gz",
            "r540p": "data/DownscaleData/BroadcastSample/train-540p.tar.gz",
            "r1080p": "data/DownscaleData/BroadcastSample/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/DownscaleData/BroadcastSample/val-270p.tar.gz",
            "r360p": "data/DownscaleData/BroadcastSample/val-360p.tar.gz",
            "r540p": "data/DownscaleData/BroadcastSample/val-540p.tar.gz",
            "r1080p": "data/DownscaleData/BroadcastSample/val-1080p.tar.gz",
        },
    },
    "Downscale_ElectricDreamsEnv": {
        "train": {
            "r270p": "data/DownscaleData/ElectricDreamsEnv/train-270p.tar.gz",
            "r360p": "data/DownscaleData/ElectricDreamsEnv/train-360p.tar.gz",
            "r540p": "data/DownscaleData/ElectricDreamsEnv/train-540p.tar.gz",
            "r1080p": "data/DownscaleData/ElectricDreamsEnv/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/DownscaleData/ElectricDreamsEnv/val-270p.tar.gz",
            "r360p": "data/DownscaleData/ElectricDreamsEnv/val-360p.tar.gz",
            "r540p": "data/DownscaleData/ElectricDreamsEnv/val-540p.tar.gz",
            "r1080p": "data/DownscaleData/ElectricDreamsEnv/val-1080p.tar.gz",
        },
    },
    "Downscale_ElementalDemo": {
        "train": {
            "r270p": "data/DownscaleData/ElementalDemo/train-270p.tar.gz",
            "r360p": "data/DownscaleData/ElementalDemo/train-360p.tar.gz",
            "r540p": "data/DownscaleData/ElementalDemo/train-540p.tar.gz",
            "r1080p": "data/DownscaleData/ElementalDemo/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/DownscaleData/ElementalDemo/val-270p.tar.gz",
            "r360p": "data/DownscaleData/ElementalDemo/val-360p.tar.gz",
            "r540p": "data/DownscaleData/ElementalDemo/val-540p.tar.gz",
            "r1080p": "data/DownscaleData/ElementalDemo/val-1080p.tar.gz",
        },
    },
    "Downscale_HillsideSample": {
        "train": {
            "r270p": "data/DownscaleData/HillsideSample/train-270p.tar.gz",
            "r360p": "data/DownscaleData/HillsideSample/train-360p.tar.gz",
            "r540p": "data/DownscaleData/HillsideSample/train-540p.tar.gz",
            "r1080p": "data/DownscaleData/HillsideSample/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/DownscaleData/HillsideSample/val-270p.tar.gz",
            "r360p": "data/DownscaleData/HillsideSample/val-360p.tar.gz",
            "r540p": "data/DownscaleData/HillsideSample/val-540p.tar.gz",
            "r1080p": "data/DownscaleData/HillsideSample/val-1080p.tar.gz",
        },
    },
    "Downscale_Matinee": {
        "train": {
            "r270p": "data/DownscaleData/Matinee/train-270p.tar.gz",
            "r360p": "data/DownscaleData/Matinee/train-360p.tar.gz",
            "r540p": "data/DownscaleData/Matinee/train-540p.tar.gz",
            "r1080p": "data/DownscaleData/Matinee/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/DownscaleData/Matinee/val-270p.tar.gz",
            "r360p": "data/DownscaleData/Matinee/val-360p.tar.gz",
            "r540p": "data/DownscaleData/Matinee/val-540p.tar.gz",
            "r1080p": "data/DownscaleData/Matinee/val-1080p.tar.gz",
        },
    },
    "Downscale_MeerkatDemo": {
        "train": {
            "r270p": "data/DownscaleData/MeerkatDemo/train-270p.tar.gz",
            "r360p": "data/DownscaleData/MeerkatDemo/train-360p.tar.gz",
            "r540p": "data/DownscaleData/MeerkatDemo/train-540p.tar.gz",
            "r1080p": "data/DownscaleData/MeerkatDemo/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/DownscaleData/MeerkatDemo/val-270p.tar.gz",
            "r360p": "data/DownscaleData/MeerkatDemo/val-360p.tar.gz",
            "r540p": "data/DownscaleData/MeerkatDemo/val-540p.tar.gz",
            "r1080p": "data/DownscaleData/MeerkatDemo/val-1080p.tar.gz",
        },
    },
    "Downscale_MLDeformerSample": {
        "train": {
            "r270p": "data/DownscaleData/MLDeformerSample/train-270p.tar.gz",
            "r360p": "data/DownscaleData/MLDeformerSample/train-360p.tar.gz",
            "r540p": "data/DownscaleData/MLDeformerSample/train-540p.tar.gz",
            "r1080p": "data/DownscaleData/MLDeformerSample/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/DownscaleData/MLDeformerSample/val-270p.tar.gz",
            "r360p": "data/DownscaleData/MLDeformerSample/val-360p.tar.gz",
            "r540p": "data/DownscaleData/MLDeformerSample/val-540p.tar.gz",
            "r1080p": "data/DownscaleData/MLDeformerSample/val-1080p.tar.gz",
        },
    },
    "Downscale_ParticleEffects": {
        "train": {
            "r270p": "data/DownscaleData/ParticleEffects/train-270p.tar.gz",
            "r360p": "data/DownscaleData/ParticleEffects/train-360p.tar.gz",
            "r540p": "data/DownscaleData/ParticleEffects/train-540p.tar.gz",
            "r1080p": "data/DownscaleData/ParticleEffects/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/DownscaleData/ParticleEffects/val-270p.tar.gz",
            "r360p": "data/DownscaleData/ParticleEffects/val-360p.tar.gz",
            "r540p": "data/DownscaleData/ParticleEffects/val-540p.tar.gz",
            "r1080p": "data/DownscaleData/ParticleEffects/val-1080p.tar.gz",
        },
    },
    "Downscale_RealisticRendering": {
        "train": {
            "r270p": "data/DownscaleData/RealisticRendering/train-270p.tar.gz",
            "r360p": "data/DownscaleData/RealisticRendering/train-360p.tar.gz",
            "r540p": "data/DownscaleData/RealisticRendering/train-540p.tar.gz",
            "r1080p": "data/DownscaleData/RealisticRendering/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/DownscaleData/RealisticRendering/val-270p.tar.gz",
            "r360p": "data/DownscaleData/RealisticRendering/val-360p.tar.gz",
            "r540p": "data/DownscaleData/RealisticRendering/val-540p.tar.gz",
            "r1080p": "data/DownscaleData/RealisticRendering/val-1080p.tar.gz",
        },
    },
    "Downscale_SlayAnimationSample": {
        "train": {
            "r270p": "data/DownscaleData/SlayAnimationSample/train-270p.tar.gz",
            "r360p": "data/DownscaleData/SlayAnimationSample/train-360p.tar.gz",
            "r540p": "data/DownscaleData/SlayAnimationSample/train-540p.tar.gz",
            "r1080p": "data/DownscaleData/SlayAnimationSample/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/DownscaleData/SlayAnimationSample/val-270p.tar.gz",
            "r360p": "data/DownscaleData/SlayAnimationSample/val-360p.tar.gz",
            "r540p": "data/DownscaleData/SlayAnimationSample/val-540p.tar.gz",
            "r1080p": "data/DownscaleData/SlayAnimationSample/val-1080p.tar.gz",
        },
    },
    "Downscale_StylizedRendering": {
        "train": {
            "r270p": "data/DownscaleData/StylizedRendering/train-270p.tar.gz",
            "r360p": "data/DownscaleData/StylizedRendering/train-360p.tar.gz",
            "r540p": "data/DownscaleData/StylizedRendering/train-540p.tar.gz",
            "r1080p": "data/DownscaleData/StylizedRendering/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/DownscaleData/StylizedRendering/val-270p.tar.gz",
            "r360p": "data/DownscaleData/StylizedRendering/val-360p.tar.gz",
            "r540p": "data/DownscaleData/StylizedRendering/val-540p.tar.gz",
            "r1080p": "data/DownscaleData/StylizedRendering/val-1080p.tar.gz",
        },
    },
    "Downscale_SubwaySequencer": {
        "train": {
            "r270p": "data/DownscaleData/SubwaySequencer/train-270p.tar.gz",
            "r360p": "data/DownscaleData/SubwaySequencer/train-360p.tar.gz",
            "r540p": "data/DownscaleData/SubwaySequencer/train-540p.tar.gz",
            "r1080p": "data/DownscaleData/SubwaySequencer/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/DownscaleData/SubwaySequencer/val-270p.tar.gz",
            "r360p": "data/DownscaleData/SubwaySequencer/val-360p.tar.gz",
            "r540p": "data/DownscaleData/SubwaySequencer/val-540p.tar.gz",
            "r1080p": "data/DownscaleData/SubwaySequencer/val-1080p.tar.gz",
        },
    },
    "Downscale_SunTemple": {
        "train": {
            "r270p": "data/DownscaleData/SunTemple/train-270p.tar.gz",
            "r360p": "data/DownscaleData/SunTemple/train-360p.tar.gz",
            "r540p": "data/DownscaleData/SunTemple/train-540p.tar.gz",
            "r1080p": "data/DownscaleData/SunTemple/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/DownscaleData/SunTemple/val-270p.tar.gz",
            "r360p": "data/DownscaleData/SunTemple/val-360p.tar.gz",
            "r540p": "data/DownscaleData/SunTemple/val-540p.tar.gz",
            "r1080p": "data/DownscaleData/SunTemple/val-1080p.tar.gz",
        },
    },
    "Downscale_DMXPrevisSample": {
        "train": {
            "r270p": "data/DownscaleData/DMXPrevisSample/train-270p.tar.gz",
            "r360p": "data/DownscaleData/DMXPrevisSample/train-360p.tar.gz",
            "r540p": "data/DownscaleData/DMXPrevisSample/train-540p.tar.gz",
            "r1080p": "data/DownscaleData/DMXPrevisSample/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/DownscaleData/DMXPrevisSample/val-270p.tar.gz",
            "r360p": "data/DownscaleData/DMXPrevisSample/val-360p.tar.gz",
            "r540p": "data/DownscaleData/DMXPrevisSample/val-540p.tar.gz",
            "r1080p": "data/DownscaleData/DMXPrevisSample/val-1080p.tar.gz",
        },
    },
    "Downscale_Dota2": {
        "train": {
            "r270p": "data/DownscaleData/Dota2/train-270p.tar.gz",
            "r360p": "data/DownscaleData/Dota2/train-360p.tar.gz",
            "r540p": "data/DownscaleData/Dota2/train-540p.tar.gz",
            "r1080p": "data/DownscaleData/Dota2/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/DownscaleData/Dota2/val-270p.tar.gz",
            "r360p": "data/DownscaleData/Dota2/val-360p.tar.gz",
            "r540p": "data/DownscaleData/Dota2/val-540p.tar.gz",
            "r1080p": "data/DownscaleData/Dota2/val-1080p.tar.gz",
        },
    },
    "Downscale_CitySample": {
        "train": {
            "r270p": "data/DownscaleData/CitySample/train-270p.tar.gz",
            "r360p": "data/DownscaleData/CitySample/train-360p.tar.gz",
            "r540p": "data/DownscaleData/CitySample/train-540p.tar.gz",
            "r1080p": "data/DownscaleData/CitySample/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/DownscaleData/CitySample/val-270p.tar.gz",
            "r360p": "data/DownscaleData/CitySample/val-360p.tar.gz",
            "r540p": "data/DownscaleData/CitySample/val-540p.tar.gz",
            "r1080p": "data/DownscaleData/CitySample/val-1080p.tar.gz",
        },
    },
    "Downscale_CSGO": {
        "train": {
            "r270p": "data/DownscaleData/CSGO/train-270p.tar.gz",
            "r360p": "data/DownscaleData/CSGO/train-360p.tar.gz",
            "r540p": "data/DownscaleData/CSGO/train-540p.tar.gz",
            "r1080p": "data/DownscaleData/CSGO/train-1080p.tar.gz",
        },
        "val": {
            "r270p": "data/DownscaleData/CSGO/val-270p.tar.gz",
            "r360p": "data/DownscaleData/CSGO/val-360p.tar.gz",
            "r540p": "data/DownscaleData/CSGO/val-540p.tar.gz",
            "r1080p": "data/DownscaleData/CSGO/val-1080p.tar.gz",
        },
    },
}

# we need to form lists with same resolutions to get all project at once
_DATA_FILES_DOWNSCALE_KEYS = list(_DATA_FILES_DOWNSCALE.keys())
_DATA_FILES_DOWNSCALE["Downscale_All"] = {
    "train": {
        "r270p": sorted(
            [
                _DATA_FILES_DOWNSCALE[k]["train"]["r270p"]
                for k in _DATA_FILES_DOWNSCALE_KEYS
            ]
        ),
        "r360p": sorted(
            [
                _DATA_FILES_DOWNSCALE[k]["train"]["r360p"]
                for k in _DATA_FILES_DOWNSCALE_KEYS
            ]
        ),
        "r540p": sorted(
            [
                _DATA_FILES_DOWNSCALE[k]["train"]["r540p"]
                for k in _DATA_FILES_DOWNSCALE_KEYS
            ]
        ),
        "r1080p": sorted(
            [
                _DATA_FILES_DOWNSCALE[k]["train"]["r1080p"]
                for k in _DATA_FILES_DOWNSCALE_KEYS
            ]
        ),
    },
    "val": {
        "r270p": sorted(
            [
                _DATA_FILES_DOWNSCALE[k]["val"]["r270p"]
                for k in _DATA_FILES_DOWNSCALE_KEYS
            ]
        ),
        "r360p": sorted(
            [
                _DATA_FILES_DOWNSCALE[k]["val"]["r360p"]
                for k in _DATA_FILES_DOWNSCALE_KEYS
            ]
        ),
        "r540p": sorted(
            [
                _DATA_FILES_DOWNSCALE[k]["val"]["r540p"]
                for k in _DATA_FILES_DOWNSCALE_KEYS
            ]
        ),
        "r1080p": sorted(
            [
                _DATA_FILES_DOWNSCALE[k]["val"]["r1080p"]
                for k in _DATA_FILES_DOWNSCALE_KEYS
            ]
        ),
    },
}

_DATA_FILES = {**_DATA_FILES_GAME_ENGINE, **_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=["r270p", "r360p", "r540p", "r1080p"],
        )
        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 = {}
        for k in train_archives.keys():
            train_archives_k = train_archives[k]
            # str - single project, list - all GameEngine / Downscale projects
            if isinstance(train_archives_k, str):
                train_archives_downloaded[k] = dl_manager.download(train_archives_k)
            elif isinstance(train_archives_k, list):
                train_archives_downloaded[k] = [
                    dl_manager.download(train_archives_k[i])
                    for i in range(len(train_archives_k))
                ]
            else:
                raise TypeError()

        val_archives_downloaded = {}
        for k in val_archives.keys():
            val_archives_k = val_archives[k]
            # str - single project, list - all GameEngine / Downscale projects
            if isinstance(val_archives_k, str):
                val_archives_downloaded[k] = dl_manager.download(val_archives_k)
            elif isinstance(val_archives_k, list):
                val_archives_downloaded[k] = [
                    dl_manager.download(val_archives_k[i])
                    for i in range(len(val_archives_k))
                ]
            else:
                raise TypeError()

        train_gen_kwargs = {}
        for k in train_archives_downloaded.keys():
            train_archives_downloaded_k = train_archives_downloaded[k]
            # str - single project, list - all GameEngine / Downscale projects
            if isinstance(train_archives_downloaded_k, list):
                train_gen_kwargs[k] = chain.from_iterable(
                    [
                        dl_manager.iter_archive(train_archives_downloaded_k[i])
                        for i in range(len(train_archives_downloaded_k))
                    ]
                )
            else:
                train_gen_kwargs[k] = dl_manager.iter_archive(
                    train_archives_downloaded_k
                )

        val_gen_kwargs = {}
        for k in val_archives_downloaded.keys():
            val_archives_downloaded_k = val_archives_downloaded[k]
            # str - single project, list - all GameEngine / Downscale projects
            if isinstance(val_archives_downloaded_k, list):
                val_gen_kwargs[k] = chain.from_iterable(
                    [
                        dl_manager.iter_archive(val_archives_downloaded_k[i])
                        for i in range(len(val_archives_downloaded_k))
                    ]
                )
            else:
                val_gen_kwargs[k] = dl_manager.iter_archive(val_archives_downloaded_k)

        splits = [
            datasets.SplitGenerator(
                name=datasets.Split.TRAIN, gen_kwargs=train_gen_kwargs
            ),
            datasets.SplitGenerator(
                name=datasets.Split.VALIDATION, gen_kwargs=val_gen_kwargs
            ),
        ]
        return splits

    def _generate_examples(self, r270p, r360p, r540p, r1080p):
        for idx, resolutions in enumerate(zip(r270p, r360p, r540p, r1080p)):
            r270p_i, r360p_i, r540p_i, r1080p_i = resolutions
            sample = {
                "r270p": {"path": r270p_i[0], "bytes": r270p_i[1].read()},
                "r360p": {"path": r360p_i[0], "bytes": r360p_i[1].read()},
                "r540p": {"path": r540p_i[0], "bytes": r540p_i[1].read()},
                "r1080p": {"path": r1080p_i[0], "bytes": r1080p_i[1].read()},
            }
            yield idx, sample