尝试在RL里判断最大速度,尝试失败

This commit is contained in:
gitea 2024-07-10 14:32:50 +08:00
parent 2fbe500d1d
commit 9fa42fb3e1
2 changed files with 127 additions and 103 deletions

View File

@ -1,3 +1,4 @@
import random
from time import sleep, time from time import sleep, time
from sys import argv from sys import argv
from os import scandir, mkdir from os import scandir, mkdir
@ -149,13 +150,30 @@ def gen_result_file(path, curve_data, axis, _reach, _load, _speed, count):
def run_rl(path, loadsel, hr, md, config_file, prj_file, result_dirs, w2t): def run_rl(path, loadsel, hr, md, config_file, prj_file, result_dirs, w2t):
_count = 0 _count = 0
speed_max = 0
display_pdo_params = [
{"name": "hw_joint_vel_feedback", "channel": 0},
{"name": "hw_joint_vel_feedback", "channel": 1},
{"name": "hw_joint_vel_feedback", "channel": 2},
{"name": "hw_joint_vel_feedback", "channel": 3},
{"name": "hw_joint_vel_feedback", "channel": 4},
{"name": "hw_joint_vel_feedback", "channel": 5},
{"name": "device_servo_trq_feedback", "channel": 0},
{"name": "device_servo_trq_feedback", "channel": 1},
{"name": "device_servo_trq_feedback", "channel": 2},
{"name": "device_servo_trq_feedback", "channel": 3},
{"name": "device_servo_trq_feedback", "channel": 4},
{"name": "device_servo_trq_feedback", "channel": 5},
{"name": "device_safety_estop", "channel": 0},
]
for condition in result_dirs: for condition in result_dirs:
_reach = condition.split('_')[0].removeprefix('reach') _reach = condition.split('_')[0].removeprefix('reach')
_load = condition.split('_')[1].removeprefix('load') _load = condition.split('_')[1].removeprefix('load')
_speed = condition.split('_')[2].removeprefix('speed') _speed = condition.split('_')[2].removeprefix('speed')
for axis in range(1, 4): for axis in range(1, 4):
_get_speed_max = 0 md.write_axis(axis)
speed_max = 0
if axis == 3 and _reach != '100': if axis == 3 and _reach != '100':
continue continue
for count in range(1, 4): for count in range(1, 4):
@ -163,14 +181,15 @@ def run_rl(path, loadsel, hr, md, config_file, prj_file, result_dirs, w2t):
w2t(f"[{_count}/64-{count}] 正在执行{axis}{condition}的制动测试......", 0, 0, 'purple', 'Automatic Test') w2t(f"[{_count}/64-{count}] 正在执行{axis}{condition}的制动测试......", 0, 0, 'purple', 'Automatic Test')
# 1. 关闭诊断曲线,触发软急停,并解除,目的是让可能正在运行着的机器停下来,切手动模式并下电 # 1. 关闭诊断曲线,触发软急停,并解除,目的是让可能正在运行着的机器停下来,切手动模式并下电
_response = execution('diagnosis.open', hr, w2t, open=False, display_open=False) md.trigger_estop()
md.set_stop0(1)
md.reset_estop() md.reset_estop()
_response = execution('diagnosis.open', hr, w2t, open=False, display_open=False)
sleep(2) # 让曲线彻底关闭 sleep(2) # 让曲线彻底关闭
_response = execution('state.switch_manual', hr, w2t) _response = execution('state.switch_manual', hr, w2t)
_response = execution('state.switch_motor_off', hr, w2t) _response = execution('state.switch_motor_off', hr, w2t)
# 2. 修改未要执行的场景 # 2. 修改未要执行的场景
if count == 1:
ssh = SSHClient() ssh = SSHClient()
ssh.set_missing_host_key_policy(AutoAddPolicy()) ssh.set_missing_host_key_policy(AutoAddPolicy())
ssh.connect('192.168.0.160', 22, username='luoshi', password='luoshi2019') ssh.connect('192.168.0.160', 22, username='luoshi', password='luoshi2019')
@ -187,15 +206,12 @@ def run_rl(path, loadsel, hr, md, config_file, prj_file, result_dirs, w2t):
print(stdout.read().decode()) # 必须得输出一下stdout才能正确执行sudo print(stdout.read().decode()) # 必须得输出一下stdout才能正确执行sudo
print(stderr.read().decode()) # 顺便也执行以下stderr print(stderr.read().decode()) # 顺便也执行以下stderr
# 3. reload工程后pp2main并且自动模式和上电 # 3. reload工程后pp2main并且自动模式和上电,最后运行程序
prj_path = 'target/_build/target.prj' prj_path = 'target/_build/target.prj'
_response = execution('overview.reload', hr, w2t, prj_path=prj_path, tasks=['brake', 'stop0_related']) _response = execution('overview.reload', hr, w2t, prj_path=prj_path, tasks=['brake', 'stop0_related'])
_response = execution('overview.get_cur_prj', hr, w2t)
_response = execution('rl_task.pp_to_main', hr, w2t, tasks=['brake', 'stop0_related']) _response = execution('rl_task.pp_to_main', hr, w2t, tasks=['brake', 'stop0_related'])
_response = execution('state.switch_auto', hr, w2t) _response = execution('state.switch_auto', hr, w2t)
_response = execution('state.switch_motor_on', hr, w2t) _response = execution('state.switch_motor_on', hr, w2t)
# 4. 第一次开始运行程序,运行两轮
_response = execution('rl_task.run', hr, w2t, tasks=['brake', 'stop0_related']) _response = execution('rl_task.run', hr, w2t, tasks=['brake', 'stop0_related'])
for i in range(3): for i in range(3):
if md.read_ready_to_go() == 1: if md.read_ready_to_go() == 1:
@ -208,33 +224,16 @@ def run_rl(path, loadsel, hr, md, config_file, prj_file, result_dirs, w2t):
else: else:
w2t("未收到机器人的运行信号需要确认RL程序编写正确并正常执行...", 0, 111, 'red', 'Automatic Test') w2t("未收到机器人的运行信号需要确认RL程序编写正确并正常执行...", 0, 111, 'red', 'Automatic Test')
if _get_speed_max == 0: # 4. 第一次打开诊断曲线并执行采集8s之后触发软急停关闭曲线采集找出最大速度传递给RL程序最后清除相关记录
# 5. 第一次打开诊断曲线,并执行采集 if count == 1:
_get_speed_max = 1 sleep(4) # 排除从零点位置到目标位置的干扰
_response = execution('diagnosis.open', hr, w2t, open=True, display_open=True) _response = execution('diagnosis.open', hr, w2t, open=True, display_open=True)
display_pdo_params = [
{"name": "hw_joint_vel_feedback", "channel": 0},
{"name": "hw_joint_vel_feedback", "channel": 1},
{"name": "hw_joint_vel_feedback", "channel": 2},
{"name": "hw_joint_vel_feedback", "channel": 3},
{"name": "hw_joint_vel_feedback", "channel": 4},
{"name": "hw_joint_vel_feedback", "channel": 5},
{"name": "device_servo_trq_feedback", "channel": 0},
{"name": "device_servo_trq_feedback", "channel": 1},
{"name": "device_servo_trq_feedback", "channel": 2},
{"name": "device_servo_trq_feedback", "channel": 3},
{"name": "device_servo_trq_feedback", "channel": 4},
{"name": "device_servo_trq_feedback", "channel": 5},
{"name": "device_safety_estop", "channel": 0},
]
_response = execution('diagnosis.set_params', hr, w2t, display_pdo_params=display_pdo_params) _response = execution('diagnosis.set_params', hr, w2t, display_pdo_params=display_pdo_params)
sleep(8) # 前八秒获取实际最大速度 sleep(8) # 前八秒获取实际最大速度
# 6. 关闭诊断曲线,并处理数据,找出最大速度 md.trigger_estop()
_response = execution('rl_task.stop', hr, w2t, tasks=['brake'])
_response = execution('diagnosis.open', hr, w2t, open=False, display_open=False) _response = execution('diagnosis.open', hr, w2t, open=False, display_open=False)
# 找出最大速度 # 找出最大速度
speed_max = 0
for _msg in hr.c_msg: for _msg in hr.c_msg:
if 'diagnosis.result' in _msg: if 'diagnosis.result' in _msg:
dict_results = loads(_msg)['data'] dict_results = loads(_msg)['data']
@ -244,11 +243,15 @@ def run_rl(path, loadsel, hr, md, config_file, prj_file, result_dirs, w2t):
speed_max = max(_, speed_max) speed_max = max(_, speed_max)
wb = load_workbook(config_file, read_only=True) wb = load_workbook(config_file, read_only=True)
ws = wb['Target'] ws = wb['Target']
speed_target = float(ws.cell(row=3, column=axis+1).value) speed_target = float(ws.cell(row=3, column=axis+1).value) * float(_speed) / 100
if speed_max < speed_target*0.95: print(f"speed target = {speed_target}")
print(f"speed max = {speed_max}")
if speed_max < speed_target*0.95 or speed_max > speed_target*1.05:
w2t(f"Axis: {axis}-{count} | Speed: {speed_max*RADIAN} | Shouldbe: {speed_target}", 0, 0, 'indigo') w2t(f"Axis: {axis}-{count} | Speed: {speed_max*RADIAN} | Shouldbe: {speed_target}", 0, 0, 'indigo')
# 7. 清零c_msg重新运行程序并打开曲线发送继续运动信号开始运动当速度达到最大值时通过DO触发急停 md.write_speed_max(speed_max)
sleep(1)
for _msg in hr.c_msg: for _msg in hr.c_msg:
if 'diagnosis.result' in _msg: if 'diagnosis.result' in _msg:
_index = hr.c_msg.index(_msg) _index = hr.c_msg.index(_msg)
@ -256,6 +259,10 @@ def run_rl(path, loadsel, hr, md, config_file, prj_file, result_dirs, w2t):
hr.c_msg_xs.clear() hr.c_msg_xs.clear()
break break
# 5. 清除软急停重新运行程序并打开曲线发送继续运动信号当速度达到最大值时通过DO触发急停
if count == 1:
md.reset_estop()
_response = execution('overview.reload', hr, w2t, prj_path=prj_path, tasks=['brake', 'stop0_related'])
_response = execution('rl_task.pp_to_main', hr, w2t, tasks=['brake', 'stop0_related']) _response = execution('rl_task.pp_to_main', hr, w2t, tasks=['brake', 'stop0_related'])
_response = execution('state.switch_auto', hr, w2t) _response = execution('state.switch_auto', hr, w2t)
_response = execution('state.switch_motor_on', hr, w2t) _response = execution('state.switch_motor_on', hr, w2t)
@ -273,42 +280,23 @@ def run_rl(path, loadsel, hr, md, config_file, prj_file, result_dirs, w2t):
_response = execution('diagnosis.open', hr, w2t, open=True, display_open=True) _response = execution('diagnosis.open', hr, w2t, open=True, display_open=True)
_response = execution('diagnosis.set_params', hr, w2t, display_pdo_params=display_pdo_params) _response = execution('diagnosis.set_params', hr, w2t, display_pdo_params=display_pdo_params)
sleep(4) sleep(random.randint(2, 8))
_flg = 1 md.write_probe(True)
_t_start = time() _t_start = time()
while _flg: while True:
sleep(0.05) if md.read_brake_done() == 1:
for _msg in hr.c_msg: sleep(1) # 保证所有数据均已返回
if 'diagnosis.result' in _msg: md.write_probe(False)
if _flg == 0: _response = execution('diagnosis.open', hr, w2t, open=False, display_open=False)
break sleep(1) # 保证所有数据均已返回
dict_results = loads(_msg)['data']
for item in dict_results:
if item.get('channel', None) == axis-1 and item.get('name', None) == 'hw_joint_vel_feedback':
_ = abs(RADIAN*sum(item['value'])/len(item['value']))
if abs(_-speed_max) < 5:
print(f"speed actual = {_}")
print(f"speed max = {speed_max}")
print(f"speed target = {speed_target*float(_speed)/100}")
print(f"abs minus = {abs(_-speed_max)}")
for _i in range(5):
# md.set_stop0(0) # 触发IO急停
_response = execution('register.set_value', hr, w2t, name='stop0_signal', type='bool', bias=0, value=0)
sleep(0.02)
_flg = 0
break break
else: else:
if (time() - _t_start) // 60 > 1: if (time() - _t_start) // 60 > 1:
w2t(f"规定时间内未找到合适的点触发急停需要确认RL/Python程序编写正确并正常执行...", 0, 111, 'red', 'Automatic Test') w2t(f"规定时间内未找到合适的点触发急停需要确认RL/Python程序编写正确并正常执行...", 0, 111, 'red', 'Automatic Test')
else: else:
break sleep(1)
# 8. 关闭诊断曲线,且换成手动模式 # 6. 保留数据并处理输出
sleep(1) # 保证所有数据均已返回
_response = execution('diagnosis.open', hr, w2t, open=False, display_open=False)
_response = execution('state.switch_manual', hr, w2t)
# 9. 保留数据并处理输出
curve_data = [] curve_data = []
for _msg in hr.c_msg: for _msg in hr.c_msg:
if 'diagnosis.result' in _msg: if 'diagnosis.result' in _msg:

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@ -5,7 +5,7 @@ import selectors
from time import time, sleep from time import time, sleep
from os.path import dirname from os.path import dirname
from pymodbus.client.tcp import ModbusTcpClient from pymodbus.client.tcp import ModbusTcpClient
from pymodbus.payload import BinaryPayloadDecoder from pymodbus.payload import BinaryPayloadDecoder, BinaryPayloadBuilder
from pymodbus.constants import Endian from pymodbus.constants import Endian
MAX_FRAME_SIZE = 1024 MAX_FRAME_SIZE = 1024
@ -125,13 +125,48 @@ class ModbusRequest(object):
self.w2t(f"{Err}") self.w2t(f"{Err}")
self.w2t("无法读取准备信号连接Modbus失败需要确认网络是否通畅或是未正确导入寄存器文件...", 0, 100, 'red', self.tab_name) self.w2t("无法读取准备信号连接Modbus失败需要确认网络是否通畅或是未正确导入寄存器文件...", 0, 100, 'red', self.tab_name)
def set_stop0(self, number): def write_stop0(self, number):
try: try:
self.c.write_register(41004, number) self.c.write_register(41004, number)
except Exception as Err: except Exception as Err:
self.w2t(f"{Err}") self.w2t(f"{Err}")
self.w2t("无法通过IO操作stop0急停连接Modbus失败需要确认网络是否通畅或是未正确导入寄存器文件...", 0, 100, 'red', self.tab_name) self.w2t("无法通过IO操作stop0急停连接Modbus失败需要确认网络是否通畅或是未正确导入寄存器文件...", 0, 100, 'red', self.tab_name)
def write_speed_max(self, speed):
try:
builder = BinaryPayloadBuilder(byteorder=Endian.BIG, wordorder=Endian.LITTLE)
builder.add_32bit_float(float(speed))
payload = builder.build()
self.c.write_registers(41005, payload, skip_encode=True)
except Exception as Err:
self.w2t(f"{Err}")
self.w2t("无法写入速度值连接Modbus失败需要确认网络是否通畅或是未正确导入寄存器文件...", 0, 100, 'red', self.tab_name)
def read_brake_done(self):
try:
results = self.c.read_holding_registers(41007, 1)
return results.registers[0]
except Exception as Err:
self.w2t(f"{Err}")
self.w2t("无法读取制动已执行信号连接Modbus失败需要确认网络是否通畅或是未正确导入寄存器文件...", 0, 100, 'red', self.tab_name)
def write_axis(self, axis):
try:
builder = BinaryPayloadBuilder(byteorder=Endian.BIG, wordorder=Endian.LITTLE)
builder.add_32bit_int(int(axis))
payload = builder.to_registers()
self.c.write_registers(41008, payload)
except Exception as Err:
self.w2t(f"{Err}")
self.w2t("无法写入速度值连接Modbus失败需要确认网络是否通畅或是未正确导入寄存器文件...", 0, 100, 'red', self.tab_name)
def write_probe(self, probe):
try:
self.c.write_register(41010, probe)
except Exception as Err:
self.w2t(f"{Err}")
self.w2t("无法写入速度探测信号连接Modbus失败需要确认网络是否通畅或是未正确导入寄存器文件...", 0, 100, 'red', self.tab_name)
class HmiRequest(object): class HmiRequest(object):
def __init__(self, w2t): def __init__(self, w2t):
@ -188,7 +223,8 @@ class HmiRequest(object):
md.reset_estop() md.reset_estop()
md.clear_alarm() md.clear_alarm()
md.write_act(False) md.write_act(False)
md.set_stop0(1) md.write_probe(False)
md.write_axis(1)
except Exception as Err: except Exception as Err:
self.w2t("Connection failed...", 0, 0, 'red', tab_name=self.tab_name) self.w2t("Connection failed...", 0, 0, 'red', tab_name=self.tab_name)
with open(f"{current_path}/../../assets/templates/heartbeat", "w", encoding='utf-8') as f_hb: with open(f"{current_path}/../../assets/templates/heartbeat", "w", encoding='utf-8') as f_hb:
@ -233,7 +269,7 @@ class HmiRequest(object):
f_hb.write(_flag) f_hb.write(_flag)
if _flag == '0': if _flag == '0':
self.w2t(f"{_id} 心跳丢失,连接失败,重新连接中...", 0, 7, 'red', tab_name=self.tab_name) self.w2t(f"{_id} 心跳丢失,连接失败,重新连接中...", 0, 7, 'red', tab_name=self.tab_name)
sleep(2) sleep(1.5)
# with open(f"{current_path}/../../assets/templates/c_msg.log", "w", encoding='utf-8') as f: # with open(f"{current_path}/../../assets/templates/c_msg.log", "w", encoding='utf-8') as f:
# for msg in self.c_msg: # for msg in self.c_msg:
# f.write(str(loads(msg)) + '\n') # f.write(str(loads(msg)) + '\n')