diff --git a/Piper_ros_private-ros-noetic/src/piper/CMakeLists.txt b/Piper_ros_private-ros-noetic/src/piper/CMakeLists.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b9364d7707bf9bf23b08bd35192c5b39f9845c00
--- /dev/null
+++ b/Piper_ros_private-ros-noetic/src/piper/CMakeLists.txt
@@ -0,0 +1,220 @@
+cmake_minimum_required(VERSION 3.0.2)
+project(piper)
+
+## Compile as C++11, supported in ROS Kinetic and newer
+# add_compile_options(-std=c++11)
+
+## Find catkin macros and libraries
+## if COMPONENTS list like find_package(catkin REQUIRED COMPONENTS xyz)
+## is used, also find other catkin packages
+find_package(catkin REQUIRED COMPONENTS
+ actionlib
+ actionlib_msgs
+ control_msgs
+ roscpp
+ rospy
+ sensor_msgs
+ std_msgs
+ trajectory_msgs
+ message_generation
+ geometry_msgs
+)
+
+## System dependencies are found with CMake's conventions
+# find_package(Boost REQUIRED COMPONENTS system)
+
+
+## Uncomment this if the package has a setup.py. This macro ensures
+## modules and global scripts declared therein get installed
+## See http://ros.org/doc/api/catkin/html/user_guide/setup_dot_py.html
+# catkin_python_setup()
+
+################################################
+## Declare ROS messages, services and actions ##
+################################################
+
+## To declare and build messages, services or actions from within this
+## package, follow these steps:
+## * Let MSG_DEP_SET be the set of packages whose message types you use in
+## your messages/services/actions (e.g. std_msgs, actionlib_msgs, ...).
+## * In the file package.xml:
+## * add a build_depend tag for "message_generation"
+## * add a build_depend and a exec_depend tag for each package in MSG_DEP_SET
+## * If MSG_DEP_SET isn't empty the following dependency has been pulled in
+## but can be declared for certainty nonetheless:
+## * add a exec_depend tag for "message_runtime"
+## * In this file (CMakeLists.txt):
+## * add "message_generation" and every package in MSG_DEP_SET to
+## find_package(catkin REQUIRED COMPONENTS ...)
+## * add "message_runtime" and every package in MSG_DEP_SET to
+## catkin_package(CATKIN_DEPENDS ...)
+## * uncomment the add_*_files sections below as needed
+## and list every .msg/.srv/.action file to be processed
+## * uncomment the generate_messages entry below
+## * add every package in MSG_DEP_SET to generate_messages(DEPENDENCIES ...)
+
+## Generate messages in the 'msg' folder
+# add_message_files(
+# FILES
+# Message1.msg
+# Message2.msg
+# )
+
+## Generate services in the 'srv' folder
+# add_service_files(
+# FILES
+# Service1.srv
+# Service2.srv
+# )
+
+## Generate actions in the 'action' folder
+# add_action_files(
+# FILES
+# Action1.action
+# Action2.action
+# )
+
+# add_message_files(
+# FILES
+# AgxArmStatusMsg.msg
+# Joint.msg
+# PosCmd.msg
+# )
+## Generate added messages and services with any dependencies listed here
+# generate_messages(
+# DEPENDENCIES
+# actionlib_msgs# control_msgs# sensor_msgs#
+# std_msgs# trajectory_msgs
+# )
+
+################################################
+## Declare ROS dynamic reconfigure parameters ##
+################################################
+
+## To declare and build dynamic reconfigure parameters within this
+## package, follow these steps:
+## * In the file package.xml:
+## * add a build_depend and a exec_depend tag for "dynamic_reconfigure"
+## * In this file (CMakeLists.txt):
+## * add "dynamic_reconfigure" to
+## find_package(catkin REQUIRED COMPONENTS ...)
+## * uncomment the "generate_dynamic_reconfigure_options" section below
+## and list every .cfg file to be processed
+
+## Generate dynamic reconfigure parameters in the 'cfg' folder
+# generate_dynamic_reconfigure_options(
+# cfg/DynReconf1.cfg
+# cfg/DynReconf2.cfg
+# )
+
+###################################
+## catkin specific configuration ##
+###################################
+## The catkin_package macro generates cmake config files for your package
+## Declare things to be passed to dependent projects
+## INCLUDE_DIRS: uncomment this if your package contains header files
+## LIBRARIES: libraries you create in this project that dependent projects also need
+## CATKIN_DEPENDS: catkin_packages dependent projects also need
+## DEPENDS: system dependencies of this project that dependent projects also need
+catkin_package(
+# INCLUDE_DIRS include
+# LIBRARIES piper
+ CATKIN_DEPENDS actionlib actionlib_msgs control_msgs roscpp rospy sensor_msgs std_msgs trajectory_msgs message_generation geometry_msgs
+# DEPENDS system_lib
+)
+
+###########
+## Build ##
+###########
+
+## Specify additional locations of header files
+## Your package locations should be listed before other locations
+include_directories(
+include
+ ${catkin_INCLUDE_DIRS}
+)
+
+## Declare a C++ library
+# add_library(${PROJECT_NAME}
+# src/${PROJECT_NAME}/piper.cpp
+# )
+
+## Add cmake target dependencies of the library
+## as an example, code may need to be generated before libraries
+## either from message generation or dynamic reconfigure
+# add_dependencies(${PROJECT_NAME} ${${PROJECT_NAME}_EXPORTED_TARGETS} ${catkin_EXPORTED_TARGETS})
+
+## Declare a C++ executable
+## With catkin_make all packages are built within a single CMake context
+## The recommended prefix ensures that target names across packages don't collide
+# add_executable(${PROJECT_NAME}_node src/piper_node.cpp)
+
+## Rename C++ executable without prefix
+## The above recommended prefix causes long target names, the following renames the
+## target back to the shorter version for ease of user use
+## e.g. "rosrun someones_pkg node" instead of "rosrun someones_pkg someones_pkg_node"
+# set_target_properties(${PROJECT_NAME}_node PROPERTIES OUTPUT_NAME node PREFIX "")
+
+## Add cmake target dependencies of the executable
+## same as for the library above
+# add_dependencies(${PROJECT_NAME}_node ${${PROJECT_NAME}_EXPORTED_TARGETS} ${catkin_EXPORTED_TARGETS})
+
+## Specify libraries to link a library or executable target against
+# target_link_libraries(${PROJECT_NAME}_node
+# ${catkin_LIBRARIES}
+# )
+
+#############
+## Install ##
+#############
+
+# all install targets should use catkin DESTINATION variables
+# See http://ros.org/doc/api/catkin/html/adv_user_guide/variables.html
+
+## Mark executable scripts (Python etc.) for installation
+## in contrast to setup.py, you can choose the destination
+# catkin_install_python(PROGRAMS
+# scripts/my_python_script
+# DESTINATION ${CATKIN_PACKAGE_BIN_DESTINATION}
+# )
+
+## Mark executables for installation
+## See http://docs.ros.org/melodic/api/catkin/html/howto/format1/building_executables.html
+# install(TARGETS ${PROJECT_NAME}_node
+# RUNTIME DESTINATION ${CATKIN_PACKAGE_BIN_DESTINATION}
+# )
+
+## Mark libraries for installation
+## See http://docs.ros.org/melodic/api/catkin/html/howto/format1/building_libraries.html
+# install(TARGETS ${PROJECT_NAME}
+# ARCHIVE DESTINATION ${CATKIN_PACKAGE_LIB_DESTINATION}
+# LIBRARY DESTINATION ${CATKIN_PACKAGE_LIB_DESTINATION}
+# RUNTIME DESTINATION ${CATKIN_GLOBAL_BIN_DESTINATION}
+# )
+
+## Mark cpp header files for installation
+# install(DIRECTORY include/${PROJECT_NAME}/
+# DESTINATION ${CATKIN_PACKAGE_INCLUDE_DESTINATION}
+# FILES_MATCHING PATTERN "*.h"
+# PATTERN ".svn" EXCLUDE
+# )
+
+## Mark other files for installation (e.g. launch and bag files, etc.)
+# install(FILES
+# # myfile1
+# # myfile2
+# DESTINATION ${CATKIN_PACKAGE_SHARE_DESTINATION}
+# )
+
+#############
+## Testing ##
+#############
+
+## Add gtest based cpp test target and link libraries
+# catkin_add_gtest(${PROJECT_NAME}-test test/test_piper.cpp)
+# if(TARGET ${PROJECT_NAME}-test)
+# target_link_libraries(${PROJECT_NAME}-test ${PROJECT_NAME})
+# endif()
+
+## Add folders to be run by python nosetests
+# catkin_add_nosetests(test)
diff --git a/Piper_ros_private-ros-noetic/src/piper/launch/start_ms_piper.launch b/Piper_ros_private-ros-noetic/src/piper/launch/start_ms_piper.launch
new file mode 100644
index 0000000000000000000000000000000000000000..bd29b33c773c2534fd3ec1c5569ba5024380836c
--- /dev/null
+++ b/Piper_ros_private-ros-noetic/src/piper/launch/start_ms_piper.launch
@@ -0,0 +1,28 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
diff --git a/Piper_ros_private-ros-noetic/src/piper/package.xml b/Piper_ros_private-ros-noetic/src/piper/package.xml
new file mode 100644
index 0000000000000000000000000000000000000000..0eb8d8d7efa179165e7159c9c93aa47ade4ef545
--- /dev/null
+++ b/Piper_ros_private-ros-noetic/src/piper/package.xml
@@ -0,0 +1,92 @@
+
+
+ piper
+ 0.0.0
+ The piper package
+
+
+
+
+ agilex
+
+
+
+
+
+ TODO
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ catkin
+ actionlib
+ actionlib_msgs
+ control_msgs
+ roscpp
+ rospy
+ sensor_msgs
+ std_msgs
+ trajectory_msgs
+ actionlib
+ actionlib_msgs
+ control_msgs
+ roscpp
+ rospy
+ sensor_msgs
+ std_msgs
+ trajectory_msgs
+ actionlib
+ actionlib_msgs
+ control_msgs
+ roscpp
+ rospy
+ sensor_msgs
+ std_msgs
+ trajectory_msgs
+
+ message_generation
+ message_runtime
+
+ message_generation
+ message_runtime
+
+ geometry_msgs
+ geometry_msgs
+ geometry_msgs
+
+
+
+
+
+
+
diff --git a/Piper_ros_private-ros-noetic/src/piper/scripts/__pycache__/piper_control.cpython-39.pyc b/Piper_ros_private-ros-noetic/src/piper/scripts/__pycache__/piper_control.cpython-39.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..036b37f6aafbcadd89c22b7b2be9a979147c3df3
Binary files /dev/null and b/Piper_ros_private-ros-noetic/src/piper/scripts/__pycache__/piper_control.cpython-39.pyc differ
diff --git a/Piper_ros_private-ros-noetic/src/piper/scripts/piper_read_master_node.py b/Piper_ros_private-ros-noetic/src/piper/scripts/piper_read_master_node.py
new file mode 100644
index 0000000000000000000000000000000000000000..776c27b2f3c0f1cae942c31beefe9cae34722f12
--- /dev/null
+++ b/Piper_ros_private-ros-noetic/src/piper/scripts/piper_read_master_node.py
@@ -0,0 +1,73 @@
+#!/usr/bin/env python3
+# -*-coding:utf8-*-
+# 本文件为读取主臂发送的消息,当机械臂设置为主臂,主臂只发送关节角消息和控制指令
+from typing import (
+ Optional,
+)
+from piper_sdk import *
+
+import rospy
+import rosnode
+from sensor_msgs.msg import JointState
+from std_msgs.msg import Bool
+
+def check_ros_master():
+ try:
+ rosnode.rosnode_ping('rosout', max_count=1, verbose=False)
+ rospy.loginfo("ROS Master is running.")
+ except rosnode.ROSNodeIOException:
+ rospy.logerr("ROS Master is not running.")
+ raise RuntimeError("ROS Master is not running.")
+
+class C_PiperRosNode():
+ """机械臂ros节点
+ """
+ def __init__(self) -> None:
+ check_ros_master()
+ rospy.init_node('piper_read_master_node', anonymous=True)
+
+ self.can_port = "can0"
+ if rospy.has_param('~can_port'):
+ self.can_port = rospy.get_param("~can_port")
+ rospy.loginfo("%s is %s", rospy.resolve_name('~can_port'), self.can_port)
+ else:
+ rospy.loginfo("未找到can_port参数,请输入 _can_port:=can0 类似的格式")
+ exit(0)
+
+ self.joint_std_pub_master = rospy.Publisher('/master/joint_states', JointState, queue_size=1)
+
+ self.joint_state_master = JointState()
+ self.joint_state_master.name = ['joint0', 'joint1', 'joint2', 'joint3', 'joint4', 'joint5', 'joint6']
+ self.joint_state_master.position = [0.0, 0.0, 0.0, 0.0, 0.0, 0.0,0]
+ self.joint_state_master.velocity = [0.0, 0.0, 0.0, 0.0, 0.0, 0.0,0]
+ self.joint_state_master.effort = [0.0, 0.0, 0.0, 0.0, 0.0, 0.0,0]
+
+ self.piper = C_PiperInterface(can_name=self.can_port)
+ self.piper.ConnectPort()
+
+ def Pubilsh(self):
+ """机械臂消息发布
+ """
+ rate = rospy.Rate(200) # 200 Hz
+ while not rospy.is_shutdown():
+ self.joint_state_master.header.stamp = rospy.Time.now()
+ # Here, you can set the joint positions to any value you want
+ joint_0 = self.piper.GetArmJointCtrl().joint_ctrl.joint_1/1000 * 0.017444
+ joint_1 = self.piper.GetArmJointCtrl().joint_ctrl.joint_2/1000 * 0.017444
+ joint_2 = self.piper.GetArmJointCtrl().joint_ctrl.joint_3/1000 * 0.017444
+ joint_3 = self.piper.GetArmJointCtrl().joint_ctrl.joint_4/1000 * 0.017444
+ joint_4 = self.piper.GetArmJointCtrl().joint_ctrl.joint_5/1000 * 0.017444
+ joint_5 = self.piper.GetArmJointCtrl().joint_ctrl.joint_6/1000 * 0.017444
+ joint_6 = self.piper.GetArmGripperCtrl().gripper_ctrl.grippers_angle/1000000
+ self.joint_state_master.position = [joint_0,joint_1, joint_2, joint_3, joint_4, joint_5,joint_6] # Example values
+
+ self.joint_std_pub_master.publish(self.joint_state_master)
+ rate.sleep()
+
+if __name__ == '__main__':
+ try:
+ piper_all = C_PiperRosNode()
+ piper_all.Pubilsh()
+ except rospy.ROSInterruptException:
+ pass
+
diff --git a/Piper_ros_private-ros-noetic/src/piper_description/launch/display_xacro.launch b/Piper_ros_private-ros-noetic/src/piper_description/launch/display_xacro.launch
new file mode 100644
index 0000000000000000000000000000000000000000..346024ad554582bdbf1d069c018c8e6b3f3c07ed
--- /dev/null
+++ b/Piper_ros_private-ros-noetic/src/piper_description/launch/display_xacro.launch
@@ -0,0 +1,21 @@
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/Piper_ros_private-ros-noetic/src/piper_description/launch/piper_world.launch b/Piper_ros_private-ros-noetic/src/piper_description/launch/piper_world.launch
new file mode 100644
index 0000000000000000000000000000000000000000..7d1b88d74a4303dd4305b299333a44736fc72dd3
--- /dev/null
+++ b/Piper_ros_private-ros-noetic/src/piper_description/launch/piper_world.launch
@@ -0,0 +1,28 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
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index 0000000000000000000000000000000000000000..e2a7ab37ef30cfee343cf9d086bae2aa5e59f92d
--- /dev/null
+++ b/collect_data/collect_data.py
@@ -0,0 +1,455 @@
+# -- coding: UTF-8
+import os
+import time
+import numpy as np
+import h5py
+import argparse
+import dm_env
+
+import collections
+from collections import deque
+
+import rospy
+from sensor_msgs.msg import JointState
+from sensor_msgs.msg import Image
+from nav_msgs.msg import Odometry
+from cv_bridge import CvBridge
+import sys
+import cv2
+
+# 保存数据函数
+def save_data(args, timesteps, actions, dataset_path):
+ # 数据字典
+ data_size = len(actions)
+ data_dict = {
+ # 一个是奖励里面的qpos,qvel, effort ,一个是实际发的acition
+ '/observations/qpos': [],
+ '/observations/qvel': [],
+ '/observations/effort': [],
+ '/action': [],
+ '/base_action': [],
+ # '/base_action_t265': [],
+ }
+
+ # 相机字典 观察的图像
+ for cam_name in args.camera_names:
+ data_dict[f'/observations/images/{cam_name}'] = []
+ if args.use_depth_image:
+ data_dict[f'/observations/images_depth/{cam_name}'] = []
+
+ # len(action): max_timesteps, len(time_steps): max_timesteps + 1
+ # 动作长度 遍历动作
+ while actions:
+ # 循环弹出一个队列
+ action = actions.pop(0) # 动作 当前动作
+ ts = timesteps.pop(0) # 奖励 前一帧
+
+ # 往字典里面添值
+ # Timestep返回的qpos,qvel,effort
+ data_dict['/observations/qpos'].append(ts.observation['qpos'])
+ data_dict['/observations/qvel'].append(ts.observation['qvel'])
+ data_dict['/observations/effort'].append(ts.observation['effort'])
+
+ # 实际发的action
+ data_dict['/action'].append(action)
+ data_dict['/base_action'].append(ts.observation['base_vel'])
+
+ # 相机数据
+ # data_dict['/base_action_t265'].append(ts.observation['base_vel_t265'])
+ for cam_name in args.camera_names:
+ data_dict[f'/observations/images/{cam_name}'].append(ts.observation['images'][cam_name])
+ if args.use_depth_image:
+ data_dict[f'/observations/images_depth/{cam_name}'].append(ts.observation['images_depth'][cam_name])
+
+ t0 = time.time()
+ with h5py.File(dataset_path + '.hdf5', 'w', rdcc_nbytes=1024**2*2) as root:
+ # 文本的属性:
+ # 1 是否仿真
+ # 2 图像是否压缩
+ #
+ root.attrs['sim'] = False
+ root.attrs['compress'] = False
+
+ # 创建一个新的组observations,观测状态组
+ # 图像组
+ obs = root.create_group('observations')
+ image = obs.create_group('images')
+ for cam_name in args.camera_names:
+ _ = image.create_dataset(cam_name, (data_size, 480, 640, 3), dtype='uint8',
+ chunks=(1, 480, 640, 3), )
+ if args.use_depth_image:
+ image_depth = obs.create_group('images_depth')
+ for cam_name in args.camera_names:
+ _ = image_depth.create_dataset(cam_name, (data_size, 480, 640), dtype='uint16',
+ chunks=(1, 480, 640), )
+
+ _ = obs.create_dataset('qpos', (data_size, 14))
+ _ = obs.create_dataset('qvel', (data_size, 14))
+ _ = obs.create_dataset('effort', (data_size, 14))
+ _ = root.create_dataset('action', (data_size, 14))
+ _ = root.create_dataset('base_action', (data_size, 2))
+
+ # data_dict write into h5py.File
+ for name, array in data_dict.items():
+ root[name][...] = array
+ print(f'\033[32m\nSaving: {time.time() - t0:.1f} secs. %s \033[0m\n'%dataset_path)
+
+
+class RosOperator:
+ def __init__(self, args):
+ self.robot_base_deque = None
+ self.puppet_arm_right_deque = None
+ self.puppet_arm_left_deque = None
+ self.master_arm_right_deque = None
+ self.master_arm_left_deque = None
+ self.img_front_deque = None
+ self.img_right_deque = None
+ self.img_left_deque = None
+ self.img_front_depth_deque = None
+ self.img_right_depth_deque = None
+ self.img_left_depth_deque = None
+ self.bridge = None
+ self.args = args
+ self.init()
+ self.init_ros()
+
+ def init(self):
+ self.bridge = CvBridge()
+ self.img_left_deque = deque()
+ self.img_right_deque = deque()
+ self.img_front_deque = deque()
+ self.img_left_depth_deque = deque()
+ self.img_right_depth_deque = deque()
+ self.img_front_depth_deque = deque()
+ self.master_arm_left_deque = deque()
+ self.master_arm_right_deque = deque()
+ self.puppet_arm_left_deque = deque()
+ self.puppet_arm_right_deque = deque()
+ self.robot_base_deque = deque()
+
+ def get_frame(self):
+ if len(self.img_left_deque) == 0 or len(self.img_right_deque) == 0 or len(self.img_front_deque) == 0 or \
+ (self.args.use_depth_image and (len(self.img_left_depth_deque) == 0 or len(self.img_right_depth_deque) == 0 or len(self.img_front_depth_deque) == 0)):
+ return False
+ if self.args.use_depth_image:
+ frame_time = min([self.img_left_deque[-1].header.stamp.to_sec(), self.img_right_deque[-1].header.stamp.to_sec(), self.img_front_deque[-1].header.stamp.to_sec(),
+ self.img_left_depth_deque[-1].header.stamp.to_sec(), self.img_right_depth_deque[-1].header.stamp.to_sec(), self.img_front_depth_deque[-1].header.stamp.to_sec()])
+ else:
+ frame_time = min([self.img_left_deque[-1].header.stamp.to_sec(), self.img_right_deque[-1].header.stamp.to_sec(), self.img_front_deque[-1].header.stamp.to_sec()])
+
+ if len(self.img_left_deque) == 0 or self.img_left_deque[-1].header.stamp.to_sec() < frame_time:
+ return False
+ if len(self.img_right_deque) == 0 or self.img_right_deque[-1].header.stamp.to_sec() < frame_time:
+ return False
+ if len(self.img_front_deque) == 0 or self.img_front_deque[-1].header.stamp.to_sec() < frame_time:
+ return False
+ if len(self.master_arm_left_deque) == 0 or self.master_arm_left_deque[-1].header.stamp.to_sec() < frame_time:
+ return False
+ if len(self.master_arm_right_deque) == 0 or self.master_arm_right_deque[-1].header.stamp.to_sec() < frame_time:
+ return False
+ if len(self.puppet_arm_left_deque) == 0 or self.puppet_arm_left_deque[-1].header.stamp.to_sec() < frame_time:
+ return False
+ if len(self.puppet_arm_right_deque) == 0 or self.puppet_arm_right_deque[-1].header.stamp.to_sec() < frame_time:
+ return False
+ if self.args.use_depth_image and (len(self.img_left_depth_deque) == 0 or self.img_left_depth_deque[-1].header.stamp.to_sec() < frame_time):
+ return False
+ if self.args.use_depth_image and (len(self.img_right_depth_deque) == 0 or self.img_right_depth_deque[-1].header.stamp.to_sec() < frame_time):
+ return False
+ if self.args.use_depth_image and (len(self.img_front_depth_deque) == 0 or self.img_front_depth_deque[-1].header.stamp.to_sec() < frame_time):
+ return False
+ if self.args.use_robot_base and (len(self.robot_base_deque) == 0 or self.robot_base_deque[-1].header.stamp.to_sec() < frame_time):
+ return False
+
+ while self.img_left_deque[0].header.stamp.to_sec() < frame_time:
+ self.img_left_deque.popleft()
+ img_left = self.bridge.imgmsg_to_cv2(self.img_left_deque.popleft(), 'passthrough')
+ # print("img_left:", img_left.shape)
+
+ while self.img_right_deque[0].header.stamp.to_sec() < frame_time:
+ self.img_right_deque.popleft()
+ img_right = self.bridge.imgmsg_to_cv2(self.img_right_deque.popleft(), 'passthrough')
+
+ while self.img_front_deque[0].header.stamp.to_sec() < frame_time:
+ self.img_front_deque.popleft()
+ img_front = self.bridge.imgmsg_to_cv2(self.img_front_deque.popleft(), 'passthrough')
+
+ while self.master_arm_left_deque[0].header.stamp.to_sec() < frame_time:
+ self.master_arm_left_deque.popleft()
+ master_arm_left = self.master_arm_left_deque.popleft()
+
+ while self.master_arm_right_deque[0].header.stamp.to_sec() < frame_time:
+ self.master_arm_right_deque.popleft()
+ master_arm_right = self.master_arm_right_deque.popleft()
+
+ while self.puppet_arm_left_deque[0].header.stamp.to_sec() < frame_time:
+ self.puppet_arm_left_deque.popleft()
+ puppet_arm_left = self.puppet_arm_left_deque.popleft()
+
+ while self.puppet_arm_right_deque[0].header.stamp.to_sec() < frame_time:
+ self.puppet_arm_right_deque.popleft()
+ puppet_arm_right = self.puppet_arm_right_deque.popleft()
+
+ img_left_depth = None
+ if self.args.use_depth_image:
+ while self.img_left_depth_deque[0].header.stamp.to_sec() < frame_time:
+ self.img_left_depth_deque.popleft()
+ img_left_depth = self.bridge.imgmsg_to_cv2(self.img_left_depth_deque.popleft(), 'passthrough')
+ top, bottom, left, right = 40, 40, 0, 0
+ img_left_depth = cv2.copyMakeBorder(img_left_depth, top, bottom, left, right, cv2.BORDER_CONSTANT, value=0)
+
+ img_right_depth = None
+ if self.args.use_depth_image:
+ while self.img_right_depth_deque[0].header.stamp.to_sec() < frame_time:
+ self.img_right_depth_deque.popleft()
+ img_right_depth = self.bridge.imgmsg_to_cv2(self.img_right_depth_deque.popleft(), 'passthrough')
+ top, bottom, left, right = 40, 40, 0, 0
+ img_right_depth = cv2.copyMakeBorder(img_right_depth, top, bottom, left, right, cv2.BORDER_CONSTANT, value=0)
+
+ img_front_depth = None
+ if self.args.use_depth_image:
+ while self.img_front_depth_deque[0].header.stamp.to_sec() < frame_time:
+ self.img_front_depth_deque.popleft()
+ img_front_depth = self.bridge.imgmsg_to_cv2(self.img_front_depth_deque.popleft(), 'passthrough')
+ top, bottom, left, right = 40, 40, 0, 0
+ img_front_depth = cv2.copyMakeBorder(img_front_depth, top, bottom, left, right, cv2.BORDER_CONSTANT, value=0)
+
+ robot_base = None
+ if self.args.use_robot_base:
+ while self.robot_base_deque[0].header.stamp.to_sec() < frame_time:
+ self.robot_base_deque.popleft()
+ robot_base = self.robot_base_deque.popleft()
+ return (img_front, img_left, img_right, img_front_depth, img_left_depth, img_right_depth,
+ puppet_arm_left, puppet_arm_right, master_arm_left, master_arm_right, robot_base)
+
+ def img_left_callback(self, msg):
+ if len(self.img_left_deque) >= 2000:
+ self.img_left_deque.popleft()
+ self.img_left_deque.append(msg)
+
+ def img_right_callback(self, msg):
+ if len(self.img_right_deque) >= 2000:
+ self.img_right_deque.popleft()
+ self.img_right_deque.append(msg)
+
+ def img_front_callback(self, msg):
+ if len(self.img_front_deque) >= 2000:
+ self.img_front_deque.popleft()
+ self.img_front_deque.append(msg)
+
+ def img_left_depth_callback(self, msg):
+ if len(self.img_left_depth_deque) >= 2000:
+ self.img_left_depth_deque.popleft()
+ self.img_left_depth_deque.append(msg)
+
+ def img_right_depth_callback(self, msg):
+ if len(self.img_right_depth_deque) >= 2000:
+ self.img_right_depth_deque.popleft()
+ self.img_right_depth_deque.append(msg)
+
+ def img_front_depth_callback(self, msg):
+ if len(self.img_front_depth_deque) >= 2000:
+ self.img_front_depth_deque.popleft()
+ self.img_front_depth_deque.append(msg)
+
+ def master_arm_left_callback(self, msg):
+ if len(self.master_arm_left_deque) >= 2000:
+ self.master_arm_left_deque.popleft()
+ self.master_arm_left_deque.append(msg)
+
+ def master_arm_right_callback(self, msg):
+ if len(self.master_arm_right_deque) >= 2000:
+ self.master_arm_right_deque.popleft()
+ self.master_arm_right_deque.append(msg)
+
+ def puppet_arm_left_callback(self, msg):
+ if len(self.puppet_arm_left_deque) >= 2000:
+ self.puppet_arm_left_deque.popleft()
+ self.puppet_arm_left_deque.append(msg)
+
+ def puppet_arm_right_callback(self, msg):
+ if len(self.puppet_arm_right_deque) >= 2000:
+ self.puppet_arm_right_deque.popleft()
+ self.puppet_arm_right_deque.append(msg)
+
+ def robot_base_callback(self, msg):
+ if len(self.robot_base_deque) >= 2000:
+ self.robot_base_deque.popleft()
+ self.robot_base_deque.append(msg)
+
+ def init_ros(self):
+ rospy.init_node('record_episodes', anonymous=True)
+ rospy.Subscriber(self.args.img_left_topic, Image, self.img_left_callback, queue_size=1000, tcp_nodelay=True)
+ rospy.Subscriber(self.args.img_right_topic, Image, self.img_right_callback, queue_size=1000, tcp_nodelay=True)
+ rospy.Subscriber(self.args.img_front_topic, Image, self.img_front_callback, queue_size=1000, tcp_nodelay=True)
+ if self.args.use_depth_image:
+ rospy.Subscriber(self.args.img_left_depth_topic, Image, self.img_left_depth_callback, queue_size=1000, tcp_nodelay=True)
+ rospy.Subscriber(self.args.img_right_depth_topic, Image, self.img_right_depth_callback, queue_size=1000, tcp_nodelay=True)
+ rospy.Subscriber(self.args.img_front_depth_topic, Image, self.img_front_depth_callback, queue_size=1000, tcp_nodelay=True)
+
+ rospy.Subscriber(self.args.master_arm_left_topic, JointState, self.master_arm_left_callback, queue_size=1000, tcp_nodelay=True)
+ rospy.Subscriber(self.args.master_arm_right_topic, JointState, self.master_arm_right_callback, queue_size=1000, tcp_nodelay=True)
+ rospy.Subscriber(self.args.puppet_arm_left_topic, JointState, self.puppet_arm_left_callback, queue_size=1000, tcp_nodelay=True)
+ rospy.Subscriber(self.args.puppet_arm_right_topic, JointState, self.puppet_arm_right_callback, queue_size=1000, tcp_nodelay=True)
+ rospy.Subscriber(self.args.robot_base_topic, Odometry, self.robot_base_callback, queue_size=1000, tcp_nodelay=True)
+
+ def process(self):
+ timesteps = []
+ actions = []
+ # 图像数据
+ image = np.random.randint(0, 255, size=(480, 640, 3), dtype=np.uint8)
+ image_dict = dict()
+ for cam_name in self.args.camera_names:
+ image_dict[cam_name] = image
+ count = 0
+
+ # input_key = input("please input s:")
+ # while input_key != 's' and not rospy.is_shutdown():
+ # input_key = input("please input s:")
+
+ rate = rospy.Rate(self.args.frame_rate)
+ print_flag = True
+
+ while (count < self.args.max_timesteps + 1) and not rospy.is_shutdown():
+ # 2 收集数据
+ result = self.get_frame()
+ if not result:
+ if print_flag:
+ print("syn fail")
+ print_flag = False
+ rate.sleep()
+ continue
+ print_flag = True
+ count += 1
+ (img_front, img_left, img_right, img_front_depth, img_left_depth, img_right_depth,
+ puppet_arm_left, puppet_arm_right, master_arm_left, master_arm_right, robot_base) = result
+ # 2.1 图像信息
+ image_dict = dict()
+ image_dict[self.args.camera_names[0]] = img_front
+ image_dict[self.args.camera_names[1]] = img_left
+ image_dict[self.args.camera_names[2]] = img_right
+
+ # 2.2 从臂的信息从臂的状态 机械臂示教模式时 会自动订阅
+ obs = collections.OrderedDict() # 有序的字典
+ obs['images'] = image_dict
+ if self.args.use_depth_image:
+ image_dict_depth = dict()
+ image_dict_depth[self.args.camera_names[0]] = img_front_depth
+ image_dict_depth[self.args.camera_names[1]] = img_left_depth
+ image_dict_depth[self.args.camera_names[2]] = img_right_depth
+ obs['images_depth'] = image_dict_depth
+ obs['qpos'] = np.concatenate((np.array(puppet_arm_left.position), np.array(puppet_arm_right.position)), axis=0)
+ obs['qvel'] = np.concatenate((np.array(puppet_arm_left.velocity), np.array(puppet_arm_right.velocity)), axis=0)
+ obs['effort'] = np.concatenate((np.array(puppet_arm_left.effort), np.array(puppet_arm_right.effort)), axis=0)
+ if self.args.use_robot_base:
+ obs['base_vel'] = [robot_base.twist.twist.linear.x, robot_base.twist.twist.angular.z]
+ else:
+ obs['base_vel'] = [0.0, 0.0]
+
+ # 第一帧 只包含first, fisrt只保存StepType.FIRST
+ if count == 1:
+ ts = dm_env.TimeStep(
+ step_type=dm_env.StepType.FIRST,
+ reward=None,
+ discount=None,
+ observation=obs)
+ timesteps.append(ts)
+ continue
+
+ # 时间步
+ ts = dm_env.TimeStep(
+ step_type=dm_env.StepType.MID,
+ reward=None,
+ discount=None,
+ observation=obs)
+
+ # 主臂保存状态
+ action = np.concatenate((np.array(master_arm_left.position), np.array(master_arm_right.position)), axis=0)
+ actions.append(action)
+ timesteps.append(ts)
+ print("Frame data: ", count)
+ if rospy.is_shutdown():
+ exit(-1)
+ rate.sleep()
+
+ print("len(timesteps): ", len(timesteps))
+ print("len(actions) : ", len(actions))
+ return timesteps, actions
+
+
+def get_arguments():
+ parser = argparse.ArgumentParser()
+ parser.add_argument('--dataset_dir', action='store', type=str, help='Dataset_dir.',
+ default="./data", required=False)
+ parser.add_argument('--task_name', action='store', type=str, help='Task name.',
+ default="aloha_mobile_dummy", required=False)
+ parser.add_argument('--episode_idx', action='store', type=int, help='Episode index.',
+ default=0, required=False)
+
+ parser.add_argument('--max_timesteps', action='store', type=int, help='Max_timesteps.',
+ default=500, required=False)
+
+ parser.add_argument('--camera_names', action='store', type=str, help='camera_names',
+ default=['cam_high', 'cam_left_wrist', 'cam_right_wrist'], required=False)
+ # topic name of color image
+ parser.add_argument('--img_front_topic', action='store', type=str, help='img_front_topic',
+ default='/camera_f/color/image_raw', required=False)
+ parser.add_argument('--img_left_topic', action='store', type=str, help='img_left_topic',
+ default='/camera_l/color/image_raw', required=False)
+ parser.add_argument('--img_right_topic', action='store', type=str, help='img_right_topic',
+ default='/camera_r/color/image_raw', required=False)
+
+ # topic name of depth image
+ parser.add_argument('--img_front_depth_topic', action='store', type=str, help='img_front_depth_topic',
+ default='/camera_f/depth/image_raw', required=False)
+ parser.add_argument('--img_left_depth_topic', action='store', type=str, help='img_left_depth_topic',
+ default='/camera_l/depth/image_raw', required=False)
+ parser.add_argument('--img_right_depth_topic', action='store', type=str, help='img_right_depth_topic',
+ default='/camera_r/depth/image_raw', required=False)
+
+ # topic name of arm
+ parser.add_argument('--master_arm_left_topic', action='store', type=str, help='master_arm_left_topic',
+ default='/master/joint_left', required=False)
+ parser.add_argument('--master_arm_right_topic', action='store', type=str, help='master_arm_right_topic',
+ default='/master/joint_right', required=False)
+ parser.add_argument('--puppet_arm_left_topic', action='store', type=str, help='puppet_arm_left_topic',
+ default='/puppet/joint_left', required=False)
+ parser.add_argument('--puppet_arm_right_topic', action='store', type=str, help='puppet_arm_right_topic',
+ default='/puppet/joint_right', required=False)
+
+ # topic name of robot_base
+ parser.add_argument('--robot_base_topic', action='store', type=str, help='robot_base_topic',
+ default='/odom', required=False)
+
+ parser.add_argument('--use_robot_base', action='store', type=bool, help='use_robot_base',
+ default=False, required=False)
+ # collect depth image
+ parser.add_argument('--use_depth_image', action='store', type=bool, help='use_depth_image',
+ default=False, required=False)
+
+ parser.add_argument('--frame_rate', action='store', type=int, help='frame_rate',
+ default=30, required=False)
+
+ args = parser.parse_args()
+ return args
+
+
+def main():
+ args = get_arguments()
+ ros_operator = RosOperator(args)
+ timesteps, actions = ros_operator.process()
+ dataset_dir = os.path.join(args.dataset_dir, args.task_name)
+
+ if(len(actions) < args.max_timesteps):
+ print("\033[31m\nSave failure, please record %s timesteps of data.\033[0m\n" %args.max_timesteps)
+ exit(-1)
+
+ if not os.path.exists(dataset_dir):
+ os.makedirs(dataset_dir)
+ dataset_path = os.path.join(dataset_dir, "episode_" + str(args.episode_idx))
+ save_data(args, timesteps, actions, dataset_path)
+
+
+if __name__ == '__main__':
+ main()
+
+# python collect_data.py --dataset_dir ~/data --max_timesteps 500 --episode_idx 0
diff --git a/collect_data/docs/1.jpg b/collect_data/docs/1.jpg
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diff --git a/tranin_dir/purple/dataset_stats.pkl b/tranin_dir/purple/dataset_stats.pkl
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