def __init__(self):
        super().__init__()
        self.SENSORS = [
            RGBSensorHabitat(
                height=self.SCREEN_SIZE,
                width=self.SCREEN_SIZE,
                use_resnet_normalization=True,
            ),
            DepthSensorHabitat(
                height=self.SCREEN_SIZE,
                width=self.SCREEN_SIZE,
                use_normalization=True,
            ),
            TargetCoordinatesSensorHabitat(coordinate_dims=2),
        ]

        self.PREPROCESSORS = []

        self.OBSERVATIONS = [
            "rgb",
            "depth",
            "target_coordinates_ind",
        ]

        self.CONFIG = self.CONFIG.clone()
        self.CONFIG.SIMULATOR.AGENT_0.SENSORS = ["DEPTH_SENSOR", "RGB_SENSOR"]

        self.TRAIN_CONFIGS = construct_env_configs(config=self.CONFIG)
Example #2
0
class PointNavHabitatDepthDeterministiSimpleConvGRUDDPPOExperimentConfig(
        PointNavHabitatBaseConfig, PointNavHabitatMixInPPOConfig,
        PointNavMixInSimpleConvGRUConfig):
    """An Point Navigation experiment configuration in Habitat with Depth
    input."""

    SENSORS = [
        DepthSensorHabitat(
            height=PointNavHabitatBaseConfig.SCREEN_SIZE,
            width=PointNavHabitatBaseConfig.SCREEN_SIZE,
            use_normalization=True,
        ),
        TargetCoordinatesSensorHabitat(coordinate_dims=2),
    ]

    @classmethod
    def tag(cls):
        return "Pointnav-Habitat-Depth-SimpleConv-DDPPO"