Exemple #1
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    def in_collision_other(self, other_manager,
                           return_names=False, return_data=False):
        """
        Check if any object from this manager collides with any object from another manager.

        Parameters
        ----------
        other_manager: CollisionManager, another collision manager object
        return_names:  bool,             If true, a set is returned containing the names
                                         of all pairs of objects in collision.
        return_data:   bool,             If true, a list of ContactData is returned as well

        Returns
        -------
        is_collision: bool,  True if a collision occurred between any pair of objects
                             and False otherwise
        names: set of 2-tup, The set of pairwise collisions. Each tuple
                             contains two names (first from this manager,
                             second from the other_manager) indicating
                             that the two corresponding objects are in collision.
        contacts: list of ContactData, All contacts detected
        """
        cdata = fcl.CollisionData()
        if return_names or return_data:
            cdata = fcl.CollisionData(
                request=fcl.CollisionRequest(
                    num_max_contacts=100000,
                    enable_contact=True))
        self._manager.collide(other_manager._manager,
                              cdata,
                              fcl.defaultCollisionCallback)
        result = cdata.result.is_collision

        objs_in_collision = set()
        contact_data = []
        if return_names or return_data:
            for contact in cdata.result.contacts:
                reverse = False
                names = (self._extract_name(contact.o1),
                         other_manager._extract_name(contact.o2))
                if names[0] is None:
                    names = (self._extract_name(contact.o2),
                             other_manager._extract_name(contact.o1))
                    reverse = True

                if return_names:
                    objs_in_collision.add(names)
                if return_data:
                    if reverse:
                        names = reversed(names)
                    contact_data.append(ContactData(names, contact))

        if return_names and return_data:
            return result, objs_in_collision, contact_data
        elif return_names:
            return result, objs_in_collision
        elif return_data:
            return result, contact_data
        else:
            return result
Exemple #2
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    def in_collision_internal(self, return_names=False, return_data=False):
        """
        Check if any pair of objects in the manager collide with one another.

        Parameters
        ----------
        return_names : bool
          If true, a set is returned containing the names
          of all pairs of objects in collision.
        return_data :  bool
          If true, a list of ContactData is returned as well

        Returns
        -------
        is_collision : bool
          True if a collision occurred between any pair of objects
          and False otherwise
        names : set of 2-tup
          The set of pairwise collisions. Each tuple
          contains two names in alphabetical order indicating
          that the two corresponding objects are in collision.
        contacts : list of ContactData
          All contacts detected
        """
        cdata = fcl.CollisionData()
        if return_names or return_data:
            cdata = fcl.CollisionData(request=fcl.CollisionRequest(
                num_max_contacts=100000, enable_contact=True))

        self._manager.collide(cdata, fcl.defaultCollisionCallback)

        result = cdata.result.is_collision

        objs_in_collision = set()
        contact_data = []
        if return_names or return_data:
            for contact in cdata.result.contacts:
                names = (self._extract_name(contact.o1),
                         self._extract_name(contact.o2))

                if return_names:
                    objs_in_collision.add(tuple(sorted(names)))
                if return_data:
                    contact_data.append(ContactData(names, contact))

        if return_names and return_data:
            return result, objs_in_collision, contact_data
        elif return_names:
            return result, objs_in_collision
        elif return_data:
            return result, contact_data
        else:
            return result
Exemple #3
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    def in_collision_single(self, mesh, transform=None, return_names=False):
        '''
        Check a single object for collisions against all objects in the manager.

        Parameters
        ----------
        mesh:          Trimesh object, the geometry of the collision object
        transform:    (4,4) float,     homogenous transform matrix for the object
        return_names : bool,           If true, a set is returned containing the names
                                       of all objects in collision with the provided object

        Returns
        -------
        is_collision: bool, True if a collision occurs and False otherwise
        names: set of str,  The set of names of objects that collided with the provided one
        '''
        if transform is None:
            transform = np.eye(4)

        # Create FCL data
        b = fcl.BVHModel()
        b.beginModel(len(mesh.vertices), len(mesh.faces))
        b.addSubModel(mesh.vertices, mesh.faces)
        b.endModel()
        t = fcl.Transform(transform[:3, :3], transform[:3, 3])
        o = fcl.CollisionObject(b, t)

        # Collide with manager's objects
        cdata = fcl.CollisionData()
        if return_names:
            cdata = fcl.CollisionData(request=fcl.CollisionRequest(
                num_max_contacts=100000, enable_contact=True))

        self._manager.collide(o, cdata, fcl.defaultCollisionCallback)

        result = cdata.result.is_collision

        # If we want to return the objects that were collision, collect them.
        if return_names:
            objs_in_collision = set()
            for contact in cdata.result.contacts:
                cg = contact.o1
                if cg == b:
                    cg = contact.o2
                name = self._extract_name(cg)
                objs_in_collision.add(name)
            return result, objs_in_collision
        else:
            return result
Exemple #4
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    def in_collision_single(self, mesh, transform=None):
        '''
        Check a single object for collisions against all objects in the manager.

        Parameters
        ----------
        mesh:      Trimesh object, the geometry of the collision object
        transform: (4,4) float, homogenous transform matrix for the object

        Returns
        -------
        is_collision: bool, True if a collision occurs and False otherwise
        '''
        if transform is None:
            transform = np.eye(4)

        # Create FCL data
        b = fcl.BVHModel()
        b.beginModel(len(mesh.vertices), len(mesh.faces))
        b.addSubModel(mesh.vertices, mesh.faces)
        b.endModel()
        t = fcl.Transform(transform[:3, :3], transform[:3, 3])
        o = fcl.CollisionObject(b, t)

        # Collide with manager's objects
        cdata = fcl.CollisionData()
        self._manager.collide(o, cdata, fcl.defaultCollisionCallback)
        return cdata.result.is_collision
Exemple #5
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    def isValid(self, state):
#         print("collision")
        sample = np.array([state[0], state[1], 0])
#         sample = np.array([state().getX(), state().getY(), state().getYaw()])
        req = fcl.CollisionRequest(num_max_contacts=100, enable_contact=True)
        rdata = fcl.CollisionData(request = req)

        cyl = fcl.Cylinder(0.01, 2)
        t = fcl.Transform(sample)
        agent = fcl.CollisionObject(cyl, t)

        self.fcl_manager.collide(agent, rdata, fcl.defaultCollisionCallback)
#         if(rdata.result.is_collision):
#             print("state: ", sample, " collision: ", rdata.result.is_collision)
#         print ('Collision between manager 1 and agent?: {}'.format(rdata.result.is_collision))
#         print( 'Contacts:')
#         for c in rdata.result.contacts:
#             print( '\tO1: {}, O2: {}'.format(c.o1, c.o2))
        self.count += 1
        if(rdata.result.is_collision):
            self.collision_count += 1
#             self.states_bad.append(sample)
#         else:
#             self.states_ok.append(sample)
#         return not rdata.result.is_collision
        return True
Exemple #6
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 def predict(self, X, distance=True):
     labels = torch.FloatTensor(len(X), len(self.obs_managers))
     dists = torch.FloatTensor(len(X), len(
         self.obs_managers)) if distance else None
     req = fcl.CollisionRequest(num_max_contacts=1000 if distance else 1,
                                enable_contact=distance)
     for i, cfg in enumerate(X):
         self.robot.update_polygons(cfg)
         self.robot_manager.update()
         assert len(self.robot_manager.getObjects()) == self.robot.dof
         for cat, obs_mng in enumerate(self.obs_managers):
             rdata = fcl.CollisionData(request=req)
             self.robot_manager.collide(obs_mng, rdata,
                                        fcl.defaultCollisionCallback)
             in_collision = rdata.result.is_collision
             labels[i, cat] = 1 if in_collision else -1
             if distance:
                 ddata = fcl.DistanceData()
                 self.robot_manager.distance(obs_mng, ddata,
                                             fcl.defaultDistanceCallback)
                 depths = torch.FloatTensor(
                     [c.penetration_depth for c in rdata.result.contacts])
                 dists[i, cat] = depths.abs().max(
                 ) if in_collision else -ddata.result.min_distance
     if distance:
         return labels, dists
     else:
         return labels
Exemple #7
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    def test_many_objects(self):
        manager = fcl.DynamicAABBTreeCollisionManager()

        objs = [
            fcl.CollisionObject(self.geometry['sphere']),
            fcl.CollisionObject(self.geometry['sphere'],
                                fcl.Transform(np.array([0.0, 0.0, -5.0]))),
            fcl.CollisionObject(self.geometry['sphere'],
                                fcl.Transform(np.array([0.0, 0.0, 5.0])))
        ]

        manager.registerObjects(objs)
        manager.setup()

        self.assertTrue(len(manager.getObjects()) == 3)

        # Many-to-many, internal
        cdata = fcl.CollisionData(self.crequest, fcl.CollisionResult())
        manager.collide(cdata, fcl.defaultCollisionCallback)
        self.assertFalse(cdata.result.is_collision)

        objs[1].setTranslation(np.array([0.0, 0.0, -0.3]))
        manager.update(objs[1])
        cdata = fcl.CollisionData(self.crequest, fcl.CollisionResult())
        manager.collide(cdata, fcl.defaultCollisionCallback)
        self.assertTrue(cdata.result.is_collision)

        objs[1].setTranslation(np.array([0.0, 0.0, -5.0]))
        manager.update(objs[1])
        cdata = fcl.CollisionData(self.crequest, fcl.CollisionResult())
        manager.collide(cdata, fcl.defaultCollisionCallback)
        self.assertFalse(cdata.result.is_collision)

        objs[2].setTranslation(np.array([0.0, 0.0, 0.3]))
        manager.update(objs[2])
        cdata = fcl.CollisionData(self.crequest, fcl.CollisionResult())
        manager.collide(cdata, fcl.defaultCollisionCallback)
        self.assertTrue(cdata.result.is_collision)

        objs[2].setTranslation(np.array([0.0, 0.0, 5.0]))
        manager.update(objs[2])
        cdata = fcl.CollisionData(self.crequest, fcl.CollisionResult())
        manager.collide(cdata, fcl.defaultCollisionCallback)
        self.assertFalse(cdata.result.is_collision)
Exemple #8
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    def in_collision_internal(self):
        '''
        Check if any pair of objects in the manager collide with one another.

        Returns
        -------
        is_collision: bool, True if a collision occured between any pair of objects
                            and False otherwise
        '''
        cdata = fcl.CollisionData()
        self._manager.collide(cdata, fcl.defaultCollisionCallback)
        return cdata.result.is_collision
Exemple #9
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    def in_collision_other(self, other_manager, return_names=False):
        '''
        Check if any object from this manager collides with any object from another manager.

        Parameters
        ----------
        other_manager: CollisionManager, another collision manager object
        return_names:  bool,             If true, a set is returned containing the names
                                         of all pairs of objects in collision.

        Returns
        -------
        is_collision: bool,  True if a collision occured between any pair of objects
                             and False otherwise
        names: set of 2-tup, The set of pairwise collisions. Each tuple
                             contains two names (first from this manager,
                             second from the other_manager) indicating
                             that the two correspoinding objects are in collision.
        '''
        cdata = fcl.CollisionData()
        if return_names:
            cdata = fcl.CollisionData(request=fcl.CollisionRequest(num_max_contacts=100000,
                                                                   enable_contact=True))
        self._manager.collide(other_manager._manager,
                              cdata,
                              fcl.defaultCollisionCallback)
        result = cdata.result.is_collision

        if return_names:
            objs_in_collision = set()
            for contact in cdata.result.contacts:
                name1, name2 = self._extract_name(
                    contact.o1), other_manager._extract_name(contact.o2)
                if name1 is None:
                    name1, name2 = self._extract_name(
                        contact.o2), other_manager._extract_name(contact.o1)
                objs_in_collision.add((name1, name2))
            return result, objs_in_collision
        else:
            return result
Exemple #10
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    def in_collision_internal(self, return_names=False):
        '''
        Check if any pair of objects in the manager collide with one another.

        Parameters
        ----------
        return_names : bool
            If true, a set is returned containing the names
            of all pairs of objects in collision.

        Returns
        -------
        is_collision: bool,  True if a collision occured between any pair of objects
                             and False otherwise
        names: set of 2-tup, The set of pairwise collisions. Each tuple
                             contains two names in alphabetical order indicating
                             that the two correspoinding objects are in collision.
        '''
        cdata = fcl.CollisionData()
        if return_names:
            cdata = fcl.CollisionData(request=fcl.CollisionRequest(
                num_max_contacts=100000, enable_contact=True))

        self._manager.collide(cdata, fcl.defaultCollisionCallback)

        result = cdata.result.is_collision

        if return_names:
            objs_in_collision = set()
            for contact in cdata.result.contacts:
                name1, name2 = (self._extract_name(contact.o1),
                                self._extract_name(contact.o2))
                names = tuple(sorted((name1, name2)))
                objs_in_collision.add(names)
            return result, objs_in_collision
        else:
            return result
Exemple #11
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    def in_collision_other(self, other_manager):
        '''
        Check if any object from this manager collides with any object from another manager.

        Parameters
        ----------
        other_manager: CollisionManager, another collision manager object

        Returns
        -------
        is_collision: bool, True if a collision occured between any pair of objects
                            and False otherwise
        '''
        cdata = fcl.CollisionData()
        self._manager.collide(other_manager._manager, cdata,
                              fcl.defaultCollisionCallback)
        return cdata.result.is_collision
Exemple #12
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    def update(i):
        link_plot.set_data(points[i, :, 0], points[i, :, 1])
        joint_plot.set_data(points[i, :-1, 0], points[i, :-1, 1])
        eff_plot.set_data(points[i, -1:, 0], points[i, -1:, 1])

        robot.update_polygons(q[i])
        robot_manager.update()
        assert len(robot_manager.getObjects()) == 7
        rdata = fcl.CollisionData(request=req)
        robot_manager.collide(obs_manager, rdata, fcl.defaultCollisionCallback)
        in_collision = rdata.result.is_collision
        if in_collision:
            print('Collision!!')
        ax.set_title('In Collision?: {} {}'.format(
            in_collision,
            robot_manager.getObjects()[3].getTranslation()))
        return link_plot, joint_plot, eff_plot
Exemple #13
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def checkLidarCollistion(lidar, verts, tris):
    mesh = fcl.BVHModel()
    mesh.beginModel(len(verts), len(tris))
    mesh.addSubModel(verts, tris)
    mesh.endModel()
    mesh_obj = fcl.CollisionObject(mesh)
    objs = [mesh_obj, lidar]
    manager = fcl.DynamicAABBTreeCollisionManager()
    manager.registerObjects(objs)
    manager.setup()
    crequest = fcl.CollisionRequest(enable_contact=True)
    drequest = fcl.DistanceRequest(enable_nearest_points=True)
    cdata = fcl.CollisionData(crequest, fcl.CollisionResult())
    ddata = fcl.DistanceData(drequest, fcl.DistanceResult())
    manager.collide(cdata, fcl.defaultCollisionCallback)
    manager.distance(ddata, fcl.defaultDistanceCallback)
    minimum_distance = ddata.result.min_distance
    return minimum_distance
Exemple #14
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    def isValidPoint(self, s_q):
        # check if the sampled point is inside the world"
        if not (self.x_min[0] < s_q[0] < self.x_max[0]
                and self.x_min[1] < s_q[1] < self.x_max[1]
                and self.v_min[0] < s_q[2] < self.v_max[0]
                and self.v_min[1] < s_q[3] < self.v_max[1]):
            return False

        # 一对many
        fclPoint = self.point2fcl(s_q)

        req = fcl.CollisionRequest(num_max_contacts=100, enable_contact=True)
        rdata = fcl.CollisionData(request=req)
        self.fcl_manager.collide(fclPoint, rdata, fcl.defaultCollisionCallback)
        # print('Collision between manager 1 and Mesh?: {}'.format(rdata.result.is_collision))
        # print('Contacts:')
        # for c in rdata.result.contacts:
        #     print('\tO1: {}, O2: {}'.format(c.o1, c.o2))

        return not rdata.result.is_collision
Exemple #15
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def CheckCollison(rotate_direction, verts, tris, stick, rota_degree, trans_x,
                  trans_y, tolerance):
    global previous_minimum_distance
    mesh = fcl.BVHModel()
    mesh.beginModel(len(verts), len(tris))
    mesh.addSubModel(verts, tris)
    mesh.endModel()
    mesh_obj = fcl.CollisionObject(mesh)
    objs = [mesh_obj, stick]
    manager = fcl.DynamicAABBTreeCollisionManager()
    manager.registerObjects(objs)
    manager.setup()
    crequest = fcl.CollisionRequest(enable_contact=True)
    drequest = fcl.DistanceRequest(enable_nearest_points=True)
    cdata = fcl.CollisionData(crequest, fcl.CollisionResult())
    ddata = fcl.DistanceData(drequest, fcl.DistanceResult())
    manager.collide(cdata, fcl.defaultCollisionCallback)
    manager.distance(ddata, fcl.defaultDistanceCallback)
    #print("Is collision: ", cdata.result.is_collision)
    minimum_distance = ddata.result.min_distance
    nearest_point = ddata.result.nearest_points[0][:2]
    nearest_point_stick = ddata.result.nearest_points[1]
    nearest_point_stick = Transform(rota_degree, trans_x, trans_y,
                                    nearest_point_stick)
    collision = -10000
    if previous_minimum_distance != -10000:
        if minimum_distance == -1:
            collision = -1
            print("The tip of the stick is inside the soft tissues.")
        elif minimum_distance >= tolerance:
            collision = 0
            print("No collision")
        elif minimum_distance >= 0 and minimum_distance < tolerance and minimum_distance < previous_minimum_distance:
            print("Collision")
            collision = 1
        # if nearest_point in verts:
        #     print("nearest point of the stick:", nearest_point_stick)
    tmp = previous_minimum_distance
    previous_minimum_distance = minimum_distance
    return nearest_point, collision, minimum_distance
Exemple #16
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    def isValid(self, q_set):
        # check validity for multiple points.
        # will be used for piecewize path consited of multiple points

        # for q in q_set:
        #     if not self.isValidPoint(q):
        #         return False
        # return True
        if len(q_set.shape) < 2:
            return self.isValidPoint(q_set)
        manager_q = fcl.DynamicAABBTreeCollisionManager()
        qs = []
        for q in q_set:
            qs.append(self.point2fcl(q))
        manager_q.registerObjects(qs)
        req = fcl.CollisionRequest(num_max_contacts=100, enable_contact=True)
        rdata = fcl.CollisionData(request=req)
        self.fcl_manager.collide(manager_q, rdata,
                                 fcl.defaultCollisionCallback)
        # print('Collision between manager 1 and Mesh?: {}'.format(rdata.result.is_collision))
        # print('Contacts:')
        # for c in rdata.result.contacts:
        #     print('\tO1: {}, O2: {}'.format(c.o1, c.o2))
        return not rdata.result.is_collision
Exemple #17
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    def in_collision_single(self,
                            mesh,
                            transform=None,
                            return_names=False,
                            return_data=False):
        """
        Check a single object for collisions against all objects in the
        manager.

        Parameters
        ----------
        mesh:         Trimesh object, the geometry of the collision object
        transform:    (4,4) float,    homogenous transform matrix
        return_names: bool,           If true, a set is returned containing the names
                                      of all objects in collision with the object
        return_data:  bool,           If true, a list of ContactData is returned as well

        Returns
        -------
        is_collision: bool,            True if a collision occurs and False otherwise
        names: set of str,             The set of names of objects that collided with the
                                       provided one
        contacts: list of ContactData, All contacts detected
        """
        if transform is None:
            transform = np.eye(4)

        # Create FCL data
        b = self._get_BVH(mesh)
        t = fcl.Transform(transform[:3, :3], transform[:3, 3])
        o = fcl.CollisionObject(b, t)

        # Collide with manager's objects
        cdata = fcl.CollisionData()
        if return_names or return_data:
            cdata = fcl.CollisionData(request=fcl.CollisionRequest(
                num_max_contacts=100000, enable_contact=True))

        self._manager.collide(o, cdata, fcl.defaultCollisionCallback)
        result = cdata.result.is_collision

        # If we want to return the objects that were collision, collect them.
        objs_in_collision = set()
        contact_data = []
        if return_names or return_data:
            for contact in cdata.result.contacts:
                cg = contact.o1
                if cg == b:
                    cg = contact.o2
                name = self._extract_name(cg)

                names = (name, '__external')
                if cg == contact.o2:
                    names = reversed(names)

                if return_names:
                    objs_in_collision.add(name)
                if return_data:
                    contact_data.append(ContactData(names, contact))

        if return_names and return_data:
            return result, objs_in_collision, contact_data
        elif return_names:
            return result, objs_in_collision
        elif return_data:
            return result, contact_data
        else:
            return result
def generate_one(robot,
                 obs_num,
                 folder,
                 label_type='binary',
                 num_class=None,
                 num_points=8000,
                 env_id='',
                 vis=True):
    obstacles = []
    types = ['rect', 'circle']
    link_length = robot.link_length[0].item()
    for i in range(obs_num):
        obs_t = types[randint(2)]
        if types[0] in obs_t:  # rectangle, size = 0.5-3.5, pos = -7~7
            while True:
                s = rand(2) * 3 + 0.5
                if obs_num <= 2:
                    p = rand(2) * 10 - 5
                else:
                    p = rand(2) * 14 - 7
                if any(p - s / 2 > link_length) or any(
                        p +
                        s / 2 < -link_length):  # the near-origin area is clear
                    break
        elif types[1] in obs_t:  # circle, size = 0.25-2, pos = -7~7
            while True:
                s = rand() * 1.75 + 0.25
                if obs_num <= 2:
                    p = rand(2) * 10 - 5
                else:
                    p = rand(2) * 14 - 7
                if np.linalg.norm(p) > s + link_length:
                    break
        obstacles.append((obs_t, p, s))

    fcl_obs = [FCLObstacle(*param) for param in obstacles]
    fcl_collision_obj = [fobs.cobj for fobs in fcl_obs]
    # geom2instnum = {id(g): i for i, (_, g) in enumerate(fcl_obs)}

    cfgs = torch.rand((num_points, robot.dof), dtype=torch.float32)
    cfgs = cfgs * (robot.limits[:, 1] - robot.limits[:, 0]) + robot.limits[:,
                                                                           0]
    if label_type == 'binary':
        labels = torch.zeros(num_points, 1, dtype=torch.float)
        dists = torch.zeros(num_points, 1, dtype=torch.float)
        obs_managers = [fcl.DynamicAABBTreeCollisionManager()]
        obs_managers[0].registerObjects(fcl_collision_obj)
        obs_managers[0].setup()
    elif label_type == 'instance':
        labels = torch.zeros(num_points, len(obstacles), dtype=torch.float)
        dists = torch.zeros(num_points, len(obstacles), dtype=torch.float)
        obs_managers = [fcl.DynamicAABBTreeCollisionManager() for _ in fcl_obs]
        for mng, cobj in zip(obs_managers, fcl_collision_obj):
            mng.registerObjects([cobj])
    elif label_type == 'class':
        labels = torch.zeros(num_points, num_class, dtype=torch.float)
        dists = torch.zeros(num_points, num_class, dtype=torch.float)
        obs_managers = [
            fcl.DynamicAABBTreeCollisionManager() for _ in range(num_class)
        ]
        obj_by_cls = [[] for _ in range(num_class)]
        for obj in fcl_obs:
            obj_by_cls[obj.category].append(obj.cobj)
        for mng, obj_group in zip(obs_managers, obj_by_cls):
            mng.registerObjects(obj_group)

    robot_links = robot.update_polygons(cfgs[0])
    robot_manager = fcl.DynamicAABBTreeCollisionManager()
    robot_manager.registerObjects(robot_links)
    robot_manager.setup()
    for mng in obs_managers:
        mng.setup()
    req = fcl.CollisionRequest(num_max_contacts=1000, enable_contact=True)

    times = []
    st = time()
    for i, cfg in enumerate(cfgs):
        st1 = time()
        robot.update_polygons(cfg)
        robot_manager.update()
        assert len(robot_manager.getObjects()) == robot.dof
        for cat, obs_mng in enumerate(obs_managers):
            rdata = fcl.CollisionData(request=req)
            robot_manager.collide(obs_mng, rdata, fcl.defaultCollisionCallback)
            in_collision = rdata.result.is_collision
            ddata = fcl.DistanceData()
            robot_manager.distance(obs_mng, ddata, fcl.defaultDistanceCallback)
            depths = torch.FloatTensor(
                [c.penetration_depth for c in rdata.result.contacts])

            labels[i, cat] = 1 if in_collision else -1
            dists[i, cat] = depths.abs().max(
            ) if in_collision else -ddata.result.min_distance
        end1 = time()
        times.append(end1 - st1)
    end = time()
    times = np.array(times)
    print('std: {}, mean {}, avg {}'.format(times.std(), times.mean(),
                                            (end - st) / len(cfgs)))

    in_collision = (labels == 1).sum(1) > 0
    if label_type == 'binary':
        labels = labels.squeeze_(1)
        dists = dists.squeeze_(1)
    print('env_id {}, {} collisons, {} free'.format(
        env_id, torch.sum(in_collision == 1), torch.sum(in_collision == 0)))
    if torch.sum(in_collision == 1) == 0:
        print('0 Collision. You may want to regenerate env {}obs{}'.format(
            obs_num, env_id))

    dataset = {
        'data': cfgs,
        'label': labels,
        'dist': dists,
        'obs': obstacles,
        'robot': robot.__class__,
        'rparam': [
            robot.link_length,
            robot.link_width,
            robot.dof,
        ]
    }
    torch.save(
        dataset,
        os.path.join(
            folder, '2d_{}dof_{}obs_{}_{}.pt'.format(robot.dof, obs_num,
                                                     label_type, env_id)))

    if vis:
        create_plots(robot, obstacles, cfg=None)
        plt.savefig(
            os.path.join(
                folder,
                '2d_{}dof_{}obs_{}_{}.png'.format(robot.dof, obs_num,
                                                  label_type, env_id)))
        plt.close()

    return
Exemple #19
0
box1 = fcl.CollisionObject(fcl.Box(1, 1, 0.0), Transform) #x,y,z length center at the origin
#box.setTranslation(np.array([0.0, 1.05000, 0.0])) #useful
#box.setRotation(rotation) #useful
#other options: setTransform setQuatRotation


rota_degree = 0
rotation = np.array([[np.cos(rota_degree/180*np.pi), -np.sin(rota_degree/180*np.pi), 0.0],
                     [np.sin(rota_degree/180*np.pi), np.cos(rota_degree/180*np.pi), 0.0],
                     [0.0, 0.0, 1.0]])
translation = np.array([1.4999, 0, 0.0])
Transform = fcl.Transform(rotation, translation)
box2 = fcl.CollisionObject(fcl.Box(3, 3, 0.0), Transform) #x,y,z length center at the origin
cylinder = fcl.CollisionObject(fcl.Cylinder(1, 0.0),Transform) #radius = 1
objs = [box1,cylinder]

manager = fcl.DynamicAABBTreeCollisionManager()
manager.registerObjects(objs)
manager.setup()


crequest = fcl.CollisionRequest(num_max_contacts=100, enable_contact=True)
cdata = fcl.CollisionData(crequest, fcl.CollisionResult())

manager.collide(cdata, fcl.defaultCollisionCallback)
print(cdata.result.contacts)
for contact in cdata.result.contacts:
    print(contact.pos)
    print(contact.normal)
    print(contact.penetration_depth)
Exemple #20
0
    def test_managed_collisions(self):
        manager1 = fcl.DynamicAABBTreeCollisionManager()
        manager2 = fcl.DynamicAABBTreeCollisionManager()
        manager3 = fcl.DynamicAABBTreeCollisionManager()

        objs1 = [
            fcl.CollisionObject(self.geometry['box']),
            fcl.CollisionObject(self.geometry['cylinder'])
        ]
        objs2 = [
            fcl.CollisionObject(self.geometry['cone'],
                                fcl.Transform(np.array([0.0, 0.0, 5.0]))),
            fcl.CollisionObject(self.geometry['cylinder'],
                                fcl.Transform(np.array([0.0, 0.0, -5.0])))
        ]
        objs3 = [
            fcl.CollisionObject(self.geometry['mesh']),
            fcl.CollisionObject(self.geometry['box'],
                                fcl.Transform(np.array([0.0, 0.0, -5.0])))
        ]

        manager1.registerObjects(objs1)
        manager2.registerObjects(objs2)
        manager3.registerObjects(objs3)

        manager1.setup()
        manager2.setup()
        manager3.setup()

        self.assertTrue(len(manager1.getObjects()) == 2)
        self.assertTrue(len(manager2.getObjects()) == 2)
        self.assertTrue(len(manager3.getObjects()) == 2)

        # One-to-many
        o1 = fcl.CollisionObject(self.geometry['box'])
        o2 = fcl.CollisionObject(self.geometry['cylinder'],
                                 fcl.Transform(np.array([0.0, 0.0, -4.6])))

        cdata = fcl.CollisionData(self.crequest, fcl.CollisionResult())
        manager1.collide(o1, cdata, fcl.defaultCollisionCallback)
        self.assertTrue(cdata.result.is_collision)

        cdata = fcl.CollisionData(self.crequest, fcl.CollisionResult())
        manager1.collide(o2, cdata, fcl.defaultCollisionCallback)
        self.assertFalse(cdata.result.is_collision)

        cdata = fcl.CollisionData(self.crequest, fcl.CollisionResult())
        manager2.collide(o1, cdata, fcl.defaultCollisionCallback)
        self.assertFalse(cdata.result.is_collision)

        cdata = fcl.CollisionData(self.crequest, fcl.CollisionResult())
        manager2.collide(o2, cdata, fcl.defaultCollisionCallback)
        self.assertTrue(cdata.result.is_collision)

        # Many-to-many, internal
        cdata = fcl.CollisionData(self.crequest, fcl.CollisionResult())
        manager1.collide(cdata, fcl.defaultCollisionCallback)
        self.assertTrue(cdata.result.is_collision)

        cdata = fcl.CollisionData(self.crequest, fcl.CollisionResult())
        manager2.collide(cdata, fcl.defaultCollisionCallback)
        self.assertFalse(cdata.result.is_collision)

        # Many-to-many, grouped
        cdata = fcl.CollisionData(self.crequest, fcl.CollisionResult())
        manager1.collide(manager2, cdata, fcl.defaultCollisionCallback)
        self.assertFalse(cdata.result.is_collision)

        cdata = fcl.CollisionData(self.crequest, fcl.CollisionResult())
        manager2.collide(manager3, cdata, fcl.defaultCollisionCallback)
        self.assertTrue(cdata.result.is_collision)

        cdata = fcl.CollisionData(self.crequest, fcl.CollisionResult())
        manager1.collide(manager3, cdata, fcl.defaultCollisionCallback)
        self.assertTrue(cdata.result.is_collision)
def collision(ball1, ball2, ball3, ball4):

    geom1 = fcl.Sphere(1.0)
    geom2 = fcl.Sphere(1.0)

    geom3 = fcl.Sphere(1.0)
    geom4 = fcl.Sphere(1.0)

    T1 = [ball1.pos.x, ball1.pos.y, ball1.pos.z]
    t1 = fcl.Transform(T1)
    obj1 = fcl.CollisionObject(geom1, t1)

    T2 = [ball2.pos.x, ball2.pos.y, ball2.pos.z]
    t2 = fcl.Transform(T2)
    obj2 = fcl.CollisionObject(geom2, t2)

    T3 = [ball3.pos.x, ball3.pos.y, ball3.pos.z]
    t3 = fcl.Transform(T3)
    obj3 = fcl.CollisionObject(geom3, t3)

    T4 = [ball4.pos.x, ball4.pos.y, ball4.pos.z]
    t4 = fcl.Transform(T4)
    obj4 = fcl.CollisionObject(geom4, t4)

    geoms = [geom1, geom2, geom3, geom4]
    objs = [obj1, obj2, obj3, obj4]
    names = ['obj1', 'obj2', 'obj3', 'obj4']

    # Create map from geometry IDs to objects
    geom_id_to_obj = {id(geom): obj for geom, obj in zip(geoms, objs)}

    # Create map from geometry IDs to string names
    geom_id_to_name = {id(geom): name for geom, name in zip(geoms, names)}

    # Create manager
    manager = fcl.DynamicAABBTreeCollisionManager()
    manager.registerObjects(objs)
    manager.setup()

    # Create collision request structure
    crequest = fcl.CollisionRequest(num_max_contacts=100, enable_contact=True)
    cdata = fcl.CollisionData(crequest, fcl.CollisionResult())

    # Run collision request
    manager.collide(cdata, fcl.defaultCollisionCallback)

    # Extract collision data from contacts and use that to infer set of
    # objects that are in collision
    objs_in_collision = set()

    for contact in cdata.result.contacts:
        # Extract collision geometries that are in contact
        coll_geom_0 = contact.o1
        coll_geom_1 = contact.o2

        # Get their names
        coll_names = [
            geom_id_to_name[id(coll_geom_0)], geom_id_to_name[id(coll_geom_1)]
        ]
        coll_names = tuple(sorted(coll_names))

        objs_in_collision.add(coll_names)

    for coll_pair in objs_in_collision:
        print('Object {} in collision with object {}!'.format(
            coll_pair[0], coll_pair[1]))
    return objs_in_collision
Exemple #22
0
# # Managed internal (sub-n^2) distance checking
# #=====================================================================
# ddata = fcl.DistanceData()
# manager1.distance(ddata, fcl.defaultDistanceCallback)
# print('Closest distance within manager 1?: {}'.format(ddata.result.min_distance))

#=====================================================================
# Managed one to many collision checking
#=====================================================================
# req = fcl.CollisionRequest(num_max_contacts=100, enable_contact=True)
# rdata = fcl.CollisionData(request = req)

# manager1.collide(fcl.CollisionObject(m), rdata, fcl.defaultCollisionCallback)
# print('Collision between manager 1 and Mesh?: {}'.format(rdata.result.is_collision))
# print('Contacts:')
# for c in rdata.result.contacts:
#     print('\tO1: {}, O2: {}, depth: {}'.format(c.o1, c.o2, c.penetration_depth))

#=====================================================================
# Managed many to many collision checking
#=====================================================================
req = fcl.CollisionRequest(num_max_contacts=100, enable_contact=True)
rdata = fcl.CollisionData(request=req)
manager1.collide(manager2, rdata, fcl.defaultCollisionCallback)
print('Collision between manager 1 and manager 2?: {}'.format(
    rdata.result.is_collision))
print('Contacts:')
for c in rdata.result.contacts:
    print('\tO1: {}, O2: {}, depth: {}, pos: {}, normal: {}'.format(
        c.o1, c.o2, c.penetration_depth, c.pos, c.normal))
print(1 - 2 / np.sqrt(5))