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Add LinearHolonomicTask #43

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184 changes: 184 additions & 0 deletions examples/draco3.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,184 @@
#!/usr/bin/env python3
# -*- coding: utf-8 -*-
#
# Copyright 2023 Inria
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

"""DRACO 3 humanoid standing on two feet and reaching with a hand."""

import os
import sys

import meshcat_shapes
import numpy as np
import pinocchio as pin
import qpsolvers
from loop_rate_limiters import RateLimiter

cwd = os.getcwd()
sys.path.append(cwd)
import pink
from pink import solve_ik
from pink.tasks import (
BodyTask,
JointCouplingTask,
PostureTask,
)

try:
from robot_descriptions.loaders.pinocchio import load_robot_description
except ModuleNotFoundError:
raise ModuleNotFoundError(
"Examples need robot_descriptions, "
"try `pip install robot_descriptions`"
)


class WavingPose:
"""Moving target to the wave the right hand."""

def __init__(self, init: pin.SE3):
"""Initialize pose.

Args:
init: Initial transform from the wrist frame to the world frame.
"""
self.init = init

def at(self, t):
"""Get waving pose at a given time.

Args:
t: Time in seconds.
"""
T = self.init.copy()
R = T.rotation
R = np.dot(R, pin.utils.rpyToMatrix(0.0, 0.0, np.pi / 2))
R = np.dot(R, pin.utils.rpyToMatrix(0.0, -np.pi, 0.0))
T.rotation = R
T.translation[0] += 0.5
T.translation[1] += 0.1 + 0.05 * np.sin(8.0 * t)
T.translation[2] += 0.5
return T


if __name__ == "__main__":
robot = load_robot_description(
"draco3_description", root_joint=pin.JointModelFreeFlyer()
)

# Initialize meschcat visualizer
viz = pin.visualize.MeshcatVisualizer(
robot.model, robot.collision_model, robot.visual_model
)
robot.setVisualizer(viz, init=False)
viz.initViewer(open=True)
viz.loadViewerModel()

# Set initial robot configuration
configuration = pink.Configuration(robot.model, robot.data, robot.q0)
viz.display(configuration.q)

# Tasks initialization for IK
left_foot_task = BodyTask(
"l_foot_contact", position_cost=1.0, orientation_cost=1.0
)
pelvis_task = BodyTask(
"torso_com_link", position_cost=1.0, orientation_cost=0.0
)
right_foot_task = BodyTask(
"r_foot_contact", position_cost=1.0, orientation_cost=1.0
)
right_wrist_task = BodyTask(
"r_hand_contact", position_cost=4.0, orientation_cost=4.0
)
posture_task = PostureTask(
cost=1e-1, # [cost] / [rad]
)

# Joint coupling task
r_knee_holonomic_task = JointCouplingTask(
["r_knee_fe_jp", "r_knee_fe_jd"], [1.0, -1.0], 100.0, configuration
)
l_knee_holonomic_task = JointCouplingTask(
["l_knee_fe_jp", "l_knee_fe_jd"], [1.0, -1.0], 100.0, configuration
)

tasks = [
left_foot_task,
pelvis_task,
right_foot_task,
right_wrist_task,
posture_task,
l_knee_holonomic_task,
r_knee_holonomic_task,
]

# Task target specifications
pelvis_pose = configuration.get_transform_body_to_world(
"torso_com_link"
).copy()
pelvis_pose.translation[0] += 0.05
pelvis_task.set_target(pelvis_pose)

transform_l_ankle_target_to_init = pin.SE3(
np.eye(3), np.array([0.1, 0.0, 0.0])
)
transform_r_ankle_target_to_init = pin.SE3(
np.eye(3), np.array([-0.1, 0.0, 0.0])
)

left_foot_task.set_target(
configuration.get_transform_body_to_world("l_foot_contact")
* transform_l_ankle_target_to_init
)
right_foot_task.set_target(
configuration.get_transform_body_to_world("r_foot_contact")
* transform_r_ankle_target_to_init
)

pelvis_task.set_target(
configuration.get_transform_body_to_world("torso_com_link")
)

posture_task.set_target_from_configuration(configuration)

right_wrist_pose = WavingPose(
configuration.get_transform_body_to_world("r_hand_contact")
)

wrist_frame = viz.viewer["right_wrist_pose"]
meshcat_shapes.frame(wrist_frame)

# Select QP solver
solver = qpsolvers.available_solvers[0]
if "quadprog" in qpsolvers.available_solvers:
solver = "quadprog"

rate = RateLimiter(frequency=200.0)
dt = rate.period
t = 0.0 # [s]
while True:
# Update task targets
right_wrist_task.set_target(right_wrist_pose.at(t))
wrist_frame.set_transform(right_wrist_pose.at(t).np)

# Compute velocity and integrate it into next configuration
velocity = solve_ik(configuration, tasks, dt, solver=solver)
configuration.integrate_inplace(velocity, dt)

# Visualize result at fixed FPS
viz.display(configuration.q)
rate.sleep()
t += dt
9 changes: 7 additions & 2 deletions pink/tasks/__init__.py
Original file line number Diff line number Diff line change
Expand Up @@ -18,13 +18,18 @@
"""Kinematic tasks."""

from .body_task import BodyTask
from .exceptions import TargetNotSet
from .exceptions import TargetNotSet, TaskJacobianNotSet
from .joint_coupling_task import JointCouplingTask
from .linear_holonomic_task import LinearHolonomicTask
from .posture_task import PostureTask
from .task import Task

__all__ = [
"BodyTask",
"PostureTask",
"TargetNotSet",
"TaskJacobianNotSet",
"JointCouplingTask",
"LinearHolonomicTask",
"PostureTask",
"Task",
]
4 changes: 4 additions & 0 deletions pink/tasks/exceptions.py
Original file line number Diff line number Diff line change
Expand Up @@ -22,3 +22,7 @@

class TargetNotSet(PinkError):
"""Exception raised when attempting to compute with an unset target."""


class TaskJacobianNotSet(PinkError):
"""Exception raised when attempting to compute with a not proper Jacobian."""
58 changes: 58 additions & 0 deletions pink/tasks/joint_coupling_task.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,58 @@
#!/usr/bin/env python3
# -*- coding: utf-8 -*-
#
# Copyright 2022 Stéphane Caron
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

"""Joint coupling task implementation."""

from typing import Sequence

import numpy as np

from ..configuration import Configuration
from ..utils import get_joint_idx
from .linear_holonomic_task import LinearHolonomicTask


class JointCouplingTask(LinearHolonomicTask):
r"""Child class for linear holonomic tasks.

Note:
This task only considers a 1-Dimensional task.
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"""

def __init__(
self,
joint_name_list: Sequence[str],
ratios: Sequence[float],
cost: float,
configuration: Configuration,
) -> None:
r"""Compute Jacobian matrix of a linear holonomic constraint.

Args:
joint_name_list: a list of joint names consisting of a linear
holonomic constraint.
ratios: a list of ratios that each joint takes in a linear
holonomic constraint.
cost: Cost of a linear holonomic task.
configuration: Robot configuration.
"""
assert len(joint_name_list) == len(ratios)
self.A = np.zeros((1, configuration.model.nv))
for joint, ratio in zip(joint_name_list, ratios):
_, joint_v_idx = get_joint_idx(configuration.model, joint)
self.A[:, joint_v_idx] = ratio
self.cost = cost