RoboWaiter/robowaiter/algos/explore/AEM.py

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#!/usr/bin/env python3
# -*- encoding: utf-8 -*-
# enconding = utf8
import sys
import time
import grpc
from explore import Explore
sys.path.append('./')
sys.path.append('../')
import matplotlib.pyplot as plt
import numpy as np
from mpl_toolkits.axes_grid1 import make_axes_locatable
import GrabSim_pb2_grpc
import GrabSim_pb2
channel = grpc.insecure_channel('localhost:30001', options=[
('grpc.max_send_message_length', 1024 * 1024 * 1024),
('grpc.max_receive_message_length', 1024 * 1024 * 1024)
])
sim_client = GrabSim_pb2_grpc.GrabSimStub(channel)
'''
初始化,卸载已经加载的关卡,清除所有机器人
'''
def Init():
sim_client.Init(GrabSim_pb2.NUL())
'''
获取当前可加载的地图信息(地图名字、地图尺寸)
'''
def AcquireAvailableMaps():
AvailableMaps = sim_client.AcquireAvailableMaps(GrabSim_pb2.NUL())
print(AvailableMaps)
'''
1、根据mapID加载指定地图
2、如果scene_num>1,则根据地图尺寸偏移后加载多个相同地图
3、这样就可以在一个关卡中训练多个地图
'''
def SetWorld(map_id=0, scene_num=1):
print('------------------SetWorld----------------------')
world = sim_client.SetWorld(GrabSim_pb2.BatchMap(count=scene_num, mapID=map_id))
'''
返回场景的状态信息
1、返回机器人的位置和旋转
2、返回各个关节的名字和旋转
3、返回场景中标记的物品信息(名字、类型、位置、旋转)
4、返回场景中行人的信息(名字、位置、旋转、速度)
5、返回机器人手指和双臂的碰撞信息
'''
def Observe(scene_id=0):
print('------------------show_env_info----------------------')
scene = sim_client.Observe(GrabSim_pb2.SceneID(value=scene_id))
print(
f"location:{[scene.location]}, rotation:{scene.rotation}\n",
f"joints number:{len(scene.joints)}, fingers number:{len(scene.fingers)}\n",
f"objects number: {len(scene.objects)}, walkers number: {len(scene.walkers)}\n"
f"timestep:{scene.timestep}, timestamp:{scene.timestamp}\n"
f"collision:{scene.collision}, info:{scene.info}")
'''
重置场景
1、重置桌子的宽度和高度
2、清除生成的行人和物品
3、重置关节角度、位置旋转
4、清除碰撞信息
5、重置场景中标记的物品
'''
def Reset(scene_id=0):
print('------------------Reset----------------------')
scene = sim_client.Reset(GrabSim_pb2.ResetParams(scene=scene_id))
print(scene)
# 如果场景支持调整桌子
# sim_client.Reset(GrabSim_pb2.ResetParams(scene = scene_id, adjust = True, height = 100.0, width = 100.0))"
"""
导航移动
yaw:机器人朝向;
velocity:速度,>0代表移动,<0代表瞬移,=0代表只查询;
dis:最终达到的位置距离目标点最远距离,如果超过此距离则目标位置不可达
"""
def navigation_move(v_list, scene_id=0, map_id=11):
print('------------------navigation_move----------------------')
scene = sim_client.Observe(GrabSim_pb2.SceneID(value=scene_id))
walk_value = [scene.location.X, scene.location.Y, scene.rotation.Yaw]
print("position:", walk_value)
# if map_id == 11: # coffee
# v_list = [[0, 880], [250, 1200], [-55, 750], [70, -200]]
# else:
# v_list = [[0.0, 0.0]]
for walk_v in v_list:
walk_v = walk_v + [scene.rotation.Yaw - 90, 60, 0]
print("walk_v", walk_v)
action = GrabSim_pb2.Action(scene=scene_id, action=GrabSim_pb2.Action.ActionType.WalkTo, values=walk_v)
scene = sim_client.Do(action)
print(scene.info)
if __name__ == '__main__':
map_id = 11 # 地图编号
scene_num = 1 # 场景数量
node_list = [] # 探索点
explorer = Explore(_explore_range=100)
print('------------ 初始化加载场景 ------------')
Init()
AcquireAvailableMaps()
SetWorld(map_id, scene_num)
time.sleep(5.0)
for i in range(scene_num):
print('------------ 场景操作 ------------')
Observe(i)
Reset(i)
print('------------ 自主探索 ------------')
while True:
goal = explorer.explore(cur_pos) # cur_pos 指的是当前机器人的位置,场景中应该也有接口可以获取
if goal is None:
break
node_list.append(goal)
cur_pos = goal
navigation_move(i, map_id, node_list)
# TODOnode_list就是机器人拍照的点目前没有设置拍照角度需要机器人到达一个拍照点后前后左右各拍一张照片然后获取语义信息