Example #1
0
 def test_run_task_validator(self):
     for task_file in TASKS:
         test_name = task_file.split('.py')[0]
         with self.subTest(task=test_name):
             if test_name in FLAKY_TASKS:
                 self.skipTest('Flaky task.')
             sim = PyRep()
             ttt_file = os.path.join(
                 DIR_PATH, '..', '..', 'rlbench', TTT_FILE)
             sim.launch(ttt_file, headless=True)
             sim.step_ui()
             sim.set_simulation_timestep(50.0)
             sim.step_ui()
             sim.start()
             robot = Robot(Panda(), PandaGripper())
             obs = ObservationConfig()
             obs.set_all(False)
             scene = Scene(sim, robot, obs)
             sim.start()
             task_class = task_file_to_task_class(task_file)
             active_task = task_class(sim, robot)
             try:
                 task_smoke(active_task, scene, variation=-1,
                            max_variations=2, success=0.25)
             except Exception as e:
                 sim.stop()
                 sim.shutdown()
                 raise e
             sim.stop()
             sim.shutdown()
Example #2
0
def main(argv):

    task_files = [t.replace('.py', '') for t in os.listdir(task.TASKS_PATH)
                  if t != '__init__.py' and t.endswith('.py')]

    if len(FLAGS.tasks) > 0:
        for t in FLAGS.tasks:
            if t not in task_files:
                raise ValueError('Task %s not recognised!.' % t)
        task_files = FLAGS.tasks

    tasks = [task_file_to_task_class(t) for t in task_files]

    manager = Manager()

    result_dict = manager.dict()
    file_lock = manager.Lock()

    task_index = manager.Value('i', 0)
    variation_count = manager.Value('i', 0)
    lock = manager.Lock()

    check_and_make(FLAGS.save_path)

    processes = [Process(
        target=run, args=(
            i, lock, task_index, variation_count, result_dict, file_lock,
            tasks))
        for i in range(FLAGS.processes)]
    [t.start() for t in processes]
    [t.join() for t in processes]

    print('Data collection done!')
    for i in range(FLAGS.processes):
        print(result_dict[i])
Example #3
0
def main(argv):

    obs_config = ObservationConfig(record_gripper_closing=True)
    obs_config.set_all(False)

    vrc = rand_every = None
    frequency = 0
    if FLAGS.domain_randomization:
        vrc = VisualRandomizationConfig(FLAGS.textures_path)
        rand_every = RandomizeEvery.TRANSITION
        frequency = 10

    env = Environment(ActionMode(), obs_config=obs_config,
                      randomize_every=rand_every, frequency=frequency,
                      visual_randomization_config=vrc, headless=FLAGS.headless)
    env.launch()

    # Add the camera to the scene
    cam_placeholder = Dummy('cam_cinematic_placeholder')
    cam = VisionSensor.create(FLAGS.camera_resolution)
    cam.set_pose(cam_placeholder.get_pose())
    cam.set_parent(cam_placeholder)

    cam_motion = CircleCameraMotion(cam, Dummy('cam_cinematic_base'), 0.005)
    tr = TaskRecorder(env, cam_motion, fps=30)

    if len(FLAGS.tasks) > 0:
        task_names = FLAGS.tasks
    else:
        task_names = [t.split('.py')[0] for t in os.listdir(TASKS_PATH)
                      if t != '__init__.py' and t.endswith('.py')]
    task_classes = [task_file_to_task_class(
        task_file) for task_file in task_names]

    for i, (name, cls) in enumerate(zip(task_names, task_classes)):
        good = tr.record_task(cls)
        if FLAGS.individual and good:
            tr.save(os.path.join(FLAGS.save_dir, '%s.avi' % name))

    if not FLAGS.individual:
        tr.save(os.path.join(FLAGS.save_dir, 'recorded_tasks.avi'))
    env.shutdown()
    # Task set-up
    scene.init_task()
    [variation_smoke(i) for i in variations_to_test]


if __name__ == '__main__':
    parser = argparse.ArgumentParser()
    parser.add_argument("task", help="The task file to test.")
    args = parser.parse_args()

    python_file = os.path.join(TASKS_PATH, args.task)
    if not os.path.isfile(python_file):
        raise RuntimeError('Could not find the task file: %s' % python_file)

    task_class = task_file_to_task_class(args.task)

    DIR_PATH = os.path.dirname(os.path.abspath(__file__))
    sim = PyRep()
    ttt_file = os.path.join(DIR_PATH, '..', 'rlbench', TTT_FILE)
    sim.launch(ttt_file, headless=True)
    sim.step_ui()
    sim.set_simulation_timestep(0.005)
    sim.step_ui()
    sim.start()

    robot = Robot(Panda(), PandaGripper())

    active_task = task_class(sim, robot)
    obs = ObservationConfig()
    obs.set_all(False)