Simulator: add metadrive as optional simulator (#29935)

* Add metadrive sim

* use monotonic

* don't use cuda if it's not available

* Cleanup metadrive patches

* PR suggestions

* fix typo
This commit is contained in:
Justin Newberry 2023-09-20 10:35:57 -07:00 committed by GitHub
parent 897566957d
commit e02519bb71
No known key found for this signature in database
GPG Key ID: 4AEE18F83AFDEB23
7 changed files with 229 additions and 31 deletions

View File

@ -19,7 +19,7 @@ from openpilot.tools.sim.lib.simulated_sensors import SimulatedSensors
def rk_loop(function, hz, exit_event: threading.Event):
rk = Ratekeeper(hz)
rk = Ratekeeper(hz, None)
while not exit_event.is_set():
function()
rk.keep_time()

View File

@ -0,0 +1,156 @@
import math
import numpy as np
import time
from openpilot.tools.sim.bridge.common import World, SimulatorBridge
from openpilot.tools.sim.lib.common import vec3, SimulatorState
from openpilot.tools.sim.lib.camerad import W, H
def apply_metadrive_patches():
from metadrive.engine.core.engine_core import EngineCore
from metadrive.engine.core.image_buffer import ImageBuffer
from metadrive.obs.image_obs import ImageObservation
# By default, metadrive won't try to use cuda images unless it's used as a sensor for vehicles, so patch that in
def add_image_sensor_patched(self, name: str, cls, args):
if self.global_config["image_on_cuda"]:# and name == self.global_config["vehicle_config"]["image_source"]:
sensor = cls(*args, self, cuda=True)
else:
sensor = cls(*args, self, cuda=False)
assert isinstance(sensor, ImageBuffer), "This API is for adding image sensor"
self.sensors[name] = sensor
EngineCore.add_image_sensor = add_image_sensor_patched
# we aren't going to use the built-in observation stack, so disable it to save time
def observe_patched(self, vehicle):
return self.state
ImageObservation.observe = observe_patched
class MetaDriveWorld(World):
def __init__(self, env, ticks_per_frame: float, dual_camera = False):
super().__init__(dual_camera)
self.env = env
self.ticks_per_frame = ticks_per_frame
self.dual_camera = dual_camera
self.steer_ratio = 15
self.vc = [0.0,0.0]
self.reset_time = 0
def get_cam_as_rgb(self, cam):
cam = self.env.engine.sensors[cam]
img = cam.perceive(self.env.vehicle, clip=False)
if type(img) != np.ndarray:
img = img.get() # convert cupy array to numpy
return img
def apply_controls(self, steer_angle, throttle_out, brake_out):
steer_metadrive = steer_angle * 1 / (self.env.vehicle.MAX_STEERING * self.steer_ratio)
steer_metadrive = np.clip(steer_metadrive, -1, 1)
if (time.monotonic() - self.reset_time) > 5:
self.vc[0] = steer_metadrive
if throttle_out:
self.vc[1] = throttle_out/10
else:
self.vc[1] = -brake_out
else:
self.vc[0] = 0
self.vc[1] = 0
def read_sensors(self, state: SimulatorState):
state.velocity = vec3(x=float(self.env.vehicle.velocity[0]), y=float(self.env.vehicle.velocity[1]), z=0)
state.gps.from_xy(self.env.vehicle.position)
state.bearing = float(math.degrees(self.env.vehicle.heading_theta))
state.steering_angle = self.env.vehicle.steering * self.env.vehicle.MAX_STEERING
state.valid = True
def read_cameras(self):
if self.dual_camera:
self.wide_road_image = self.get_cam_as_rgb("rgb_wide")
self.road_image = self.get_cam_as_rgb("rgb_road")
def tick(self):
obs, _, terminated, _, info = self.env.step(self.vc)
if terminated:
self.env.reset()
self.reset_time = time.monotonic()
def close(self):
pass
class MetaDriveBridge(SimulatorBridge):
TICKS_PER_FRAME = 2
def __init__(self, args):
self.should_render = False
super(MetaDriveBridge, self).__init__(args)
def spawn_world(self):
print("----------------------------------------------------------")
print("---- Spawning Metadrive world, this might take awhile ----")
print("----------------------------------------------------------")
from metadrive.component.sensors.rgb_camera import RGBCamera
from metadrive.component.sensors.base_camera import _cuda_enable
from metadrive.envs.metadrive_env import MetaDriveEnv
from panda3d.core import Vec3
apply_metadrive_patches()
C3_POSITION = Vec3(0, 0, 1)
class RGBCameraWide(RGBCamera):
def __init__(self, *args, **kwargs):
super(RGBCameraWide, self).__init__(*args, **kwargs)
cam = self.get_cam()
cam.setPos(C3_POSITION)
lens = self.get_lens()
lens.setFov(160)
class RGBCameraRoad(RGBCamera):
def __init__(self, *args, **kwargs):
super(RGBCameraRoad, self).__init__(*args, **kwargs)
cam = self.get_cam()
cam.setPos(C3_POSITION)
lens = self.get_lens()
lens.setFov(40)
sensors = {
"rgb_road": (RGBCameraRoad, W, H, )
}
if self.dual_camera:
sensors["rgb_wide"] = (RGBCameraWide, W, H)
env = MetaDriveEnv(
dict(
use_render=self.should_render,
vehicle_config=dict(
enable_reverse=False,
image_source="rgb_road",
spawn_longitude=15
),
sensors=sensors,
image_on_cuda=_cuda_enable,
image_observation=True,
interface_panel=[],
out_of_route_done=False,
on_continuous_line_done=False,
crash_vehicle_done=False,
crash_object_done=False,
)
)
env.reset()
return MetaDriveWorld(env, self.TICKS_PER_FRAME)

View File

@ -107,6 +107,8 @@ class SimulatedCar:
def update(self, simulator_state: SimulatorState):
self.send_can_messages(simulator_state)
self.send_panda_state(simulator_state)
if self.idx % 50 == 0: # only send panda states at 2hz
self.send_panda_state(simulator_state)
self.idx += 1

View File

@ -6,6 +6,7 @@ from multiprocessing import Queue
from openpilot.tools.sim.bridge.common import SimulatorBridge
from openpilot.tools.sim.bridge.carla import CarlaBridge
from openpilot.tools.sim.bridge.metadrive import MetaDriveBridge
def parse_args(add_args=None):
@ -30,6 +31,8 @@ if __name__ == "__main__":
simulator_bridge: SimulatorBridge
if args.simulator == "carla":
simulator_bridge = CarlaBridge(args)
elif args.simulator == "metadrive":
simulator_bridge = MetaDriveBridge(args)
else:
raise AssertionError("simulator type not supported")
p = simulator_bridge.run(q)

View File

@ -0,0 +1,43 @@
#!/usr/bin/env python3
import subprocess
import time
import unittest
from openpilot.selfdrive.manager.helpers import unblock_stdout
from openpilot.tools.sim.run_bridge import parse_args
from openpilot.tools.sim.bridge.carla import CarlaBridge
from openpilot.tools.sim.tests.test_sim_bridge import SIM_DIR, TestSimBridgeBase
class TestCarlaBridge(TestSimBridgeBase):
"""
Tests need Carla simulator to run
"""
carla_process = None
def setUp(self):
super().setUp()
# We want to make sure that carla_sim docker isn't still running.
subprocess.run("docker rm -f carla_sim", shell=True, stderr=subprocess.PIPE, check=False)
self.carla_process = subprocess.Popen("./start_carla.sh", cwd=SIM_DIR)
# Too many lagging messages in bridge.py can cause a crash. This prevents it.
unblock_stdout()
# Wait 10 seconds to startup carla
time.sleep(10)
def create_bridge(self):
return CarlaBridge(parse_args([]))
def tearDown(self):
super().tearDown()
# Stop carla simulator by removing docker container
subprocess.run("docker rm -f carla_sim", shell=True, stderr=subprocess.PIPE, check=False)
if self.carla_process is not None:
self.carla_process.wait()
if __name__ == "__main__":
unittest.main()

View File

@ -0,0 +1,15 @@
#!/usr/bin/env python3
import unittest
from openpilot.tools.sim.run_bridge import parse_args
from openpilot.tools.sim.bridge.metadrive import MetaDriveBridge
from openpilot.tools.sim.tests.test_sim_bridge import TestSimBridgeBase
class TestMetaDriveBridge(TestSimBridgeBase):
def create_bridge(self):
return MetaDriveBridge(parse_args([]))
if __name__ == "__main__":
unittest.main()

View File

@ -1,40 +1,24 @@
#!/usr/bin/env python3
import os
import subprocess
import time
import unittest
import os
from multiprocessing import Queue
from cereal import messaging
from openpilot.common.basedir import BASEDIR
from openpilot.selfdrive.manager.helpers import unblock_stdout
from openpilot.tools.sim.run_bridge import parse_args
from openpilot.tools.sim.bridge.carla import CarlaBridge
CI = "CI" in os.environ
SIM_DIR = os.path.join(BASEDIR, "tools/sim")
class TestCarlaIntegration(unittest.TestCase):
"""
Tests need Carla simulator to run
"""
processes = None
carla_process = None
class TestSimBridgeBase(unittest.TestCase):
@classmethod
def setUpClass(cls):
if cls is TestSimBridgeBase:
raise unittest.SkipTest("Don't run this base class, run test_carla_bridge.py instead")
def setUp(self):
self.processes = []
if not CI:
# We want to make sure that carla_sim docker isn't still running.
subprocess.run("docker rm -f carla_sim", shell=True, stderr=subprocess.PIPE, check=False)
self.carla_process = subprocess.Popen("./start_carla.sh", cwd=SIM_DIR)
# Too many lagging messages in bridge.py can cause a crash. This prevents it.
unblock_stdout()
# Wait 10 seconds to startup carla
time.sleep(10)
def test_engage(self):
# Startup manager and bridge.py. Check processes are running, then engage and verify.
p_manager = subprocess.Popen("./launch_openpilot.sh", cwd=SIM_DIR)
@ -42,7 +26,7 @@ class TestCarlaIntegration(unittest.TestCase):
sm = messaging.SubMaster(['controlsState', 'carEvents', 'managerState'])
q = Queue()
carla_bridge = CarlaBridge(parse_args([]))
carla_bridge = self.create_bridge()
p_bridge = carla_bridge.run(q, retries=10)
self.processes.append(p_bridge)
@ -99,11 +83,6 @@ class TestCarlaIntegration(unittest.TestCase):
else:
p.join(15)
# Stop carla simulator by removing docker container
subprocess.run("docker rm -f carla_sim", shell=True, stderr=subprocess.PIPE, check=False)
if self.carla_process is not None:
self.carla_process.wait()
if __name__ == "__main__":
unittest.main()