Add simple MetaDrive scenario (#31686)
old-commit-hash: 87a9445d565fd909a94f19a478841490573c452e
This commit is contained in:
@@ -171,8 +171,12 @@ Ignition: {self.simulator_state.ignition} Engaged: {self.simulator_state.is_enga
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steer_out = steer_op if self.simulator_state.is_engaged else steer_manual
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self.world.apply_controls(steer_out, throttle_out, brake_out)
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self.world.read_state()
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self.world.read_sensors(self.simulator_state)
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if self.world.exit_event.is_set():
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self.shutdown()
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if self.rk.frame % self.TICKS_PER_FRAME == 0:
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self.world.tick()
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self.world.read_cameras()
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@@ -1,48 +1,12 @@
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import numpy as np
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from metadrive.component.sensors.rgb_camera import RGBCamera
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from metadrive.component.sensors.base_camera import _cuda_enable
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from metadrive.component.map.pg_map import MapGenerateMethod
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from panda3d.core import Texture, GraphicsOutput
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from openpilot.tools.sim.bridge.common import SimulatorBridge
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from openpilot.tools.sim.bridge.metadrive.metadrive_common import RGBCameraRoad, RGBCameraWide
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from openpilot.tools.sim.bridge.metadrive.metadrive_world import MetaDriveWorld
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from openpilot.tools.sim.lib.camerad import W, H
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class CopyRamRGBCamera(RGBCamera):
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"""Camera which copies its content into RAM during the render process, for faster image grabbing."""
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def __init__(self, *args, **kwargs):
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super().__init__(*args, **kwargs)
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self.cpu_texture = Texture()
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self.buffer.addRenderTexture(self.cpu_texture, GraphicsOutput.RTMCopyRam)
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def get_rgb_array_cpu(self):
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origin_img = self.cpu_texture
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img = np.frombuffer(origin_img.getRamImage().getData(), dtype=np.uint8)
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img = img.reshape((origin_img.getYSize(), origin_img.getXSize(), -1))
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img = img[:,:,:3] # RGBA to RGB
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# img = np.swapaxes(img, 1, 0)
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img = img[::-1] # Flip on vertical axis
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return img
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class RGBCameraWide(CopyRamRGBCamera):
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def __init__(self, *args, **kwargs):
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super().__init__(*args, **kwargs)
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lens = self.get_lens()
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lens.setFov(120)
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lens.setNear(0.1)
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class RGBCameraRoad(CopyRamRGBCamera):
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def __init__(self, *args, **kwargs):
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super().__init__(*args, **kwargs)
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lens = self.get_lens()
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lens.setFov(40)
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lens.setNear(0.1)
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def straight_block(length):
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return {
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"id": "S",
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37
tools/sim/bridge/metadrive/metadrive_common.py
Normal file
37
tools/sim/bridge/metadrive/metadrive_common.py
Normal file
@@ -0,0 +1,37 @@
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import numpy as np
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from metadrive.component.sensors.rgb_camera import RGBCamera
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from panda3d.core import Texture, GraphicsOutput
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class CopyRamRGBCamera(RGBCamera):
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"""Camera which copies its content into RAM during the render process, for faster image grabbing."""
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def __init__(self, *args, **kwargs):
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super().__init__(*args, **kwargs)
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self.cpu_texture = Texture()
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self.buffer.addRenderTexture(self.cpu_texture, GraphicsOutput.RTMCopyRam)
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def get_rgb_array_cpu(self):
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origin_img = self.cpu_texture
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img = np.frombuffer(origin_img.getRamImage().getData(), dtype=np.uint8)
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img = img.reshape((origin_img.getYSize(), origin_img.getXSize(), -1))
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img = img[:,:,:3] # RGBA to RGB
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# img = np.swapaxes(img, 1, 0)
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img = img[::-1] # Flip on vertical axis
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return img
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class RGBCameraWide(CopyRamRGBCamera):
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def __init__(self, *args, **kwargs):
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super().__init__(*args, **kwargs)
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lens = self.get_lens()
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lens.setFov(120)
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lens.setNear(0.1)
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class RGBCameraRoad(CopyRamRGBCamera):
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def __init__(self, *args, **kwargs):
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super().__init__(*args, **kwargs)
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lens = self.get_lens()
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lens.setFov(40)
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lens.setNear(0.1)
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@@ -19,7 +19,8 @@ C3_POSITION = Vec3(0.0, 0, 1.22)
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C3_HPR = Vec3(0, 0,0)
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metadrive_state = namedtuple("metadrive_state", ["velocity", "position", "bearing", "steering_angle"])
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metadrive_simulation_state = namedtuple("metadrive_simulation_state", ["running", "done", "done_info"])
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metadrive_vehicle_state = namedtuple("metadrive_vehicle_state", ["velocity", "position", "bearing", "steering_angle"])
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def apply_metadrive_patches():
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# By default, metadrive won't try to use cuda images unless it's used as a sensor for vehicles, so patch that in
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@@ -46,7 +47,8 @@ def apply_metadrive_patches():
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MetaDriveEnv._is_arrive_destination = arrive_destination_patch
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def metadrive_process(dual_camera: bool, config: dict, camera_array, wide_camera_array, image_lock,
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controls_recv: Connection, state_send: Connection, exit_event):
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controls_recv: Connection, simulation_state_send: Connection, vehicle_state_send: Connection,
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exit_event):
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apply_metadrive_patches()
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road_image = np.frombuffer(camera_array.get_obj(), dtype=np.uint8).reshape((H, W, 3))
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@@ -60,6 +62,13 @@ def metadrive_process(dual_camera: bool, config: dict, camera_array, wide_camera
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env.reset()
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env.vehicle.config["max_speed_km_h"] = 1000
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simulation_state = metadrive_simulation_state(
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running=True,
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done=False,
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done_info=None,
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)
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simulation_state_send.send(simulation_state)
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reset()
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def get_cam_as_rgb(cam):
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@@ -78,14 +87,14 @@ def metadrive_process(dual_camera: bool, config: dict, camera_array, wide_camera
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vc = [0,0]
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while not exit_event.is_set():
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state = metadrive_state(
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vehicle_state = metadrive_vehicle_state(
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velocity=vec3(x=float(env.vehicle.velocity[0]), y=float(env.vehicle.velocity[1]), z=0),
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position=env.vehicle.position,
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bearing=float(math.degrees(env.vehicle.heading_theta)),
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steering_angle=env.vehicle.steering * env.vehicle.MAX_STEERING
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)
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state_send.send(state)
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vehicle_state_send.send(vehicle_state)
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if controls_recv.poll(0):
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while controls_recv.poll(0):
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@@ -103,7 +112,13 @@ def metadrive_process(dual_camera: bool, config: dict, camera_array, wide_camera
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obs, _, terminated, _, info = env.step(vc)
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if terminated:
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reset()
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done_result = env.done_function("default_agent")
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simulation_state = metadrive_simulation_state(
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running=False,
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done=done_result[0],
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done_info=done_result[1],
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)
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simulation_state_send.send(simulation_state)
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if dual_camera:
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wide_road_image[...] = get_cam_as_rgb("rgb_wide")
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@@ -5,7 +5,8 @@ import numpy as np
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import time
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from multiprocessing import Pipe, Array
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from openpilot.tools.sim.bridge.metadrive.metadrive_process import metadrive_process, metadrive_state
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from openpilot.tools.sim.bridge.metadrive.metadrive_process import (metadrive_process, metadrive_simulation_state,
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metadrive_vehicle_state)
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from openpilot.tools.sim.lib.common import SimulatorState, World
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from openpilot.tools.sim.lib.camerad import W, H
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@@ -21,14 +22,16 @@ class MetaDriveWorld(World):
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self.wide_road_image = np.frombuffer(self.wide_camera_array.get_obj(), dtype=np.uint8).reshape((H, W, 3))
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self.controls_send, self.controls_recv = Pipe()
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self.state_send, self.state_recv = Pipe()
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self.simulation_state_send, self.simulation_state_recv = Pipe()
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self.vehicle_state_send, self.vehicle_state_recv = Pipe()
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self.exit_event = multiprocessing.Event()
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self.metadrive_process = multiprocessing.Process(name="metadrive process", target=
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functools.partial(metadrive_process, dual_camera, config,
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self.camera_array, self.wide_camera_array, self.image_lock,
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self.controls_recv, self.state_send, self.exit_event))
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self.controls_recv, self.simulation_state_send,
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self.vehicle_state_send, self.exit_event))
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self.metadrive_process.start()
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@@ -36,7 +39,7 @@ class MetaDriveWorld(World):
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print("---- Spawning Metadrive world, this might take awhile ----")
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print("----------------------------------------------------------")
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self.state_recv.recv() # wait for a state message to ensure metadrive is launched
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self.vehicle_state_recv.recv() # wait for a state message to ensure metadrive is launched
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self.steer_ratio = 15
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self.vc = [0.0,0.0]
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@@ -58,13 +61,19 @@ class MetaDriveWorld(World):
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self.controls_send.send([*self.vc, self.should_reset])
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self.should_reset = False
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def read_state(self):
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while self.simulation_state_recv.poll(0):
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md_state: metadrive_simulation_state = self.simulation_state_recv.recv()
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if md_state.done:
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self.exit_event.set()
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def read_sensors(self, state: SimulatorState):
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while self.state_recv.poll(0):
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md_state: metadrive_state = self.state_recv.recv()
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state.velocity = md_state.velocity
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state.bearing = md_state.bearing
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state.steering_angle = md_state.steering_angle
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state.gps.from_xy(md_state.position)
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while self.vehicle_state_recv.poll(0):
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md_vehicle: metadrive_vehicle_state = self.vehicle_state_recv.recv()
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state.velocity = md_vehicle.velocity
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state.bearing = md_vehicle.bearing
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state.steering_angle = md_vehicle.steering_angle
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state.gps.from_xy(md_vehicle.position)
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state.valid = True
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def read_cameras(self):
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@@ -69,6 +69,8 @@ class World(ABC):
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self.road_image = np.zeros((H, W, 3), dtype=np.uint8)
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self.wide_road_image = np.zeros((H, W, 3), dtype=np.uint8)
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self.exit_event = multiprocessing.Event()
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@abstractmethod
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def apply_controls(self, steer_sim, throttle_out, brake_out):
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pass
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@@ -77,6 +79,10 @@ class World(ABC):
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def tick(self):
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pass
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@abstractmethod
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def read_state(self):
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pass
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@abstractmethod
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def read_sensors(self, simulator_state: SimulatorState):
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pass
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82
tools/sim/scenarios/metadrive/stay_in_lane.py
Executable file
82
tools/sim/scenarios/metadrive/stay_in_lane.py
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@@ -0,0 +1,82 @@
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#!/usr/bin/env python
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from typing import Any
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from multiprocessing import Queue
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from metadrive.component.sensors.base_camera import _cuda_enable
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from metadrive.component.map.pg_map import MapGenerateMethod
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from openpilot.tools.sim.bridge.common import SimulatorBridge
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from openpilot.tools.sim.bridge.metadrive.metadrive_common import RGBCameraRoad, RGBCameraWide
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from openpilot.tools.sim.bridge.metadrive.metadrive_world import MetaDriveWorld
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from openpilot.tools.sim.lib.camerad import W, H
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def create_map():
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return dict(
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type=MapGenerateMethod.PG_MAP_FILE,
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lane_num=2,
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lane_width=3.5,
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config=[
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{
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"id": "S",
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"pre_block_socket_index": 0,
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"length": 60,
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},
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{
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"id": "C",
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"pre_block_socket_index": 0,
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"length": 60,
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"radius": 600,
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"angle": 45,
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"dir": 0,
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},
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]
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)
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class MetaDriveBridge(SimulatorBridge):
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TICKS_PER_FRAME = 5
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def __init__(self, dual_camera, high_quality):
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self.should_render = False
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super().__init__(dual_camera, high_quality)
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def spawn_world(self):
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sensors = {
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"rgb_road": (RGBCameraRoad, W, H, )
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}
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if self.dual_camera:
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sensors["rgb_wide"] = (RGBCameraWide, W, H)
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config = dict(
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use_render=self.should_render,
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vehicle_config=dict(
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enable_reverse=False,
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image_source="rgb_road",
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),
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sensors=sensors,
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image_on_cuda=_cuda_enable,
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image_observation=True,
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interface_panel=[],
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out_of_route_done=True,
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on_continuous_line_done=True,
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crash_vehicle_done=True,
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crash_object_done=True,
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traffic_density=0.0,
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map_config=create_map(),
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decision_repeat=1,
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physics_world_step_size=self.TICKS_PER_FRAME/100,
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preload_models=False
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)
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return MetaDriveWorld(config, self.dual_camera)
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if __name__ == "__main__":
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queue: Any = Queue()
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simulator_bridge = MetaDriveBridge(True, False)
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simulator_process = simulator_bridge.run(queue)
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simulator_process.join()
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