import numpy as np from cliport.tasks.task import Task from cliport.utils import utils import pybullet as p import random class StackBlockPyramidSeq(Task): """Stacking Block Pyramid Sequence base class.""" def __init__(self): super().__init__() self.max_steps = 12 self.lang_template = "put the {pick} block on {place}" self.task_completed_desc = "done stacking block pyramid." self.additional_reset() def reset(self, env): super().reset(env) # Add base. # x, y, z dimensions for the asset size base_size = (0.05, 0.15, 0.005) base_urdf = 'stacking/stand.urdf' base_pose = self.get_random_pose(env, base_size) env.add_object(base_urdf, base_pose, 'fixed') # Block colors. colors, color_names = utils.get_colors(self.mode) # Add blocks. # x, y, z dimensions for the asset size block_size = (0.04, 0.04, 0.04) block_urdf = 'stacking/block.urdf' objs = [] for i in range(6): block_pose = self.get_random_pose(env, block_size) block_id = env.add_object(block_urdf, block_pose, color=colors[i]) objs.append(block_id) # Associate placement locations for goals. place_pos = [(0, -0.05, 0.03), (0, 0, 0.03), (0, 0.05, 0.03), (0, -0.025, 0.08), (0, 0.025, 0.08), (0, 0, 0.13)] targs = [(utils.apply(base_pose, i), base_pose[1]) for i in place_pos] # Goal: make bottom row. self.add_goal(objs=[objs[0]], matches=np.ones((1, 1)), targ_poses=[targs[0]], replace=False, rotations=True, metric='pose', params=None, step_max_reward=1 / 6, symmetries=[np.pi/2]) self.lang_goals.append(self.lang_template.format(pick=color_names[0], place="the lightest brown block")) self.add_goal(objs=[objs[1]], matches=np.ones((1, 1)), targ_poses=[targs[1]], replace=False, rotations=True, metric='pose', params=None, step_max_reward=1 / 6, symmetries=[np.pi/2]) self.lang_goals.append(self.lang_template.format(pick=color_names[1], place="the middle brown block")) self.add_goal(objs=[objs[2]], matches=np.ones((1, 1)), targ_poses=[targs[2]], replace=False, rotations=True, metric='pose', params=None, step_max_reward=1 / 6, symmetries=[np.pi/2]) self.lang_goals.append(self.lang_template.format(pick=color_names[2], place="the darkest brown block")) # Goal: make middle row. self.add_goal(objs=[objs[3]], matches=np.ones((1, 1)), targ_poses=[targs[3]], replace=False, rotations=True, metric='pose', params=None, step_max_reward=1 / 6, symmetries=[np.pi/2]) self.lang_goals.append(self.lang_template.format(pick=color_names[3], place=f"the {color_names[0]} and {color_names[1]} blocks")) self.add_goal(objs=[objs[4]], matches=np.ones((1, 1)), targ_poses=[targs[4]], replace=False, rotations=True, metric='pose', params=None, step_max_reward=1 / 6, symmetries=[np.pi/2]) self.lang_goals.append(self.lang_template.format(pick=color_names[4], place=f"the {color_names[1]} and {color_names[2]} blocks")) # Goal: make top row. self.add_goal(objs=[objs[5]], matches=np.ones((1, 1)), targ_poses=[targs[5]], replace=False, rotations=True, metric='pose', params=None, step_max_reward=1 / 6, symmetries=[np.pi/2]) self.lang_goals.append(self.lang_template.format(pick=color_names[5], place=f"the {color_names[3]} and {color_names[4]} blocks"))