Update on Chrome examples; Refactor on logic of controlling

desktop_env/controllers/python.py

@@ -11,8 +11,9 @@ logger = logging.getLogger("desktopenv.pycontroller")
 
 
 class PythonController:
-    def __init__(self, http_server: str, pkgs_prefix: str = "python -c \"import pyautogui; {command}\""):
+    def __init__(self, vm_ip: str, pkgs_prefix: str = "python -c \"import pyautogui; {command}\""):
-        self.http_server = http_server
+        self.vm_ip = vm_ip
+        self.http_server = f"http://{vm_ip}:5000"
         self.pkgs_prefix = pkgs_prefix  # fixme: this is a hacky way to execute python commands. fix it and combine it with installation of packages
 
     def get_screenshot(self):
@@ -268,15 +269,3 @@ class PythonController:
         else:
             logger.error("Failed to get wallpaper. Status code: %d", response.status_code)
             return None
-
-    # VLC
-    def get_vlc_status(self, host='localhost', port=8080, password='password'):
-        url = f'http://{host}:{port}/requests/status.xml'
-
-        response = requests.get(url, auth=('', password))
-
-        if response.status_code == 200:
-            return response.content
-        else:
-            logger.error("Failed to get vlc status. Status code: %d", response.status_code)
-            return None

desktop_env/controllers/setup.py

@@ -1,22 +1,24 @@
-import requests
 import json
-from requests_toolbelt.multipart.encoder import MultipartEncoder
-
-import uuid
-import os.path
-
-from typing import Dict, List
-from typing import Any, Union
-
 import logging
+import os.path
+import time
+import traceback
+import uuid
+from typing import Any, Union
+from typing import Dict, List
+
+import requests
+from playwright.sync_api import sync_playwright
+from requests_toolbelt.multipart.encoder import MultipartEncoder
+from desktop_env.evaluators.metrics.utils import compare_urls
+
 logger = logging.getLogger("desktopenv.setup")
 
-import traceback
 
 class SetupController:
-    def __init__(self, http_server: str, cache_dir: str):
+    def __init__(self, vm_ip: str, cache_dir: str):
-        self.http_server: str = http_server
+        self.vm_ip: str = vm_ip
-        self.http_server_setup_root = http_server + "/setup"
+        self.http_server: str = f"http://{vm_ip}:5000"
         self.cache_dir: str = cache_dir
 
     def reset_cache_dir(self, cache_dir: str):
@@ -52,31 +54,31 @@ class SetupController:
         # can add other setup steps
 
     # ZDY_COMMENT: merged with launch
-    #def _command_setup(self, command: str):
+    # def _command_setup(self, command: str):
-        #"""
+    # """
-        #Directly send a command into the virtual machine os for setting up.
+    # Directly send a command into the virtual machine os for setting up.
-        #"""
+    # """
-        #payload = json.dumps({"command": command})
+    # payload = json.dumps({"command": command})
-        #headers = {
+    # headers = {
-            #'Content-Type': 'application/json'
+    # 'Content-Type': 'application/json'
-        #}
+    # }
-        #timeout = 5
+    # timeout = 5
-        #timout_whitelist = ["vlc"]
+    # timout_whitelist = ["vlc"]
-#
+    #
-        #try:
+    # try:
-#
+    #
-            #response = requests.post(self.http_server + "/execute", headers=headers, data=payload, timeout=timeout)
+    # response = requests.post(self.http_server + "/execute", headers=headers, data=payload, timeout=timeout)
-            #if response.status_code == 200:
+    # if response.status_code == 200:
-                #print("Command executed successfully:", response.text)
+    # print("Command executed successfully:", response.text)
-            #else:
+    # else:
-                #print("Failed to execute command. Status code:", response.status_code)
+    # print("Failed to execute command. Status code:", response.status_code)
-        #except requests.exceptions.Timeout as e:
+    # except requests.exceptions.Timeout as e:
-            #if command in timout_whitelist:
+    # if command in timout_whitelist:
-                #print("Command executed successfully:", command)
+    # print("Command executed successfully:", command)
-            #else:
+    # else:
-                #print("An error occurred while trying to execute the command:", e)
+    # print("An error occurred while trying to execute the command:", e)
-        #except requests.exceptions.RequestException as e:
+    # except requests.exceptions.RequestException as e:
-            #print("An error occurred while trying to execute the command:", e)
+    # print("An error occurred while trying to execute the command:", e)
 
     def _download_setup(self, files: List[Dict[str, str]]):
         """
@@ -138,8 +140,8 @@ class SetupController:
 
             # send request to server to upload file
             try:
-                logger.debug("REQUEST ADDRESS: %s", self.http_server_setup_root + "/upload")
+                logger.debug("REQUEST ADDRESS: %s", self.http_server + "/setup" + "/upload")
-                response = requests.post(self.http_server_setup_root + "/upload", headers=headers, data=form)
+                response = requests.post(self.http_server + "/setup" + "/upload", headers=headers, data=form)
                 if response.status_code == 200:
                     logger.info("Command executed successfully: %s", response.text)
                 else:
@@ -164,7 +166,7 @@ class SetupController:
 
         # send request to server to change wallpaper
         try:
-            response = requests.post(self.http_server_setup_root + "/change_wallpaper", headers=headers, data=payload)
+            response = requests.post(self.http_server + "/setup" + "/change_wallpaper", headers=headers, data=payload)
             if response.status_code == 200:
                 logger.info("Command executed successfully: %s", response.text)
             else:
@@ -191,7 +193,7 @@ class SetupController:
 
         # send request to server to open file
         try:
-            response = requests.post(self.http_server_setup_root + "/open_file", headers=headers, data=payload)
+            response = requests.post(self.http_server + "/setup" + "/open_file", headers=headers, data=payload)
             if response.status_code == 200:
                 logger.info("Command executed successfully: %s", response.text)
             else:
@@ -211,7 +213,7 @@ class SetupController:
         headers = {"Content-Type": "application/json"}
 
         try:
-            response = requests.post(self.http_server_setup_root + "/launch", headers=headers, data=payload)
+            response = requests.post(self.http_server + "/setup" + "/launch", headers=headers, data=payload)
             if response.status_code == 200:
                 logger.info("Command executed successfully: %s", response.text)
             else:
@@ -227,7 +229,7 @@ class SetupController:
         headers = {"Content-Type": "application/json"}
 
         try:
-            response = requests.post(self.http_server_setup_root + "/execute", headers=headers, data=payload)
+            response = requests.post(self.http_server + "/setup" + "/execute", headers=headers, data=payload)
             if response.status_code == 200:
                 results: Dict[str, str] = response.json()
                 if stdout:
@@ -236,10 +238,10 @@ class SetupController:
                 if stderr:
                     with open(os.path.join(self.cache_dir, stderr), "w") as f:
                         f.write(results["error"])
-                logger.info( "Command executed successfully: %s -> %s"
+                logger.info("Command executed successfully: %s -> %s"
-                           , " ".join(command)
+                            , " ".join(command)
-                           , response.text
+                            , response.text
-                           )
+                            )
             else:
                 logger.error("Failed to launch application. Status code: %s", response.text)
         except requests.exceptions.RequestException as e:
@@ -252,6 +254,7 @@ class SetupController:
     def _act_setup(self, action_seq: List[Union[Dict[str, Any], str]]):
         # TODO
         raise NotImplementedError()
+
     def _replay_setup(self, trajectory: str):
         """
         Args:
@@ -260,3 +263,84 @@ class SetupController:
 
         # TODO
         raise NotImplementedError()
+
+    # Chrome setup
+    def _chrome_open_tabs_setup(self, urls_to_open: List[str]):
+        host = self.vm_ip
+        port = 9222  # fixme: this port is hard-coded, need to be changed from config file
+
+        remote_debugging_url = f"http://{host}:{port}"
+        with sync_playwright() as p:
+            browser = None
+            for attempt in range(15):
+                try:
+                    browser = p.chromium.connect_over_cdp(remote_debugging_url)
+                    break
+                except Exception as e:
+                    if attempt < 14:
+                        logger.error(f"Attempt {attempt + 1}: Failed to connect, retrying. Error: {e}")
+                        time.sleep(1)
+                    else:
+                        logger.error(f"Failed to connect after multiple attempts: {e}")
+                        raise e
+
+            if not browser:
+                return
+
+            for i, url in enumerate(urls_to_open):
+                # Use the first context (which should be the only one if using default profile)
+                if i == 0:
+                    context = browser.contexts[0]
+
+                page = context.new_page()  # Create a new page (tab) within the existing context
+                page.goto(url)
+                logger.info(f"Opened tab {i + 1}: {url}")
+
+                if i == 0:
+                    # clear the default tab
+                    default_page = context.pages[0]
+                    default_page.close()
+
+            # Do not close the context or browser; they will remain open after script ends
+            return browser, context
+
+    def _chrome_close_tabs_setup(self, urls_to_close: List[str]):
+        time.sleep(5)  # Wait for Chrome to finish launching
+
+        host = self.vm_ip
+        port = 9222  # fixme: this port is hard-coded, need to be changed from config file
+
+        remote_debugging_url = f"http://{host}:{port}"
+        with sync_playwright() as p:
+            browser = None
+            for attempt in range(15):
+                try:
+                    browser = p.chromium.connect_over_cdp(remote_debugging_url)
+                    break
+                except Exception as e:
+                    if attempt < 14:
+                        logger.error(f"Attempt {attempt + 1}: Failed to connect, retrying. Error: {e}")
+                        time.sleep(1)
+                    else:
+                        logger.error(f"Failed to connect after multiple attempts: {e}")
+                        raise e
+
+            if not browser:
+                return
+
+            for i, url in enumerate(urls_to_close):
+                # Use the first context (which should be the only one if using default profile)
+                if i == 0:
+                    context = browser.contexts[0]
+
+                for page in context.pages:
+
+                    # if two urls are the same, close the tab
+                    if compare_urls(page.url, url):
+                        context.pages.pop(context.pages.index(page))
+                        page.close()
+                        logger.info(f"Closed tab {i + 1}: {url}")
+                        break
+
+            # Do not close the context or browser; they will remain open after script ends
+            return browser, context

desktop_env/envs/desktop_env.py

@@ -80,9 +80,8 @@ class DesktopEnv(gym.Env):
         logger.info("Initializing...")
         self._start_emulator()
         self.vm_ip = self._get_vm_ip()
-        self.host = f"http://{self.vm_ip}:5000"
+        self.controller = PythonController(vm_ip=self.vm_ip)
-        self.controller = PythonController(http_server=self.host)
+        self.setup_controller = SetupController(vm_ip=self.vm_ip, cache_dir=self.cache_dir)
-        self.setup_controller = SetupController(http_server=self.host, cache_dir=self.cache_dir)
 
         # Meta info of the VM
         self.vm_platform = self.controller.get_vm_platform()

desktop_env/evaluators/getters/__init__.py

@@ -3,4 +3,4 @@ from .misc import get_rule
 from .info import get_vm_screen_size, get_vm_window_size, get_vm_wallpaper
 from .misc import get_rule, get_accessibility_tree
 from .vlc import get_vlc_playing_info, get_vlc_config
-from .chrome import get_default_search_engine, get_bookmarks
+from .chrome import get_default_search_engine, get_bookmarks, get_open_tabs_info

desktop_env/evaluators/getters/chrome.py

@@ -4,6 +4,8 @@ import os
 import sqlite3
 from typing import Dict
 
+from playwright.sync_api import sync_playwright
+
 logger = logging.getLogger("desktopenv.getters.chrome")
 
 """
@@ -13,15 +15,20 @@ WARNING:
 """
 
 
+# The following ones just need to load info from the files of software, no need to connect to the software
 def get_default_search_engine(env, config: Dict[str, str]):
     os_type = env.vm_platform
     if os_type == 'Windows':
         preference_file_path = env.controller.execute_python_command("""import os; print(os.path.join(os.getenv('LOCALAPPDATA'),
                                             'Google\\Chrome\\User Data\\Default\\Preferences'))""")['output'].strip()
     elif os_type == 'Darwin':
-        preference_file_path = env.controller.execute_python_command("import os; print(os.path.join(os.getenv('HOME'), 'Library/Application Support/Google/Chrome/Default/Preferences'))")['output'].strip()
+        preference_file_path = env.controller.execute_python_command(
+            "import os; print(os.path.join(os.getenv('HOME'), 'Library/Application Support/Google/Chrome/Default/Preferences'))")[
+            'output'].strip()
     elif os_type == 'Linux':
-        preference_file_path = env.controller.execute_python_command("import os; print(os.path.join(os.getenv('HOME'), '.config/google-chrome/Default/Preferences'))")['output'].strip()
+        preference_file_path = env.controller.execute_python_command(
+            "import os; print(os.path.join(os.getenv('HOME'), '.config/google-chrome/Default/Preferences'))")[
+            'output'].strip()
     else:
         raise Exception('Unsupported operating system')
 
@@ -41,12 +48,16 @@ def get_default_search_engine(env, config: Dict[str, str]):
 def get_cookie_data(env, config: Dict[str, str]):
     os_type = env.vm_platform
     if os_type == 'Windows':
-        chrome_cookie_file_path = os.path.join(os.getenv('LOCALAPPDATA'), 'Google\\Chrome\\User Data\\Default\\Cookies')
+        chrome_cookie_file_path = env.controller.execute_python_command("""import os; print(os.path.join(os.getenv('LOCALAPPDATA'),
+                                            'Google\\Chrome\\User Data\\Default\\Cookies'))""")['output'].strip()
     elif os_type == 'Darwin':
-        chrome_cookie_file_path = os.path.join(os.getenv('HOME'),
+        chrome_cookie_file_path = env.controller.execute_python_command(
-                                               'Library/Application Support/Google/Chrome/Default/Cookies')
+            "import os; print(os.path.join(os.getenv('HOME'), 'Library/Application Support/Google/Chrome/Default/Cookies'))")[
+            'output'].strip()
     elif os_type == 'Linux':
-        chrome_cookie_file_path = os.path.join(os.getenv('HOME'), '.config/google-chrome/Default/Cookies')
+        chrome_cookie_file_path = env.controller.execute_python_command(
+            "import os; print(os.path.join(os.getenv('HOME'), '.config/google-chrome/Default/Cookies'))")[
+            'output'].strip()
     else:
         raise Exception('Unsupported operating system')
 
@@ -70,13 +81,16 @@ def get_cookie_data(env, config: Dict[str, str]):
 def get_bookmarks(env, config: Dict[str, str]):
     os_type = env.vm_platform
     if os_type == 'Windows':
-        preference_file_path = os.path.join(os.getenv('LOCALAPPDATA'),
+        preference_file_path = env.controller.execute_python_command("""import os; print(os.path.join(os.getenv('LOCALAPPDATA'),
-                                            'Google\\Chrome\\User Data\\Default\\Bookmarks')
+                                            'Google\\Chrome\\User Data\\Default\\Bookmarks'))""")['output'].strip()
     elif os_type == 'Darwin':
-        preference_file_path = os.path.join(os.getenv('HOME'),
+        preference_file_path = env.controller.execute_python_command(
-                                            'Library/Application Support/Google/Chrome/Default/Bookmarks')
+            "import os; print(os.path.join(os.getenv('HOME'), 'Library/Application Support/Google/Chrome/Default/Bookmarks'))")[
+            'output'].strip()
     elif os_type == 'Linux':
-        preference_file_path = os.path.join(os.getenv('HOME'), '.config/google-chrome/Default/Bookmarks')
+        preference_file_path = env.controller.execute_python_command(
+            "import os; print(os.path.join(os.getenv('HOME'), '.config/google-chrome/Default/Bookmarks'))")[
+            'output'].strip()
     else:
         raise Exception('Unsupported operating system')
 
@@ -98,13 +112,16 @@ def get_extensions_installed_from_shop(env, config: Dict[str, str]):
     """Find the Chrome extensions directory based on the operating system."""
     os_type = env.vm_platform
     if os_type == 'Windows':
-        chrome_extension_dir = os.path.expanduser(
+        chrome_extension_dir = env.controller.execute_python_command(
-            '~') + '\\AppData\\Local\\Google\\Chrome\\User Data\\Default\\Extensions\\'
+            """os.path.expanduser('~') + '\\AppData\\Local\\Google\\Chrome\\User Data\\Default\\Extensions\\'""")[
+            'output'].strip()
     elif os_type == 'Darwin':  # macOS
-        chrome_extension_dir = os.path.expanduser(
+        chrome_extension_dir = env.controller.execute_python_command(
-            '~') + '/Library/Application Support/Google/Chrome/Default/Extensions/'
+            """os.path.expanduser('~') + '/Library/Application Support/Google/Chrome/Default/Extensions/'""")[
+            'output'].strip()
     elif os_type == 'Linux':
-        chrome_extension_dir = os.path.expanduser('~') + '/.config/google-chrome/Default/Extensions/'
+        chrome_extension_dir = env.controller.execute_python_command(
+            """os.path.expanduser('~') + '/.config/google-chrome/Default/Extensions/'""")['output'].strip()
     else:
         raise Exception('Unsupported operating system')
 
@@ -124,3 +141,52 @@ def get_extensions_installed_from_shop(env, config: Dict[str, str]):
                         except json.JSONDecodeError:
                             logger.error(f"Error reading {manifest_path}")
     return manifests
+
+
+# The following ones require Playwright to be installed on the target machine, and the chrome needs to be pre-config on
+# port info to allow remote debugging, see README.md for details
+
+def get_open_tabs_info(env, config: Dict[str, str]):
+    host = env.vm_ip
+    port = 9222  # fixme: this port is hard-coded, need to be changed from config file
+
+    remote_debugging_url = f"http://{host}:{port}"
+    with sync_playwright() as p:
+        # connect to remote Chrome instance
+        browser = p.chromium.connect_over_cdp(remote_debugging_url)
+
+        tabs_info = []
+        for context in browser.contexts:
+            for page in context.pages:
+                title = page.title()
+                url = page.url
+                tabs_info.append({'title': title, 'url': url})
+
+        browser.close()
+        return tabs_info
+
+
+def get_active_tab_info(env, config: Dict[str, str]):
+    host = env.vm_ip
+    port = 9222  # fixme: this port is hard-coded, need to be changed from config file
+
+    remote_debugging_url = f"http://{host}:{port}"
+    with sync_playwright() as p:
+        # connect to remote Chrome instance
+        browser = p.chromium.connect_over_cdp(remote_debugging_url)
+
+        active_tab_info = {}
+        for context in browser.contexts:
+            for page in context.pages:
+                if page.is_visible("body"):  # check the visibility of the page body to determine the active status
+                    active_tab_info = {
+                        'title': page.title(),
+                        'url': page.url,
+                        'content': page.content()  # get the HTML content of the page
+                    }
+                    break
+            if active_tab_info:
+                break
+
+        browser.close()
+        return active_tab_info

desktop_env/evaluators/getters/vlc.py

@@ -2,6 +2,8 @@ import logging
 import os
 from typing import Dict
 
+import requests
+
 logger = logging.getLogger("desktopenv.getters.vlc")
 
 
@@ -15,7 +17,14 @@ def get_vlc_playing_info(env, config: Dict[str, str]):
     password = 'password'
 
     _path = os.path.join(env.cache_dir, config["dest"])
-    content = env.controller.get_vlc_status(host, port, password)
+    url = f'http://{host}:{port}/requests/status.xml'
+    response = requests.get(url, auth=('', password))
+    if response.status_code == 200:
+        content = response.content
+    else:
+        logger.error("Failed to get vlc status. Status code: %d", response.status_code)
+        return None
+
     with open(_path, "wb") as f:
         f.write(content)
 

desktop_env/evaluators/metrics/__init__.py

@@ -1,3 +1,4 @@
+from .chrome import is_expected_tabs, is_expected_bookmarks
 from .docs import compare_font_names, compare_subscript_contains, has_page_numbers_in_footers
 from .docs import find_default_font, contains_page_break, compare_docx_files, compare_docx_tables, compare_line_spacing, \
     compare_insert_equation

desktop_env/evaluators/metrics/chrome.py

@@ -1,52 +1,39 @@
 import logging
-
+from typing import Any, Dict, List
-from playwright.sync_api import sync_playwright
+from desktop_env.evaluators.metrics.utils import are_lists_equal, compare_urls
 
 logger = logging.getLogger("desktopenv.metrics.chrome")
 
 
+def is_expected_tabs(open_tabs: List[Dict[str, str]], rule: Dict[str, Any]) -> float:
+    """
+    Checks if the expected tabs are open in Chrome.
+    """
+
+    print(open_tabs, rule)
+    match_type = rule['type']
+
+    if match_type == "url":
+        expected_urls = rule['urls']
+        actual_urls = [tab['url'] for tab in open_tabs]
+        return 1 if are_lists_equal(expected_urls, actual_urls, compare_urls) else 0
+    else:
+        logger.error(f"Unknown type: {match_type}")
+        return 0
 
 
-# todo: move to getter module
+def is_expected_bookmarks(bookmarks: List[Dict[str, Any]], rule: Dict[str, Any]) -> float:
+    """
+    Checks if the expected bookmarks are in Chrome.
+    """
 
-# The following ones just need to load info from the files of software, no need to connect to the software
+    # todo
+    match_type = rule['type']
 
-
+    if match_type == "url":
-# The following ones require Playwright to be installed on the target machine, and the chrome needs to be pre-config on port info to allow remote debugging, see README.md for details
+        expected_urls = rule['urls']
-
+        actual_urls = [bookmark['url'] for bookmark in bookmarks]
-def get_open_tabs_info(remote_debugging_url):
+        return 1 if are_lists_equal(expected_urls, actual_urls, compare_urls) else 0
-    with sync_playwright() as p:
+    else:
-        # connect to remote Chrome instance
+        logger.error(f"Unknown type: {match_type}")
-        browser = p.chromium.connect_over_cdp(remote_debugging_url)
+        return 0
-
-        tabs_info = []
-        for context in browser.contexts:
-            for page in context.pages:
-                title = page.title()
-                url = page.url
-                tabs_info.append({'title': title, 'url': url})
-
-        browser.close()
-        return tabs_info
-
-
-def get_active_tab_info(remote_debugging_url):
-    with sync_playwright() as p:
-        # connect to remote Chrome instance
-        browser = p.chromium.connect_over_cdp(remote_debugging_url)
-
-        active_tab_info = {}
-        for context in browser.contexts:
-            for page in context.pages():
-                if page.is_visible("body"):  # check the visibility of the page body to determine the active status
-                    active_tab_info = {
-                        'title': page.title(),
-                        'url': page.url,
-                        'content': page.content()  # get the HTML content of the page
-                    }
-                    break
-            if active_tab_info:
-                break
-
-        browser.close()
-        return active_tab_info

desktop_env/evaluators/metrics/utils.py

@@ -1,26 +1,29 @@
-import zipfile
-import lxml.etree
-import lxml.cssselect
-from lxml.etree import _Element
-import xmltodict
-import openpyxl
-from openpyxl import Workbook
-from openpyxl.worksheet.worksheet import Worksheet
-from openpyxl.chart._chart import ChartBase
-
-from typing import Dict, List, Set
-from typing import Any
-
 import logging
+import zipfile
+from typing import Any
+from typing import Dict, List, Set
+from urllib.parse import urlparse, urlunparse
+
+import lxml.cssselect
+import lxml.etree
+import openpyxl
+import xmltodict
+from lxml.etree import _Element
+from openpyxl import Workbook
+from openpyxl.chart._chart import ChartBase
+from openpyxl.worksheet.worksheet import Worksheet
+
 logger = logging.getLogger("desktopenv.metrics.utils")
 
-_xlsx_namespaces = [ ("x14", "http://schemas.microsoft.com/office/spreadsheetml/2009/9/main")
+_xlsx_namespaces = [("x14", "http://schemas.microsoft.com/office/spreadsheetml/2009/9/main")
-                   , ("xm", "http://schemas.microsoft.com/office/excel/2006/main")
+    , ("xm", "http://schemas.microsoft.com/office/excel/2006/main")
-                   ]
+                    ]
 _xlsx_ns_mapping = dict(_xlsx_namespaces)
 _xlsx_ns_imapping = dict(map(lambda itm: (itm[1], itm[0]), _xlsx_namespaces))
 _sparklines_selector = lxml.cssselect.CSSSelector("x14|sparkline", namespaces=_xlsx_ns_mapping)
-#print(_sparklines_selector.css)
+
+
+# print(_sparklines_selector.css)
 def load_sparklines(xlsx_file: str) -> Dict[str, str]:
     """
     This function modifies data_frame in-place
@@ -44,13 +47,14 @@ def load_sparklines(xlsx_file: str) -> Dict[str, str]:
     sparklines_dict: Dict[str, str] = {}
     for sp_l in sparklines:
         sparkline_xml: str = lxml.etree.tostring(sp_l, encoding="unicode")
-        sparkline: Dict[str, Dict[str, str]] = xmltodict.parse( sparkline_xml
+        sparkline: Dict[str, Dict[str, str]] = xmltodict.parse(sparkline_xml
-                                                              , process_namespaces=True
+                                                               , process_namespaces=True
-                                                              , namespaces=_xlsx_ns_imapping
+                                                               , namespaces=_xlsx_ns_imapping
-                                                              )
+                                                               )
         sparklines_dict[sparkline["x14:sparkline"]["xm:sqref"]] = sparkline["x14:sparkline"]["xm:f"]
     return sparklines_dict
 
+
 # Available Chart Properties:
 # title: str
 # anchor: ["oneCell" | "twoCell" | "absolute", col0, row0, col1, row1]
@@ -70,7 +74,7 @@ def load_charts(xlsx_file: Workbook, **options) -> Dict[str, Any]:
         Dict[str, Any]: information of charts
     """
 
-    #workbook: Workbook = openpyxl.load_workbook(filename=xlsx_file)
+    # workbook: Workbook = openpyxl.load_workbook(filename=xlsx_file)
     worksheet: Worksheet = xlsx_file.active
     charts: List[ChartBase] = worksheet._charts
 
@@ -79,22 +83,22 @@ def load_charts(xlsx_file: Workbook, **options) -> Dict[str, Any]:
     for ch in charts:
         series: List[str] = []
         for ser in ch.series:
-            value_num = ser.val.numRef.f\
+            value_num = ser.val.numRef.f \
-                     if hasattr(ser.val, "numRef") and hasattr(ser.val.numRef, "f")\
+                if hasattr(ser.val, "numRef") and hasattr(ser.val.numRef, "f") \
-                   else ""
+                else ""
-            value_str = ser.val.strRef.f\
+            value_str = ser.val.strRef.f \
-                     if hasattr(ser.val, "strRef") and hasattr(ser.val.strRef, "f")\
+                if hasattr(ser.val, "strRef") and hasattr(ser.val.strRef, "f") \
-                   else ""
+                else ""
-            categ_num = ser.cat.numRef.f\
+            categ_num = ser.cat.numRef.f \
-                     if hasattr(ser.cat, "numRef") and hasattr(ser.cat.numRef, "f")\
+                if hasattr(ser.cat, "numRef") and hasattr(ser.cat.numRef, "f") \
-                   else ""
+                else ""
-            categ_str = ser.cat.strRef.f\
+            categ_str = ser.cat.strRef.f \
-                     if hasattr(ser.cat, "strRef") and hasattr(ser.cat.strRef, "f")\
+                if hasattr(ser.cat, "strRef") and hasattr(ser.cat.strRef, "f") \
-                   else ""
+                else ""
-            series.append( "{:},{:},{:},{:}".format( value_num, value_str
+            series.append("{:},{:},{:},{:}".format(value_num, value_str
                                                    , categ_num, categ_str
                                                    )
-                         )
+                          )
         series: str = ";".join(series)
 
         # TODO: maybe more aspects, like chart type
@@ -103,10 +107,10 @@ def load_charts(xlsx_file: Workbook, **options) -> Dict[str, Any]:
         if "title" in chart_props:
             info["title"] = ch.title.tx.rich.p[0].r[0].t
         if "anchor" in chart_props:
-            info["anchor"] = [ ch.anchor.editAs
+            info["anchor"] = [ch.anchor.editAs
-                             , ch.anchor._from.col, ch.anchor.to.row
+                , ch.anchor._from.col, ch.anchor.to.row
-                             , ch.anchor.to.col, ch.anchor.to.row
+                , ch.anchor.to.col, ch.anchor.to.row
-                             ]
+                              ]
         if "width" in chart_props:
             info["width"] = ch.width
         if "height" in chart_props:
@@ -125,40 +129,83 @@ def load_charts(xlsx_file: Workbook, **options) -> Dict[str, Any]:
         chart_set[series] = info
     return chart_set
 
+
+def are_lists_equal(list1, list2, comparison_func):
+    # First check if both lists have the same length
+    if len(list1) != len(list2):
+        return False
+
+    # Now make sure each element in one list has an equal element in the other list
+    for item1 in list1:
+        # Use the supplied function to test for an equal item
+        if not any(comparison_func(item1, item2) for item2 in list2):
+            return False
+
+    # If all items match, the lists are equal
+    return True
+
+
+def compare_urls(url1, url2):
+    def normalize_url(url):
+        # Parse the URL
+        parsed_url = urlparse(url)
+
+        # If no scheme is present, assume 'http'
+        scheme = parsed_url.scheme if parsed_url.scheme else 'http'
+
+        # Lowercase the scheme and netloc, remove 'www.', and handle trailing slash
+        normalized_netloc = parsed_url.netloc.lower().replace("www.", "")
+        normalized_path = parsed_url.path if parsed_url.path != '/' else ''
+
+        # Reassemble the URL with normalized components
+        normalized_parsed_url = parsed_url._replace(scheme=scheme.lower(), netloc=normalized_netloc,
+                                                    path=normalized_path)
+        normalized_url = urlunparse(normalized_parsed_url)
+
+        return normalized_url
+
+    # Normalize both URLs for comparison
+    norm_url1 = normalize_url(url1)
+    norm_url2 = normalize_url(url2)
+
+    # Compare the normalized URLs
+    return norm_url1 == norm_url2
+
+
 if __name__ == "__main__":
     path1 = "../../../../../任务数据/LibreOffice Calc/Create_column_charts_using_statistics_gold_line_scatter.xlsx"
     workbook1: Workbook = openpyxl.load_workbook(filename=path1)
     worksheet1: Worksheet = workbook1.active
     charts: List[ChartBase] = worksheet1._charts
-    #print(len(charts))
+    # print(len(charts))
-    #print(type(charts[0]))
+    # print(type(charts[0]))
-#
+    #
-    #print(len(charts[0].series))
+    # print(len(charts[0].series))
-    #print(type(charts[0].series[0]))
+    # print(type(charts[0].series[0]))
-    #print(type(charts[0].series[0].val))
+    # print(type(charts[0].series[0].val))
     ##print(charts[0].series[0].val)
-    #print(charts[0].series[0].val.numRef.f)
+    # print(charts[0].series[0].val.numRef.f)
-#
+    #
-    #print(type(charts[0].series[0].cat))
+    # print(type(charts[0].series[0].cat))
     ##print(charts[0].series[0].cat)
-    #print(charts[0].series[0].cat.numRef)
+    # print(charts[0].series[0].cat.numRef)
-    #print(charts[0].series[0].cat.strRef)
+    # print(charts[0].series[0].cat.strRef)
-    #print(charts[0].series[0].cat.strRef.f)
+    # print(charts[0].series[0].cat.strRef.f)
 
-    #print(type(charts[0].title.tx.strRef))
+    # print(type(charts[0].title.tx.strRef))
-    #print(type(charts[0].title.tx.rich))
+    # print(type(charts[0].title.tx.rich))
-    #print(type(charts[0].title.txPr))
+    # print(type(charts[0].title.txPr))
-    #print(len(charts[0].title.tx.rich.p))
+    # print(len(charts[0].title.tx.rich.p))
-    #print(len(charts[0].title.tx.rich.p[0].r))
+    # print(len(charts[0].title.tx.rich.p[0].r))
-    #print(type(charts[0].title.tx.rich.p[0].r[0]))
+    # print(type(charts[0].title.tx.rich.p[0].r[0]))
-    #print(type(charts[0].title.tx.rich.p[0].r[0].t))
+    # print(type(charts[0].title.tx.rich.p[0].r[0].t))
-    #print(charts[0].title.tx.rich.p[0].r[0].t)
+    # print(charts[0].title.tx.rich.p[0].r[0].t)
 
-    #print(type(charts[0].anchor))
+    # print(type(charts[0].anchor))
-    #print(charts[0].anchor.editAs)
+    # print(charts[0].anchor.editAs)
-    #print(charts[0].anchor._from.col, charts[0].anchor.to.row)
+    # print(charts[0].anchor._from.col, charts[0].anchor.to.row)
-    #print(charts[0].anchor.to.col, charts[0].anchor.to.row)
+    # print(charts[0].anchor.to.col, charts[0].anchor.to.row)
 
-    #df1 = pd.read_excel(path1)
+    # df1 = pd.read_excel(path1)
-    #print(df1)
+    # print(df1)
     print(load_charts(path1, chart_props=["title", "xtitle", "ytitle", "type"]))

evaluation_examples/examples/chrome/06fe7178-4491-4589-810f-2e2bc9502122.json

@@ -3,16 +3,64 @@
   "snapshot": "chrome",
   "instruction": "Can you make my computer bring back the last tab I shut down?",
   "source": "https://www.wikihow.com/Switch-Tabs-in-Chrome",
-  "config": [],
+  "config": [
+    {
+      "type": "launch",
+      "parameters": {
+        "command": [
+          "google-chrome",
+          "--remote-debugging-port=1337"
+        ]
+      }
+    },
+    {
+      "type": "launch",
+      "parameters": {
+        "command": [
+          "socat",
+          "tcp-listen:9222,fork",
+          "tcp:localhost:1337"
+        ]
+      }
+    },
+    {
+      "type": "chrome_open_tabs",
+      "parameters": {
+        "urls_to_open": [
+          "https://www.lonelyplanet.com",
+          "https://www.airbnb.com",
+          "https://www.tripadvisor.com"
+        ]
+      }
+    },
+    {
+      "type": "chrome_close_tabs",
+      "parameters": {
+        "urls_to_close": [
+          "https://www.tripadvisor.com"
+        ]
+      }
+    }
+  ],
   "trajectory": "trajectories/",
   "related_apps": [
     "chrome"
   ],
   "evaluator": {
-    "func": "",
+    "func": "is_expected_tabs",
     "result": {
+      "type": "open_tabs_info"
     },
     "expected": {
+      "type": "rule",
+      "rules": {
+        "type": "url",
+        "urls": [
+          "https://www.lonelyplanet.com",
+          "https://www.airbnb.com",
+          "https://www.tripadvisor.com"
+        ]
+      }
     }
   }
 }

evaluation_examples/examples/chrome/2ad9387a-65d8-4e33-ad5b-7580065a27ca.json

@@ -0,0 +1,43 @@
+{
+  "id": "2ad9387a-65d8-4e33-ad5b-7580065a27ca",
+  "snapshot": "chrome",
+  "instruction": "Can you make a new folder for me on that bookmarks bar in my internet browser? Let's call it 'Favorites.'",
+  "source": "https://www.youtube.com/watch?v=IN-Eq_UripQ",
+  "config": [
+    {
+      "type": "launch",
+      "parameters": {
+        "command": [
+          "google-chrome",
+          "--remote-debugging-port=1337"
+        ]
+      }
+    },
+    {
+      "type": "launch",
+      "parameters": {
+        "command": [
+          "socat",
+          "tcp-listen:9222,fork",
+          "tcp:localhost:1337"
+        ]
+      }
+    }
+  ],
+  "trajectory": "trajectories/",
+  "related_apps": [
+    "chrome"
+  ],
+  "evaluator": {
+    "func": "is_expected_bookmarks",
+    "result": {
+      "type": "bookmarks"
+    },
+    "expected": {
+      "type": "rule",
+      "rules": {
+
+      }
+    }
+  }
+}

evaluation_examples/examples/chrome/35253b65-1c19-4304-8aa4-6884b8218fc0.json

@@ -0,0 +1,18 @@
+{
+  "id": "35253b65-1c19-4304-8aa4-6884b8218fc0",
+  "snapshot": "chrome",
+  "instruction": "Hey, I need a quick way back to this site. Could you whip up a shortcut on my desktop for me?",
+  "source": "https://www.laptopmag.com/articles/how-to-create-desktop-shortcuts-for-web-pages-using-chrome",
+  "config": [],
+  "trajectory": "trajectories/",
+  "related_apps": [
+    "chrome"
+  ],
+  "evaluator": {
+    "func": "",
+    "result": {
+    },
+    "expected": {
+    }
+  }
+}

evaluation_examples/examples/chrome/3d1682a7-0fb0-49ae-a4dc-a73afd2d06d5.json

@@ -0,0 +1,18 @@
+{
+  "id": "3d1682a7-0fb0-49ae-a4dc-a73afd2d06d5",
+  "snapshot": "chrome",
+  "instruction": "Computer, could you set up Chrome so it automatically fills in forms with my address, say, 123 Main Street, Anytown, USA, for me?",
+  "source": "https://in5stepstutorials.com/google-chrome/add-change-delete-autofill-address.php",
+  "config": [],
+  "trajectory": "trajectories/",
+  "related_apps": [
+    "chrome"
+  ],
+  "evaluator": {
+    "func": "",
+    "result": {
+    },
+    "expected": {
+    }
+  }
+}

evaluation_examples/examples/chrome/6766f2b8-8a72-417f-a9e5-56fcaa735837.json

@@ -0,0 +1,18 @@
+{
+  "id": "6766f2b8-8a72-417f-a9e5-56fcaa735837",
+  "snapshot": "chrome",
+  "instruction": "Could you help me install the unpacked extension at /to/path in Chrome?",
+  "source": "https://support.google.com/chrome/thread/205881926/it-s-possible-to-load-unpacked-extension-automatically-in-chrome?hl=en",
+  "config": [],
+  "trajectory": "trajectories/",
+  "related_apps": [
+    "chrome"
+  ],
+  "evaluator": {
+    "func": "",
+    "result": {
+    },
+    "expected": {
+    }
+  }
+}

evaluation_examples/examples/chrome/7a5a7856-f1b6-42a4-ade9-1ca81ca0f263.json

@@ -0,0 +1,18 @@
+{
+  "id": "7a5a7856-f1b6-42a4-ade9-1ca81ca0f263",
+  "snapshot": "chrome",
+  "instruction": "Can you save this webpage I'm looking at to my bookmarks so I can come back to it later?",
+  "source": "https://www.youtube.com/watch?v=ZaZ8GcTxjXA",
+  "config": [],
+  "trajectory": "trajectories/",
+  "related_apps": [
+    "chrome"
+  ],
+  "evaluator": {
+    "func": "",
+    "result": {
+    },
+    "expected": {
+    }
+  }
+}

evaluation_examples/examples/chrome/d088f539-cab4-4f9a-ac92-9999fc3a656e.json

@@ -0,0 +1,18 @@
+{
+  "id": "d088f539-cab4-4f9a-ac92-9999fc3a656e",
+  "snapshot": "chrome",
+  "instruction": "I've got a bunch of fun stuff open right now. Can you group all these tabs at the top of Chrome and name it 'Leisure' for me? It'll help me get back to them quickly when I want to relax.",
+  "source": "https://medium.com/@inkverseuk2/useful-tips-and-tricks-for-the-google-chrome-browser-ac7d0d24b3cc",
+  "config": [],
+  "trajectory": "trajectories/",
+  "related_apps": [
+    "chrome"
+  ],
+  "evaluator": {
+    "func": "",
+    "result": {
+    },
+    "expected": {
+    }
+  }
+}

evaluation_examples/examples/chrome/e1e75309-3ddb-4d09-92ec-de869c928143.json

@@ -0,0 +1,18 @@
+{
+  "id": "e1e75309-3ddb-4d09-92ec-de869c928143",
+  "snapshot": "chrome",
+  "instruction": "Computer, can you turn the webpage I'm looking at into a PDF file and put it on my main screen, you know, the Desktop?",
+  "source": "https://in5stepstutorials.com/google-chrome/save-web-page-as-pdf-in-chrome.php",
+  "config": [],
+  "trajectory": "trajectories/",
+  "related_apps": [
+    "chrome"
+  ],
+  "evaluator": {
+    "func": "",
+    "result": {
+    },
+    "expected": {
+    }
+  }
+}