math_helpers.py

# Copyright (c) 2023 Boston Dynamics, Inc.  All rights reserved.
#
# Downloading, reproducing, distributing or otherwise using the SDK Software
# is subject to the terms and conditions of the Boston Dynamics Software
# Development Kit License (20191101-BDSDK-SL).

import math
import numbers

import numpy
from deprecated.sphinx import deprecated

from bosdyn.api import geometry_pb2


def recenter_value_mod(value, center, amplitude):
    new_value = (value - center) % amplitude + center
    if new_value >= (center + 0.5 * amplitude):
        new_value -= amplitude
    elif new_value < (center - 0.5 * amplitude):
        new_value += amplitude

    return new_value


def recenter_angle_mod(theta, center):
    return recenter_value_mod(theta, center, 2 * math.pi)


def angle_diff(a1, a2):
    return recenter_angle_mod(a1 - a2, 0.0)


def angle_diff_degrees(a1, a2):
    return recenter_value_mod(a1 - a2, 0.0, 360.0)


class Vec2(object):
    """Class representing a two-dimensional vector."""

    def __init__(self, x, y):
        self.x = x
        self.y = y

    def __str__(self):
        return 'X: %0.3f Y: %0.3f' % (self.x, self.y)

    def __neg__(self):
        return Vec2(-self.x, -self.y)

    def __mul__(self, other):
        if not isinstance(other, numbers.Number):
            raise TypeError("Can't multiply types %s and %s." % (type(self), type(other)))
        return Vec2(self.x * other, self.y * other)

    def __rmul__(self, lhs):
        return self * lhs

    def __truediv__(self, other):
        if not isinstance(other, numbers.Number):
            raise TypeError("Can't divide types %s and %s." % (type(self), type(other)))
        return Vec2(self.x / other, self.y / other)

    # Included for python 2 compatibility
    def __div__(self, other):
        return self.__truediv__(other)

    def __add__(self, other):
        if not isinstance(other, Vec2):
            raise TypeError("Can't add types %s and %s." % (type(self), type(other)))
        return Vec2(self.x + other.x, self.y + other.y)

    def __sub__(self, other):
        return self + (-other)

    def __setitem__(self, idx, data):
        # pylint: disable=no-else-return
        if idx == 0:
            self.x = data
            return
        elif idx == 1:
            self.y = data
            return
        raise IndexError("Invalid index {}".format(idx))

    def __getitem__(self, idx):
        # pylint: disable=no-else-return
        if idx == 0:
            return self.x
        elif idx == 1:
            return self.y
        raise IndexError("Invalid index {}".format(idx))

    def length(self):
        return math.sqrt(self.x * self.x + self.y * self.y)

    def to_proto(self):
        """Converts the math_helpers.Vec2 into an output of the protobuf geometry_pb2.Vec2."""
        return geometry_pb2.Vec2(x=self.x, y=self.y)

    def dot(self, other):
        if not isinstance(other, Vec2):
            raise TypeError("Can't dot types %s and %s." % (type(self), type(other)))
        return self.x * other.x + self.y * other.y

    def cross(self, other):
        if not isinstance(other, Vec2):
            raise TypeError("Can't cross types %s and %s." % (type(self), type(other)))
        return self.x * other.y - other.x * self.y

    @staticmethod
    def from_proto(proto):
        """Create a math_helpers.Vec2 from a geometry_pb2.Vec2 proto."""
        return Vec2(proto.x, proto.y)


class Vec3(object):
    """Class representing a three-dimensional vector."""

    def __init__(self, x, y, z):
        self.x = x
        self.y = y
        self.z = z

    def __str__(self):
        return 'X: %0.3f Y: %0.3f Z: %0.3f' % (self.x, self.y, self.z)

    def __neg__(self):
        return Vec3(-self.x, -self.y, -self.z)

    def __mul__(self, other):
        if not isinstance(other, numbers.Number):
            raise TypeError("Can't multiply types %s and %s." % (type(self), type(other)))
        return Vec3(self.x * other, self.y * other, self.z * other)

    def __rmul__(self, lhs):
        return self * lhs

    def __truediv__(self, other):
        if not isinstance(other, numbers.Number):
            raise TypeError("Can't divide types %s and %s." % (type(self), type(other)))
        return Vec3(self.x / other, self.y / other, self.z / other)

    # Included for python 2 compatibility
    def __div__(self, other):
        return self.__truediv__(other)

    def __add__(self, other):
        if not isinstance(other, Vec3):
            raise TypeError("Can't add types %s and %s." % (type(self), type(other)))
        return Vec3(self.x + other.x, self.y + other.y, self.z + other.z)

    def __sub__(self, other):
        return self + (-other)

    def __setitem__(self, idx, data):
        # pylint: disable=no-else-return
        if idx == 0:
            self.x = data
            return
        elif idx == 1:
            self.y = data
            return
        elif idx == 2:
            self.z = data
            return
        raise IndexError("Invalid index {}".format(idx))

    def __getitem__(self, idx):
        # pylint: disable=no-else-return
        if idx == 0:
            return self.x
        elif idx == 1:
            return self.y
        elif idx == 2:
            return self.z
        raise IndexError("Invalid index {}".format(idx))

    def length(self):
        return math.sqrt(self.x * self.x + self.y * self.y + self.z * self.z)

    def to_proto(self):
        """Converts the math_helpers.Vec3 into an output of the protobuf geometry_pb2.Vec3."""
        return geometry_pb2.Vec3(x=self.x, y=self.y, z=self.z)

    def to_numpy(self):
        """Converts the math_helpers.Vec3 into an output of numpy format."""
        return numpy.array([self.x, self.y, self.z])

    def dot(self, other):
        if not isinstance(other, Vec3):
            raise TypeError("Can't dot types %s and %s." % (type(self), type(other)))
        return self.x * other.x + self.y * other.y + self.z * other.z

    def cross(self, other):
        if not isinstance(other, Vec3):
            raise TypeError("Can't cross types %s and %s." % (type(self), type(other)))
        return Vec3(self.y * other.z - self.z * other.y, self.z * other.x - self.x * other.z,
                    self.x * other.y - self.y * other.x)

    @staticmethod
    def from_proto(proto):
        """Create a math_helpers.Vec3 from a geometry_pb2.Vec3 proto."""
        return Vec3(proto.x, proto.y, proto.z)

    @staticmethod
    def from_numpy(array):
        """Create a math_helpers.Vec3 from a numpy array."""
        return Vec3(array[0], array[1], array[2])


class SE2Pose(object):
    """Class representing an SE2Pose with position and angle."""

    def __init__(self, x, y, angle):
        self.x = x
        self.y = y
        self.angle = angle

    def __str__(self):
        return 'position -- X: %0.3f Y: %0.3f Yaw: %0.1f deg' % (self.x, self.y,
                                                                 math.degrees(self.angle))

    @staticmethod
    def flatten(se3pose):
        """
        Flatten a given SE3Pose to an SE2Pose. This will lose height information
        if the se3pose provided is not gravity aligned. The common gravity aligned
        frames are odom, vision, and flat_body.

        Inputs:
            se3pose (math_helpers.SE3Pose)

        Returns:
            math_helpers.SE2Pose representing the flattened se3pose.
        """
        x = se3pose.x
        y = se3pose.y
        angle = se3pose.rot.to_yaw()
        return SE2Pose(x, y, angle)

    def to_obj(self, proto):
        """Adds the math_helpers.SE2Pose properties into the geometry_pb2.SE2Pose 'proto'."""
        proto.position.x = self.x
        proto.position.y = self.y
        proto.angle = self.angle

    def to_proto(self):
        """Converts the math_helpers.SE2Pose into an output of the protobuf geometry_pb2.SE2Pose."""
        return geometry_pb2.SE2Pose(position=geometry_pb2.Vec2(x=self.x, y=self.y),
                                    angle=self.angle)

    def inverse(self):
        """
        Compute the inverse of the math_helpers.SE2Pose.

        For example, if the SE(2) pose represented a_tform_b, then the inverse pose is b_tform_a.

        Returns:
            math_helpers.SE2Pose representing the inverse of the current SE(2) Pose.
        """
        c = math.cos(self.angle)
        s = math.sin(self.angle)
        return SE2Pose(-self.x * c - self.y * s, self.x * s - self.y * c, -self.angle)

    def mult(self, se2pose):
        """
        Computes the multiplication between the current math_helpers.SE2Pose and the input se2pose.

        For example, if the 'self' SE2Pose represents a_tform_b and the input se2pose represents b_tform_c,
        then the output will represent the transform a_tform_c.

        Inputs:
            se2pose (math_helpers.se2pose)

        Returns:
            math_helpers.se2pose representing the multiplication of two SE(2) poses.
        """
        rotation_matrix = self.to_rot_matrix()
        rotated_pos = rotation_matrix.dot((se2pose.x, se2pose.y))
        return SE2Pose(self.x + rotated_pos[0], self.y + rotated_pos[1],
                       recenter_angle_mod(self.angle + se2pose.angle, 0.0))

    def __mul__(self, other):
        """Overrides the '*' symbol to compute the multiplication between two SE(2) poses,
        or between an SE(2) pose and a Vec2"""
        if isinstance(other, Vec2):
            rotation_matrix = self.to_rot_matrix()
            rotated_pos = rotation_matrix.dot((other.x, other.y))
            return Vec2(self.x + rotated_pos[0], self.y + rotated_pos[1])
        if isinstance(other, SE2Pose):
            rotation_matrix = self.to_rot_matrix()
            rotated_pos = rotation_matrix.dot((other.x, other.y))
            return SE2Pose(self.x + rotated_pos[0], self.y + rotated_pos[1],
                           recenter_angle_mod(self.angle + other.angle, 0.0))
        else:
            raise TypeError("Can't multiply types %s and %s." % (type(self), type(other)))

    def to_rot_matrix(self):
        """Returns the rotation matrix generate from the angle of the current SE(2) Pose."""
        c = math.cos(self.angle)
        s = math.sin(self.angle)
        return numpy.array([[c, -s], [s, c]])

    def to_matrix(self):
        """Returns the 3x3 matrix to transform a 2D point (in generalized coordinates)."""
        c = math.cos(self.angle)
        s = math.sin(self.angle)
        return numpy.array([[c, -s, self.x], [s, c, self.y], [0, 0, 1]])

    def to_adjoint_matrix(self):
        """This creates the adjoint matrix for the current SE2Pose.

        The adjoint matrix can be used to change reference frames for a SE(2) velocity vector. For
        example, if you have math_helpers.SE2Velocity velocity_in_frame_b, then the adjoint matrix
        for the math_helpers.SE2Pose (representing a_tform_b) can be used as follows to transform
        the velocity: velocity_in_frame_a = a_tform_b.to_adjoint_matrix() * velocity_in_frame_b

        Returns:
            a_adjoint_b (Numpy 3x3 matrix) representing the adjoint matrix for the SE2Pose.
        """
        a_R_b = self.to_rot_matrix()
        position_skew_mat = skew_matrix_2d(self.position)
        a_adjoint_b = numpy.block([[a_R_b, position_skew_mat.T], [0, 0, 1]])
        return a_adjoint_b

    @property
    def position(self):
        """Property to allow attribute access of the protobuf message field 'position' similar to
        the geometry_pb2.SE2Pose for the math_helper.SE2Pose."""
        return geometry_pb2.Vec2(x=self.x, y=self.y)

    @staticmethod
    def from_matrix(mat):
        """Extract SE2Pose from a 3x3 matrix"""
        # Extract separately to get float type, instead of single-element matrix type.
        x = mat[0, 2]
        y = mat[1, 2]
        angle = math.atan2(mat[1, 0], mat[0, 0])
        print(x, y, angle)
        return SE2Pose(x, y, angle)

    @staticmethod
    @deprecated(reason='Use from_proto instead.', version='3.1.0')
    def from_obj(tform):
        return SE2Pose.from_proto(tform)

    @staticmethod
    def from_proto(tform):
        """Create a math_helpers.SE2Pose from a geometry_pb2.SE2Pose proto."""
        return SE2Pose(tform.position.x, tform.position.y, tform.angle)

    def get_closest_se3_transform(self, height_z=0.0):
        """Compute the closest math_helpers.SE3Pose from the current math_helpers.SE2Pose."""
        # Note that if the SE(2) pose is a transform from a non-gravity-aligned frame,
        # then height information will be incorrect in the inflated SE(3) pose unless
        # the correct height is passed into the function as height_z.
        return SE3Pose(x=self.x, y=self.y, z=height_z, rot=Quat.from_yaw(self.angle))


class SE2Velocity(object):
    """Class representing an SE2Velocity with linear velocity and angular velocity."""

    def __init__(self, x, y, angular):
        self.linear_velocity_x = float(x)
        self.linear_velocity_y = float(y)
        self.angular_velocity = float(angular)

    def __str__(self):
        return 'Linear velocity -- X: %0.3f Y: %0.3f Angular velocity -- %0.3f ' % (
            self.linear_velocity_x, self.linear_velocity_y, self.angular_velocity)

    def to_obj(self, proto):
        """Adds the math_helpers.SE2Velocity properties into the geometry_pb2.SE2Velocity 'proto'."""
        proto.linear.x = self.linear_velocity_x
        proto.linear.y = self.linear_velocity_y
        proto.angular = self.angular_velocity

    def to_proto(self):
        """Converts the math_helpers.SE2Velocity into an output of the protobuf geometry_pb2.SE2Velocity."""
        return geometry_pb2.SE2Velocity(
            linear=geometry_pb2.Vec2(x=self.linear_velocity_x, y=self.linear_velocity_y),
            angular=self.angular_velocity)

    def to_vector(self):
        """Creates a 3x1 velocity vector as a numpy array."""
        # Create a 3x1 vector of [x_d, y_d, r_d]
        return numpy.array([self.linear_velocity_x, self.linear_velocity_y,
                            self.angular_velocity]).reshape((3, 1))

    @staticmethod
    def from_vector(se2_vel_vector):
        """Converts a 3x1 velocity vector (of either a numpy array or a list) into a math_helpers.SE2Velocity object."""
        if isinstance(se2_vel_vector, list):
            if len(se2_vel_vector) != 3:
                # Must have 3 elements to be a complete SE2Velocity
                print("Velocity list must have 3 elements. The input has the wrong dimension of: " +
                      str(len(se2_vel_vector)))
                return None
            else:
                return SE2Velocity(x=se2_vel_vector[0], y=se2_vel_vector[1],
                                   angular=se2_vel_vector[2])
        if isinstance(se2_vel_vector, numpy.ndarray):
            if se2_vel_vector.shape[0] != 3:
                # Must have 3 elements to be a complete SE2Velocity
                print(
                    "Velocity numpy array must have 3 elements. The input has the wrong dimension of: "
                    + str(se2_vel_vector.shape[0]))
                return None
            else:
                if (isinstance(se2_vel_vector[0], numpy.ndarray)):
                    return SE2Velocity(x=se2_vel_vector[0][0], y=se2_vel_vector[1][0],
                                       angular=se2_vel_vector[2][0])

                return SE2Velocity(x=se2_vel_vector[0], y=se2_vel_vector[1],
                                   angular=se2_vel_vector[2])

    @property
    def linear(self):
        """Property to allow attribute access of the protobuf message field 'linear' similar to the geometry_pb2.SE2Velocity
           for the math_helper.SE2Velocity."""
        return geometry_pb2.Vec2(x=self.linear_velocity_x, y=self.linear_velocity_y)

    @property
    def angular(self):
        """Property to allow attribute access of the protobuf message field 'angular' similar to the geometry_pb2.SE2Velocity
           for the math_helper.SE2Velocity."""
        return self.angular_velocity

    @staticmethod
    @deprecated(reason='Use from_proto instead.', version='3.1.0')
    def from_obj(vel):
        return SE2Velocity.from_proto(vel)

    @staticmethod
    def from_proto(vel):
        """Create a math_helpers.SE2Velocity from a geometry_pb2.SE2Velocity proto."""
        return SE2Velocity(x=vel.linear.x, y=vel.linear.y, angular=vel.angular)


class SE3Velocity(object):
    """Class representing an SE3Velocity with linear velocity and angular velocity."""

    def __init__(self, lin_x, lin_y, lin_z, ang_x, ang_y, ang_z):
        self.linear_velocity_x = float(lin_x)
        self.linear_velocity_y = float(lin_y)
        self.linear_velocity_z = float(lin_z)
        self.angular_velocity_x = float(ang_x)
        self.angular_velocity_y = float(ang_y)
        self.angular_velocity_z = float(ang_z)

    def __str__(self):
        return 'Linear velocity -- X: %0.3f Y: %0.3f Z: %0.3f Angular velocity -- X: %0.3f Y: %0.3f Z: %0.3f' % (
            self.linear_velocity_x, self.linear_velocity_y, self.linear_velocity_z,
            self.angular_velocity_x, self.angular_velocity_y, self.angular_velocity_z)

    def to_obj(self, proto):
        """Adds the math_helpers.SE3Velocity properties into the geometry_pb2.SE3Velocity 'proto'."""
        proto.linear.x = self.linear_velocity_x
        proto.linear.y = self.linear_velocity_y
        proto.linear.z = self.linear_velocity_z
        proto.angular.x = self.angular_velocity_x
        proto.angular.y = self.angular_velocity_y
        proto.angular.z = self.angular_velocity_z

    def to_proto(self):
        """Converts the math_helpers.SE3Velocity into an output of the protobuf geometry_pb2.SE3Velocity."""
        return geometry_pb2.SE3Velocity(
            linear=geometry_pb2.Vec3(x=self.linear_velocity_x, y=self.linear_velocity_y,
                                     z=self.linear_velocity_z),
            angular=geometry_pb2.Vec3(x=self.angular_velocity_x, y=self.angular_velocity_y,
                                      z=self.angular_velocity_z))

    def to_vector(self):
        """Creates a 6x1 velocity vector as a numpy array."""
        # Create a vector [x_d, y_d, z_d, r_x_d, r_y_d, r_z_d] of dimensions 6x1
        return numpy.array([
            self.linear_velocity_x, self.linear_velocity_y, self.linear_velocity_z,
            self.angular_velocity_x, self.angular_velocity_y, self.angular_velocity_z
        ]).reshape((6, 1))

    @property
    def linear(self):
        """Property to allow attribute access of the protobuf message field 'linear' similar to the geometry_pb2.SE3Velocity
           for the math_helper.SE3Velocity."""
        return geometry_pb2.Vec3(x=self.linear_velocity_x, y=self.linear_velocity_y,
                                 z=self.linear_velocity_z)

    @property
    def angular(self):
        """Property to allow attribute access of the protobuf message field 'angular' similar to the geometry_pb2.SE3Velocity
           for the math_helper.SE3Velocity."""
        return geometry_pb2.Vec3(x=self.angular_velocity_x, y=self.angular_velocity_y,
                                 z=self.angular_velocity_z)

    @staticmethod
    @deprecated(reason='Use from_proto instead.', version='3.1.0')
    def from_obj(vel):
        return SE3Velocity.from_proto(vel)

    @staticmethod
    def from_proto(vel):
        """Create a math_helpers.SE3Velocity from a geometry_pb2.SE3Velocity proto."""
        return SE3Velocity(lin_x=vel.linear.x, lin_y=vel.linear.y, lin_z=vel.linear.z,
                           ang_x=vel.angular.x, ang_y=vel.angular.y, ang_z=vel.angular.z)

    @staticmethod
    def from_vector(se3_vel_vector):
        """Converts a 6x1 velocity vector (of either a numpy array or a list) into a math_helpers.SE3Velocity object."""
        if isinstance(se3_vel_vector, list):
            if len(se3_vel_vector) != 6:
                # Must have 6 elements to be a complete SE3Velocity
                print("Velocity list must have 6 elements. The input has the wrong dimension of: " +
                      str(len(se3_vel_vector)))
                return None
            else:
                return SE3Velocity(lin_x=se3_vel_vector[0], lin_y=se3_vel_vector[1],
                                   lin_z=se3_vel_vector[2], ang_x=se3_vel_vector[3],
                                   ang_y=se3_vel_vector[4], ang_z=se3_vel_vector[5])
        if isinstance(se3_vel_vector, numpy.ndarray):
            if se3_vel_vector.shape[0] != 6:
                # Must have 6 elements to be a complete SE3Velocity
                print(
                    "Velocity numpy array must have 6 elements. The input has the wrong dimension of: "
                    + str(se3_vel_vector.shape[0]))
                return None
            else:
                if (isinstance(se3_vel_vector[0], numpy.ndarray)):
                    return SE3Velocity(lin_x=se3_vel_vector[0][0], lin_y=se3_vel_vector[1][0],
                                       lin_z=se3_vel_vector[2][0], ang_x=se3_vel_vector[3][0],
                                       ang_y=se3_vel_vector[4][0], ang_z=se3_vel_vector[5][0])

                return SE3Velocity(lin_x=se3_vel_vector[0], lin_y=se3_vel_vector[1],
                                   lin_z=se3_vel_vector[2], ang_x=se3_vel_vector[3],
                                   ang_y=se3_vel_vector[4], ang_z=se3_vel_vector[5])


class SE3Pose(object):
    """Class representing an SE3Pose with position and rotation."""

    def __init__(self, x, y, z, rot):
        self.x = x
        self.y = y
        self.z = z
        # Expect the declaration of math_helpers.SE3Pose to pass a math_helpers.Quat, however we will convert
        # a protobuf Quaternion into the math_helpers object as well.
        if isinstance(rot, geometry_pb2.Quaternion):
            rot = Quat.from_proto(rot)
        self.rot = rot

    def __str__(self):
        return 'position -- X: %0.3f Y: %0.3f Z: %0.3f rotation -- %s' % (self.x, self.y, self.z,
                                                                          str(self.rot))

    def __iter__(self):
        return iter([self.x, self.y, self.z, self.rot.w, self.rot.x, self.rot.y, self.rot.z])

    @staticmethod
    @deprecated(reason='Use from_proto instead.', version='3.1.0')
    def from_obj(tform):
        return SE3Pose.from_proto(tform)

    @staticmethod
    def from_proto(tform):
        """Create a math_helpers.SE3Pose from a geometry_pb2.SE3Pose proto."""
        if tform.HasField('rotation'):
            quat = Quat.from_proto(tform.rotation)
        else:
            # Create the identity quaternion if no rotation is provided in the SE(3) pose.
            quat = Quat()
        return SE3Pose(tform.position.x, tform.position.y, tform.position.z, quat)

    @staticmethod
    def from_se2(tform, z=0):
        return SE3Pose(tform.x, tform.y, z, Quat.from_yaw(tform.angle))

    def to_obj(self, proto):
        """Adds the math_helpers.SE3Pose properties into the geometry_pb2.SE3Pose 'proto'."""
        proto.position.x = self.x
        proto.position.y = self.y
        proto.position.z = self.z
        self.rot.to_obj(proto.rotation)

    def to_proto(self):
        """Converts the math_helpers.SE3Pose into an output of the protobuf geometry_pb2.SE3Pose."""
        return geometry_pb2.SE3Pose(
            position=geometry_pb2.Vec3(x=self.x, y=self.y, z=self.z),
            rotation=geometry_pb2.Quaternion(w=self.rot.w, x=self.rot.x, y=self.rot.y,
                                             z=self.rot.z))

    def inverse(self):
        """
        Compute the inverse of the math_helpers.SE3Pose.

        For example, if the SE(3) pose represented a_tform_b, then the inverse pose is b_tform_a.

        Returns:
            math_helpers.SE3Pose representing the inverse of the current SE(3) Pose.
        """
        inv_rot = self.rot.inverse()
        (x, y, z) = inv_rot.transform_point(self.x, self.y, self.z)
        return SE3Pose(-x, -y, -z, inv_rot)

    def transform_point(self, x, y, z):
        """
        Compute the transformation (translation and rotation) of a (x,y,z) vector using the
        current SE(3) pose.

        Returns:
            tuple (size 3) representing the transformed coordinate.
        """
        (out_x, out_y, out_z) = self.rot.transform_point(x, y, z)
        return (out_x + self.x, out_y + self.y, out_z + self.z)

    def transform_vec3(self, vec3):
        """
        Compute the transformation (translation and rotation) of a (x,y,z) vector using the
        current SE(3) pose.

        Returns:
            Vec3 representing the transformed coordinate.
        """
        (out_x, out_y, out_z) = self.rot.transform_point(vec3.x, vec3.y, vec3.z)
        return geometry_pb2.Vec3(x=out_x + self.x, y=out_y + self.y, z=out_z + self.z)

    def transform_cloud(self, points):
        """
        Compute the transformation (translation and rotation) of multiple vector/points using the
        current math_helpers.SE3Pose.

        Inputs:
            points (Nx3 numpy matrix) representing a set of (x,y,z) points to be transformed

        Returns:
            Nx3 numpy matrix of the points after they are transformed with the current math_helpers.SE3Pose.
        """
        return SE3Pose.transform_cloud_from_matrix(self.to_matrix(), points)

    @staticmethod
    def transform_cloud_from_matrix(transform, points):
        """
        Compute the transformation (translation and rotation) of multiple vector/points using the
        input SE(3) pose.

        Inputs:
            transform (4x4 numpy matrix) representing the SE3Pose to be used to transform.
            points (Nx3 numpy matrix) representing a set of (x,y,z) points to be transformed

        Returns:
            Nx3 numpy matrix of the points after they are transformed.
        """
        rot = transform[0:3, 0:3]
        trans = transform[0:3, 3]
        return (numpy.dot(points, rot.T) + trans)

    def to_matrix(self):
        """Returns the 4x4 matrix to transform a 3D point (in generalized coordinates)."""
        ret = numpy.eye(4)
        ret[0:3, 0:3] = self.rot.to_matrix()
        ret[0:3, 3] = [self.x, self.y, self.z]
        return ret

    def translation_norm(self):
        """Calculates the Euclidean norm (magnitude) of the translation component pose."""
        return math.sqrt(self.x**2 + self.y**2 + self.z**2)

    def mult(self, se3pose):
        """
        Computes the multiplication between the current math_helpers.SE3Pose and the input se3pose.

        For example, if the 'self' SE3Pose represents a_tform_b and the input se3pose represents b_tform_c,
        then the output will represent the transform a_tform_c.

        Inputs:
            se3pose (math_helpers.SE3Pose)

        Returns:
            math_helpers.SE3Pose representing the multiplication of two SE(3) poses.
        """
        (x, y, z) = self.rot.transform_point(se3pose.x, se3pose.y, se3pose.z)
        return SE3Pose(self.x + x, self.y + y, self.z + z, self.rot.mult(se3pose.rot))

    def __mul__(self, other):
        """Overrides the '*' symbol to compute the multiplication between two SE(3) poses,
        or between an SE(3) pose and a Vec3."""
        if isinstance(other, Vec3):
            (x, y, z) = self.transform_point(other.x, other.y, other.z)
            return Vec3(x, y, z)
        if isinstance(other, SE3Pose):
            (x, y, z) = self.rot.transform_point(other.x, other.y, other.z)
            return SE3Pose(self.x + x, self.y + y, self.z + z, self.rot.mult(other.rot))
        else:
            raise TypeError("Can't multiply types %s and %s." % (type(self), type(other)))

    @property
    def position(self):
        """Property to allow attribute access of the protobuf message field 'position' similar to the geometry_pb2.SE3Pose
           for the math_helper.SE3Pose."""
        return geometry_pb2.Vec3(x=self.x, y=self.y, z=self.z)


    @property
    def rotation(self):
        """Property to allow attribute access of the protobuf message field 'rotation' similar to the geometry_pb2.SE3Pose
           for the math_helper.SE3Pose."""
        return self.rot

    @staticmethod
    def from_matrix(mat):
        """Extract math_helpers.SE3Pose from a 4x4 matrix."""
        x, y, z = mat[0:3, 3]
        rot = Quat.from_matrix(mat[0:3, 0:3])
        return SE3Pose(x, y, z, rot)


    @staticmethod
    def from_identity():
        """Create a math_helpers.SE3Pose representing the identity SE(3) pose."""
        return SE3Pose(0, 0, 0, Quat())

    def get_translation(self):
        """Returns a 3x1 numpy array representing the translation only of the current SE3Pose."""
        return numpy.array([self.x, self.y, self.z])

    def to_adjoint_matrix(self):
        """This creates the adjoint matrix for the current SE3Pose.

        The adjoint matrix can be used to change reference frames for a SE(3) velocity vector. For
        example, if you have math_helpers.SE3Velocity velocity_in_frame_b, then the adjoint matrix
        for the math_helpers.SE3Pose (representing a_tform_b) can be used as follows to transform
        the velocity: velocity_in_frame_a = a_tform_b.to_adjoint_matrix() * velocity_in_frame_b

        Returns:
            a_adjoint_b (Numpy 6x6 matrix) representing the adjoint matrix for the SE3Pose.
        """
        a_R_b = self.rot.to_matrix()
        position_skew_mat = skew_matrix_3d(self.position)
        mat = numpy.matmul(position_skew_mat, a_R_b)
        a_adjoint_b = numpy.block([[a_R_b, mat], [numpy.zeros((3, 3)), a_R_b]])
        return a_adjoint_b

    def get_closest_se2_transform(self):
        """Compute the closest math_helpers.SE2Pose from the current math_helpers.SE3Pose."""
        # For a transform a_T_b, the pose_frame_name represents "frame A". This must be a gravity
        # aligned frame, either "vision", "odom", or "flat_body" to be safely converted from
        # an SE3Pose to an SE2Pose with minimal loss of height information.
        return SE2Pose.flatten(self)

    @staticmethod
    def interp(a, b, fraction):
        """
        Performs a blend of two SE3Poses.  Out = a * (1 - fraction) + b * fraction

        Args:
            a(SE3Pose): Lower blend input.
            b(SE3Pose): Upper blend input.
            fraction(float): The blending factor.  Should be inside [0, 1]
        Returns:
            SE3Pose
        """
        x = a.x * (1.0 - fraction) + b.x * fraction
        y = a.y * (1.0 - fraction) + b.y * fraction
        z = a.z * (1.0 - fraction) + b.z * fraction
        rot = Quat.slerp(a.rot, b.rot, fraction)
        return SE3Pose(x, y, z, rot)


class Quat(object):
    """Class representing a Quaternion."""

    def __init__(self, w=1, x=0, y=0, z=0):
        self.w = w
        self.x = x
        self.y = y
        self.z = z

    def __repr__(self):
        return 'W: %0.4f X: %0.4f Y: %0.4f Z: %0.4f' % (self.w, self.x, self.y, self.z)

    def inverse(self):
        """Computes the inverse of the current math_helpers.Quat."""
        return Quat(self.w, -self.x, -self.y, -self.z)

    def transform_point(self, x, y, z):
        """Computes the transformation (rotation by the quaternion) of a single (x,y,z)
            point using the current math_helpers.Quat."""
        inv = self.inverse()
        q = Quat(0, x, y, z)
        q = q.mult(inv)
        q = self.mult(q)
        return (q.x, q.y, q.z)

    def transform_vec3(self, vec3):
        """Computes the transformation (rotation by the quaternion) of a Vec3
            point using the current math_helpers.Quat."""
        x, y, z = self.transform_point(vec3.x, vec3.y, vec3.z)
        return geometry_pb2.Vec3(x=x, y=y, z=z)

    def to_matrix(self):
        """Creates the 3x3 numpy rotation matrix from the current math_helpers.Quat"""
        ret = numpy.eye(3)
        ret[0, 0] = 1.0 - 2.0 * self.y * self.y - 2.0 * self.z * self.z
        ret[0, 1] = 2.0 * self.x * self.y - 2.0 * self.z * self.w
        ret[0, 2] = 2.0 * self.x * self.z + 2.0 * self.y * self.w

        ret[1, 0] = 2.0 * self.x * self.y + 2.0 * self.z * self.w
        ret[1, 1] = 1.0 - 2.0 * self.x * self.x - 2.0 * self.z * self.z
        ret[1, 2] = 2.0 * self.y * self.z - 2.0 * self.x * self.w

        ret[2, 0] = 2.0 * self.x * self.z - 2.0 * self.y * self.w
        ret[2, 1] = 2.0 * self.y * self.z + 2.0 * self.x * self.w
        ret[2, 2] = 1.0 - 2.0 * self.x * self.x - 2.0 * self.y * self.y

        return ret

    @staticmethod
    def from_matrix(rot):
        """Creates a math_helpers.Quat from a numpy 3x3 matrix representing rotation."""
        wt = 1 + rot[0, 0] + rot[1, 1] + rot[2, 2]
        # do this most often so we get consistently signed quaternions
        if wt > 0.1:
            return Quat._from_matrix_w(rot)
        xt = 1 + rot[0, 0] - rot[1, 1] - rot[2, 2]
        yt = 1 - rot[0, 0] + rot[1, 1] - rot[2, 2]
        zt = 1 - rot[0, 0] - rot[1, 1] + rot[2, 2]
        # This is a list of (function that divides by the square root of val, val)
        # The idea is to find the largest of wt, xt, yt, zt and then use the corresponding
        # function to do the conversion.  This will do the best thing numerically.
        t = [(Quat._from_matrix_w, wt), (Quat._from_matrix_x, xt), (Quat._from_matrix_y, yt),
             (Quat._from_matrix_z, zt)]
        from_matrix_coord, val = max(t, key=lambda entry: entry[1])
        if val < 1e-6:
            # This shouldn't actually be theoretically possible.
            raise ArithmeticError(
                'Matrix cannot be converged to quaternion.  Are you sure this is a valid'
                ' rotation matrix?\n' + str(rot))
        return from_matrix_coord(rot)

    @staticmethod
    def _from_matrix_w(rot):
        """Computes the value of the quaternion for the w-axis from a numpy 3x3 rotation matrix."""
        w = math.sqrt(1 + rot[0, 0] + rot[1, 1] + rot[2, 2]) * 0.5
        return Quat(w=w, x=(rot[2, 1] - rot[1, 2]) / (4.0 * w),
                    y=(rot[0, 2] - rot[2, 0]) / (4.0 * w), z=(rot[1, 0] - rot[0, 1]) / (4.0 * w))

    @staticmethod
    def _from_matrix_x(rot):
        """Computes the value of the quaternion for the x-axis from a numpy 3x3 rotation matrix."""
        x = math.sqrt(1 + rot[0, 0] - rot[1, 1] - rot[2, 2]) * 0.5
        return Quat(w=(rot[2, 1] - rot[1, 2]) / (4.0 * x), x=x,
                    y=(rot[0, 1] + rot[1, 0]) / (4.0 * x), z=(rot[0, 2] + rot[2, 0]) / (4.0 * x))

    @staticmethod
    def _from_matrix_y(rot):
        """Computes the value of the quaternion for the y-axis from a numpy 3x3 rotation matrix."""
        y = math.sqrt(1 - rot[0, 0] + rot[1, 1] - rot[2, 2]) * 0.5
        return Quat(w=(rot[0, 2] - rot[2, 0]) / (4.0 * y), x=(rot[0, 1] + rot[1, 0]) / (4.0 * y),
                    y=y, z=(rot[1, 2] + rot[2, 1]) / (4.0 * y))

    @staticmethod
    def _from_matrix_z(rot):
        """Computes the value of the quaternion for the z-axis from a numpy 3x3 rotation matrix."""
        z = math.sqrt(1 - rot[0, 0] - rot[1, 1] + rot[2, 2]) * 0.5
        return Quat(w=(rot[1, 0] - rot[0, 1]) / (4.0 * z), x=(rot[0, 2] + rot[2, 0]) / (4.0 * z),
                    y=(rot[1, 2] + rot[2, 1]) / (4.0 * z), z=z)

    @staticmethod
    def from_roll(angle):
        """Computes a representative math_helpers.Quat from the Euler angle for roll."""
        return Quat(w=math.cos(angle / 2.0), x=math.sin(angle / 2.0))

    @staticmethod
    def from_pitch(angle):
        """Computes a representative math_helpers.Quat from the Euler angle for pitch."""
        return Quat(w=math.cos(angle / 2.0), y=math.sin(angle / 2.0))

    @staticmethod
    def from_yaw(angle):
        """Computes a representative math_helpers.Quat from the Euler angle for yaw."""
        return Quat(w=math.cos(angle / 2.0), z=math.sin(angle / 2.0))

    def to_roll(self):
        """Computes the Euler angle roll from the current math_helpers.Quat"""
        if (self.w * self.w + self.x * self.x + self.y * self.y + self.z * self.z == 0.0):
            return 0.0
        t0 = 2.0 * (self.w * self.x + self.y * self.z)
        t1 = 1.0 - 2.0 * (self.x * self.x + self.y * self.y)
        return math.atan2(t0, t1)

    def to_pitch(self):
        """Computes the Euler angle pitch from the current math_helpers.Quat"""
        if (self.w * self.w + self.x * self.x + self.y * self.y + self.z * self.z == 0.0):
            return 0.0
        t2 = 2.0 * (self.w * self.y - self.z * self.x)
        if t2 < -1.0:
            t2 = -1.0
        if t2 > 1.0:
            t2 = 1.0
        return math.asin(t2)

    def to_yaw(self):
        """Computes the Euler angle yaw from the current math_helpers.Quat"""
        yaw_only_quat = self.closest_yaw_only_quaternion()
        return recenter_angle_mod(2 * math.atan2(yaw_only_quat.z, yaw_only_quat.w), 0.0)

    def to_axis_angle(self):
        """Computes the angle and the respective axis from the math_helpers.Quat"""
        if (self.w * self.w + self.x * self.x + self.y * self.y + self.z * self.z == 0.0):
            return (0.0, [0, 0, 1])

        mag = 1.0 - (self.w * self.w)
        if mag <= 1e-12:
            return (0.0, [0, 0, 1])

        denom = math.sqrt(mag)
        if denom < 1e-12:
            return (0.0, [0, 0, 1])

        angle = 2.0 * math.acos(self.w)
        axis = [self.x / denom, self.y / denom, self.z / denom]
        return (angle, axis)

    @staticmethod
    @deprecated(reason='Use from_proto instead.', version='3.1.0')
    def from_obj(proto):
        return Quat.from_proto(proto)

    @staticmethod
    def from_proto(proto):
        """Create a math_helpers.Quat from a geometry_pb2.Quaternion proto."""
        return Quat(proto.w, proto.x, proto.y, proto.z)

    def to_obj(self, proto):
        """Adds the math_helpers.Quat properties into the geometry_pb2.Quaternion 'proto'."""
        proto.w = self.w
        proto.x = self.x
        proto.y = self.y
        proto.z = self.z

    def to_proto(self):
        """Converts the math_helpers.Quat into an output of the protobuf geometry_pb2.Quaternion."""
        return geometry_pb2.Quaternion(w=self.w, x=self.x, y=self.y, z=self.z)

    def mult(self, other_quat):
        """Computes the multiplication of two math_helpers.Quats."""
        return Quat(
            self.w * other_quat.w - self.x * other_quat.x - self.y * other_quat.y -
            self.z * other_quat.z, self.w * other_quat.x + self.x * other_quat.w +
            self.y * other_quat.z - self.z * other_quat.y, self.w * other_quat.y -
            self.x * other_quat.z + self.y * other_quat.w + self.z * other_quat.x,
            self.w * other_quat.z + self.x * other_quat.y - self.y * other_quat.x +
            self.z * other_quat.w)

    def __mul__(self, other):
        """Overrides the '*' symbol to compute the multiplication between two math_helpers.Quats
        or between a Quat and a Vec3."""
        if isinstance(other, Vec3):
            (x, y, z) = self.transform_point(other.x, other.y, other.z)
            return Vec3(x, y, z)
        if isinstance(other, Quat):
            return self.mult(other)
        raise TypeError("Can't multiply types %s and %s." % (type(self), type(other)))

    def normalize(self):
        """Normalizes the quaternion."""
        q = numpy.array([self.w, self.x, self.y, self.z])
        len = numpy.sqrt(numpy.dot(q.transpose(), q))
        if (len < 1e-15):
            q = [1.0, 0.0, 0.0, 0.0]
        else:
            q /= len
        self.w = q[0]
        self.x = q[1]
        self.y = q[2]
        self.z = q[3]
        return self

    def closest_yaw_only_quaternion(self):
        """Computes a yaw-only math_helpers.Quat from the current roll/pitch/yaw math_helpers.Quat"""
        mag = math.sqrt(self.w * self.w + self.z * self.z)
        if mag > 0:
            return Quat(w=self.w / mag, x=0, y=0, z=self.z / mag)
        else:
            # If the problem is ill posed (i.e. z-axis of quaternion is [0, 0, -1]), then preserve old
            # behavior and always rotate 180 degrees around the y-axis.
            return Quat(w=0, x=0, y=1, z=0) * self

    @staticmethod
    def slerp(a, b, fraction):
        v0 = numpy.array([a.w, a.x, a.y, a.z])
        v1 = numpy.array([b.w, b.x, b.y, b.z])
        dot = numpy.dot(v0.transpose(), v1)
        # If the dot product is negative, slerp will not take
        # the shorter path. Note that v1 and -v1 are equivalent when
        # the negation is applied to all four components. Fix by
        # reversing one quaternion.
        if dot < 0.0:
            v0 *= -1.0
            dot = -dot

        DOT_THRESHOLD = 1.0 - 1e-4
        if dot > DOT_THRESHOLD:
            # If the inputs are too close for comfort, linearly interpolate
            # and normalize the result.
            result = v0 + fraction * (v1 - v0)
            result /= numpy.sqrt(numpy.dot(result.transpose(), result))
        else:
            # Since dot is in range [0, DOT_THRESHOLD], acos is safe
            theta_0 = math.acos(dot)  # theta_0 = angle between input vectors
            theta = theta_0 * fraction  # theta = angle between v0 and result
            sin_theta = math.sin(theta)  # compute this value only once
            sin_theta_0 = math.sin(theta_0)  # compute this value only once

            s0 = math.cos(
                theta) - dot * sin_theta / sin_theta_0  # == sin(theta_0 - theta) / sin(theta_0)
            s1 = sin_theta / sin_theta_0

            result = (s0 * v0) + (s1 * v1)
        return Quat(result[0], result[1], result[2], result[3])

    @staticmethod
    def from_two_vectors(u_in: Vec3, v_in: Vec3):
        """ Returns a quaternion representing the rotation from u to v."""
        # Normalizing by max avoids all sorts of underflow and overflow issues when we multiply
        # terms together, including any issues in calculating the norm itself.
        max_u = max([math.fabs(u_in[0]), math.fabs(u_in[1]), math.fabs(u_in[2])])
        max_v = max([math.fabs(v_in[0]), math.fabs(v_in[1]), math.fabs(v_in[2])])
        if max_u == 0 or max_v == 0:
            # Undefined; return identity
            return Quat(1, 0, 0, 0)
        u = u_in * (1 / max_u)
        v = v_in * (1 / max_v)

        u_dot_v = u.dot(v)
        u_dot_u = u.dot(u)
        v_dot_v = v.dot(v)
        norm_u_norm_v = math.sqrt(u_dot_u * v_dot_v)

        if u_dot_v < 0:
            #When this is the case, things get annoying because the |u||v| + u.v (see u_dot_v >= 0
            #case below) has cancellation; this leads us to a different formula that is sensitive to
            #the magnitude of c. If the vectors are close to antipodal, the cross product itself can
            #be ill conditioned. Algebraically, u x (u + v) is equal to u x v, but, the result is
            #much more likely to be orthogonal to u and v for extreme cases.
            c = u.cross(u + v)
            max_c = max([math.fabs(c[0]), math.fabs(c[1]), math.fabs(c[2])])
            if max_c == 0:
                # We pick an orthogonal axis, avoiding the smallest one
                if abs(u[0]) > abs(u[1]):
                    if abs(u[1]) > abs(u[2]):
                        q = Quat(0, -u[1], u[0], 0)
                        return q.normalize()
                    else:
                        q = Quat(0, u[2], 0, -u[0])
                        return q.normalize()
                elif abs(u[0]) > abs(u[2]):
                    q = Quat(0, -u[1], u[0], 0)
                    return q.normalize()
                else:
                    q = Quat(0, 0, -u[2], u[1])
                    return q.normalize()
            c_scl = (1 / max_c) * c
            norm2_c_scl = c_scl.dot(c_scl)
            tmp = (norm_u_norm_v - u_dot_v) * c_scl
            q = Quat(norm2_c_scl * max_c, tmp[0], tmp[1], tmp[2])
            return q.normalize()
        else:
            c = u.cross(v)
            q = Quat(norm_u_norm_v + u_dot_v, c[0], c[1], c[2])
            return q.normalize()

    def conj(self):
        return Quat(self.w, -self.x, -self.y, -self.z)


def pose_to_xyz_yaw(A_tform_B):
    """Gets the x,y,z yaw of B in A from the SE3Pose protobuf message."""
    yaw = Quat.from_proto(A_tform_B.rotation).to_yaw()
    x = A_tform_B.position.x
    y = A_tform_B.position.y
    z = A_tform_B.position.z
    return (x, y, z, yaw)


def is_within_threshold(pose_3d, max_translation_meters, max_yaw_degrees):
    """Determines whether the given SE3 pose is small enough in X, Y, and theta."""
    delta = SE2Pose.flatten(SE3Pose.from_proto(pose_3d))
    dist_2d = math.sqrt(delta.x * delta.x + delta.y * delta.y)
    angle_deg = math.degrees(abs(delta.angle))
    return (dist_2d < max_translation_meters) and (angle_deg < max_yaw_degrees)


@deprecated(reason='Use recenter_angle_mod or recenter_value_mod instead.', version='3.2.0')
def recenter_angle(q, lower_limit, upper_limit):
    recenter_range = upper_limit - lower_limit
    while q >= upper_limit:
        q -= recenter_range
    while q < lower_limit:
        q += recenter_range
    return q


def skew_matrix_3d(vec3_proto):
    """Creates a 3x3 numpy matrix representing the skew symmetric matrix for a vec3.
       These are used to create the adjoint matrices for SE3Pose's, among other things."""
    return numpy.array([[0, -vec3_proto.z, vec3_proto.y], [vec3_proto.z, 0, -vec3_proto.x],
                        [-vec3_proto.y, vec3_proto.x, 0]])


def skew_matrix_2d(vec2_proto):
    """Creates a 2x1 numpy matrix representing the skew symmetric matrix for a vec2.
       These are used to create the adjoint matrices for SE2Pose's, among other things."""
    return numpy.array([[vec2_proto.y, -vec2_proto.x]])


def matrix_from_proto(proto):
    """Converts a geometry_pb2.Matrix or geometry_pb2.Matrixf to a numpy array."""
    return numpy.array(proto.values).reshape(proto.rows, proto.cols)


def transform_se2velocity(a_adjoint_b_matrix, se2_velocity_in_b):
    """
    Changes the frame that the SE(2) Velocity is expressed in. More specifically, it converts the
    SE(2) Velocity in frame b to a SE(2) Velocity in frame c using the adjoint matrix a_adjoint_b.

    Inputs:
        a_adjoint_b_matrix (3x3 numpy matrix)
        se2_velocity_in_b (geometry_pb2.SE2Velocity OR math_helpers.SE2Velocity) described in frame B.

    Returns:
        math_helpers.SE2Velocity described in frame a. None if the input velocity is an unknown type.
    """
    if isinstance(se2_velocity_in_b, geometry_pb2.SE2Velocity):
        se2_velocity_in_b_vector = (SE2Velocity.from_proto(se2_velocity_in_b)).to_vector()
    elif isinstance(se2_velocity_in_b, SE2Velocity):
        se2_velocity_in_b_vector = se2_velocity_in_b.to_vector()
    else:
        return None
    se2_velocity_in_a_vector = numpy.asarray(
        numpy.matmul(a_adjoint_b_matrix, se2_velocity_in_b_vector))
    se2_velocity_in_a = SE2Velocity.from_vector(se2_velocity_in_a_vector)
    return se2_velocity_in_a


def transform_se3velocity(a_adjoint_b_matrix, se3_velocity_in_b):
    """
    Changes the frame that the SE(3) Velocity is expressed in. More specifically, it converts the
    SE(3) Velocity in frame b to a SE(3) Velocity in frame c using the adjoint matrix a_adjoint_b.

    Inputs:
        a_adjoint_b_matrix (6x6 numpy matrix)
        se3_velocity_in_b (geometry_pb2.SE3Velocity OR math_helpers.SE3Velocity) described in frame B.

    Returns:
        math_helpers.SE3Velocity described in frame a. None if the input velocity is an unknown type.
    """
    if isinstance(se3_velocity_in_b, geometry_pb2.SE3Velocity):
        se3_velocity_in_b_vec = (SE3Velocity.from_proto(se3_velocity_in_b)).to_vector()
    elif isinstance(se3_velocity_in_b, SE3Velocity):
        se3_velocity_in_b_vec = se3_velocity_in_b.to_vector()
    else:
        return None
    se3_velocity_in_a_vec = numpy.asarray(numpy.matmul(a_adjoint_b_matrix, se3_velocity_in_b_vec))
    se3_velocity_in_a = SE3Velocity.from_vector(se3_velocity_in_a_vec)
    return se3_velocity_in_a


def quat_to_eulerZYX(q):
    """Convert a Quat object into Euler yaw, pitch, roll angles (radians)."""
    pitch = math.asin(-2 * (q.x * q.z - q.w * q.y))
    if pitch > 0.9999:
        yaw = 2 * math.atan2(q.z, q.w)
        pitch = math.pi / 2
        roll = 0
    elif pitch < -0.9999:
        yaw = 2 * math.atan2(q.z, q.w)
        pitch = -math.pi / 2
        roll = 0
    else:
        yaw = math.atan2(2 * (q.x * q.y + q.w * q.z), q.w * q.w + q.x * q.x - q.y * q.y - q.z * q.z)
        roll = math.atan2(2 * (q.y * q.z + q.w * q.x),
                          q.w * q.w - q.x * q.x - q.y * q.y + q.z * q.z)
    return yaw, pitch, roll