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gen_data_curobo/examples/isaac_sim/collision_checker.py
2025-04-25 11:24:16 -07:00

222 lines
6.5 KiB
Python

#
# Copyright (c) 2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
#
# NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
# property and proprietary rights in and to this material, related
# documentation and any modifications thereto. Any use, reproduction,
# disclosure or distribution of this material and related documentation
# without an express license agreement from NVIDIA CORPORATION or
# its affiliates is strictly prohibited.
#
try:
# Third Party
import isaacsim
except ImportError:
pass
# Third Party
import torch
a = torch.zeros(4, device="cuda:0")
# Standard Library
# Standard Library
import argparse
# Third Party
from omni.isaac.kit import SimulationApp
parser = argparse.ArgumentParser()
parser.add_argument(
"--nvblox", action="store_true", help="When True, enables headless mode", default=False
)
parser.add_argument(
"--headless_mode",
type=str,
default=None,
help="To run headless, use one of [native, websocket], webrtc might not work.",
)
args = parser.parse_args()
simulation_app = SimulationApp(
{
"headless": args.headless_mode is not None,
"width": "1920",
"height": "1080",
}
)
# Third Party
import carb
import numpy as np
from helper import add_extensions
from omni.isaac.core import World
try:
from omni.isaac.core.materials import OmniPBR
except ImportError:
from isaacsim.core.api.materials import OmniPBR
from omni.isaac.core.objects import sphere
# CuRobo
# from curobo.wrap.reacher.ik_solver import IKSolver, IKSolverConfig
from curobo.geom.sdf.world import CollisionCheckerType
from curobo.geom.types import WorldConfig
from curobo.types.base import TensorDeviceType
from curobo.types.math import Pose
########### OV #################
from curobo.util.logger import setup_curobo_logger
from curobo.util.usd_helper import UsdHelper
from curobo.util_file import get_world_configs_path, join_path, load_yaml
from curobo.wrap.model.robot_world import RobotWorld, RobotWorldConfig
def draw_line(start, gradient):
# Third Party
try:
from omni.isaac.debug_draw import _debug_draw
except ImportError:
from isaacsim.util.debug_draw import _debug_draw
draw = _debug_draw.acquire_debug_draw_interface()
# if draw.get_num_points() > 0:
draw.clear_lines()
start_list = [start]
end_list = [start + gradient]
colors = [(1, 0, 0, 0.8)]
sizes = [10.0]
draw.draw_lines(start_list, end_list, colors, sizes)
def main():
usd_help = UsdHelper()
act_distance = 0.4
ignore_list = ["/World/target", "/World/defaultGroundPlane"]
# assuming obstacles are in objects_path:
my_world = World(stage_units_in_meters=1.0)
my_world.scene.add_default_ground_plane()
stage = my_world.stage
usd_help.load_stage(stage)
xform = stage.DefinePrim("/World", "Xform")
stage.SetDefaultPrim(xform)
stage.DefinePrim("/curobo", "Xform")
# my_world.stage.SetDefaultPrim(my_world.stage.GetPrimAtPath("/World"))
stage = my_world.stage
radius = 0.1
pose = Pose.from_list([0, 0, 0, 1, 0, 0, 0])
target_material = OmniPBR("/World/looks/t", color=np.array([0, 1, 0]))
target = sphere.VisualSphere(
"/World/target",
position=np.array([0.5, 0, 1.0]) + pose.position[0].cpu().numpy(),
orientation=np.array([1, 0, 0, 0]),
radius=radius,
visual_material=target_material,
)
setup_curobo_logger("warn")
# warmup curobo instance
tensor_args = TensorDeviceType()
robot_file = "franka.yml"
world_file = ["collision_thin_walls.yml", "collision_test.yml"][-1]
collision_checker_type = CollisionCheckerType.MESH
world_cfg = WorldConfig.from_dict(load_yaml(join_path(get_world_configs_path(), world_file)))
world_cfg.objects[0].pose[2] += 0.2
vis_world_cfg = world_cfg
if args.nvblox:
world_file = "collision_nvblox.yml"
collision_checker_type = CollisionCheckerType.BLOX
world_cfg = WorldConfig.from_dict(
load_yaml(join_path(get_world_configs_path(), world_file))
)
world_cfg.objects[0].pose[2] += 0.4
ignore_list.append(world_cfg.objects[0].name)
vis_world_cfg = world_cfg.get_mesh_world()
# world_cfg = vis_world_cfg
usd_help.add_world_to_stage(vis_world_cfg, base_frame="/World")
config = RobotWorldConfig.load_from_config(
robot_file,
world_cfg,
collision_activation_distance=act_distance,
collision_checker_type=collision_checker_type,
)
model = RobotWorld(config)
i = 0
x_sph = torch.zeros((1, 1, 1, 4), device=tensor_args.device, dtype=tensor_args.dtype)
x_sph[..., 3] = radius
add_extensions(simulation_app, args.headless_mode)
while simulation_app.is_running():
my_world.step(render=True)
if not my_world.is_playing():
if i % 100 == 0:
print("**** Click Play to start simulation *****")
i += 1
continue
step_index = my_world.current_time_step_index
if step_index == 0:
my_world.reset()
if step_index < 20:
continue
if step_index % 1000 == 0.0:
obstacles = usd_help.get_obstacles_from_stage(
# only_paths=[obstacles_path],
reference_prim_path="/World",
ignore_substring=ignore_list,
).get_collision_check_world()
model.update_world(obstacles)
print("Updated World")
sp_buffer = []
sph_position, _ = target.get_local_pose()
x_sph[..., :3] = tensor_args.to_device(sph_position).view(1, 1, 1, 3)
d, d_vec = model.get_collision_vector(x_sph)
d = d.view(-1).cpu()
p = d.item()
p = max(1, p * 5)
if d.item() != 0.0:
draw_line(sph_position, d_vec[..., :3].view(3).cpu().numpy())
print(d, d_vec)
else:
# Third Party
try:
from omni.isaac.debug_draw import _debug_draw
except ImportError:
from isaacsim.util.debug_draw import _debug_draw
draw = _debug_draw.acquire_debug_draw_interface()
# if draw.get_num_points() > 0:
draw.clear_lines()
if d.item() == 0.0:
target_material.set_color(np.ravel([0, 1, 0]))
elif d.item() <= model.contact_distance:
target_material.set_color(np.array([0, 0, p]))
elif d.item() >= model.contact_distance:
target_material.set_color(np.array([p, 0, 0]))
if __name__ == "__main__":
main()