# Copyright (c) 2022, NVIDIA CORPORATION & AFFILIATES, ETH Zurich, and University of Toronto
# All rights reserved.
#
# SPDX-License-Identifier: BSD-3-Clause

from __future__ import annotations

import builtins
import enum
import numpy as np
import weakref
from typing import Any

import carb
import omni.isaac.core.utils.stage as stage_utils
import omni.physx
from omni.isaac.core.simulation_context import SimulationContext as _SimulationContext
from omni.isaac.core.utils.viewports import set_camera_view
from omni.isaac.version import get_version
from pxr import Gf, Usd

from .simulation_cfg import SimulationCfg
from .utils import bind_physics_material


class SimulationContext(_SimulationContext):
    """A class to control simulation-related events such as physics stepping and rendering.

    The simulation context helps control various simulation aspects. This includes:

    * configure the simulator with different settings such as the physics time-step, the number of physics substeps,
      and the physics solver parameters (for more information, see :class:`omni.isaac.orbit.sim.SimulationCfg`)
    * playing, pausing, stepping and stopping the simulation
    * adding and removing callbacks to different simulation events such as physics stepping, rendering, etc.

    This class inherits from the `omni.isaac.core.simulation_context.SimulationContext`_ class and
    adds additional functionalities such as setting up the simulation context with a configuration object,
    exposing other commonly used simulator-related functions, and performing version checks of Isaac Sim
    to ensure compatibility between releases.

    The simulation context is a singleton object. This means that there can only be one instance
    of the simulation context at any given time. This is enforced by the parent class. Therefore, it is
    not possible to create multiple instances of the simulation context. Instead, the simulation context
    can be accessed using the ``instance()`` method.

    .. attention::
        Since we only support the ``torch <https://pytorch.org/>``_ backend for simulation, the
        simulation context is configured to use the ``torch`` backend by default. This means that
        all the data structures used in the simulation are ``torch.Tensor`` objects.

    The simulation context can be used in two different modes of operations:

    1. **Standalone python script**: In this mode, the user has full control over the simulation and
       can trigger stepping events synchronously (i.e. as a blocking call). In this case the user
       has to manually call :meth:`step` step the physics simulation and :meth:`render` to
       render the scene.
    2. **Omniverse extension**: In this mode, the user has limited control over the simulation stepping
       and all the simulation events are triggered asynchronously (i.e. as a non-blocking call). In this
       case, the user can only trigger the simulation to start, pause, and stop. The simulation takes
       care of stepping the physics simulation and rendering the scene.

    Based on above, for most functions in this class there is an equivalent function that is suffixed
    with ``_async``. The ``_async`` functions are used in the Omniverse extension mode and
    the non-``_async`` functions are used in the standalone python script mode.

    .. _omni.isaac.core.simulation_context.SimulationContext: https://docs.omniverse.nvidia.com/py/isaacsim/source/extensions/omni.isaac.core/docs/index.html#module-omni.isaac.core.simulation_context
    """

    class RenderMode(enum.Enum):
        """Different rendering modes for the simulation.

        Render modes correspond to how the viewport and other UI elements (such as listeners to keyboard or mouse
        events) are updated. There are three main components that can be updated when the simulation is rendered:

        1. **UI elements and other extensions**: These are UI elements (such as buttons, sliders, etc.) and other
            extensions that are running in the background that need to be updated when the simulation is running.
        2. **Cameras**: These are typically based on Hydra textures and are used to render the scene from different
           viewpoints. They can be attached to a viewport or be used independently to render the scene.
        3. **`Viewports`_**: These are windows where you can see the rendered scene.

        Updating each of the above components has a different overhead. For example, updating the viewports is
        computationally expensive compared to updating the UI elements. Therefore, it is useful to be able to
        control what is updated when the simulation is rendered. This is where the render mode comes in. There are
        four different render modes:

        * :attr:`NO_GUI_OR_RENDERING`: The simulation is running without a GUI and off-screen rendering flag is disabled,
          so none of the above are updated.
        * :attr:`NO_RENDERING`: No rendering, where only 1 is updated at a lower rate.
        * :attr:`PARTIAL_RENDERING`: Partial rendering, where only 1 and 2 are updated.
        * :attr:`FULL_RENDERING`: Full rendering, where everything (1, 2, 3) is updated.

        .. _Viewports: https://docs.omniverse.nvidia.com/extensions/latest/ext_viewport.html
        """

        NO_GUI_OR_RENDERING = -1
        """The simulation is running without a GUI and off-screen rendering is disabled."""
        NO_RENDERING = 0
        """No rendering, where only other UI elements are updated at a lower rate."""
        PARTIAL_RENDERING = 1
        """Partial rendering, where the simulation cameras and UI elements are updated."""
        FULL_RENDERING = 2
        """Full rendering, where all the simulation viewports, cameras and UI elements are updated."""

    def __init__(self, cfg: SimulationCfg | None = None):
        """Creates a simulation context to control the simulator.

        Args:
            cfg: The configuration of the simulation. Defaults to None,
                in which case the default configuration is used.
        """
        # store input
        if cfg is None:
            cfg = SimulationCfg()
        self.cfg = cfg
        # check that simulation is running
        if stage_utils.get_current_stage() is None:
            raise RuntimeError("The stage has not been created. Did you run the simulator?")

        # set flags for simulator
        # acquire settings interface
        carb_settings_iface = carb.settings.get_settings()
        # enable hydra scene-graph instancing
        # note: this allows rendering of instanceable assets on the GUI
        carb_settings_iface.set_bool("/persistent/omnihydra/useSceneGraphInstancing", True)
        # change dispatcher to use the default dispatcher in PhysX SDK instead of carb tasking
        # note: dispatcher handles how threads are launched for multi-threaded physics
        carb_settings_iface.set_bool("/physics/physxDispatcher", True)
        # disable contact processing in omni.physx if requested
        # note: helpful when creating contact reporting over limited number of objects in the scene
        if self.cfg.disable_contact_processing:
            carb_settings_iface.set_bool("/physics/disableContactProcessing", True)
        # enable custom geometry for cylinder and cone collision shapes to allow contact reporting for them
        # reason: cylinders and cones aren't natively supported by PhysX so we need to use custom geometry flags
        # reference: https://nvidia-omniverse.github.io/PhysX/physx/5.2.1/docs/Geometry.html?highlight=capsule#geometry
        carb_settings_iface.set_bool("/physics/collisionConeCustomGeometry", False)
        carb_settings_iface.set_bool("/physics/collisionCylinderCustomGeometry", False)
        # note: we read this once since it is not expected to change during runtime
        # read flag for whether a local GUI is enabled
        self._local_gui = carb_settings_iface.get("/app/window/enabled")
        # read flag for whether livestreaming GUI is enabled
        self._livestream_gui = carb_settings_iface.get("/app/livestream/enabled")
        # read flag for whether the orbit viewport capture pipeline will be used,
        # casting None to False if the flag doesn't exist
        # this flag is set from the AppLauncher class
        self._offscreen_render = bool(carb_settings_iface.get("/orbit/offscreen_render/enabled"))
        # flag for whether any GUI will be rendered (local, livestreamed or viewport)
        self._has_gui = self._local_gui or self._livestream_gui

        # store the default render mode
        if not self._has_gui and not self._offscreen_render:
            # set default render mode
            # note: this is the terminal state: cannot exit from this render mode
            self.render_mode = self.RenderMode.NO_GUI_OR_RENDERING
            # set viewport context to None
            self._viewport_context = None
            self._viewport_window = None
        elif not self._has_gui and self._offscreen_render:
            # set default render mode
            # note: this is the terminal state: cannot exit from this render mode
            self.render_mode = self.RenderMode.PARTIAL_RENDERING
            # set viewport context to None
            self._viewport_context = None
            self._viewport_window = None
        else:
            # note: need to import here in case the UI is not available (ex. headless mode)
            import omni.ui as ui
            from omni.kit.viewport.utility import get_active_viewport

            # set default render mode
            # note: this can be changed by calling the `set_render_mode` function
            self.render_mode = self.RenderMode.FULL_RENDERING
            # acquire viewport context
            self._viewport_context = get_active_viewport()
            self._viewport_context.updates_enabled = True  # pyright: ignore [reportOptionalMemberAccess]
            # acquire viewport window
            # TODO @mayank: Why not just use get_active_viewport_and_window() directly?
            self._viewport_window = ui.Workspace.get_window("Viewport")
            # counter for periodic rendering
            self._render_throttle_counter = 0
            # rendering frequency in terms of number of render calls
            self._render_throttle_period = 5

        # override enable scene querying if rendering is enabled
        # this is needed for some GUI features
        if self._has_gui:
            self.cfg.enable_scene_query_support = True
        # set up flatcache/fabric interface (default is None)
        # this is needed to flush the flatcache data into Hydra manually when calling `render()`
        # ref: https://docs.omniverse.nvidia.com/prod_extensions/prod_extensions/ext_physics.html
        # note: need to do this here because super().__init__ calls render and this variable is needed
        self._fabric_iface = None
        # read isaac sim version (this includes build tag, release tag etc.)
        # note: we do it once here because it reads the VERSION file from disk and is not expected to change.
        self._isaacsim_version = get_version()

        # flatten out the simulation dictionary
        sim_params = self.cfg.to_dict()
        if sim_params is not None:
            if "physx" in sim_params:
                physx_params = sim_params.pop("physx")
                sim_params.update(physx_params)
        # create a simulation context to control the simulator
        super().__init__(
            stage_units_in_meters=1.0,
            physics_dt=self.cfg.dt,
            rendering_dt=self.cfg.dt * self.cfg.substeps,
            backend="torch",
            sim_params=sim_params,
            physics_prim_path=self.cfg.physics_prim_path,
            device=self.cfg.device,
        )

    """
    Operations - New.
    """

    def has_gui(self) -> bool:
        """Returns whether the simulation has a GUI enabled.

        The simulation has a GUI enabled either locally or livestreamed.
        """
        return self._has_gui

    def get_version(self) -> tuple[int, int, int]:
        """Returns the version of the simulator.

        This is a wrapper around the ``omni.isaac.version.get_version()`` function.

        The returned tuple contains the following information:

        * Major version (int): This is the year of the release (e.g. 2022).
        * Minor version (int): This is the half-year of the release (e.g. 1 or 2).
        * Patch version (int): This is the patch number of the release (e.g. 0).
        """
        return int(self._isaacsim_version[2]), int(self._isaacsim_version[3]), int(self._isaacsim_version[4])

    """
    Operations - New utilities.
    """

    @staticmethod
    def set_camera_view(
        eye: tuple[float, float, float],
        target: tuple[float, float, float],
        camera_prim_path: str = "/OmniverseKit_Persp",
    ):
        """Set the location and target of the viewport camera in the stage.

        Note:
            This is a wrapper around the :math:`omni.isaac.core.utils.viewports.set_camera_view` function.
            It is provided here for convenience to reduce the amount of imports needed.

        Args:
            eye: The location of the camera eye.
            target: The location of the camera target.
            camera_prim_path: The path to the camera primitive in the stage. Defaults to
                "/OmniverseKit_Persp".
        """
        set_camera_view(eye, target, camera_prim_path)

    def set_render_mode(self, mode: RenderMode):
        """Change the current render mode of the simulation.

        Please see :class:`RenderMode` for more information on the different render modes.

        .. note::
            When no GUI is available (locally or livestreamed), we do not need to choose whether the viewport
            needs to render or not (since there is no GUI). Thus, in this case, calling the function will not
            change the render mode.

        Args:
            mode (RenderMode): The rendering mode. If different than SimulationContext's rendering mode,
            SimulationContext's mode is changed to the new mode.

        Raises:
            ValueError: If the input mode is not supported.
        """
        # check if mode change is possible -- not possible when no GUI is available
        if not self._has_gui:
            carb.log_warn(
                f"Cannot change render mode when GUI is disabled. Using the default render mode: {self.render_mode}."
            )
            return
        # check if there is a mode change
        # note: this is mostly needed for GUI when we want to switch between full rendering and no rendering.
        if mode != self.render_mode:
            if mode == self.RenderMode.FULL_RENDERING:
                # display the viewport and enable updates
                self._viewport_context.updates_enabled = True  # pyright: ignore [reportOptionalMemberAccess]
                self._viewport_window.visible = True  # pyright: ignore [reportOptionalMemberAccess]
            elif mode == self.RenderMode.PARTIAL_RENDERING:
                # hide the viewport and disable updates
                self._viewport_context.updates_enabled = False  # pyright: ignore [reportOptionalMemberAccess]
                self._viewport_window.visible = False  # pyright: ignore [reportOptionalMemberAccess]
                # reset the throttle counter
                self._render_throttle_counter = 0
            else:
                raise ValueError(f"Unsupported rendering mode: {mode}. Supported modes are: {self.RenderMode}.")
            # update render mode
            self.render_mode = mode

    def set_setting(self, name: str, value: Any):
        """Set simulation settings using the Carbonite SDK.

        .. note::
            If the input setting name does not exist, it will be created. If it does exist, the value will be
            overwritten. Please make sure to use the correct setting name.

            To understand the settings interface, please refer to the
            `Carbonite SDK <https://docs.omniverse.nvidia.com/dev-guide/latest/programmer_ref/settings.html>`_
            documentation.

        Args:
            name: The name of the setting.
            value: The value of the setting.
        """
        self._settings.set(name, value)

    def get_setting(self, name: str) -> Any:
        """Read the simulation setting using the Carbonite SDK.

        Args:
            name: The name of the setting.

        Returns:
            The value of the setting.
        """
        return self._settings.get(name)

    """
    Operations - Override (standalone)
    """

    def reset(self, soft: bool = False):
        # need to load all "physics" information from the USD file
        # FIXME: Remove this for Isaac Sim 2023.1 release if it will be fixed in the core.
        if not soft:
            omni.physx.acquire_physx_interface().force_load_physics_from_usd()
        # play the simulation
        super().reset(soft=soft)
        # add callback to shutdown the simulation when it is stopped.
        # we do this because physics views go invalid once we stop the simulation. So there is
        # no point in keeping the simulation running.
        if self.cfg.shutdown_app_on_stop and not self.timeline_callback_exists("shutdown_app_on_stop"):
            self.add_timeline_callback(
                "shutdown_app_on_stop",
                lambda *args, obj=weakref.proxy(self): obj._shutdown_app_on_stop_callback(*args),
            )

    def step(self, render: bool = True):
        """Steps the physics simulation with the pre-defined time-step.

        .. note::
            This function blocks if the timeline is paused. It only returns when the timeline is playing.

        Args:
            render: Whether to render the scene after stepping the physics simulation.
                If set to False, the scene is not rendered and only the physics simulation is stepped.
        """
        # check if the simulation timeline is paused. in that case keep stepping until it is playing
        if not self.is_playing():
            # step the simulator (but not the physics) to have UI still active
            while not self.is_playing():
                self.render()
                # meantime if someone stops, break out of the loop
                if self.is_stopped():
                    break
            # need to do one step to refresh the app
            # reason: physics has to parse the scene again and inform other extensions like hydra-delegate.
            #   without this the app becomes unresponsive.
            # FIXME: This steps physics as well, which we is not good in general.
            self.app.update()

        # step the simulation
        super().step(render=render)

    def render(self, mode: RenderMode | None = None):
        """Refreshes the rendering components including UI elements and view-ports depending on the render mode.

        This function is used to refresh the rendering components of the simulation. This includes updating the
        view-ports, UI elements, and other extensions (besides physics simulation) that are running in the
        background. The rendering components are refreshed based on the render mode.

        Please see :class:`RenderMode` for more information on the different render modes.

        Args:
            mode: The rendering mode. Defaults to None, in which case the current rendering mode is used.
        """
        # check if we need to change the render mode
        if mode is not None:
            self.set_render_mode(mode)
        # render based on the render mode
        if self.render_mode == self.RenderMode.NO_GUI_OR_RENDERING:
            # we never want to render anything here (this is for complete headless mode)
            pass
        elif self.render_mode == self.RenderMode.NO_RENDERING:
            # throttle the rendering frequency to keep the UI responsive
            self._render_throttle_counter += 1
            if self._render_throttle_counter % self._render_throttle_period == 0:
                self._render_throttle_counter = 0
                # here we don't render viewport so don't need to flush flatcache
                super().render()
        else:
            # manually flush the flatcache data to update Hydra textures
            if self._fabric_iface is not None:
                self._fabric_iface.update(0.0, 0.0)
            # render the simulation
            super().render()

    """
    Operations - Override (extension)
    """

    async def reset_async(self, soft: bool = False):
        # need to load all "physics" information from the USD file
        if not soft:
            omni.physx.acquire_physx_interface().force_load_physics_from_usd()
        # play the simulation
        await super().reset_async(soft=soft)

    """
    Initialization - Override.
    """

    def _init_stage(self, *args, **kwargs) -> Usd.Stage:
        _ = super()._init_stage(*args, **kwargs)
        # set additional physx parameters and bind material
        self._set_additional_physx_params()
        # load flatcache/fabric interface
        self._load_fabric_interface()
        # return the stage
        return self.stage

    async def _initialize_stage_async(self, *args, **kwargs) -> Usd.Stage:
        await super()._initialize_stage_async(*args, **kwargs)
        # set additional physx parameters and bind material
        self._set_additional_physx_params()
        # load flatcache/fabric interface
        self._load_fabric_interface()
        # return the stage
        return self.stage

    """
    Helper Functions
    """

    def _set_additional_physx_params(self):
        """Sets additional PhysX parameters that are not directly supported by the parent class."""
        # obtain the physics scene api
        physics_scene = self._physics_context._physics_scene  # pyright: ignore [reportPrivateUsage]
        physx_scene_api = self._physics_context._physx_scene_api  # pyright: ignore [reportPrivateUsage]
        # assert that scene api is not None
        if physx_scene_api is None:
            raise RuntimeError("Physics scene API is None! Please create the scene first.")
        # set parameters not directly supported by the constructor
        # -- Continuous Collision Detection (CCD)
        # ref: https://nvidia-omniverse.github.io/PhysX/physx/5.2.1/docs/AdvancedCollisionDetection.html?highlight=ccd#continuous-collision-detection
        self._physics_context.enable_ccd(self.cfg.physx.enable_ccd)
        # -- GPU collision stack size
        physx_scene_api.CreateGpuCollisionStackSizeAttr(self.cfg.physx.gpu_collision_stack_size)

        # -- Gravity
        # note: Isaac sim only takes the "up-axis" as the gravity direction. But physics allows any direction so we
        #  need to convert the gravity vector to a direction and magnitude pair explicitly.
        gravity = np.asarray(self.cfg.gravity)
        gravity_magnitude = np.linalg.norm(gravity)
        gravity_direction = gravity / gravity_magnitude
        physics_scene.CreateGravityDirectionAttr(Gf.Vec3f(*gravity_direction))
        physics_scene.CreateGravityMagnitudeAttr(gravity_magnitude)

        # simulation iteration count
        if self.get_version()[0] == 2022:
            # position and velocity iteration counts
            physx_scene_api.CreateMinIterationCountAttr(self.cfg.physx.min_position_iteration_count)
            physx_scene_api.CreateMaxIterationCountAttr(self.cfg.physx.max_position_iteration_count)
        else:
            # position iteration count
            physx_scene_api.CreateMinPositionIterationCountAttr(self.cfg.physx.min_position_iteration_count)
            physx_scene_api.CreateMaxPositionIterationCountAttr(self.cfg.physx.max_position_iteration_count)
            # velocity iteration count
            physx_scene_api.CreateMinVelocityIterationCountAttr(self.cfg.physx.min_velocity_iteration_count)
            physx_scene_api.CreateMaxVelocityIterationCountAttr(self.cfg.physx.max_velocity_iteration_count)

        # create the default physics material
        # this material is used when no material is specified for a primitive
        # check: https://docs.omniverse.nvidia.com/extensions/latest/ext_physics/simulation-control/physics-settings.html#physics-materials
        material_path = f"{self.cfg.physics_prim_path}/defaultMaterial"
        self.cfg.physics_material.func(material_path, self.cfg.physics_material)
        # bind the physics material to the scene
        bind_physics_material(self.cfg.physics_prim_path, material_path)

    def _load_fabric_interface(self):
        """Loads the flatcache/fabric interface if enabled."""
        # check isaac sim version
        # note: flatcache is called fabric in isaac sim 2023.x
        #   in isaac sim 2022.x, we use physx-flatcache module
        #   in isaac sim 2023.x, we use physx-fabric module
        if self.get_version()[0] == 2022:
            # check if flatcache is enabled
            if self.cfg.use_flatcache:
                from omni.physxflatcache import get_physx_flatcache_interface

                # acquire flatcache interface
                self._fabric_iface = get_physx_flatcache_interface()
        else:
            # check if fabric is enabled
            if self.cfg.use_fabric:
                from omni.physxfabric import get_physx_fabric_interface

                # acquire fabric interface
                self._fabric_iface = get_physx_fabric_interface()

    """
    Callbacks.
    """

    def _shutdown_app_on_stop_callback(self, event: carb.events.IEvent):
        """Callback to shutdown the app when the simulation is stopped.

        This is used only when running the simulation in a standalone python script. This is because
        the physics views go invalid once we stop the simulation. So there is no point in keeping the
        simulation running.
        """
        # check if the simulation is stopped
        if event.type == int(omni.timeline.TimelineEventType.STOP):
            # make sure that any replicator workflows finish rendering/writing
            if not builtins.ISAAC_LAUNCHED_FROM_TERMINAL:
                try:
                    import omni.replicator.core as rep

                    rep_status = rep.orchestrator.get_status()
                    if rep_status not in [rep.orchestrator.Status.STOPPED, rep.orchestrator.Status.STOPPING]:
                        rep.orchestrator.stop()
                    if rep_status != rep.orchestrator.Status.STOPPED:
                        rep.orchestrator.wait_until_complete()
                except Exception:
                    pass
            # clear the instance and all callbacks
            # note: clearing callbacks is important to prevent memory leaks
            self.clear_all_callbacks()
            # workaround for exit issues, clean the stage first:
            if omni.usd.get_context().can_close_stage():
                omni.usd.get_context().close_stage()
            # print logging information
            self.app.print_and_log("Simulation is stopped. Shutting down the app.")
            # shutdown the simulator
            self.app.shutdown()
            # disabled on linux to avoid a crash
            carb.get_framework().unload_all_plugins()
            # exit the application
            print("Exiting the application complete.")
