agent_for_ui/random_walk_width.py

# coding: utf-8
import argparse
import subprocess
import sys
import time
import os
sys.path.append(os.path.dirname(os.path.abspath(__file__)))
sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))

from appium import webdriver
from appium.webdriver.common.touch_action import TouchAction
# from appium.webdriver.common.mobileby import MobileBy
from selenium.webdriver.common.by import By
from appium.webdriver.common.mobileby import MobileBy
from tqdm import tqdm
from agent_for_api.API_list import usr_api_list
from agent_for_api.agent_api_prompt import select_api_prompt, select_api_example
from agent_for_api.main_for_api import get_api_list
from agent_for_ui.agent_html_prompt import *
from selenium.common.exceptions import WebDriverException, InvalidElementStateException, NoSuchElementException
import json
from agent_for_ui.xml_to_html import any_tree_to_html
from chatgpt import chatgpt
import re
from app_list_MIUI import app_list
from selenium.webdriver.support import expected_conditions as EC
from selenium.webdriver.support.ui import WebDriverWait
from selenium.common.exceptions import TimeoutException
import os
import random
import copy
from appium.webdriver.common.touch_action import TouchAction
from appium.webdriver.common.multi_action import MultiAction

max_attempts = 5  # Set the maximum number of retry attempts


# currently tasks are all defined on single-app
'''

How does the entire demo work?

Use appium to obtain the xml information of the interface -> convert the local algorithm into html format -> 

package and send the task (task description + env_html) -> agent (planning + action) -> 

action is converted into appium's action and acts on the environment -> (task Description+env_html+action_history)->

The new action acts on the environment. (loop construction completed)

'''
# How to agent make decision?：
'''

planning action reward memory? 

'''

import xml.etree.ElementTree as ET
from anytree import Node

def parse_xml_to_anytree(xml_code):
    root = ET.fromstring(xml_code)

    def build_anytree(node, element, child_index, seen_elements, counter):
        element_type = element.tag
        # print(element_type)
        # Generate a unique key for the element based on its attributes
        element_key = (
            element_type,
            element.get('resource-id', ''),
            #  content-desc， text兼容问题
            element.get('content-desc', ''),
            element.get('text', ''),
            element.get('clickable', ''),
            element.get('scrollable', ''),
            element.get('package', ''), ##
            element.get('class', ''),
            element.get('displayed', ''),
            element.get('bounds', ''),
        )
        seen_elements.add(element_key)

        # 检查是否有儿子节点
        is_leaf = not bool(list(element))

        # 检查 text 和 content-desc 是否至少有一个为真
        has_text = bool(element.get('text'))
        has_content_desc = bool(element.get('content-desc'))
        visible = has_text or has_content_desc or 'button' in element_type.lower()

        leaf_id = counter[0]  # 使用计数器作为 leaf_id
        counter[0] += 1  # 递增计数器

        anytree_node = Node(element_type, parent=node, type=element_type, visible=visible, leaf_id=leaf_id,
                            resource_id=element.get('resource-id'), content_desc=element.get('content-desc'),
                            text=element.get('text'), clickable=element.get('clickable'), is_leaf=is_leaf,
                            scrollable=element.get('scrollable'), package=element.get('package'),
                            class_label=element.get('class'), displayed=element.get('displayed'), bounds=element.get('bounds'))

        for idx, child in enumerate(element):
            # print(idx)
            build_anytree(anytree_node, child, idx, seen_elements, counter)

    is_root_leaf = not bool(list(root))

    anytree_root = Node(root.tag, type=root.tag, visible=True, leaf_id=0,  # 初始计数器为 0
                        resource_id=root.get('resource-id'), content_desc=root.get('content-desc'),
                        text=root.get('text'), clickable=root.get('clickable'),
                        is_leaf=is_root_leaf, scrollable=root.get('scrollable'), package=root.get('package'),
                        class_label=root.get('class'), displayed=root.get('displayed'), bounds=root.get('bounds'))


    seen_elements = set()
    counter = [1]  # 使用列表来存储计数器的值，以便在递归中共享

    for idx, child in enumerate(root):
        # print("out",idx)
        build_anytree(anytree_root, child, idx, seen_elements, counter)

    return anytree_root



# actions define
def screen_click(element_id):
    element = driver.find_element(By.ID, element_id)  # use id to locate the element
    element.click()

def screen_text_input(element_id, input_text):
    element = driver.find_element(By.ID, element_id)  # use id to locate the element
    element.send_keys(input_text)

def screen_swipe(driver, start_x, start_y, end_x, end_y, duration=1000):
    # use duration to control the speed of swipe
    success = False
    while not success:
        try:
            driver.swipe(start_x, start_y, end_x, end_y, duration)
            success = True  # If the page source is acquired, set success to True to exit the loop
        except WebDriverException as e:
            print(f"Encountered an error: {e}. Retrying...")
            time.sleep(5)  # Wait for 5 seconds before retrying




def get_memory(history_actions):
    memory_list = []
    # print(history_actions)
    for round_number, action_info in enumerate(history_actions, 1):
        key = None
        if 'action' in action_info:
            key = 'action'
            # round_number += 1  # 仅当键是 'action' 时增加 round_number
        elif 'thought' in action_info:
            key = 'thought'
        elif 'API call' in action_info:
            key = 'API call'
            # round_number += 1  # 仅当键是 'API call' 时增加 round_number
        else:
            key = 'unknown'
            # round_number += 1  # 对于其他未知类型也增加 round_number
        detail = action_info.get(key, 'No detail')
        # print(f"{key}: {detail}")
        memory_list.append(f"{action_info}")
        # memory_list.append(f"{key}: {detail}")

    if memory_list != []:
        # memory_list = memory_list[-10:]   # 记忆压缩。
        memory = "\n".join(memory_list)
    else:
        memory = "No action has been completed yet"
    return memory

def find_element(element, driver):
    id_match = re.search(r'id="([^"]+)"', element)
    text_match = re.search(r'>\s*([^<>]+)\s*<', element)
    alt_match = re.search(r'description="([^"]+)"', element)
    class_match = re.search(r'class="([^"]+)"', element)
    if id_match:
        id_value = id_match.group(1).strip()
        # print("-----------------------------------------", id_value)
    if text_match:
        text_value = text_match.group(1).strip()
        if text_value.isspace() or not text_value:
            text_match = False
            # print("-----------------------------------------", text_match)

    if alt_match:
        alt_value = alt_match.group(1).strip()
        # print("-----------------------------------------", alt_value)
    if class_match:
        class_value = class_match.group(1).strip()

    find = False
    if text_match and alt_match and id_match :
        success = False
        attempt_count = 0
        while not success and attempt_count < max_attempts:
            try:
                list = driver.find_elements(MobileBy.ANDROID_UIAUTOMATOR,
                                            f'new UiSelector().text("{text_value}").description("{alt_value}").resourceId("{id_value}")')
                success = True  # 如果页面源获取成功，设置success为True以退出循环
            except WebDriverException as e:
                attempt_count += 1
                print(f"遇到错误: {e}. 重试中...")
                time.sleep(5)  # 重试前等待5秒
        if not success:
            print("服务器端错误")
            return None
        if len(list) > 0:
            find = True
        if len(list) > 1:
            print("警告: 存在多个具有相同text_value\description\id的元素，这可能导致错误！")
        if find:
            return list

    if text_match and alt_match :
        success = False
        attempt_count = 0
        while not success and attempt_count < max_attempts:
            try:
                list = driver.find_elements(MobileBy.ANDROID_UIAUTOMATOR,
                                            f'new UiSelector().text("{text_value}").description("{alt_value}")')
                success = True  # 如果页面源获取成功，设置success为True以退出循环
            except WebDriverException as e:
                attempt_count += 1
                print(f"遇到错误: {e}. 重试中...")
                time.sleep(5)  # 重试前等待5秒
        if not success:
            print("服务器端错误")
            return None
        if len(list) > 0:
            find = True
        if len(list) > 1:
            print("警告: 存在多个具有相同text_value\description的元素，这可能导致错误！")
        if find:
            return list

    if id_match and text_match:
        success = False
        attempt_count = 0
        while not success and attempt_count < max_attempts:
            try:
                list = driver.find_elements(MobileBy.ANDROID_UIAUTOMATOR, f'new UiSelector().resourceId("{id_value}").text("{text_value}")')
                # print("------------------------",list)
                success = True  # If the page source is acquired, set success to True to exit the loop
            except WebDriverException as e:
                attempt_count += 1
                print(f"Encountered an error: {e}. Retrying...")
                time.sleep(5)  # Wait for 5 seconds before retrying
        # list = driver.find_elements(By.ID, id_value)
        if success == False:
            print("serve side error")
            return None
        if len(list) > 0:
            find = True
        if len(list) > 1:
            print("警告: 存在多个具有相同text_value\id的元素，这可能导致错误！")
        if find:
            return list

    if id_match and alt_match:
        success = False
        attempt_count = 0
        while not success and attempt_count < max_attempts:
            try:
                list = driver.find_elements(MobileBy.ANDROID_UIAUTOMATOR, f'new UiSelector().resourceId("{id_value}").description("{alt_value}")')
                # print("------------------------",list)
                success = True  # If the page source is acquired, set success to True to exit the loop
            except WebDriverException as e:
                attempt_count += 1
                print(f"Encountered an error: {e}. Retrying...")
                time.sleep(5)  # Wait for 5 seconds before retrying
        # list = driver.find_elements(By.ID, id_value)
        if success == False:
            print("serve side error")
            return None
        if len(list) > 0:
            find = True
        if len(list) > 1:
            print("警告: 存在多个具有相同description\id的元素，这可能导致错误！")
        if find:
            return list

    if id_match:
        success = False
        attempt_count = 0
        while not success and attempt_count < max_attempts:
            try:
                list = driver.find_elements(MobileBy.ANDROID_UIAUTOMATOR,
                                            f'new UiSelector().resourceId("{id_value}")')
                success = True  # If the page source is acquired, set success to True to exit the loop
            except WebDriverException as e:
                attempt_count += 1
                print(f"Encountered an error: {e}. Retrying...")
                time.sleep(5)  # Wait for 5 seconds before retrying
        if success == False:
            print("serve side error")
            return None
        if len(list) > 0:
            find = True
        if len(list) > 1:
            print("警告: 存在多个具有相同id的元素，这可能导致错误！")
        if find:
            return list

    if class_match:
        success = False
        attempt_count = 0
        while not success and attempt_count < max_attempts:
            try:
                list = driver.find_elements(MobileBy.ANDROID_UIAUTOMATOR,
                                            f'new UiSelector().resourceId("{class_value}")')
                success = True  # If the page source is acquired, set success to True to exit the loop
            except WebDriverException as e:
                attempt_count += 1
                print(f"Encountered an error: {e}. Retrying...")
                time.sleep(5)  # Wait for 5 seconds before retrying
        # list = driver.find_elements(By.ID, id_value)
        if success == False:
            print("serve side error")
            return None
        if len(list) > 0:
            find = True
        if len(list) > 1:
            print("警告: 存在多个具有相同class的元素，这可能导致错误！")
        if find:
            return list



    print("没有定位到对应的元素")
    return None

def actions(res, history_actions, driver):
    if 'click(' in res:
        first_angle_bracket = res.find('<')
        first_reangle_bracket = res.find('>')
        second_angle_bracket = res.find('>', first_reangle_bracket + 1)
        # Extract the element from between these positions
        text = res[first_angle_bracket:second_angle_bracket + 1]
        list = find_element(text, driver)
        if list == None:
            print("Warning: Invalid element")
            history_actions.append({"Action": f"[Fail]: Invalid element click({text})"})
        elif len(list) == 0:
            print("Warning: Invalid element")
            history_actions.append({"Action": f"[Fail]: Invalid element click({text})"})
        else:
            try:
                list[0].click()
                history_actions.append({"Action": f"click({text})"})
            except WebDriverException as e:
                print(f"Encountered an error: {e}. Retrying...")
                history_actions.append({"Action": f"[Fail]: Unsuccessful click click({text})"})

    elif 'press(' in res:
        action = TouchAction(driver)
        first_angle_bracket = res.find('<')
        first_reangle_bracket = res.find('>')
        second_angle_bracket = res.find('>', first_reangle_bracket + 1)
        # Extract the element from between these positions
        text = res[first_angle_bracket:second_angle_bracket + 1]
        list = find_element(text, driver)
        if list == None:
            print("Warning: Invalid element")
            history_actions.append({"Action": f"[Fail]: Invalid element press({text})"})
        elif len(list) == 0:
            print("Warning: Invalid element")
            history_actions.append({"Action": f"[Fail]: Invalid element press({text})"})
        else:
            try:
                action.press(list[0]).wait(1000).release().perform()
                history_actions.append({"Action": f"press({text})"})
            except WebDriverException as e:
                print(f"Encountered an error: {e}. Retrying...")
                history_actions.append({"Action": f"[Fail]: Unsuccessful press({text})"})

    elif 'zoom(' in res:
        action1 = TouchAction(driver)
        action2 = TouchAction(driver)
        zoom_action = MultiAction(driver)
        first_angle_bracket = res.find('<')
        first_reangle_bracket = res.find('>')
        second_angle_bracket = res.find('>', first_reangle_bracket + 1)
        # Extract the element from between these positions
        text = res[first_angle_bracket:second_angle_bracket + 1]
        list = find_element(text, driver)
        if list == None:
            print("Warning: Invalid element")
            history_actions.append({"Action": f"[Fail]: Invalid element Zoom({text})"})
        elif len(list) == 0:
            print("Warning: Invalid element")
            history_actions.append({"Action": f"[Fail]: Invalid element Zoom({text})"})
        else:
            try:
                action1.press(list[0]).move_to(x=0, y=-100)  # 向上移动
                action2.press(list[0]).move_to(x=0, y=100)  # 向下移动
                zoom_action.add(action1, action2)
                zoom_action.perform()
                history_actions.append({"Action": f"Zoom({text})"})
            except WebDriverException as e:
                print(f"Encountered an error: {e}. Retrying...")
                history_actions.append({"Action": f"[Fail]: Unsuccessful zoom({text})"})

    elif 'pinch(' in res:
        action1 = TouchAction(driver)
        action2 = TouchAction(driver)

        first_angle_bracket = res.find('<')
        first_reangle_bracket = res.find('>')
        second_angle_bracket = res.find('>', first_reangle_bracket + 1)
        # Extract the element from between these positions
        text = res[first_angle_bracket:second_angle_bracket + 1]
        list = find_element(text, driver)
        if list == None:
            print("Warning: Invalid element")
            history_actions.append({"Action": f"[Fail]: Invalid element pinch({text})"})
        elif len(list) == 0:
            print("Warning: Invalid element")
            history_actions.append({"Action": f"[Fail]: Invalid element pinch({text})"})
        else:
            try:
                action1.press(x=list[0].location['x'], y=list[0].location['y'] - 100).move_to(list[0])
                action2.press(x=list[0].location['x'], y=list[0].location['y'] + 100).move_to(list[0])

                pinch_action = MultiAction(driver)
                pinch_action.add(action1, action2)
                pinch_action.perform()
                history_actions.append({"Action": f"pinch({text})"})
            except WebDriverException as e:
                print(f"Encountered an error: {e}. Retrying...")
                history_actions.append({"Action": f"[Fail]: Unsuccessful pinch({text})"})

    elif 'input(' in res:
        first_angle_bracket = res.find('<')
        first_reangle_bracket = res.find('>')
        second_angle_bracket = res.find('>', first_reangle_bracket + 1)
        # Extract the element from between these positions
        element = res[first_angle_bracket:second_angle_bracket + 1]
        input_context = res[second_angle_bracket + 2:-1].strip()
        input_context = input_context.strip('\'\"')
        # print(element)
        # print(input_context)
        list = find_element(element, driver)
        if list == None:
            print("Warning: Invalid element")
            history_actions.append({"Action": f"[Fail]: Invalid element. input({element}, {input_context})"})
        elif len(list) == 0:
            print("Warning: Invalid element")
            history_actions.append({"Action": f"[Fail]: Invalid element. input({element}, {input_context})"})
        else:
            try:
                # 点击元素
                list[0].click()
                history_actions.append({"Action": f"click({element})"})
                try:
                    WebDriverWait(driver, 1).until(
                        EC.staleness_of(list[0])
                    )
                    # 等待刷新

                except TimeoutException:
                    # 如果元素不存在或不可见，不执行input操作
                    list[0].send_keys(input_context)
                    history_actions.append({"Action": f"input({element}, {input_context})"})

            except InvalidElementStateException as e:
                print(f"Encountered an error: {e}. Retrying...")
                history_actions.append(
                    {"Action": f"[Fail]: InvalidElementStateException input({element}, {input_context})"})
            except NoSuchElementException as e:
                print(f"Encountered an error: {e}. Retrying...")
                history_actions.append({"Action": f"[Fail]: NoSuchElementException input({element}, {input_context})"})



    elif 'scroll(' in res or 'swipe(' in res:
        action = TouchAction(driver)

        numbers = re.findall(r'\d+', res)
        # 将找到的数字转换成整数并分配给相应的变量
        x1, y1, x2, y2 = map(int, numbers[:4])
        max_value = max(x1, y1, x2, y2)
        # 对滑动操作的参数进行调整，以免超出边界。
        if x1 == max_value:
            x1 -= 50
        if y1 == max_value:
            y1 -= 50
        if x2 == max_value:
            x2 -= 50
        if y2 == max_value:
            y2 -= 50

        # 如果某个数等于0，则加50
        if x1 == 0:
            x1 += 50
        if y1 == 0:
            y1 += 50
        if x2 == 0:
            x2 += 50
        if y2 == 0:
            y2 += 50
        success = False
        attempt_count = 0
        while not success and attempt_count < max_attempts:
            try:
                action.press(x=x1, y=y1).wait(ms=1000).move_to(x=x2, y=y2).release().perform()
                # driver.swipe(x1, y1, x2, y2, duration=1000) # swipe的效果不够好。
                success = True  # If the page source is acquired, set success to True to exit the loop
            except WebDriverException as e:
                attempt_count += 1
                print(f"Encountered an error: {e}. Retrying...")
                time.sleep(5)  # Wait for 5 seconds before retrying
        if success:
            history_actions.append({"Action": f"scroll([{x1},{y1}][{x2},{y2}])"})
        else:
            print("[Fail]: unsucess scroll.")
            history_actions.append({"Action": f"[Fail]: unsuccessful scroll scroll([{x1},{y1}][{x2},{y2}])"})

def get_page_source(driver):
    attempt_count = 0
    success = False
    xml_source = None
    while not success and attempt_count < max_attempts:
        try:
            xml_source = driver.page_source
            success = True  # If the page source is acquired, set success to True to exit the loop
        except WebDriverException as e:
            attempt_count += 1
            print(f"Encountered an error: {e}. Retrying...")
            time.sleep(3)  # Wait for 5 seconds before retrying
            # driver.quit()
            # driver = open_driver()
    return xml_source, driver


def run_command(command):
    result = subprocess.run(command, shell=True, stdout=subprocess.PIPE, stderr=subprocess.PIPE, text=True)
    stderr = result.stderr
    if not stderr:
        return "API execution successful"
    else:
        return "API execution failed"

def api(res, history_actions):
    matches = re.findall(r'\[(.*)\]', res)
    success = False
    for match in matches:
        adb_command = match
        print("[API CALL]: ", adb_command)
        result = run_command(adb_command)
        print("[APi Function Call Result]: \033[34m" + result + "\033[0m")
        if 'success' in result:
            success = True
        # 有待商榷，执行失败的信息是否应该放在记录里，这样可以避免重复生成错误的API
        if "successful" in result:
            history_actions.append({f"API call": f"{adb_command}. [Call result]:{result}"})
        # history_actions.append({f"[API call]": f"{adb_command}. [Call result]:{result}"})
    return success


def get_success_memory(history_actions):
        memory_list = []
        counter = 0  # Initialize a counter
        for action_info in history_actions:
            key = None
            # 检查动作类型
            if 'action' in action_info or 'thought' in action_info:
                if 'action' in action_info:
                    key = 'action'
                elif 'thought' in action_info:
                    key = 'thought'

                # 当遇到 'action' 或 'thought' 时，每两次迭代增加一次计数
                if counter % 2 == 0:
                    round_number = counter // 2 + 1
                counter += 1

            elif 'API call' in action_info:
                key = 'API call'
                round_number = counter // 2 + 1  # 保持当前的 round_number

            elif 'App Select and Plan' in action_info:
                key = 'App Select and Plan'
                round_number = counter // 2 + 1  # 保持当前的 round_number

            else:
                key = 'unknown'
                round_number = counter // 2 + 1  # 保持当前的 round_number

            detail = action_info.get(key, 'No detail')
            memory_list.append(f"Step {round_number}: {key}: {detail}")

        memory = "\n".join(memory_list)
        return memory

def open_driver():
    success = False
    attempt_count = 0
    while not success and attempt_count < max_attempts:
        try:
            driver = webdriver.Remote('http://127.0.0.1:4723/wd/hub', desired_caps)
            success = True
        except WebDriverException as e:
            attempt_count += 1
            print(f"Encountered an error: {e}. Retrying...")
            time.sleep(5)  # Wait for 5 seconds before retrying
    if not success:
        print(f"Failed to connect after {max_attempts} attempts. Exiting program.")
        driver.quit()
        sys.exit()  # Exit the program if connection is not successful
    else:
        print("[Device connected successfully!]")
        return driver

def read_json_file(file_path):
    with open(file_path, 'r') as file:
        data = json.load(file)

    # Extracting only id, app, packagename, query, and check_point information
    extracted_data = []
    for item in data:
        id = item.get('id')
        app = item.get('app')
        package_name = item['check_point'].get('package', [])
        query = item.get('query')
        check_point = item.get('check_point')
        extracted_data.append({
            'id': id,
            'app': app,
            'packagename': package_name,
            'query': query,
            'check_point': check_point
        })

    return extracted_data

def calculate_package_coverage(data_item, action_history):
    # 初始化覆盖数量
    coverage_count = 0
    if 'check_point' in data_item and 'package' in data_item['check_point']:
        package_names = data_item['check_point']['package']
        # 遍历 package_names 中的每个元素
        for package_name in package_names:
            # 检查元素是否出现在 action_history 的任何动作中
            if any(package_name in action for action in action_history):
                coverage_count += 1

        return coverage_count / len(package_names)
    else:
        return 0

def check_point_passed(check_point_value, action_history):
    if '|' in check_point_value:
        # 如果列表中有 '|', 那么任何一个 action_history 中的动作包含至少一个元素即通过
        return any(cp_elem in action for cp_elem in check_point_value if cp_elem != '|' for action in action_history), 1
    elif '&' in check_point_value:
        # 如果列表中有 '&', 那么 action_history 中的动作需要包含所有元素
        return all(cp_elem in action for cp_elem in check_point_value if cp_elem != '&' for action in action_history), 1
    else:
        if isinstance(check_point_value, list):
            total_elems = len(check_point_value)
            passed_elems = sum(any(cp_elem in action for action in action_history) for cp_elem in check_point_value)
            return passed_elems, total_elems
        else:
            return any(check_point_value in action for action in action_history), 1

# check point scores
def check_points(data_item, action_history):
    checkpoints = ['activity', 'resource-id', 'text', 'package', 'api']
    total_checkpoints = 0
    passed_checkpoints = 0

    for cp in checkpoints:
        if cp in data_item['check_point'] and data_item['check_point'][cp]:   # check existence
            check_point_value = data_item['check_point'][cp]
            if isinstance(check_point_value, list):
                passed, total = check_point_passed(check_point_value, action_history)
                passed_checkpoints += passed
                total_checkpoints += total
            else:
                # 直接比较
                total_checkpoints += 1
                if any(check_point_value in action for action in action_history):
                    passed_checkpoints += 1

    return passed_checkpoints / total_checkpoints if total_checkpoints > 0 else 0

def format_api_info_as_text(text, data):
    """

    Format the API information as text in the specified format if the name_ch or name_en of an app is found in the text.

    :param text: The string in which to search for app names.

    :param data: The JSON data containing app information.

    :return: A string formatted as a dictionary with app names as keys and their API information as values.

    """
    formatted_info = {}
    general_keys_api = [
        {
            "ADB Command": "adb shell input keyevent KEYCODE_BACK",
            "Function Description": "Return to previous page",
            "Parameter Information": "No additional parameters required."
        },
        {
            "ADB Command": "adb shell input keyevent KEYCODE_HOME",
            "Function Description": "go to home page, which is equal to click the home button",
            "Parameter Information": "No additional parameters required."
        },
        {
            "ADB Command": "adb shell input keyevent KEYCODE_SLEEP",
            "Function Description": "Set the device to sleep",
            "Parameter Information": "No additional parameters required."
        },
        {
            "ADB Command": "adb shell screencap -p /sdcard/screenshot.png",
            "Function Description": "Takes a screenshot and saves it.",
            "Parameter Information": "No additional parameters required."
        },
        {
            "ADB Command": "adb shell input keyevent KEYCODE_WAKEUP",
            "Function Description": "Wake up the device",
            "Parameter Information": "No additional parameters required."
        }
    ]
    formatted_info["通用按键"] = general_keys_api

    for app in data:
        #if re.search(r'\b' + re.escape(app['name_ch']) + r'\b', text) or re.search(
        #        r'\b' + re.escape(app['name_en']) + r'\b', text):
        if app['name_en'] in text or app['name_ch'] in text:
            api_info = app['api']
            if api_info:
                formatted_info[app['name_ch']] = api_info

    # Convert the dictionary to a string formatted as a dictionary
    formatted_text = json.dumps(formatted_info, indent=2, ensure_ascii=False)
    return formatted_text


def map_and_reverse_complete_interactive_elements(html_content):  # 建立元素和数值的映射关系；
    lines = html_content.split('\n')
    interactive_elements = {}
    counter = 1  # Start numbering from 1

    for line in lines:
        # Check if the line contains a clickable, scrollable or input element
        if 'clickable="true"' in line or 'scrollable="true"' in line or 'input' in line:
            # Map the entire line (HTML tag) to the number
            interactive_elements[counter] = line.strip()
            counter += 1  # Increment the counter for the next interactive element

    return interactive_elements
def calculate_scroll_parameters(window_size, html, direction, scroll_type):
    width = window_size['width']
    height = window_size['height']
    safe_margin = 10   # 安全边界距离
    match = re.search(r'bounds="\[([0-9]+,[0-9]+)\]\[([0-9]+,[0-9]+)\]"', html)
    bounds = [match.group(1), match.group(2)]
    # 解析bounds字符串"[x1,y1][x2,y2]"
    x1, y1 = map(int, bounds[0].split(','))
    x2, y2 = map(int, bounds[1].split(','))

    # 计算中点坐标
    mid_x = (x1 + x2) // 2
    mid_y = (y1 + y2) // 2

    if scroll_type == 'short':
        # 短距离滚动
        offset_x = (x2 - x1) // 4
        offset_y = (y2 - y1) // 4
        scroll_coordinates = {
            'up': ([mid_x, mid_y + offset_y], [mid_x, mid_y - offset_y]),
            'down': ([mid_x, mid_y - offset_y], [mid_x, mid_y + offset_y]),
            'left': ([mid_x + offset_x, mid_y], [mid_x - offset_x, mid_y]),
            'right': ([mid_x - offset_x, mid_y], [mid_x + offset_x, mid_y])
        }
    elif scroll_type == 'long':
        # 长距离滚动
        if direction == 'up':
            start_x = end_x = mid_x
            start_y = y2 - safe_margin
            end_y = safe_margin
        elif direction == 'down':
            start_x = end_x = mid_x
            start_y = y1 + safe_margin
            end_y = height - safe_margin
        elif direction == 'left':
            start_y = end_y = mid_y
            start_x = x2 - safe_margin
            end_x = safe_margin
        elif direction == 'right':
            start_y = end_y = mid_y
            start_x = x1 + safe_margin
            end_x = width - safe_margin
        else:
            return None  # 无效方向
        scroll_coordinates = {
            direction: ([start_x, start_y], [end_x, end_y])
        }
    else:
        return None  # 无效的滚动类型

    return scroll_coordinates[direction]

    # # 定义滚动偏移量
    # offset_x = (x2 - x1) // 4
    # offset_y = (y2 - y1) // 4
    #
    # # 根据方向计算滚动起始和结束坐标
    # scroll_directions = {
    #     'up': ([mid_x, mid_y + offset_y], [mid_x, mid_y - offset_y]),
    #     'down': ([mid_x, mid_y - offset_y], [mid_x, mid_y + offset_y]),
    #     'left': ([mid_x + offset_x, mid_y], [mid_x - offset_x, mid_y]),
    #     'right': ([mid_x - offset_x, mid_y], [mid_x + offset_x, mid_y])
    # }
    #
    # return scroll_directions[direction]

def process_user_input(window_size, user_input, elements_map):  # 将用户的输入转化为实际的执行指令
    # Splitting the input for action and parameters
    parts = user_input.split('(', 1)
    action = parts[0].strip().lower()  # Action: click, scroll, input
    params = parts[1].rstrip(')').split(',') if len(parts) > 1 else []  # Parameters in the parentheses

    # Defining the action command and parameters
    action_command = ''
    params_command = ''

    # Determine the action and construct corresponding command
    if action == 'click':
        action_command = 'click'
        if params and params[0].isdigit() and int(params[0]) in elements_map:
            params_command = elements_map[int(params[0])]
    elif action == 'press':
        action_command = 'press'
        if params and params[0].isdigit() and int(params[0]) in elements_map:
            params_command = elements_map[int(params[0])]
    elif action == 'zoom':
        action_command = 'zoom'
        if params and params[0].isdigit() and int(params[0]) in elements_map:
            params_command = elements_map[int(params[0])]
    elif action == 'pinch':
        action_command = 'pinch'
        if params and params[0].isdigit() and int(params[0]) in elements_map:
            params_command = elements_map[int(params[0])]
    elif action == 'scroll':
        action_command = 'scroll'
        # Defining scroll directions as start and end coordinates
        if params and params[0].isdigit() and int(params[0]) in elements_map:
            html_element = elements_map[int(params[0])]
            direction = str(params[1])
            if len(params) > 2:
                scroll_type = 'long'
            else:
                scroll_type = 'short'
            params_command = calculate_scroll_parameters(window_size, html_element, direction, scroll_type)
    elif action == 'input':
        action_command = 'input'
        if params and params[0].isdigit() and int(params[0]) in elements_map:
            params_command = elements_map[int(params[0])]
            if len(params) > 1:
                params_command += f", '{params[1]}'"

    # Construct the final command
    final_command = f"{action_command}({params_command})"

    return final_command
def display_html_and_mapping(html_content, elements_map):
    # Outputting the entire HTML content
    print("[HTML Content]:")
    print(html_content)
    print("[Interactive Elements Mapping]:")
    # Iterating through the elements map and printing the index and description
    # Initialize categories
    clickables = {}
    scrollables = {}
    inputs = {}  # Assuming we could identify input elements somehow

    # Iterating through the elements map to categorize
    for index, html in elements_map.items():
        if 'input' in html:
            inputs[index] = html
        elif 'scrollable="true"' in html:
            scrollables[index] = html
        elif 'clickable="true"' in html:
            clickables[index] = html

    action_space={}

    # Outputting categorized elements
    categories = [("Clickables", clickables), ("Scrollables", scrollables), ("Inputs", inputs)]
    for category_name, category_map in categories:
        if category_map:  # Only print if category has items
            print(f"[{category_name}]:")
            max_index_length = len(str(max(category_map.keys()))) if category_map else 0
            for index, html in category_map.items():
                description = ""
                # Extracting a brief description
                if 'description="' in html:
                    description = html.split('description="')[1].split('"')[0]
                elif 'class="' in html:
                    class_name = html.split('class="')[1].split('"')[0]
                    # Check if there is visible text inside the element
                    inner_text = html.split('>')[1].split('<')[0] if '>' in html and '<' in html else ""
                    if not inner_text.strip():
                        description = f"Empty {class_name}"
                    else:
                        description = inner_text.strip()
                # Adding bounds if the element is scrollable
                if 'scrollable="true"' in html and 'bounds="' in html:
                    bounds = html.split('bounds="')[1].split('"')[0]
                    description += f" ({bounds})" if bounds else ""

                if description:  # Only print if there's a description or text content
                    print(f"{index:{max_index_length}}: {description}")
                    action_space[index]=category_name

    '''

    for category_name, category_map in categories:

        if category_map:  # Only print if category has items

            print(f"[{category_name}]:")

            max_index_length = len(str(max(category_map.keys()))) if category_map else 0

            for index, html in category_map.items():

                # Attempting to extract a brief description

                if 'description="' in html:

                    description = html.split('description="')[1].split('"')[0]

                else:

                    text_content = html.split('>')[1].split('<')[0] if '>' in html and '<' in html else ""

                    description = text_content.strip()

                    # Adding bounds if the element is scrollable

                if 'scrollable="true"' in html and 'bounds="' in html:

                    bounds = html.split('bounds="')[1].split('"')[0]

                    description += f" ({bounds})" if bounds else ""

                if description:  # Only print if there's a description or text content

                    print(f"{index:{max_index_length}}: {description}")



                    action_space[index]=category_name

    '''
    return action_space


def gen_action_list(action_space, window_size):
    action_tobe = []
    for index in action_space:
        category_name = action_space[index]

        action_list = []
        if category_name == "Clickables":
            action_res = "click(" + str(index) + ")"
            action_list.append(action_res)

        elif category_name == "Scrollables":
            action_res = "scroll(" + str(index) + ",up)"
            action_list.append(action_res)
            # action_res="scroll("+str(index)+",up, long)"
            # action_list.append(action_res)
            action_res = "scroll(" + str(index) + ",down)"
            action_list.append(action_res)
            # action_res="scroll("+str(index)+",down, long)"
            # action_list.append(action_res)
            action_res = "scroll(" + str(index) + ",left)"
            action_list.append(action_res)
            # action_res="scroll("+str(index)+",left, long)"
            # action_list.append(action_res)
            action_res = "scroll(" + str(index) + ",right)"
            action_list.append(action_res)
            # action_res="scroll("+str(index)+",right, long)"
            # action_list.append(action_res)
        elif category_name == "Inputs":
            action_res = "click(" + str(index) + ")"
            action_list.append(action_res)
            random.shuffle(current_text_list)
            action_res = "input(" + str(index) + "," + current_text_list[0] + ")"
            action_list.append(action_res)

        # window_size = driver.get_window_size()
        for action_res in action_list:
            action_res = process_user_input(window_size, action_res, mapping)
            if action_res not in action_tobe:
                action_tobe.append(action_res)
    return action_tobe

def compare_html_acc(html_code_save,html_code):
    html_code_save_list=html_code_save.strip().split("\n")
    html_code_list=html_code.strip().split("\n")
    index=0
    correct=[]
    for code_ in html_code_list:
        if code_ in html_code_save_list:
            index+=1
            correct.append(1)
        else:
            correct.append(0)
    if float(index)/len(html_code_list)<0.9:
        print("###############html_code_save##############")
        print(html_code_save)
        print("###############html_code##############")
        print(html_code)
        print(correct)
    return float(index)/len(html_code_list), index, len(html_code_list)

def restart_from_homepage(start_APP_command,history_list,driver):
    history_actions=[]
    for temp_command in start_APP_command:
        result = api(temp_command, history_actions)
        if "adb" in temp_command.lower():
            time.sleep(10)
        else:
            time.sleep(5)

    history_actions = []
    for temp_command in history_list:
        actions(temp_command, history_actions, driver)
        print(temp_command)
        if "adb" in temp_command.lower():
            time.sleep(10)
        else:
            time.sleep(5)
    return history_actions

def get_filelist(dir, Filelist):
    newDir = dir
    if os.path.isfile(dir):
        Filelist.append(dir)
        # # 若只是要返回文件文，使用这个
        # Filelist.append(os.path.basename(dir))
    elif os.path.isdir(dir):
        for s in os.listdir(dir):
            # 如果需要忽略某些文件夹，使用以下代码
            #if s == "xxx":
                #continue
            newDir=os.path.join(dir,s)
            get_filelist(newDir, Filelist)
    return Filelist


def click_cancel(driver):
    # cancel_button = driver.find_element_by_id("com.miui.systemAdSolution:id/cancel_dialog")
    # if cancel_button:
    #     cancel_button.click()
    cancel_button = driver.find_elements(MobileBy.ANDROID_UIAUTOMATOR, f'new UiSelector().text("取消")')
    if cancel_button:
        cancel_button[0].click()


def get_parser():
    parser = argparse.ArgumentParser(description="Agent for mobile phone")
    parser.add_argument('--temperature', type=float, default=0.1, help='temperature')
    parser.add_argument('--model', type=str, default='gpt-4', help='model to use')
    parser.add_argument('--dataset', type=str, default='data/s_app_m_step_utf8.json', help='dataset to use')
    parser.add_argument('--max_steps', type=int, choices=range(0, 50), default=20, help='numbers of steps')
    parser.add_argument('--start_index', type=int, default=0, help='start_index')
    return parser

parser = get_parser()
args = parser.parse_args()
# Press the green button in the gutter to run the script.
if __name__ == '__main__':
    t = time.localtime()
    model_name = args.model.replace('/', '-')

    # # read data
    # with open("corpus/human_anno_data_tobe.json", 'r') as file:
    #     data = json.load(file)
    # human_anno_data_done=[]

    if os.path.exists("corpus/human_anno_data_tobe.json"):
        with open("corpus/human_anno_data_tobe.json", 'r') as file:
            human_anno_data_done = json.load(file)
    #data = read_json_file("corpus/instruct_data_APP2query2id.json")
    # read APP list
    with open('../app_list_MIUI.json', 'r', encoding='utf-8') as file:
        all_app_list = json.load(file)

    app_name_en_data={}
    app_package_data={}
    for index in range(len(all_app_list)):
        item=all_app_list[index]
        item["app_id"]=index
        if "name_en" in item:
            app_name_en_data[item["name_en"]]=item
        else:
            print(item)
        if "package" in item:
            app_package_data[item["package"]]=item
        else:
            print(item)


    print("***[TEST BEGIN]***")
    # print("total_data_num: ",len(data))
    print("total_app_num: ",len(all_app_list))

    cnt = 0
    total_steps = 0
    pass_cnt = 0
    check_result_1 = 0
    check_result_2 = 0


    start_index = args.start_index  # Change this to the index you want to start testing from
    
    appPackage = "com.xiaomi.shop"
    appActivity = ".activity.MainTabActivity"
    desired_caps = {
        "platformName": "Android",  # 操作系统
        "deviceName": "emulator-5554",
        "platformVersion": "14.0",
        'automationName': 'uiautomator2',
        'noReset': True,
        # 'unicodeKeyboard': True,
        # 'resetKeyboard': False,
        "newCommandTimeout": 6000,
        "uiautomator2ServerLaunchTimeout": 60000,
        # 'skipServerInstallation': 'false',
    }
    print("[start connected]")
    # driver to connect to the emulator
    driver = open_driver()
    
    #for app_item in tqdm(data, desc="Automatic Testing"):
    #    name_en=app_item["name_en"]
    #    query_id_list=app_item["query_id"]
    #小米商城,计算器
    #current_APP=["小米商城"]#日历,"短信",,"日历"喜马拉雅,小米视频,照片.短信
    current_APP=["xiaomishop"]
    current_adb=["[adb shell am start -n com.xiaomi.shop/.activity.MainTabActivity]"]
    current_text_list=["新款手机","小米手机","小米电视","红色小米T恤","蓝色的小米手机","小米耳机","小米手机和配件","小米11手机"]
    #reboot_command = f"adb shell input keyevent KEYCODE_HOME"
    # 执行命令
    #subprocess.run(reboot_command)
    #subprocess.run(reboot_command,shell=True)
    #print("[reboot_command]")

    name_en=current_APP[0]
    name_ch=app_name_en_data[name_en]["name_ch"]
    data_output_path="C:/Users/mi/PycharmProjects/Agent_base_appium/agent_for_ui/corpus/random_walk/"+name_en+"/"

    os.makedirs(data_output_path,mode=511,exist_ok=True)
    round_number=1
    if not os.path.exists(data_output_path+name_en+"0.json"):
        curr_path=name_en+"0"
        start_APP_command=current_adb
        history_actions=[]
        for temp_command in start_APP_command:
            result = api(temp_command, history_actions)
            if "adb" in temp_command.lower():
                time.sleep(5)
            else:
                time.sleep(1)
        xml_source, driver = get_page_source(driver)
        if xml_source == None:
            xml_source, driver = get_page_source(driver)
        #print(xml_source)
        anytree_root = parse_xml_to_anytree(xml_source)
        # translate xml to html
        html_code = any_tree_to_html(anytree_root, 0, None)

        mapping = map_and_reverse_complete_interactive_elements(html_code)
        action_space = display_html_and_mapping(html_code, mapping)

        window_size = driver.get_window_size()
        action_list= gen_action_list(action_space,window_size)
            
        #action_res = input("[Is this page main page?]: ")
        '''

        if action_res == "No":

            xml_source, driver = get_page_source(driver)

            anytree_root = parse_xml_to_anytree(xml_source)

            # translate xml to html

            html_code = any_tree_to_html(anytree_root, 0, None)



            mapping = map_and_reverse_complete_interactive_elements(html_code)

            action_space = display_html_and_mapping(html_code, mapping)



            window_size = driver.get_window_size()

            action_list= gen_action_list(action_space,window_size)

        '''

        screencap_command = f"adb exec-out screencap -p > {data_output_path}{curr_path}-screen.png"
        print(screencap_command)
        subprocess.run(screencap_command,shell=True)
        with open(data_output_path+curr_path+"-html.txt", 'w', encoding='utf-8') as f:
            f.write(html_code)
            f.write("\n")
            f.close()
        with open(data_output_path+curr_path+".json", 'w', encoding='utf-8') as f:
            data_json_before={"round":round_number, "name":curr_path,"html_path":curr_path+"-html.txt","valid":True,\
                "screen_path":curr_path+"-screen.png","start_APP_main_page":start_APP_command,"history_actions":[],\
                "action_valid":[], "action_invalid":[],"action_name_list":action_list,"action_checked":[False for _ in range(len(action_list))]}
            json.dump(data_json_before, f, indent=4,ensure_ascii=False)
            f.write('\n')
            f.close()
        with open(data_output_path+"all_data.json",'w', encoding='utf-8') as f:
            all_data={"num":0, "data":[]}
            all_data["data"].append({"round":round_number,"name":curr_path,"history_actions":[],"done":False})
            all_data["num"]=len(all_data["data"])
            json.dump(all_data, f, indent=4,ensure_ascii=False)
            f.write('\n')
            f.close()
            


    task_continue=True
    max_steps=5
    
    close_command = ["adb", "shell", "am", "force-stop", appPackage]
    history_actions=[]
    subprocess.run(close_command)

    with open(data_output_path+"all_data.json", 'r', encoding='utf-8') as file:
        all_data = json.load(file)
        '''

        temp_file=file.readlines()

        if len(temp_file)<1:

            file_list=get_filelist(data_output_path,[])

            print(file_list)

            if os.path.exists(data_output_path+name_en+"0.json"):

                curr_path=name_en+"0"



        else:

        ''' 
        '''

            if not os.path.exists(data_output_path+name_en+"0.json"):

                        with open(data_output_path+level_path+name_after+".json", 'w', encoding='utf-8') as f:

                            data_json_after={"round":round_number+1, "name":name_after,"html_path":name_after+"-html.txt","valid":True,\

                                "screen_path":name_after+"-screen.png","start_APP_main_page":data_json_before["start_APP_main_page"],"history_actions":history_list,\

                                "action_valid":[], "action_invalid":[],"action_name_list":action_list_after,"action_checked":[False for _ in range(len(action_list_after))]}

                            json.dump(data_json_after, f, indent=4,ensure_ascii=False)

                            f.write('\n')

                        with open(data_output_path+"all_data_temp.json",'w', encoding='utf-8') as f:

                            temp_data={"round":round_number+1,"name":name_after,"history_actions":history_list,"done":False}

                            if temp_data not in all_data["data"]:

                                all_data["data"].append({"round":round_number+1,"name":name_after,"history_actions":history_list,"done":False})

                                all_data["num"]=len(all_data["data"])

                                json.dump(all_data, f, indent=4,ensure_ascii=False)

                                f.write('\n')

        '''



    all_data_index=0
    while all_data_index<len(all_data["data"]):
        before_data_key=[]
        if  all_data["data"][all_data_index]["done"]==True:
            all_data_index+=1
            continue
        else:
            before_data_key=all_data["data"][all_data_index]
            name_before=all_data["data"][all_data_index]["name"]
            if all_data["data"][all_data_index]["round"]>max_steps:
                all_data_index+=1
                continue

        level_path = "/".join(name_before.split("_")[:-1]) + "/"
        os.makedirs(data_output_path + level_path, mode=511, exist_ok=True)
        with open(data_output_path + level_path + name_before + ".json", 'r', encoding='utf-8') as file:
            data_json_before = json.load(file)

        html_code = []
        print("level_path", level_path)
        print("name_before", name_before)
        with open(data_output_path + level_path + name_before + "-html.txt", 'r', encoding='utf-8') as f:
            html_code = f.read()

        if appPackage not in html_code and len(html_code) > 10:
            all_data["data"][all_data_index]["done"] = True

        start_APP_command = data_json_before["start_APP_main_page"]
        history_list = data_json_before["history_actions"]
        round_number = data_json_before["round"]
        print("history_list", history_list)

        temp_actions=restart_from_homepage(start_APP_command,history_list,driver)

        for temp_action in temp_actions:
            print(temp_action)
            if "[Fail]:" in temp_action["Action"]:
                print(history_list)
                print("has wrong command")
                #temp_res = input("[wrong command]")
                all_data["data"][all_data_index]["done"]=True

        if all_data["data"][all_data_index]["done"]==True:
            all_data_index+=1
            continue
        if data_json_before["valid"]==False:
            all_data_index+=1
            continue



        while data_json_before["valid"]==True and round_number<=max_steps and all_data["data"][all_data_index]["done"]==False:
            action_name_list =data_json_before["action_name_list"]
            action_checked = data_json_before["action_checked"]
            for action_index in range(len(action_checked)):
                if action_checked[action_index]==False:
                    xml_source, driver = get_page_source(driver)
                    anytree_root = parse_xml_to_anytree(xml_source)
                    html_code_before = any_tree_to_html(anytree_root, 0, None)
                    
                    compare_acc,correct_num,html_code_num=compare_html_acc(html_code,html_code_before)
                    if compare_acc<0.9:
                        print("!!!!!!!!!!!!!!!!!!!!!!!")
                        print("compare_acc",compare_acc)

                        start_APP_command=data_json_before["start_APP_main_page"]
                        history_list_before=data_json_before["history_actions"]
                        round_number_before=data_json_before["round"]


                        close_command = ["adb", "shell", "am", "force-stop", appPackage]
                        subprocess.run(close_command)
                        click_cancel(driver)
                        restart_from_homepage(start_APP_command,history_list_before,driver)

                        xml_source, driver = get_page_source(driver)
                        anytree_root = parse_xml_to_anytree(xml_source)
                        html_code_before = any_tree_to_html(anytree_root, 0, None)

                        compare_acc1,correct_num,html_code_num=compare_html_acc(html_code,html_code_before)

                        mapping = map_and_reverse_complete_interactive_elements(html_code_before)
                        action_space=display_html_and_mapping(html_code_before, mapping)

                        window_size = driver.get_window_size()
                        action_list = gen_action_list(action_space,window_size)
                        print("!!!!!!!!!!!!!!!!!!!!!!!")
                        print("compare_acc",compare_acc)
                        print("compare_acc1",compare_acc1)
                        print(data_json_before["name"])
                        #action_res = input("[not correct page]")
                        '''

                        if compare_acc1<0.9:

                            level_path="/".join(name_before.split("_")[:-1])+"/"

                            os.makedirs(data_output_path+level_path,mode=511,exist_ok=True)



                            screencap_command = f"adb exec-out screencap -p > {data_output_path}{level_path}{name_before}-screen.png"

                            subprocess.run(screencap_command,shell=True)

                            with open(data_output_path+level_path+name_before+"-html.txt", 'w', encoding='utf-8') as f:

                                f.write(html_code_before)

                            with open(data_output_path+level_path+name_before+".json", 'w', encoding='utf-8') as f:

                                data_json_before["action_valid"]=[]

                                data_json_before["action_invalid"]=[]

                                data_json_before["action_name_list"]=action_list

                                data_json_before["action_checked"]=[False for _ in range(len(action_list))]

                                json.dump(data_json_before, f, indent=4,ensure_ascii=False)

                                f.write('\n')

                        '''
                    action_name_list =data_json_before["action_name_list"]
                    action_res=action_name_list[action_index]
                    history_list=data_json_before["history_actions"]
                    history_actions=[]
                    print(action_index)
                    print(action_res)
                    #temp_res = input("[what is this command]")
                    actions(action_res, history_actions, driver)
                    time.sleep(5)

                    last_action_result=history_actions[-1]["Action"]
                    if "[Fail]:" in last_action_result:
                        action_checked[action_index]=True
                        data_json_before["action_checked"]=action_checked
                        temp_action_valid={"action_id":action_index,"action":action_res,"action_res":last_action_result}
                        data_json_before["action_invalid"].append(temp_action_valid)
                        level_path="/".join(name_before.split("_")[:-1])+"/"
                        os.makedirs(data_output_path+level_path,mode=511,exist_ok=True)
                        with open(data_output_path+level_path+name_before+".json", 'w', encoding='utf-8') as f:
                            json.dump(data_json_before, f, indent=4,ensure_ascii=False)
                            f.write('\n')
                        continue

                    xml_source, driver = get_page_source(driver)
                    if xml_source == None:
                        xml_source, driver = get_page_source(driver)
                    #print(xml_source)
                    anytree_root = parse_xml_to_anytree(xml_source)
                    # translate xml to html
                    html_code_after = any_tree_to_html(anytree_root, 0, None)
                    if len(html_code_after)<10:
                        xml_source, driver = get_page_source(driver)
                        anytree_root = parse_xml_to_anytree(xml_source)
                        html_code_after = any_tree_to_html(anytree_root, 0, None)


                    mapping = map_and_reverse_complete_interactive_elements(html_code_after)
                    action_space_after=display_html_and_mapping(html_code_after, mapping)

                    window_size = driver.get_window_size()
                    action_list_after = gen_action_list(action_space_after,window_size)

                    compare_acc,correct_num,html_code_num=compare_html_acc(html_code_after,html_code_before)
                    scroll_notchange=False
                    if action_res.startswith("scroll"): 
                        if html_code_num-correct_num<3 and html_code_num-correct_num<correct_num:
                            scroll_notchange=True
                        print(compare_acc)
                        print(correct_num)
                        print(html_code_num)
                        print(action_res)
                        print(scroll_notchange)
                        #temp_res = input("[scroll is change or not]")

                    #if compare_acc>0.99:
                    if action_name_list==action_list_after or scroll_notchange==True:
                        action_checked[action_index]=True
                        data_json_before["action_checked"]=action_checked
                        name_after=name_before+"_"+str(action_index)+action_res[0]
                        temp_action_valid={"action_id":action_index,"action":action_res,"next_name":name_after,"change":False}
                        if temp_action_valid not in data_json_before["action_valid"]:
                            data_json_before["action_valid"].append(temp_action_valid)
                        #history_list.append(action_res)

                        level_path="/".join(name_after.split("_")[:-1])+"/"
                        os.makedirs(data_output_path+level_path,mode=511,exist_ok=True)
                        screencap_command = f"adb exec-out screencap -p > {data_output_path}{level_path}{name_after}-screen.png"
                        print(screencap_command)
                        subprocess.run(screencap_command,shell=True)
                        with open(data_output_path+level_path+name_after+"-html.txt", 'w', encoding='utf-8') as f:
                            f.write(html_code_after)
                            f.write("\n")
                        with open(data_output_path+level_path+name_after+".json", 'w', encoding='utf-8') as f:
                            data_json_after={"round":round_number, "name":name_after,"html_path":name_after+"-html.txt","valid":False,\
                                "screen_path":name_after+"-screen.png","start_APP_main_page":data_json_before["start_APP_main_page"],"history_actions":history_list,\
                                "action_valid":[], "action_invalid":[],"action_name_list":action_list_after,"action_checked":[False for _ in range(len(action_list_after))]}

                            json.dump(data_json_after, f, indent=4,ensure_ascii=False)
                            f.write('\n')
                        level_path_before="/".join(name_before.split("_")[:-1])+"/"
                        os.makedirs(data_output_path+level_path_before,mode=511,exist_ok=True)
                        with open(data_output_path+level_path_before+name_before+".json", 'w', encoding='utf-8') as f:
                            json.dump(data_json_before, f, indent=4,ensure_ascii=False)
                            f.write('\n')
                        time.sleep(2)
                    else:
                        action_checked[action_index]=True
                        data_json_before["action_checked"]=action_checked
                        name_after=name_before+"_"+str(action_index)+action_res[0]
                        temp_action_valid={"action_id":action_index,"action":action_res,"next_name":name_after,"change":True}
                        data_json_before["action_valid"].append(temp_action_valid)
                        history_list=data_json_before["history_actions"][:]
                        history_list.append(action_res)


                        level_path="/".join(name_after.split("_")[:-1])+"/"
                        os.makedirs(data_output_path+level_path,mode=511,exist_ok=True)

                        screencap_command = f"adb exec-out screencap -p > {data_output_path}{level_path}{name_after}-screen.png"
                        subprocess.run(screencap_command,shell=True)
                        with open(data_output_path+level_path+name_after+"-html.txt", 'w', encoding='utf-8') as f:
                            f.write(html_code_after)
                            f.write("\n")
                            f.close()
                        with open(data_output_path+level_path+name_after+".json", 'w', encoding='utf-8') as f:
                            data_json_after={"round":round_number+1, "name":name_after,"html_path":name_after+"-html.txt","valid":True,\
                                "screen_path":name_after+"-screen.png","start_APP_main_page":data_json_before["start_APP_main_page"],"history_actions":history_list,\
                                "action_valid":[], "action_invalid":[],"action_name_list":action_list_after,"action_checked":[False for _ in range(len(action_list_after))]}

                            if appPackage not in html_code_after:
                                data_json_after["valid"]=False

                            json.dump(data_json_after, f, indent=4,ensure_ascii=False)
                            f.write('\n')
                        with open(data_output_path+"all_data.json",'w', encoding='utf-8') as f:
                            temp_data={"round":round_number+1,"name":name_after,"history_actions":history_list,"done":False}
                            if appPackage not in html_code_after:
                                temp_data["done"]=True
                            if temp_data not in all_data["data"]:
                                all_data["data"].append(temp_data)
                                all_data["num"]=len(all_data["data"])
                                json.dump(all_data, f, indent=4,ensure_ascii=False)
                                f.write('\n')
                        if False not in action_checked:
                            all_data["data"][all_data_index]["done"]=True
                            all_data["num"]=len(all_data["data"])
                            with open(data_output_path+"all_data.json",'w', encoding='utf-8') as f:
                                json.dump(all_data, f, indent=4,ensure_ascii=False)
                                f.write('\n')
                        level_path_before="/".join(name_before.split("_")[:-1])+"/"
                        os.makedirs(data_output_path+level_path_before,mode=511,exist_ok=True)
                        with open(data_output_path+level_path_before+name_before+".json", 'w', encoding='utf-8') as f:
                            json.dump(data_json_before, f, indent=4,ensure_ascii=False)
                            f.write('\n')
                        time.sleep(2)
                        
                        close_command = ["adb", "shell", "am", "force-stop", appPackage]
                        subprocess.run(close_command)
                        click_cancel(driver)
                        start_APP_command=data_json_before["start_APP_main_page"]
                        history_list=data_json_before["history_actions"]
                        round_number=data_json_before["round"]
                        print("history_list",history_list)

                        restart_from_homepage(start_APP_command,history_list,driver)

                        

            if False not in action_checked:
                all_data["data"][all_data_index]["done"]=True
                all_data["num"]=len(all_data["data"])
                with open(data_output_path+"all_data.json",'w', encoding='utf-8') as f:
                    json.dump(all_data, f, indent=4,ensure_ascii=False)
                    f.write('\n')
                with open(data_output_path+"all_data_temp.json",'w', encoding='utf-8') as f:
                    json.dump(all_data, f, indent=4,ensure_ascii=False)
                    f.write('\n')
                #action_res = input("[this_page_all_done]")
            else:
                print(data_json_before)
                print(action_checked)
                #action_res = input("[action_checked should be all true]")


        #action_res = input("[need to restart to main page]")


        close_command = ["adb", "shell", "am", "force-stop", appPackage]
        subprocess.run(close_command)
        click_cancel(driver)

    driver.quit()
    # task finished