import numpy as np from cliport.tasks.task import Task from cliport.utils import utils import pybullet as p import random class TowersOfHanoiSeq(Task): """Move the ring to the specified peg in the language instruction at each timestep""" def __init__(self): super().__init__() self.max_steps = 14 self.lang_template = "move the {obj} ring to the {loc}" self.task_completed_desc = "solved towers of hanoi." self.additional_reset() def reset(self, env): super().reset(env) # Add stand. base_size = (0.12, 0.36, 0.01) base_urdf = 'hanoi/stand.urdf' base_pose = self.get_random_pose(env, base_size) env.add_object(base_urdf, base_pose, 'fixed') # Choose three colors for three rings. colors, color_names = utils.get_colors(mode=self.mode, n_colors=3) # Rod positions in base coordinates. rod_pos = ((0, -0.12, 0.03), (0, 0, 0.03), (0, 0.12, 0.03)) rod_names = ('lighter brown side', 'middle of the stand', 'darker brown side') # Add disks. disks = [] disks_names = {} n_disks = 3 for i in range(n_disks): disk_urdf = 'hanoi/disk%d.urdf' % i pos = utils.apply(base_pose, rod_pos[0]) z = 0.015 * (n_disks - i - 2) pos = (pos[0], pos[1], pos[2] + z) ring_id = env.add_object(disk_urdf, (pos, base_pose[1]), color=colors[i]) disks.append(ring_id) disks_names[ring_id] = color_names[i] # Solve Hanoi sequence with dynamic programming. hanoi_steps = utils.solve_hanoi_all(n_disks) # Goal: pick and place disks using Hanoi sequence. for step in hanoi_steps: disk_id = disks[step[0]] targ_pos = rod_pos[step[2]] targ_pos = utils.apply(base_pose, targ_pos) targ_pose = (targ_pos, (0, 0, 0, 1)) language_goal = self.lang_template.format(obj=disks_names[disk_id], loc=rod_names[step[2]]) self.add_goal(objs=[disk_id], matches=np.int32([[1]]), targ_poses=[targ_pose], replace=False, rotations=True, metric='pose', params=None, step_max_reward=1 / len(hanoi_steps), symmetries=[0] , language_goal=language_goal)