xcdata / code /umi /common /interpolation_util.py
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import numpy as np
import scipy.interpolate as si
import scipy.spatial.transform as st
def get_interp1d(t, x):
gripper_interp = si.interp1d(
t, x, axis=0, bounds_error=False, fill_value=(x[0], x[-1])
)
return gripper_interp
class PoseInterpolator:
def __init__(self, t, x):
pos = x[:, :3]
rot = st.Rotation.from_rotvec(x[:, 3:])
self.pos_interp = get_interp1d(t, pos)
self.rot_interp = st.Slerp(t, rot)
@property
def x(self):
return self.pos_interp.x
def __call__(self, t):
min_t = self.pos_interp.x[0]
max_t = self.pos_interp.x[-1]
t = np.clip(t, min_t, max_t)
pos = self.pos_interp(t)
rot = self.rot_interp(t)
rvec = rot.as_rotvec()
pose = np.concatenate([pos, rvec], axis=-1)
return pose
def get_gripper_calibration_interpolator(aruco_measured_width, aruco_actual_width):
"""
Assumes the minimum width in aruco_actual_width
is measured when the gripper is fully closed
and maximum width is when the gripper is fully opened
"""
aruco_measured_width = np.array(aruco_measured_width)
aruco_actual_width = np.array(aruco_actual_width)
assert len(aruco_measured_width) == len(aruco_actual_width)
assert len(aruco_actual_width) >= 2
aruco_min_width = np.min(aruco_actual_width)
gripper_actual_width = aruco_actual_width - aruco_min_width
interp = get_interp1d(aruco_measured_width, gripper_actual_width)
return interp