agent_for_ui/data_count.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():
                # 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)

    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(10)


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 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__':
    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+"/"
    all_data = {"num": 0, "data": []}
    curr_path = name_en + "0"
    all_data_list = get_filelist(data_output_path, [])
    count_num = 0
    for name in all_data_list:
        if name.endswith("html.txt"):
            count_num += 1
    print("count_num", count_num)
    print("len all_data_list", len(all_data_list))