From 364c1ea8b6b5191d9f2e699c2bda7cd45d0ea2b7 Mon Sep 17 00:00:00 2001 From: Hussein Mozannar Date: Sun, 8 Dec 2024 23:55:36 -0800 Subject: [PATCH 01/10] fixes remake --- .../web_surfer/_multimodal_web_surfer.py | 598 ++++++++++-------- ...controller.py => playwright_controller.py} | 183 +++++- 2 files changed, 507 insertions(+), 274 deletions(-) rename python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/{_playwright_controller.py => playwright_controller.py} (72%) diff --git a/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/_multimodal_web_surfer.py b/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/_multimodal_web_surfer.py index de8c403ebf27..93fc9705ead7 100644 --- a/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/_multimodal_web_surfer.py +++ b/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/_multimodal_web_surfer.py @@ -14,18 +14,17 @@ List, Optional, Sequence, - Tuple, cast, + AsyncGenerator, ) -# Any, Callable, Dict, List, Literal, Tuple -from urllib.parse import quote_plus # parse_qs, quote, unquote, urlparse, urlunparse +from urllib.parse import quote_plus import aiofiles import PIL.Image from autogen_agentchat.agents import BaseChatAgent from autogen_agentchat.base import Response -from autogen_agentchat.messages import ChatMessage, MultiModalMessage, TextMessage +from autogen_agentchat.messages import ChatMessage, MultiModalMessage, TextMessage, AgentMessage from autogen_core import EVENT_LOGGER_NAME, CancellationToken, FunctionCall from autogen_core import Image as AGImage from autogen_core.components.models import ( @@ -34,12 +33,13 @@ LLMMessage, SystemMessage, UserMessage, + RequestUsage, ) from PIL import Image from playwright.async_api import BrowserContext, Download, Page, Playwright, async_playwright from ._events import WebSurferEvent -from ._playwright_controller import PlaywrightController +from .playwright_controller import PlaywrightController from ._prompts import WEB_SURFER_OCR_PROMPT, WEB_SURFER_QA_PROMPT, WEB_SURFER_QA_SYSTEM_MESSAGE, WEB_SURFER_TOOL_PROMPT from ._set_of_mark import add_set_of_mark from ._tool_definitions import ( @@ -49,8 +49,6 @@ TOOL_PAGE_DOWN, TOOL_PAGE_UP, TOOL_READ_PAGE_AND_ANSWER, - # TOOL_SCROLL_ELEMENT_DOWN, - # TOOL_SCROLL_ELEMENT_UP, TOOL_SLEEP, TOOL_SUMMARIZE_PAGE, TOOL_TYPE, @@ -60,66 +58,120 @@ from ._types import InteractiveRegion, UserContent from ._utils import message_content_to_str -# Viewport dimensions -VIEWPORT_HEIGHT = 900 -VIEWPORT_WIDTH = 1440 -# Size of the image we send to the MLM -# Current values represent a 0.85 scaling to fit within the GPT-4v short-edge constraints (768px) -MLM_HEIGHT = 765 -MLM_WIDTH = 1224 +class MultimodalWebSurfer(BaseChatAgent): + """ + MultimodalWebSurfer is a multimodal agent that acts as a web surfer that can search the web and visit web pages. -SCREENSHOT_TOKENS = 1105 + It launches a chromium browser and allows the playwright to interact with the web browser and can perform a variety of actions. The browser is launched on the first call to the agent and is reused for subsequent calls. + It must be used with a multimodal model client that supports tool calling, ideally GPT-4o currently. + + .. note:: + Please note that using the MultimodalWebSurfer involves interacting with a digital world designed for humans, which carries inherent risks. + Be aware that agents may occasionally attempt risky actions, such as recruiting humans for help or accepting cookie agreements without human involvement. Always ensure agents are monitored and operate within a controlled environment to prevent unintended consequences. + Moreover, be cautious that MultimodalWebSurfer may be susceptible to prompt injection attacks from webpages. + + Args: + name (str): The name of the agent. + model_client (ChatCompletionClient): The model client used by the agent. + downloads_folder (str, optional): The folder where downloads are saved. Defaults to None, no downloads are saved. + description (str, optional): The description of the agent. Defaults to MultimodalWebSurfer.DEFAULT_DESCRIPTION. + debug_dir (str, optional): The directory where debug information is saved. Defaults to None. + headless (bool, optional): Whether the browser should be headless. Defaults to True. + start_page (str, optional): The start page for the browser. Defaults to MultimodalWebSurfer.DEFAULT_START_PAGE. + animate_actions (bool, optional): Whether to animate actions. Defaults to False. + to_save_screenshots (bool, optional): Whether to save screenshots. Defaults to False. + use_ocr (bool, optional): Whether to use OCR. Defaults to True. + browser_channel (str, optional): The browser channel. Defaults to None. + browser_data_dir (str, optional): The browser data directory. Defaults to None. + to_resize_viewport (bool, optional): Whether to resize the viewport. Defaults to True. + playwright (Playwright, optional): The playwright instance. Defaults to None. + context (BrowserContext, optional): The browser context. Defaults to None. + + + + + Example usage: + + The following example demonstrates how to create an video surfing agent with + a model client and generate a response to a simple query about a local video + called video.mp4. + + .. code-block:: python + + + import asyncio + from autogen_agentchat.ui import Console + from autogen_agentchat.teams import RoundRobinGroupChat + from autogen_ext.models import OpenAIChatCompletionClient + from autogen_ext.agents.web_surfer import MultimodalWebSurfer + + + async def main() -> None: + # Define an agent + web_surfer_agent = MultimodalWebSurfer( + name="MultimodalWebSurfer", + model_client=OpenAIChatCompletionClient(model="gpt-4o-2024-08-06"), + ) + + # Define a team + agent_team = RoundRobinGroupChat([web_surfer_agent], max_turns=3) + + # Run the team and stream messages to the console + stream = agent_team.run_stream(task="Navigate to the AutoGen readme on GitHub.") + await Console(stream) -class MultimodalWebSurfer(BaseChatAgent): - """(In preview) A multimodal agent that acts as a web surfer that can search the web and visit web pages.""" - DEFAULT_DESCRIPTION = "A helpful assistant with access to a web browser. Ask them to perform web searches, open pages, and interact with content (e.g., clicking links, scrolling the viewport, etc., filling in form fields, etc.) It can also summarize the entire page, or answer questions based on the content of the page. It can also be asked to sleep and wait for pages to load, in cases where the pages seem to be taking a while to load." + asyncio.run(main()) + """ + DEFAULT_DESCRIPTION = """ + A helpful assistant with access to a web browser. + Ask them to perform web searches, open pages, and interact with content (e.g., clicking links, scrolling the viewport, etc., filling in form fields, etc.). + It can also summarize the entire page, or answer questions based on the content of the page. + It can also be asked to sleep and wait for pages to load, in cases where the pages seem to be taking a while to load. + """ DEFAULT_START_PAGE = "https://www.bing.com/" + # Viewport dimensions + VIEWPORT_HEIGHT = 900 + VIEWPORT_WIDTH = 1440 + + # Size of the image we send to the MLM + # Current values represent a 0.85 scaling to fit within the GPT-4v short-edge constraints (768px) + MLM_HEIGHT = 765 + MLM_WIDTH = 1224 + + SCREENSHOT_TOKENS = 1105 + def __init__( self, name: str, model_client: ChatCompletionClient, + downloads_folder: str | None = None, description: str = DEFAULT_DESCRIPTION, + debug_dir: str | None = None, headless: bool = True, - browser_channel: str | None = None, - browser_data_dir: str | None = None, - start_page: str | None = None, - downloads_folder: str | None = None, - debug_dir: str | None = os.getcwd(), - to_save_screenshots: bool = False, + start_page: str | None = DEFAULT_START_PAGE, animate_actions: bool = False, + to_save_screenshots: bool = False, use_ocr: bool = True, + browser_channel: str | None = None, + browser_data_dir: str | None = None, to_resize_viewport: bool = True, playwright: Playwright | None = None, context: BrowserContext | None = None, ): """ Initialize the MultimodalWebSurfer. - - Args: - name (str): The agent's name - model_client (ChatCompletionClient): The model to use (must be multi-modal) - description (str): The agent's description used by the team. Defaults to DEFAULT_DESCRIPTION - headless (bool): Whether to run the browser in headless mode. Defaults to True. - browser_channel (str | type[DEFAULT_CHANNEL]): The browser channel to use. Defaults to DEFAULT_CHANNEL. - browser_data_dir (str | None): The directory to store browser data. Defaults to None. - start_page (str | None): The initial page to visit. Defaults to DEFAULT_START_PAGE. - downloads_folder (str | None): The folder to save downloads. Defaults to None. - debug_dir (str | None): The directory to save debug information. Defaults to the current working directory. - to_save_screenshots (bool): Whether to save screenshots. Defaults to False. - animate_actions (bool): Whether to animate actions. Defaults to False. - use_ocr (bool): Whether to use OCR to extract text from screenshots, otherwise extract text from page. Defaults to True. - to_resize_viewport (bool): Whether to resize the viewport. Defaults to True. - playwright (Playwright | None): The playwright instance to use. Defaults to None and creates a new one. - context (BrowserContext | None): The browser context to use. Defaults to None and creates a new one. """ super().__init__(name, description) + if debug_dir is None and to_save_screenshots: + raise ValueError( + "Cannot save screenshots without a debug directory. Set it using the 'debug_dir' parameter. The debug directory is created if it does not exist." + ) self._model_client = model_client - self.headless = headless self.browser_channel = browser_channel self.browser_data_dir = browser_data_dir @@ -150,8 +202,8 @@ def _download_handler(download: Download) -> None: self._playwright_controller = PlaywrightController( animate_actions=self.animate_actions, downloads_folder=self.downloads_folder, - viewport_width=VIEWPORT_WIDTH, - viewport_height=VIEWPORT_HEIGHT, + viewport_width=self.VIEWPORT_WIDTH, + viewport_height=self.VIEWPORT_HEIGHT, _download_handler=self._download_handler, to_resize_viewport=self.to_resize_viewport, ) @@ -166,68 +218,15 @@ def _download_handler(download: Download) -> None: TOOL_SLEEP, TOOL_HOVER, ] - self.did_lazy_init = False - - @property - def produced_message_types(self) -> List[type[ChatMessage]]: - return [MultiModalMessage] - - async def on_messages(self, messages: Sequence[ChatMessage], cancellation_token: CancellationToken) -> Response: - for chat_message in messages: - if isinstance(chat_message, TextMessage | MultiModalMessage): - self._chat_history.append(UserMessage(content=chat_message.content, source=chat_message.source)) - else: - raise ValueError(f"Unexpected message in MultiModalWebSurfer: {chat_message}") - - try: - _, content = await self.__generate_reply(cancellation_token=cancellation_token) - self._chat_history.append(AssistantMessage(content=message_content_to_str(content), source=self.name)) - if isinstance(content, str): - return Response(chat_message=TextMessage(content=content, source=self.name)) - else: - return Response(chat_message=MultiModalMessage(content=content, source=self.name)) - - except BaseException: - content = f"Web surfing error:\n\n{traceback.format_exc()}" - self._chat_history.append(AssistantMessage(content=content, source=self.name)) - return Response(chat_message=TextMessage(content=content, source=self.name)) - - async def on_reset(self, cancellation_token: CancellationToken) -> None: - if not self.did_lazy_init: - return - assert self._page is not None - - self._chat_history.clear() - reset_prior_metadata, reset_last_download = await self._playwright_controller.visit_page( - self._page, self.start_page - ) - if reset_last_download and self._last_download is not None: - self._last_download = None - if reset_prior_metadata and self._prior_metadata_hash is not None: - self._prior_metadata_hash = None - if self.to_save_screenshots: - current_timestamp = "_" + int(time.time()).__str__() - screenshot_png_name = "screenshot" + current_timestamp + ".png" - await self._page.screenshot(path=os.path.join(self.debug_dir, screenshot_png_name)) # type: ignore - self.logger.info( - WebSurferEvent( - source=self.name, - url=self._page.url, - message="Screenshot: " + screenshot_png_name, - ) - ) - - self.logger.info( - WebSurferEvent( - source=self.name, - url=self._page.url, - message="Resetting browser.", - ) - ) + self.n_lines_page_text = 50 # Number of lines of text to extract from the page in the absence of OCR + self.did_lazy_init = False # flag to check if we have initialized the browser async def _lazy_init( self, ) -> None: + """ + On the first call, we initialize the browser and the page. + """ self._last_download = None self._prior_metadata_hash = None @@ -257,7 +256,7 @@ async def _lazy_init( # self._page.route(lambda x: True, self._route_handler) self._page.on("download", self._download_handler) if self.to_resize_viewport: - await self._page.set_viewport_size({"width": VIEWPORT_WIDTH, "height": VIEWPORT_HEIGHT}) + await self._page.set_viewport_size({"width": self.VIEWPORT_WIDTH, "height": self.VIEWPORT_HEIGHT}) await self._page.add_init_script( path=os.path.join(os.path.abspath(os.path.dirname(__file__)), "page_script.js") ) @@ -270,7 +269,6 @@ async def _lazy_init( async def _set_debug_dir(self, debug_dir: str | None) -> None: assert self._page is not None - self.debug_dir = debug_dir if self.debug_dir is None: return @@ -289,33 +287,202 @@ async def _set_debug_dir(self, debug_dir: str | None) -> None: ) ) - def _target_name(self, target: str, rects: Dict[str, InteractiveRegion]) -> str | None: + @property + def produced_message_types(self) -> List[type[ChatMessage]]: + return [MultiModalMessage] + + async def on_reset(self, cancellation_token: CancellationToken) -> None: + if not self.did_lazy_init: + return + assert self._page is not None + + self._chat_history.clear() + reset_prior_metadata, reset_last_download = await self._playwright_controller.visit_page( + self._page, self.start_page + ) + if reset_last_download and self._last_download is not None: + self._last_download = None + if reset_prior_metadata and self._prior_metadata_hash is not None: + self._prior_metadata_hash = None + if self.to_save_screenshots: + current_timestamp = "_" + int(time.time()).__str__() + screenshot_png_name = "screenshot" + current_timestamp + ".png" + await self._page.screenshot(path=os.path.join(self.debug_dir, screenshot_png_name)) # type: ignore + self.logger.info( + WebSurferEvent( + source=self.name, + url=self._page.url, + message="Screenshot: " + screenshot_png_name, + ) + ) + + self.logger.info( + WebSurferEvent( + source=self.name, + url=self._page.url, + message="Resetting browser.", + ) + ) + + async def on_messages(self, messages: Sequence[ChatMessage], cancellation_token: CancellationToken) -> Response: + async for message in self.on_messages_stream(messages, cancellation_token): + if isinstance(message, Response): + return message + raise AssertionError("The stream should have returned the final result.") + + async def on_messages_stream( + self, messages: Sequence[ChatMessage], cancellation_token: CancellationToken + ) -> AsyncGenerator[AgentMessage | Response, None]: + for chat_message in messages: + if isinstance(chat_message, TextMessage | MultiModalMessage): + self._chat_history.append(UserMessage(content=chat_message.content, source=chat_message.source)) + else: + raise ValueError(f"Unexpected message in MultiModalWebSurfer: {chat_message}") + self.inner_messages: List[AgentMessage] = [] + self.model_usage: List[RequestUsage] = [] try: - return rects[target]["aria_name"].strip() - except KeyError: - return None + content = await self.__generate_reply(cancellation_token=cancellation_token) + self._chat_history.append(AssistantMessage(content=message_content_to_str(content), source=self.name)) + final_usage = RequestUsage( + prompt_tokens=sum([u.prompt_tokens for u in self.model_usage]), + completion_tokens=sum([u.completion_tokens for u in self.model_usage]), + ) + if isinstance(content, str): + yield Response( + chat_message=TextMessage(content=content, source=self.name, models_usage=final_usage), + inner_messages=self.inner_messages, + ) + else: + yield Response( + chat_message=MultiModalMessage(content=content, source=self.name, models_usage=final_usage), + inner_messages=self.inner_messages, + ) - def _format_target_list(self, ids: List[str], rects: Dict[str, InteractiveRegion]) -> List[str]: - targets: List[str] = [] - for r in list(set(ids)): - if r in rects: - # Get the role - aria_role = rects[r].get("role", "").strip() - if len(aria_role) == 0: - aria_role = rects[r].get("tag_name", "").strip() + except BaseException: + content = f"Web surfing error:\n\n{traceback.format_exc()}" + self._chat_history.append(AssistantMessage(content=content, source=self.name)) + yield Response(chat_message=TextMessage(content=content, source=self.name)) - # Get the name - aria_name = re.sub(r"[\n\r]+", " ", rects[r].get("aria_name", "")).strip() + async def __generate_reply(self, cancellation_token: CancellationToken) -> UserContent: + """Generates the actual reply. First calls the LLM to figure out which tool to use, then executes the tool.""" - # What are the actions? - actions = ['"click", "hover"'] - if rects[r]["role"] in ["textbox", "searchbox", "search"]: - actions = ['"input_text"'] - actions_str = "[" + ",".join(actions) + "]" + # Lazy init, initialize the browser and the page on the first generate reply only + if not self.did_lazy_init: + await self._lazy_init() - targets.append(f'{{"id": {r}, "name": "{aria_name}", "role": "{aria_role}", "tools": {actions_str} }}') + assert self._page is not None - return targets + # Clone the messages to give context, removing old screenshots + history: List[LLMMessage] = [] + for m in self._chat_history: + assert isinstance(m, UserMessage | AssistantMessage | SystemMessage) + assert isinstance(m.content, str | list) + + if isinstance(m.content, str): + history.append(m) + else: + content = message_content_to_str(m.content) + if isinstance(m, UserMessage): + history.append(UserMessage(content=content, source=m.source)) + elif isinstance(m, AssistantMessage): + history.append(AssistantMessage(content=content, source=m.source)) + elif isinstance(m, SystemMessage): + history.append(SystemMessage(content=content)) + + # Ask the page for interactive elements, then prepare the state-of-mark screenshot + rects = await self._playwright_controller.get_interactive_rects(self._page) + viewport = await self._playwright_controller.get_visual_viewport(self._page) + screenshot = await self._page.screenshot() + som_screenshot, visible_rects, rects_above, rects_below = add_set_of_mark(screenshot, rects) + + if self.to_save_screenshots: + current_timestamp = "_" + int(time.time()).__str__() + screenshot_png_name = "screenshot_som" + current_timestamp + ".png" + som_screenshot.save(os.path.join(self.debug_dir, screenshot_png_name)) # type: ignore + self.logger.info( + WebSurferEvent( + source=self.name, + url=self._page.url, + message="Screenshot: " + screenshot_png_name, + ) + ) + # What tools are available? + tools = self.default_tools.copy() + + # We can scroll up + if viewport["pageTop"] > 5: + tools.append(TOOL_PAGE_UP) + + # Can scroll down + if (viewport["pageTop"] + viewport["height"] + 5) < viewport["scrollHeight"]: + tools.append(TOOL_PAGE_DOWN) + + # Focus hint + focused = await self._playwright_controller.get_focused_rect_id(self._page) + focused_hint = "" + if focused: + name = self._target_name(focused, rects) + if name: + name = f"(and name '{name}') " + + role = "control" + try: + role = rects[focused]["role"] + except KeyError: + pass + + focused_hint = f"\nThe {role} with ID {focused} {name}currently has the input focus.\n\n" + + # Everything visible + visible_targets = "\n".join(self._format_target_list(visible_rects, rects)) + "\n\n" + + # Everything else + other_targets: List[str] = [] + other_targets.extend(self._format_target_list(rects_above, rects)) + other_targets.extend(self._format_target_list(rects_below, rects)) + + if len(other_targets) > 0: + other_targets_str = ( + "Additional valid interaction targets (not shown) include:\n" + "\n".join(other_targets) + "\n\n" + ) + else: + other_targets_str = "" + + tool_names = "\n".join([t["name"] for t in tools]) + + text_prompt = WEB_SURFER_TOOL_PROMPT.format( + url=self._page.url, + visible_targets=visible_targets, + other_targets_str=other_targets_str, + focused_hint=focused_hint, + tool_names=tool_names, + ).strip() + + # Scale the screenshot for the MLM, and close the original + scaled_screenshot = som_screenshot.resize((self.MLM_WIDTH, self.MLM_HEIGHT)) + som_screenshot.close() + if self.to_save_screenshots: + scaled_screenshot.save(os.path.join(self.debug_dir, "screenshot_scaled.png")) # type: ignore + + # Add the multimodal message and make the request + history.append(UserMessage(content=[text_prompt, AGImage.from_pil(scaled_screenshot)], source=self.name)) + + response = await self._model_client.create( + history, tools=tools, extra_create_args={"tool_choice": "auto"}, cancellation_token=cancellation_token + ) # , "parallel_tool_calls": False}) + self.model_usage.append(response.usage) + message = response.content + self._last_download = None + if isinstance(message, str): + # Answer directly + self.inner_messages.append(AssistantMessage(content=message, source=self.name)) + return message + elif isinstance(message, list): + # Take an action + return await self._execute_tool(message, rects, tool_names, cancellation_token=cancellation_token) + else: + # Not sure what happened here + raise AssertionError(f"Unknown response format '{message}'") async def _execute_tool( self, @@ -323,7 +490,8 @@ async def _execute_tool( rects: Dict[str, InteractiveRegion], tool_names: str, cancellation_token: Optional[CancellationToken] = None, - ) -> Tuple[bool, UserContent]: + ) -> UserContent: + # Execute the tool name = message[0].name args = json.loads(message[0].arguments) action_description = "" @@ -337,6 +505,7 @@ async def _execute_tool( message=f"{name}( {json.dumps(args)} )", ) ) + self.inner_messages.append(AssistantMessage(content=f"{name}( {json.dumps(args)} )", source=self.name)) if name == "visit_url": url = args.get("url") @@ -435,11 +604,11 @@ async def _execute_tool( question = str(args.get("question")) action_description = f"I answered the following question '{question}' based on the web page." # Do Q&A on the DOM. No need to take further action. Browser state does not change. - return False, await self._summarize_page(question=question, cancellation_token=cancellation_token) + return await self._summarize_page(question=question, cancellation_token=cancellation_token) elif name == "summarize_page": # Summarize the DOM. No need to take further action. Browser state does not change. action_description = "I summarized the current web page" - return False, await self._summarize_page(cancellation_token=cancellation_token) + return await self._summarize_page(cancellation_token=cancellation_token) elif name == "hover": target_id = str(args.get("target_id")) @@ -452,18 +621,17 @@ async def _execute_tool( elif name == "sleep": action_description = "I am waiting a short period of time before taking further action." - await self._playwright_controller.sleep(self._page, 3) # There's a 2s sleep below too + await self._playwright_controller.sleep(self._page, 3) else: raise ValueError(f"Unknown tool '{name}'. Please choose from:\n\n{tool_names}") await self._page.wait_for_load_state() - await self._playwright_controller.sleep(self._page, 3) # There's a 2s sleep below too + await self._playwright_controller.sleep(self._page, 3) # Handle downloads if self._last_download is not None and self.downloads_folder is not None: fname = os.path.join(self.downloads_folder, self._last_download.suggested_filename) - # TODO: Fix this type await self._last_download.save_as(fname) # type: ignore page_body = f"Download Successful

Successfully downloaded '{self._last_download.suggested_filename}' to local path:

{fname}

" await self._page.goto( @@ -510,158 +678,66 @@ async def _execute_tool( ocr_text = ( await self._get_ocr_text(new_screenshot, cancellation_token=cancellation_token) if self.use_ocr is True - else await self._playwright_controller.get_webpage_text(self._page) + else await self._playwright_controller.get_webpage_text(self._page, n_lines=self.n_lines_page_text) ) # Return the complete observation - message_content = "" # message.content or "" page_title = await self._page.title() + message_content = f"{action_description}\n\n Here is a screenshot of the webpage: [{page_title}]({self._page.url}).\n The viewport shows {percent_visible}% of the webpage, and is positioned {position_text} {page_metadata}\n" + if self.use_ocr: + message_content += f"Automatic OCR of the page screenshot has detected the following text:\n\n{ocr_text}" + else: + message_content += f"The first {self.n_lines_page_text} lines of the page text is:\n\n{ocr_text}" - return False, [ - f"{message_content}\n\n{action_description}\n\nHere is a screenshot of [{page_title}]({self._page.url}). The viewport shows {percent_visible}% of the webpage, and is positioned {position_text}.{page_metadata}\nAutomatic OCR of the page screenshot has detected the following text:\n\n{ocr_text}".strip(), + return [ + message_content, AGImage.from_pil(PIL.Image.open(io.BytesIO(new_screenshot))), ] - async def __generate_reply(self, cancellation_token: CancellationToken) -> Tuple[bool, UserContent]: - """Generates the actual reply. First calls the LLM to figure out which tool to use, then executes the tool.""" - - # Lazy init - if not self.did_lazy_init: - await self._lazy_init() - - assert self._page is not None - - # Clone the messages to give context, removing old screenshots - history: List[LLMMessage] = [] - for m in self._chat_history: - assert isinstance(m, UserMessage | AssistantMessage | SystemMessage) - assert isinstance(m.content, str | list) - - if isinstance(m.content, str): - history.append(m) - else: - content = message_content_to_str(m.content) - if isinstance(m, UserMessage): - history.append(UserMessage(content=content, source=m.source)) - elif isinstance(m, AssistantMessage): - history.append(AssistantMessage(content=content, source=m.source)) - elif isinstance(m, SystemMessage): - history.append(SystemMessage(content=content)) - - # Ask the page for interactive elements, then prepare the state-of-mark screenshot - rects = await self._playwright_controller.get_interactive_rects(self._page) - viewport = await self._playwright_controller.get_visual_viewport(self._page) - screenshot = await self._page.screenshot() - som_screenshot, visible_rects, rects_above, rects_below = add_set_of_mark(screenshot, rects) - - if self.to_save_screenshots: - current_timestamp = "_" + int(time.time()).__str__() - screenshot_png_name = "screenshot_som" + current_timestamp + ".png" - som_screenshot.save(os.path.join(self.debug_dir, screenshot_png_name)) # type: ignore - self.logger.info( - WebSurferEvent( - source=self.name, - url=self._page.url, - message="Screenshot: " + screenshot_png_name, - ) - ) - # What tools are available? - tools = self.default_tools.copy() - - # We can scroll up - if viewport["pageTop"] > 5: - tools.append(TOOL_PAGE_UP) - - # Can scroll down - if (viewport["pageTop"] + viewport["height"] + 5) < viewport["scrollHeight"]: - tools.append(TOOL_PAGE_DOWN) - - # Focus hint - focused = await self._playwright_controller.get_focused_rect_id(self._page) - focused_hint = "" - if focused: - name = self._target_name(focused, rects) - if name: - name = f"(and name '{name}') " - - role = "control" - try: - role = rects[focused]["role"] - except KeyError: - pass - - focused_hint = f"\nThe {role} with ID {focused} {name}currently has the input focus.\n\n" - - # Everything visible - visible_targets = "\n".join(self._format_target_list(visible_rects, rects)) + "\n\n" - - # Everything else - other_targets: List[str] = [] - other_targets.extend(self._format_target_list(rects_above, rects)) - other_targets.extend(self._format_target_list(rects_below, rects)) - - if len(other_targets) > 0: - other_targets_str = ( - "Additional valid interaction targets (not shown) include:\n" + "\n".join(other_targets) + "\n\n" - ) - else: - other_targets_str = "" - - # If there are scrollable elements, then add the corresponding tools - # has_scrollable_elements = False - # if has_scrollable_elements: - # tools.append(TOOL_SCROLL_ELEMENT_UP) - # tools.append(TOOL_SCROLL_ELEMENT_DOWN) - - tool_names = "\n".join([t["name"] for t in tools]) + def _target_name(self, target: str, rects: Dict[str, InteractiveRegion]) -> str | None: + try: + return rects[target]["aria_name"].strip() + except KeyError: + return None - text_prompt = WEB_SURFER_TOOL_PROMPT.format( - url=self._page.url, - visible_targets=visible_targets, - other_targets_str=other_targets_str, - focused_hint=focused_hint, - tool_names=tool_names, - ).strip() + def _format_target_list(self, ids: List[str], rects: Dict[str, InteractiveRegion]) -> List[str]: + """ + Format the list of targets in the webpage as a string to be used in the agent's prompt. + """ + targets: List[str] = [] + for r in list(set(ids)): + if r in rects: + # Get the role + aria_role = rects[r].get("role", "").strip() + if len(aria_role) == 0: + aria_role = rects[r].get("tag_name", "").strip() - # Scale the screenshot for the MLM, and close the original - scaled_screenshot = som_screenshot.resize((MLM_WIDTH, MLM_HEIGHT)) - som_screenshot.close() - if self.to_save_screenshots: - scaled_screenshot.save(os.path.join(self.debug_dir, "screenshot_scaled.png")) # type: ignore + # Get the name + aria_name = re.sub(r"[\n\r]+", " ", rects[r].get("aria_name", "")).strip() - # Add the multimodal message and make the request - history.append(UserMessage(content=[text_prompt, AGImage.from_pil(scaled_screenshot)], source=self.name)) + # What are the actions? + actions = ['"click", "hover"'] + if rects[r]["role"] in ["textbox", "searchbox", "search"]: + actions = ['"input_text"'] + actions_str = "[" + ",".join(actions) + "]" - response = await self._model_client.create( - history, tools=tools, extra_create_args={"tool_choice": "auto"}, cancellation_token=cancellation_token - ) # , "parallel_tool_calls": False}) - message = response.content - self._last_download = None + targets.append(f'{{"id": {r}, "name": "{aria_name}", "role": "{aria_role}", "tools": {actions_str} }}') - if isinstance(message, str): - # Answer directly - return False, message - elif isinstance(message, list): - # Take an action - return await self._execute_tool(message, rects, tool_names, cancellation_token=cancellation_token) - else: - # Not sure what happened here - raise AssertionError(f"Unknown response format '{message}'") + return targets async def _get_ocr_text( self, image: bytes | io.BufferedIOBase | PIL.Image.Image, cancellation_token: Optional[CancellationToken] = None ) -> str: scaled_screenshot = None if isinstance(image, PIL.Image.Image): - scaled_screenshot = image.resize((MLM_WIDTH, MLM_HEIGHT)) + scaled_screenshot = image.resize((self.MLM_WIDTH, self.MLM_HEIGHT)) else: pil_image = None if not isinstance(image, io.BufferedIOBase): pil_image = PIL.Image.open(io.BytesIO(image)) else: - # TODO: Not sure why this cast was needed, but by this point screenshot is a binary file-like object pil_image = PIL.Image.open(cast(BinaryIO, image)) - scaled_screenshot = pil_image.resize((MLM_WIDTH, MLM_HEIGHT)) + scaled_screenshot = pil_image.resize((self.MLM_WIDTH, self.MLM_HEIGHT)) pil_image.close() # Add the multimodal message and make the request @@ -676,6 +752,7 @@ async def _get_ocr_text( ) ) response = await self._model_client.create(messages, cancellation_token=cancellation_token) + self.model_usage.append(response.usage) scaled_screenshot.close() assert isinstance(response.content, str) return response.content @@ -697,7 +774,7 @@ async def _summarize_page( # Take a screenshot and scale it screenshot = Image.open(io.BytesIO(await self._page.screenshot())) - scaled_screenshot = screenshot.resize((MLM_WIDTH, MLM_HEIGHT)) + scaled_screenshot = screenshot.resize((self.MLM_WIDTH, self.MLM_HEIGHT)) screenshot.close() ag_image = AGImage.from_pil(scaled_screenshot) @@ -718,7 +795,7 @@ async def _summarize_page( ) remaining = self._model_client.remaining_tokens(messages + [message]) - if remaining > SCREENSHOT_TOKENS: + if remaining > self.SCREENSHOT_TOKENS: buffer += line else: break @@ -741,6 +818,7 @@ async def _summarize_page( # Generate the response response = await self._model_client.create(messages, cancellation_token=cancellation_token) + self.model_usage.append(response.usage) scaled_screenshot.close() assert isinstance(response.content, str) return response.content diff --git a/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/_playwright_controller.py b/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/playwright_controller.py similarity index 72% rename from python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/_playwright_controller.py rename to python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/playwright_controller.py index 162980af1c74..55bc5e5b0bdc 100644 --- a/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/_playwright_controller.py +++ b/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/playwright_controller.py @@ -17,24 +17,36 @@ class PlaywrightController: + """ + A helper class to allow Playwright to interact with web pages to perform actions such as clicking, filling, and scrolling. + + Args: + downloads_folder (str | None): The folder to save downloads to. If None, downloads are not saved. + animate_actions (bool): Whether to animate the actions (create fake cursor to click). + viewport_width (int): The width of the viewport. + viewport_height (int): The height of the viewport. + _download_handler (Optional[Callable[[Download], None]]): A function to handle downloads. + to_resize_viewport (bool): Whether to resize the viewport + """ + def __init__( self, + downloads_folder: str | None = None, animate_actions: bool = False, - downloads_folder: Optional[str] = None, viewport_width: int = 1440, viewport_height: int = 900, _download_handler: Optional[Callable[[Download], None]] = None, to_resize_viewport: bool = True, ) -> None: """ - A controller for Playwright to interact with web pages. - animate_actions: If True, actions will be animated. - downloads_folder: The folder to save downloads to. - viewport_width: The width of the viewport. - viewport_height: The height of the viewport. - _download_handler: A handler for downloads. - to_resize_viewport: If True, the viewport will be resized. + Initialize the PlaywrightController. """ + assert isinstance(animate_actions, bool) + assert isinstance(viewport_width, int) + assert isinstance(viewport_height, int) + assert viewport_height > 0 + assert viewport_width > 0 + self.animate_actions = animate_actions self.downloads_folder = downloads_folder self.viewport_width = viewport_width @@ -49,10 +61,26 @@ def __init__( self._page_script = fh.read() async def sleep(self, page: Page, duration: Union[int, float]) -> None: + """ + Pause the execution for a specified duration. + + Args: + page (Page): The Playwright page object. + duration (Union[int, float]): The duration to sleep in milliseconds. + """ assert page is not None await page.wait_for_timeout(duration * 1000) async def get_interactive_rects(self, page: Page) -> Dict[str, InteractiveRegion]: + """ + Retrieve interactive regions from the web page. + + Args: + page (Page): The Playwright page object. + + Returns: + Dict[str, InteractiveRegion]: A dictionary of interactive regions. + """ assert page is not None # Read the regions from the DOM try: @@ -71,6 +99,15 @@ async def get_interactive_rects(self, page: Page) -> Dict[str, InteractiveRegion return typed_results async def get_visual_viewport(self, page: Page) -> VisualViewport: + """ + Retrieve the visual viewport of the web page. + + Args: + page (Page): The Playwright page object. + + Returns: + VisualViewport: The visual viewport of the page. + """ assert page is not None try: await page.evaluate(self._page_script) @@ -79,6 +116,15 @@ async def get_visual_viewport(self, page: Page) -> VisualViewport: return visualviewport_from_dict(await page.evaluate("MultimodalWebSurfer.getVisualViewport();")) async def get_focused_rect_id(self, page: Page) -> str: + """ + Retrieve the ID of the currently focused element. + + Args: + page (Page): The Playwright page object. + + Returns: + str: The ID of the focused element. + """ assert page is not None try: await page.evaluate(self._page_script) @@ -88,6 +134,15 @@ async def get_focused_rect_id(self, page: Page) -> str: return str(result) async def get_page_metadata(self, page: Page) -> Dict[str, Any]: + """ + Retrieve metadata from the web page. + + Args: + page (Page): The Playwright page object. + + Returns: + Dict[str, Any]: A dictionary of page metadata. + """ assert page is not None try: await page.evaluate(self._page_script) @@ -98,6 +153,12 @@ async def get_page_metadata(self, page: Page) -> Dict[str, Any]: return cast(Dict[str, Any], result) async def on_new_page(self, page: Page) -> None: + """ + Handle actions to perform on a new page. + + Args: + page (Page): The Playwright page object. + """ assert page is not None page.on("download", self._download_handler) # type: ignore if self.to_resize_viewport and self.viewport_width and self.viewport_height: @@ -107,10 +168,26 @@ async def on_new_page(self, page: Page) -> None: await page.wait_for_load_state() async def back(self, page: Page) -> None: + """ + Navigate back to the previous page. + + Args: + page (Page): The Playwright page object. + """ assert page is not None await page.go_back() async def visit_page(self, page: Page, url: str) -> Tuple[bool, bool]: + """ + Visit a specified URL. + + Args: + page (Page): The Playwright page object. + url (str): The URL to visit. + + Returns: + Tuple[bool, bool]: A tuple indicating whether to reset prior metadata hash and last download. + """ assert page is not None reset_prior_metadata_hash = False reset_last_download = False @@ -143,16 +220,38 @@ async def visit_page(self, page: Page, url: str) -> Tuple[bool, bool]: return reset_prior_metadata_hash, reset_last_download async def page_down(self, page: Page) -> None: + """ + Scroll the page down by one viewport height minus 50 pixels. + + Args: + page (Page): The Playwright page object. + """ assert page is not None await page.evaluate(f"window.scrollBy(0, {self.viewport_height-50});") async def page_up(self, page: Page) -> None: + """ + Scroll the page up by one viewport height minus 50 pixels. + + Args: + page (Page): The Playwright page object. + """ assert page is not None await page.evaluate(f"window.scrollBy(0, -{self.viewport_height-50});") async def gradual_cursor_animation( self, page: Page, start_x: float, start_y: float, end_x: float, end_y: float ) -> None: + """ + Animate the cursor movement gradually from start to end coordinates. + + Args: + page (Page): The Playwright page object. + start_x (float): The starting x-coordinate. + start_y (float): The starting y-coordinate. + end_x (float): The ending x-coordinate. + end_y (float): The ending y-coordinate. + """ # animation helper steps = 20 for step in range(steps): @@ -171,6 +270,13 @@ async def gradual_cursor_animation( self.last_cursor_position = (end_x, end_y) async def add_cursor_box(self, page: Page, identifier: str) -> None: + """ + Add a red cursor box around the element with the given identifier. + + Args: + page (Page): The Playwright page object. + identifier (str): The element identifier. + """ # animation helper await page.evaluate(f""" (function() {{ @@ -199,6 +305,13 @@ async def add_cursor_box(self, page: Page, identifier: str) -> None: """) async def remove_cursor_box(self, page: Page, identifier: str) -> None: + """ + Remove the red cursor box around the element with the given identifier. + + Args: + page (Page): The Playwright page object. + identifier (str): The element identifier. + """ # Remove the highlight and cursor await page.evaluate(f""" (function() {{ @@ -215,7 +328,14 @@ async def remove_cursor_box(self, page: Page, identifier: str) -> None: async def click_id(self, page: Page, identifier: str) -> Page | None: """ - Returns new page if a new page is opened, otherwise None. + Click the element with the given identifier. + + Args: + page (Page): The Playwright page object. + identifier (str): The element identifier. + + Returns: + Page | None: The new page if a new page is opened, otherwise None. """ new_page: Page | None = None assert page is not None @@ -266,7 +386,11 @@ async def click_id(self, page: Page, identifier: str) -> Page | None: async def hover_id(self, page: Page, identifier: str) -> None: """ - Hovers the mouse over the target with the given id. + Hover the mouse over the element with the given identifier. + + Args: + page (Page): The Playwright page object. + identifier (str): The element identifier. """ assert page is not None target = page.locator(f"[__elementId='{identifier}']") @@ -297,6 +421,14 @@ async def hover_id(self, page: Page, identifier: str) -> None: await page.mouse.move(box["x"] + box["width"] / 2, box["y"] + box["height"] / 2) async def fill_id(self, page: Page, identifier: str, value: str) -> None: + """ + Fill the element with the given identifier with the specified value. + + Args: + page (Page): The Playwright page object. + identifier (str): The element identifier. + value (str): The value to fill. + """ assert page is not None target = page.locator(f"[__elementId='{identifier}']") @@ -338,6 +470,14 @@ async def fill_id(self, page: Page, identifier: str, value: str) -> None: await self.remove_cursor_box(page, identifier) async def scroll_id(self, page: Page, identifier: str, direction: str) -> None: + """ + Scroll the element with the given identifier in the specified direction. + + Args: + page (Page): The Playwright page object. + identifier (str): The element identifier. + direction (str): The direction to scroll ("up" or "down"). + """ assert page is not None await page.evaluate( f""" @@ -355,11 +495,16 @@ async def scroll_id(self, page: Page, identifier: str, direction: str) -> None: """ ) - async def get_webpage_text(self, page: Page, n_lines: int = 100) -> str: + async def get_webpage_text(self, page: Page, n_lines: int = 50) -> str: """ - page: playwright page object - n_lines: number of lines to return from the page innertext - return: text in the first n_lines of the page + Retrieve the text content of the web page. + + Args: + page (Page): The Playwright page object. + n_lines (int): The number of lines to return from the page inner text. + + Returns: + str: The text content of the page. """ assert page is not None try: @@ -375,6 +520,16 @@ async def get_webpage_text(self, page: Page, n_lines: int = 100) -> str: return "" async def get_page_markdown(self, page: Page) -> str: + """ + Retrieve the markdown content of the web page. + Currently not implemented. + + Args: + page (Page): The Playwright page object. + + Returns: + str: The markdown content of the page. + """ # TODO: replace with mdconvert assert page is not None return await self.get_webpage_text(page, n_lines=1000) From 6e132c9c837677ce5fd36fbeb8b6f71e3d3b98b6 Mon Sep 17 00:00:00 2001 From: Hussein Mozannar Date: Mon, 9 Dec 2024 17:13:21 -0800 Subject: [PATCH 02/10] modified toml adding tests --- python/packages/autogen-ext/pyproject.toml | 1 + .../web_surfer/playwright_controller.py | 17 +- .../autogen-ext/tests/test_websurfer_agent.py | 155 ++++++++++++++++++ 3 files changed, 169 insertions(+), 4 deletions(-) create mode 100644 python/packages/autogen-ext/tests/test_websurfer_agent.py diff --git a/python/packages/autogen-ext/pyproject.toml b/python/packages/autogen-ext/pyproject.toml index ad7e009f28ed..7c705d8bad72 100644 --- a/python/packages/autogen-ext/pyproject.toml +++ b/python/packages/autogen-ext/pyproject.toml @@ -28,6 +28,7 @@ file-surfer = ["markitdown>=0.0.1a2"] web-surfer = [ "playwright>=1.48.0", "pillow>=11.0.0", + "markitdown>=0.0.1a2", ] magentic-one = [ "markitdown>=0.0.1a2", diff --git a/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/playwright_controller.py b/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/playwright_controller.py index 55bc5e5b0bdc..1048dc3931d7 100644 --- a/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/playwright_controller.py +++ b/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/playwright_controller.py @@ -1,6 +1,7 @@ import asyncio import base64 import os +import io import random from typing import Any, Callable, Dict, Optional, Tuple, Union, cast @@ -15,6 +16,9 @@ visualviewport_from_dict, ) +# TODO: Fix unfollowed import +from markitdown import FileConversionException, MarkItDown, UnsupportedFormatException # type: ignore + class PlaywrightController: """ @@ -55,6 +59,7 @@ def __init__( self.to_resize_viewport = to_resize_viewport self._page_script: str = "" self.last_cursor_position: Tuple[float, float] = (0.0, 0.0) + self._markdown_converter: Optional[MarkItDown] = None # Read page_script with open(os.path.join(os.path.abspath(os.path.dirname(__file__)), "page_script.js"), "rt") as fh: @@ -420,7 +425,7 @@ async def hover_id(self, page: Page, identifier: str) -> None: else: await page.mouse.move(box["x"] + box["width"] / 2, box["y"] + box["height"] / 2) - async def fill_id(self, page: Page, identifier: str, value: str) -> None: + async def fill_id(self, page: Page, identifier: str, value: str, press_enter: bool = True) -> None: """ Fill the element with the given identifier with the specified value. @@ -464,7 +469,8 @@ async def fill_id(self, page: Page, identifier: str, value: str) -> None: await target.fill(value) except PlaywrightError: await target.press_sequentially(value) - await target.press("Enter") + if press_enter: + await target.press("Enter") if self.animate_actions: await self.remove_cursor_box(page, identifier) @@ -530,6 +536,9 @@ async def get_page_markdown(self, page: Page) -> str: Returns: str: The markdown content of the page. """ - # TODO: replace with mdconvert assert page is not None - return await self.get_webpage_text(page, n_lines=1000) + if self._markdown_converter is None: + self._markdown_converter = MarkItDown() + html = await page.evaluate("document.documentElement.outerHTML;") + res = self._markdown_converter.convert_stream(io.StringIO(html), file_extension=".html", url=page.url) # type: ignore + return res.text_content # type: ignore diff --git a/python/packages/autogen-ext/tests/test_websurfer_agent.py b/python/packages/autogen-ext/tests/test_websurfer_agent.py new file mode 100644 index 000000000000..8cd1219268f8 --- /dev/null +++ b/python/packages/autogen-ext/tests/test_websurfer_agent.py @@ -0,0 +1,155 @@ +import asyncio +import json +import logging +from typing import Any, AsyncGenerator, List + +import pytest +from autogen_agentchat import EVENT_LOGGER_NAME +from autogen_agentchat.agents import AssistantAgent +from autogen_agentchat.base import Handoff, TaskResult +from autogen_agentchat.messages import ( + HandoffMessage, + MultiModalMessage, + TextMessage, + ToolCallMessage, + ToolCallResultMessage, +) +from autogen_core import Image +from autogen_core.components.tools import FunctionTool +from autogen_ext.models import OpenAIChatCompletionClient +from openai.resources.chat.completions import AsyncCompletions +from openai.types.chat.chat_completion import ChatCompletion, Choice +from openai.types.chat.chat_completion_chunk import ChatCompletionChunk +from openai.types.chat.chat_completion_message import ChatCompletionMessage +from openai.types.chat.chat_completion_message_tool_call import ChatCompletionMessageToolCall, Function +from openai.types.completion_usage import CompletionUsage +from utils import FileLogHandler + +logger = logging.getLogger(EVENT_LOGGER_NAME) +logger.setLevel(logging.DEBUG) +logger.addHandler(FileLogHandler("test_assistant_agent.log")) + + +class _MockChatCompletion: + def __init__(self, chat_completions: List[ChatCompletion]) -> None: + self._saved_chat_completions = chat_completions + self._curr_index = 0 + + async def mock_create( + self, *args: Any, **kwargs: Any + ) -> ChatCompletion | AsyncGenerator[ChatCompletionChunk, None]: + await asyncio.sleep(0.1) + completion = self._saved_chat_completions[self._curr_index] + self._curr_index += 1 + return completion + + +def _pass_function(input: str) -> str: + return "pass" + + +async def _fail_function(input: str) -> str: + return "fail" + + +async def _echo_function(input: str) -> str: + return input + + +@pytest.mark.asyncio +async def test_run_with_tools(monkeypatch: pytest.MonkeyPatch) -> None: + model = "gpt-4o-2024-05-13" + chat_completions = [ + ChatCompletion( + id="id1", + choices=[ + Choice( + finish_reason="tool_calls", + index=0, + message=ChatCompletionMessage( + content=None, + tool_calls=[ + ChatCompletionMessageToolCall( + id="1", + type="function", + function=Function( + name="_pass_function", + arguments=json.dumps({"input": "task"}), + ), + ) + ], + role="assistant", + ), + ) + ], + created=0, + model=model, + object="chat.completion", + usage=CompletionUsage(prompt_tokens=10, completion_tokens=5, total_tokens=0), + ), + ChatCompletion( + id="id2", + choices=[ + Choice(finish_reason="stop", index=0, message=ChatCompletionMessage(content="Hello", role="assistant")) + ], + created=0, + model=model, + object="chat.completion", + usage=CompletionUsage(prompt_tokens=10, completion_tokens=5, total_tokens=0), + ), + ChatCompletion( + id="id2", + choices=[ + Choice( + finish_reason="stop", index=0, message=ChatCompletionMessage(content="TERMINATE", role="assistant") + ) + ], + created=0, + model=model, + object="chat.completion", + usage=CompletionUsage(prompt_tokens=10, completion_tokens=5, total_tokens=0), + ), + ] + mock = _MockChatCompletion(chat_completions) + monkeypatch.setattr(AsyncCompletions, "create", mock.mock_create) + agent = AssistantAgent( + "tool_use_agent", + model_client=OpenAIChatCompletionClient(model=model, api_key=""), + tools=[_pass_function, _fail_function, FunctionTool(_echo_function, description="Echo")], + ) + result = await agent.run(task="task") + assert len(result.messages) == 4 + assert isinstance(result.messages[0], TextMessage) + assert result.messages[0].models_usage is None + assert isinstance(result.messages[1], ToolCallMessage) + assert result.messages[1].models_usage is not None + assert result.messages[1].models_usage.completion_tokens == 5 + assert result.messages[1].models_usage.prompt_tokens == 10 + assert isinstance(result.messages[2], ToolCallResultMessage) + assert result.messages[2].models_usage is None + assert isinstance(result.messages[3], TextMessage) + assert result.messages[3].models_usage is not None + assert result.messages[3].models_usage.completion_tokens == 5 + assert result.messages[3].models_usage.prompt_tokens == 10 + + # Test streaming. + mock._curr_index = 0 # pyright: ignore + index = 0 + async for message in agent.run_stream(task="task"): + if isinstance(message, TaskResult): + assert message == result + else: + assert message == result.messages[index] + index += 1 + + # Test state saving and loading. + state = await agent.save_state() + agent2 = AssistantAgent( + "tool_use_agent", + model_client=OpenAIChatCompletionClient(model=model, api_key=""), + tools=[_pass_function, _fail_function, FunctionTool(_echo_function, description="Echo")], + ) + await agent2.load_state(state) + state2 = await agent2.save_state() + assert state == state2 + From cfed6d29cf0e5f7de50413e9db27b3bbbf5ab7b7 Mon Sep 17 00:00:00 2001 From: Hussein Mozannar Date: Tue, 10 Dec 2024 14:06:02 -0800 Subject: [PATCH 03/10] playwright tests --- .../web_surfer/_multimodal_web_surfer.py | 13 ++- .../web_surfer/playwright_controller.py | 7 +- .../tests/test_playwright_controller.py | 78 ++++++++++++++++++ .../autogen-ext/tests/test_websurfer_agent.py | 82 ++++++++----------- python/uv.lock | 2 + 5 files changed, 122 insertions(+), 60 deletions(-) create mode 100644 python/packages/autogen-ext/tests/test_playwright_controller.py diff --git a/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/_multimodal_web_surfer.py b/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/_multimodal_web_surfer.py index 198f2a085ef8..1f8774c44b44 100644 --- a/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/_multimodal_web_surfer.py +++ b/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/_multimodal_web_surfer.py @@ -9,37 +9,35 @@ import traceback from typing import ( Any, + AsyncGenerator, BinaryIO, Dict, List, Optional, Sequence, cast, - AsyncGenerator, ) - from urllib.parse import quote_plus import aiofiles import PIL.Image from autogen_agentchat.agents import BaseChatAgent from autogen_agentchat.base import Response -from autogen_agentchat.messages import ChatMessage, MultiModalMessage, TextMessage, AgentMessage +from autogen_agentchat.messages import AgentMessage, ChatMessage, MultiModalMessage, TextMessage from autogen_core import EVENT_LOGGER_NAME, CancellationToken, FunctionCall from autogen_core import Image as AGImage from autogen_core.models import ( AssistantMessage, ChatCompletionClient, LLMMessage, + RequestUsage, SystemMessage, UserMessage, - RequestUsage, ) from PIL import Image from playwright.async_api import BrowserContext, Download, Page, Playwright, async_playwright from ._events import WebSurferEvent -from .playwright_controller import PlaywrightController from ._prompts import WEB_SURFER_OCR_PROMPT, WEB_SURFER_QA_PROMPT, WEB_SURFER_QA_SYSTEM_MESSAGE, WEB_SURFER_TOOL_PROMPT from ._set_of_mark import add_set_of_mark from ._tool_definitions import ( @@ -57,6 +55,7 @@ ) from ._types import InteractiveRegion, UserContent from ._utils import message_content_to_str +from .playwright_controller import PlaywrightController class MultimodalWebSurfer(BaseChatAgent): @@ -475,7 +474,7 @@ async def __generate_reply(self, cancellation_token: CancellationToken) -> UserC self._last_download = None if isinstance(message, str): # Answer directly - self.inner_messages.append(AssistantMessage(content=message, source=self.name)) + self.inner_messages.append(AgentMessage(content=message, source=self.name)) return message elif isinstance(message, list): # Take an action @@ -505,7 +504,7 @@ async def _execute_tool( message=f"{name}( {json.dumps(args)} )", ) ) - self.inner_messages.append(AssistantMessage(content=f"{name}( {json.dumps(args)} )", source=self.name)) + self.inner_messages.append(AgentMessage(content=f"{name}( {json.dumps(args)} )", source=self.name)) if name == "visit_url": url = args.get("url") diff --git a/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/playwright_controller.py b/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/playwright_controller.py index 1048dc3931d7..8286f474dfc2 100644 --- a/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/playwright_controller.py +++ b/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/playwright_controller.py @@ -1,10 +1,12 @@ import asyncio import base64 -import os import io +import os import random from typing import Any, Callable, Dict, Optional, Tuple, Union, cast +# TODO: Fix unfollowed import +from markitdown import MarkItDown # type: ignore from playwright._impl._errors import Error as PlaywrightError from playwright._impl._errors import TimeoutError from playwright.async_api import Download, Page @@ -16,9 +18,6 @@ visualviewport_from_dict, ) -# TODO: Fix unfollowed import -from markitdown import FileConversionException, MarkItDown, UnsupportedFormatException # type: ignore - class PlaywrightController: """ diff --git a/python/packages/autogen-ext/tests/test_playwright_controller.py b/python/packages/autogen-ext/tests/test_playwright_controller.py new file mode 100644 index 000000000000..36cd66f3dd28 --- /dev/null +++ b/python/packages/autogen-ext/tests/test_playwright_controller.py @@ -0,0 +1,78 @@ +import pytest +from autogen_ext.agents.web_surfer.playwright_controller import PlaywrightController +from playwright.async_api import async_playwright + +FAKE_HTML = """ + + + + + + Fake Page + + +

Welcome to the Fake Page

+ + + + +""" + + +@pytest.mark.asyncio +async def test_playwright_controller_initialization() -> None: + controller = PlaywrightController() + assert controller.viewport_width == 1440 + assert controller.viewport_height == 900 + assert controller.animate_actions is False + + +@pytest.mark.asyncio +async def test_playwright_controller_visit_page() -> None: + async with async_playwright() as p: + browser = await p.chromium.launch(headless=True) + context = await browser.new_context() + page = await context.new_page() + await page.set_content(FAKE_HTML) + + controller = PlaywrightController() + await controller.visit_page(page, "data:text/html," + FAKE_HTML) + assert page.url.startswith("data:text/html") + + +@pytest.mark.asyncio +async def test_playwright_controller_click_id() -> None: + async with async_playwright() as p: + browser = await p.chromium.launch(headless=True) + context = await browser.new_context() + page = await context.new_page() + await page.set_content(FAKE_HTML) + + controller = PlaywrightController() + rects = await controller.get_interactive_rects(page) + click_me_id = 0 + for rect in rects: + if rects[rect]["aria_name"] == "Click Me": + click_me_id = str(rect) + break + + await controller.click_id(page, click_me_id) + assert await page.evaluate("document.activeElement.id") == "click-me" + + +@pytest.mark.asyncio +async def test_playwright_controller_fill_id() -> None: + async with async_playwright() as p: + browser = await p.chromium.launch(headless=True) + context = await browser.new_context() + page = await context.new_page() + await page.set_content(FAKE_HTML) + rects = await PlaywrightController().get_interactive_rects(page) + input_box_id = 0 + for rect in rects: + if rects[rect]["tag_name"] == "input, type=text": + input_box_id = str(rect) + break + controller = PlaywrightController() + await controller.fill_id(page, input_box_id, "test input") + assert await page.evaluate("document.getElementById('input-box').value") == "test input" diff --git a/python/packages/autogen-ext/tests/test_websurfer_agent.py b/python/packages/autogen-ext/tests/test_websurfer_agent.py index 8cd1219268f8..f2fd0445641e 100644 --- a/python/packages/autogen-ext/tests/test_websurfer_agent.py +++ b/python/packages/autogen-ext/tests/test_websurfer_agent.py @@ -1,6 +1,8 @@ import asyncio import json import logging +import sys +from datetime import datetime from typing import Any, AsyncGenerator, List import pytest @@ -16,6 +18,7 @@ ) from autogen_core import Image from autogen_core.components.tools import FunctionTool +from autogen_ext.agents.web_surfer import MultimodalWebSurfer from autogen_ext.models import OpenAIChatCompletionClient from openai.resources.chat.completions import AsyncCompletions from openai.types.chat.chat_completion import ChatCompletion, Choice @@ -23,11 +26,27 @@ from openai.types.chat.chat_completion_message import ChatCompletionMessage from openai.types.chat.chat_completion_message_tool_call import ChatCompletionMessageToolCall, Function from openai.types.completion_usage import CompletionUsage -from utils import FileLogHandler +from playwright.async_api import async_playwright +from pydantic import BaseModel -logger = logging.getLogger(EVENT_LOGGER_NAME) -logger.setLevel(logging.DEBUG) -logger.addHandler(FileLogHandler("test_assistant_agent.log")) + +class FileLogHandler(logging.Handler): + def __init__(self, filename: str) -> None: + super().__init__() + self.filename = filename + self.file_handler = logging.FileHandler(filename) + + def emit(self, record: logging.LogRecord) -> None: + ts = datetime.fromtimestamp(record.created).isoformat() + if isinstance(record.msg, BaseModel): + record.msg = json.dumps( + { + "timestamp": ts, + "message": record.msg.model_dump(), + "type": record.msg.__class__.__name__, + }, + ) + self.file_handler.emit(record) class _MockChatCompletion: @@ -44,16 +63,17 @@ async def mock_create( return completion -def _pass_function(input: str) -> str: - return "pass" - - -async def _fail_function(input: str) -> str: - return "fail" +logger = logging.getLogger(EVENT_LOGGER_NAME) +logger.setLevel(logging.DEBUG) +logger.addHandler(FileLogHandler("test_websurfer_agent.log")) -async def _echo_function(input: str) -> str: - return input +@pytest.mark.asyncio +async def test_multimodal_websurfer_initialization() -> None: + model_client = OpenAIChatCompletionClient(model="gpt-4o-2024-08-06", api_key="") + agent = MultimodalWebSurfer(name="TestWebSurfer", model_client=model_client) + assert agent.name == "TestWebSurfer" + assert agent._model_client == model_client @pytest.mark.asyncio @@ -115,41 +135,5 @@ async def test_run_with_tools(monkeypatch: pytest.MonkeyPatch) -> None: agent = AssistantAgent( "tool_use_agent", model_client=OpenAIChatCompletionClient(model=model, api_key=""), - tools=[_pass_function, _fail_function, FunctionTool(_echo_function, description="Echo")], ) - result = await agent.run(task="task") - assert len(result.messages) == 4 - assert isinstance(result.messages[0], TextMessage) - assert result.messages[0].models_usage is None - assert isinstance(result.messages[1], ToolCallMessage) - assert result.messages[1].models_usage is not None - assert result.messages[1].models_usage.completion_tokens == 5 - assert result.messages[1].models_usage.prompt_tokens == 10 - assert isinstance(result.messages[2], ToolCallResultMessage) - assert result.messages[2].models_usage is None - assert isinstance(result.messages[3], TextMessage) - assert result.messages[3].models_usage is not None - assert result.messages[3].models_usage.completion_tokens == 5 - assert result.messages[3].models_usage.prompt_tokens == 10 - - # Test streaming. - mock._curr_index = 0 # pyright: ignore - index = 0 - async for message in agent.run_stream(task="task"): - if isinstance(message, TaskResult): - assert message == result - else: - assert message == result.messages[index] - index += 1 - - # Test state saving and loading. - state = await agent.save_state() - agent2 = AssistantAgent( - "tool_use_agent", - model_client=OpenAIChatCompletionClient(model=model, api_key=""), - tools=[_pass_function, _fail_function, FunctionTool(_echo_function, description="Echo")], - ) - await agent2.load_state(state) - state2 = await agent2.save_state() - assert state == state2 - + await agent.run(task="task") diff --git a/python/uv.lock b/python/uv.lock index f6cbf3197967..7966e7dff18b 100644 --- a/python/uv.lock +++ b/python/uv.lock @@ -540,6 +540,7 @@ video-surfer = [ { name = "opencv-python" }, ] web-surfer = [ + { name = "markitdown" }, { name = "pillow" }, { name = "playwright" }, ] @@ -562,6 +563,7 @@ requires-dist = [ { name = "langchain-core", marker = "extra == 'langchain'", specifier = "~=0.3.3" }, { name = "markitdown", marker = "extra == 'file-surfer'", specifier = ">=0.0.1a2" }, { name = "markitdown", marker = "extra == 'magentic-one'", specifier = ">=0.0.1a2" }, + { name = "markitdown", marker = "extra == 'web-surfer'", specifier = ">=0.0.1a2" }, { name = "openai", marker = "extra == 'openai'", specifier = ">=1.3" }, { name = "openai-whisper", marker = "extra == 'video-surfer'" }, { name = "opencv-python", marker = "extra == 'video-surfer'", specifier = ">=4.5" }, From 5a7fbf46cc787783c67623d0c91f0c04a9803549 Mon Sep 17 00:00:00 2001 From: Hussein Mozannar Date: Tue, 10 Dec 2024 14:39:33 -0800 Subject: [PATCH 04/10] tests websurfer --- .../web_surfer/_multimodal_web_surfer.py | 4 +- .../tests/test_playwright_controller.py | 4 +- .../autogen-ext/tests/test_websurfer_agent.py | 99 +++++++++++-------- 3 files changed, 60 insertions(+), 47 deletions(-) diff --git a/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/_multimodal_web_surfer.py b/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/_multimodal_web_surfer.py index 1f8774c44b44..b9960bd554b8 100644 --- a/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/_multimodal_web_surfer.py +++ b/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/_multimodal_web_surfer.py @@ -474,7 +474,7 @@ async def __generate_reply(self, cancellation_token: CancellationToken) -> UserC self._last_download = None if isinstance(message, str): # Answer directly - self.inner_messages.append(AgentMessage(content=message, source=self.name)) + self.inner_messages.append(TextMessage(content=message, source=self.name)) return message elif isinstance(message, list): # Take an action @@ -504,7 +504,7 @@ async def _execute_tool( message=f"{name}( {json.dumps(args)} )", ) ) - self.inner_messages.append(AgentMessage(content=f"{name}( {json.dumps(args)} )", source=self.name)) + self.inner_messages.append(TextMessage(content=f"{name}( {json.dumps(args)} )", source=self.name)) if name == "visit_url": url = args.get("url") diff --git a/python/packages/autogen-ext/tests/test_playwright_controller.py b/python/packages/autogen-ext/tests/test_playwright_controller.py index 36cd66f3dd28..177f0b561e67 100644 --- a/python/packages/autogen-ext/tests/test_playwright_controller.py +++ b/python/packages/autogen-ext/tests/test_playwright_controller.py @@ -50,7 +50,7 @@ async def test_playwright_controller_click_id() -> None: controller = PlaywrightController() rects = await controller.get_interactive_rects(page) - click_me_id = 0 + click_me_id = "" for rect in rects: if rects[rect]["aria_name"] == "Click Me": click_me_id = str(rect) @@ -68,7 +68,7 @@ async def test_playwright_controller_fill_id() -> None: page = await context.new_page() await page.set_content(FAKE_HTML) rects = await PlaywrightController().get_interactive_rects(page) - input_box_id = 0 + input_box_id = "" for rect in rects: if rects[rect]["tag_name"] == "input, type=text": input_box_id = str(rect) diff --git a/python/packages/autogen-ext/tests/test_websurfer_agent.py b/python/packages/autogen-ext/tests/test_websurfer_agent.py index f2fd0445641e..d794d96f2bc5 100644 --- a/python/packages/autogen-ext/tests/test_websurfer_agent.py +++ b/python/packages/autogen-ext/tests/test_websurfer_agent.py @@ -7,8 +7,6 @@ import pytest from autogen_agentchat import EVENT_LOGGER_NAME -from autogen_agentchat.agents import AssistantAgent -from autogen_agentchat.base import Handoff, TaskResult from autogen_agentchat.messages import ( HandoffMessage, MultiModalMessage, @@ -16,17 +14,15 @@ ToolCallMessage, ToolCallResultMessage, ) -from autogen_core import Image from autogen_core.components.tools import FunctionTool from autogen_ext.agents.web_surfer import MultimodalWebSurfer -from autogen_ext.models import OpenAIChatCompletionClient +from autogen_ext.models.openai import OpenAIChatCompletionClient from openai.resources.chat.completions import AsyncCompletions from openai.types.chat.chat_completion import ChatCompletion, Choice from openai.types.chat.chat_completion_chunk import ChatCompletionChunk from openai.types.chat.chat_completion_message import ChatCompletionMessage from openai.types.chat.chat_completion_message_tool_call import ChatCompletionMessageToolCall, Function from openai.types.completion_usage import CompletionUsage -from playwright.async_api import async_playwright from pydantic import BaseModel @@ -69,19 +65,21 @@ async def mock_create( @pytest.mark.asyncio -async def test_multimodal_websurfer_initialization() -> None: - model_client = OpenAIChatCompletionClient(model="gpt-4o-2024-08-06", api_key="") - agent = MultimodalWebSurfer(name="TestWebSurfer", model_client=model_client) - assert agent.name == "TestWebSurfer" - assert agent._model_client == model_client - - -@pytest.mark.asyncio -async def test_run_with_tools(monkeypatch: pytest.MonkeyPatch) -> None: +async def test_run_websurfer(monkeypatch: pytest.MonkeyPatch) -> None: model = "gpt-4o-2024-05-13" chat_completions = [ ChatCompletion( - id="id1", + id="id2", + choices=[ + Choice(finish_reason="stop", index=0, message=ChatCompletionMessage(content="Hello", role="assistant")) + ], + created=0, + model=model, + object="chat.completion", + usage=CompletionUsage(prompt_tokens=10, completion_tokens=5, total_tokens=0), + ), + ChatCompletion( + id="id2", choices=[ Choice( finish_reason="tool_calls", @@ -93,8 +91,8 @@ async def test_run_with_tools(monkeypatch: pytest.MonkeyPatch) -> None: id="1", type="function", function=Function( - name="_pass_function", - arguments=json.dumps({"input": "task"}), + name="sleep", + arguments=json.dumps({"reasoning": "sleep is important"}), ), ) ], @@ -107,33 +105,48 @@ async def test_run_with_tools(monkeypatch: pytest.MonkeyPatch) -> None: object="chat.completion", usage=CompletionUsage(prompt_tokens=10, completion_tokens=5, total_tokens=0), ), - ChatCompletion( - id="id2", - choices=[ - Choice(finish_reason="stop", index=0, message=ChatCompletionMessage(content="Hello", role="assistant")) - ], - created=0, - model=model, - object="chat.completion", - usage=CompletionUsage(prompt_tokens=10, completion_tokens=5, total_tokens=0), - ), - ChatCompletion( - id="id2", - choices=[ - Choice( - finish_reason="stop", index=0, message=ChatCompletionMessage(content="TERMINATE", role="assistant") - ) - ], - created=0, - model=model, - object="chat.completion", - usage=CompletionUsage(prompt_tokens=10, completion_tokens=5, total_tokens=0), - ), ] mock = _MockChatCompletion(chat_completions) monkeypatch.setattr(AsyncCompletions, "create", mock.mock_create) - agent = AssistantAgent( - "tool_use_agent", - model_client=OpenAIChatCompletionClient(model=model, api_key=""), + agent = MultimodalWebSurfer( + "WebSurfer", model_client=OpenAIChatCompletionClient(model=model, api_key=""), use_ocr=False + ) + # Before lazy init + assert agent._name == "WebSurfer" + assert agent._playwright is None + # After lazy init + result = await agent.run(task="task") + assert agent._playwright is not None + assert agent._page is not None + # now check result object + assert len(result.messages) == 3 + # user message + assert isinstance(result.messages[0], TextMessage) + assert result.messages[0].models_usage is None + # inner message + assert isinstance(result.messages[1], TextMessage) + # final return + assert isinstance(result.messages[2], TextMessage) + assert result.messages[2].models_usage is not None + assert result.messages[2].models_usage.completion_tokens == 5 + assert result.messages[2].models_usage.prompt_tokens == 10 + assert result.messages[2].content == "Hello" + # check internal web surfer state + assert len(agent._chat_history) == 2 + assert agent._chat_history[0].content == "task" + assert agent._chat_history[1].content == "Hello" + url_after_no_tool = agent._page.url # type: ignore + + # run again + result = await agent.run(task="task") + assert len(result.messages) == 3 + assert isinstance(result.messages[2], MultiModalMessage) + assert ( + result.messages[2] + .content[0] + .startswith( + "I am waiting a short period of time before taking further action.\n\n Here is a screenshot of the webpage: [Search - Microsoft Bing](https://www.bing.com/)" + ) ) - await agent.run(task="task") + url_after_sleep = agent._page.url # type: ignore + assert url_after_no_tool == url_after_sleep From 2a7a87f0e5e97684fbec4a6d02043161b9bd0267 Mon Sep 17 00:00:00 2001 From: Hussein Mozannar Date: Tue, 10 Dec 2024 14:50:05 -0800 Subject: [PATCH 05/10] make pyright happy --- .../web_surfer/playwright_controller.py | 2 +- .../autogen-ext/tests/test_websurfer_agent.py | 29 ++++++++----------- 2 files changed, 13 insertions(+), 18 deletions(-) diff --git a/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/playwright_controller.py b/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/playwright_controller.py index 8286f474dfc2..c1facaa38518 100644 --- a/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/playwright_controller.py +++ b/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/playwright_controller.py @@ -58,7 +58,7 @@ def __init__( self.to_resize_viewport = to_resize_viewport self._page_script: str = "" self.last_cursor_position: Tuple[float, float] = (0.0, 0.0) - self._markdown_converter: Optional[MarkItDown] = None + self._markdown_converter: Optional[MarkItDown] | None = None # Read page_script with open(os.path.join(os.path.abspath(os.path.dirname(__file__)), "page_script.js"), "rt") as fh: diff --git a/python/packages/autogen-ext/tests/test_websurfer_agent.py b/python/packages/autogen-ext/tests/test_websurfer_agent.py index d794d96f2bc5..dfc863057b31 100644 --- a/python/packages/autogen-ext/tests/test_websurfer_agent.py +++ b/python/packages/autogen-ext/tests/test_websurfer_agent.py @@ -1,20 +1,15 @@ import asyncio import json import logging -import sys from datetime import datetime from typing import Any, AsyncGenerator, List import pytest from autogen_agentchat import EVENT_LOGGER_NAME from autogen_agentchat.messages import ( - HandoffMessage, MultiModalMessage, TextMessage, - ToolCallMessage, - ToolCallResultMessage, ) -from autogen_core.components.tools import FunctionTool from autogen_ext.agents.web_surfer import MultimodalWebSurfer from autogen_ext.models.openai import OpenAIChatCompletionClient from openai.resources.chat.completions import AsyncCompletions @@ -112,12 +107,12 @@ async def test_run_websurfer(monkeypatch: pytest.MonkeyPatch) -> None: "WebSurfer", model_client=OpenAIChatCompletionClient(model=model, api_key=""), use_ocr=False ) # Before lazy init - assert agent._name == "WebSurfer" - assert agent._playwright is None + assert agent._name == "WebSurfer" # pyright: ignore[reportPrivateUsage] + assert agent._playwright is None # pyright: ignore[reportPrivateUsage] # After lazy init result = await agent.run(task="task") - assert agent._playwright is not None - assert agent._page is not None + assert agent._playwright is not None # pyright: ignore[reportPrivateUsage] + assert agent._page is not None # pyright: ignore[reportPrivateUsage] # now check result object assert len(result.messages) == 3 # user message @@ -132,21 +127,21 @@ async def test_run_websurfer(monkeypatch: pytest.MonkeyPatch) -> None: assert result.messages[2].models_usage.prompt_tokens == 10 assert result.messages[2].content == "Hello" # check internal web surfer state - assert len(agent._chat_history) == 2 - assert agent._chat_history[0].content == "task" - assert agent._chat_history[1].content == "Hello" - url_after_no_tool = agent._page.url # type: ignore + assert len(agent._chat_history) == 2 # pyright: ignore[reportPrivateUsage] + assert agent._chat_history[0].content == "task" # pyright: ignore[reportPrivateUsage] + assert agent._chat_history[1].content == "Hello" # pyright: ignore[reportPrivateUsage] + url_after_no_tool = agent._page.url # pyright: ignore[reportPrivateUsage] # run again result = await agent.run(task="task") assert len(result.messages) == 3 assert isinstance(result.messages[2], MultiModalMessage) assert ( - result.messages[2] - .content[0] - .startswith( + result.messages[2] # type: ignore + .content[0] # type: ignore + .startswith( # type: ignore "I am waiting a short period of time before taking further action.\n\n Here is a screenshot of the webpage: [Search - Microsoft Bing](https://www.bing.com/)" ) - ) + ) # type: ignore url_after_sleep = agent._page.url # type: ignore assert url_after_no_tool == url_after_sleep From b5c5a104927f29ee69141467a86a5897ff73e790 Mon Sep 17 00:00:00 2001 From: Hussein Mozannar Date: Tue, 10 Dec 2024 14:57:58 -0800 Subject: [PATCH 06/10] test fix --- python/packages/autogen-ext/pyproject.toml | 5 ++++- .../autogen_ext/agents/web_surfer/_multimodal_web_surfer.py | 2 +- .../autogen_ext/agents/web_surfer/playwright_controller.py | 2 +- 3 files changed, 6 insertions(+), 3 deletions(-) diff --git a/python/packages/autogen-ext/pyproject.toml b/python/packages/autogen-ext/pyproject.toml index 4a4105b09aed..d2f7ea499190 100644 --- a/python/packages/autogen-ext/pyproject.toml +++ b/python/packages/autogen-ext/pyproject.toml @@ -78,7 +78,10 @@ testpaths = ["tests"] include = "../../shared_tasks.toml" [tool.poe.tasks] -test = "pytest -n auto" +test = [ + "playwright install", + "pytest -n auto" +] mypy = "mypy --config-file ../../pyproject.toml --exclude src/autogen_ext/runtimes/grpc/protos --exclude tests/protos src tests" [tool.mypy] diff --git a/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/_multimodal_web_surfer.py b/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/_multimodal_web_surfer.py index b9960bd554b8..0ead8f7c755a 100644 --- a/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/_multimodal_web_surfer.py +++ b/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/_multimodal_web_surfer.py @@ -103,7 +103,7 @@ class MultimodalWebSurfer(BaseChatAgent): import asyncio from autogen_agentchat.ui import Console from autogen_agentchat.teams import RoundRobinGroupChat - from autogen_ext.models import OpenAIChatCompletionClient + from autogen_ext.models.openai import OpenAIChatCompletionClient from autogen_ext.agents.web_surfer import MultimodalWebSurfer diff --git a/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/playwright_controller.py b/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/playwright_controller.py index c1facaa38518..13dc405a56dd 100644 --- a/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/playwright_controller.py +++ b/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/playwright_controller.py @@ -58,7 +58,7 @@ def __init__( self.to_resize_viewport = to_resize_viewport self._page_script: str = "" self.last_cursor_position: Tuple[float, float] = (0.0, 0.0) - self._markdown_converter: Optional[MarkItDown] | None = None + self._markdown_converter: Optional[Any] | None = None # Read page_script with open(os.path.join(os.path.abspath(os.path.dirname(__file__)), "page_script.js"), "rt") as fh: From cdf65a350b549e99839118d959cdcd6492d309d3 Mon Sep 17 00:00:00 2001 From: Hussein Mozannar Date: Tue, 10 Dec 2024 15:01:41 -0800 Subject: [PATCH 07/10] typo --- python/packages/autogen-ext/pyproject.toml | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/python/packages/autogen-ext/pyproject.toml b/python/packages/autogen-ext/pyproject.toml index d2f7ea499190..a8ba6c3c5705 100644 --- a/python/packages/autogen-ext/pyproject.toml +++ b/python/packages/autogen-ext/pyproject.toml @@ -78,10 +78,11 @@ testpaths = ["tests"] include = "../../shared_tasks.toml" [tool.poe.tasks] -test = [ +test.sequence = [ "playwright install", - "pytest -n auto" + "pytest -n auto", ] +test.default_item_type = "cmd" mypy = "mypy --config-file ../../pyproject.toml --exclude src/autogen_ext/runtimes/grpc/protos --exclude tests/protos src tests" [tool.mypy] From f6e2317fc58862b2c7f2d90760e7e7ae79383e24 Mon Sep 17 00:00:00 2001 From: Hussein Mozannar Date: Thu, 12 Dec 2024 10:59:07 -0800 Subject: [PATCH 08/10] doc fixes --- .../autogen_ext/agents/web_surfer/__init__.py | 3 +- .../web_surfer/_multimodal_web_surfer.py | 31 ++++++++++++++----- .../web_surfer/playwright_controller.py | 16 +++++++--- 3 files changed, 37 insertions(+), 13 deletions(-) diff --git a/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/__init__.py b/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/__init__.py index 3030f7f8b148..5b3efc93d841 100644 --- a/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/__init__.py +++ b/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/__init__.py @@ -1,3 +1,4 @@ from ._multimodal_web_surfer import MultimodalWebSurfer +from .playwright_controller import PlaywrightController -__all__ = ["MultimodalWebSurfer"] +__all__ = ["MultimodalWebSurfer", "PlaywrightController"] diff --git a/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/_multimodal_web_surfer.py b/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/_multimodal_web_surfer.py index 0ead8f7c755a..eb8034df8af2 100644 --- a/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/_multimodal_web_surfer.py +++ b/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/_multimodal_web_surfer.py @@ -64,7 +64,19 @@ class MultimodalWebSurfer(BaseChatAgent): It launches a chromium browser and allows the playwright to interact with the web browser and can perform a variety of actions. The browser is launched on the first call to the agent and is reused for subsequent calls. - It must be used with a multimodal model client that supports tool calling, ideally GPT-4o currently. + It must be used with a multimodal model client that supports function/tool calling, ideally GPT-4o currently. + + + When :meth:`on_messages` or :meth:`on_messages_stream` is called, the following occurs: + 1) If this is the first call, the browser is initialized and the page is loaded. This is done in :meth:`_lazy_init`. + 2) The method :meth:`_generate_reply` is called, which then creates the final response as below. + 3) The agent takes a screenshot of the page, extracts the interactive elements, and prepares a set-of-mark screenshot with bounding boxes around the interactive elements. + 4) The agent makes a call to the :attr:`model_client` with the SOM screenshot, history of messages, and the list of available tools. + - If the model returns a string, the agent returns the string as the final response. + - If the model returns a list of tool calls, the agent executes the tool calls with :meth:`_execute_tool` using :attr:`_playwright_controller`. + - The agent returns a final response which includes a screenshot of the page, page metadata, description of the action taken and the inner text of the webpage. + - If at any point the agent encounters an error, it returns the error message as the final response. + .. note:: Please note that using the MultimodalWebSurfer involves interacting with a digital world designed for humans, which carries inherent risks. @@ -73,7 +85,7 @@ class MultimodalWebSurfer(BaseChatAgent): Args: name (str): The name of the agent. - model_client (ChatCompletionClient): The model client used by the agent. + model_client (ChatCompletionClient): The model client used by the agent. Must be multimodal and support function calling. downloads_folder (str, optional): The folder where downloads are saved. Defaults to None, no downloads are saved. description (str, optional): The description of the agent. Defaults to MultimodalWebSurfer.DEFAULT_DESCRIPTION. debug_dir (str, optional): The directory where debug information is saved. Defaults to None. @@ -93,9 +105,8 @@ class MultimodalWebSurfer(BaseChatAgent): Example usage: - The following example demonstrates how to create an video surfing agent with - a model client and generate a response to a simple query about a local video - called video.mp4. + The following example demonstrates how to create a web surfing agent with + a model client and run it for multiple turns. .. code-block:: python @@ -170,6 +181,12 @@ def __init__( raise ValueError( "Cannot save screenshots without a debug directory. Set it using the 'debug_dir' parameter. The debug directory is created if it does not exist." ) + if model_client.capabilities["function_calling"] is False: + raise ValueError( + "The model does not support function calling. MultimodalWebSurfer requires a model that supports function calling." + ) + if model_client.capabilities["vision"] is False: + raise ValueError("The model is not multimodal. MultimodalWebSurfer requires a multimodal model.") self._model_client = model_client self.headless = headless self.browser_channel = browser_channel @@ -340,7 +357,7 @@ async def on_messages_stream( self.inner_messages: List[AgentMessage] = [] self.model_usage: List[RequestUsage] = [] try: - content = await self.__generate_reply(cancellation_token=cancellation_token) + content = await self._generate_reply(cancellation_token=cancellation_token) self._chat_history.append(AssistantMessage(content=message_content_to_str(content), source=self.name)) final_usage = RequestUsage( prompt_tokens=sum([u.prompt_tokens for u in self.model_usage]), @@ -362,7 +379,7 @@ async def on_messages_stream( self._chat_history.append(AssistantMessage(content=content, source=self.name)) yield Response(chat_message=TextMessage(content=content, source=self.name)) - async def __generate_reply(self, cancellation_token: CancellationToken) -> UserContent: + async def _generate_reply(self, cancellation_token: CancellationToken) -> UserContent: """Generates the actual reply. First calls the LLM to figure out which tool to use, then executes the tool.""" # Lazy init, initialize the browser and the page on the first generate reply only diff --git a/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/playwright_controller.py b/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/playwright_controller.py index 13dc405a56dd..d691826a45ee 100644 --- a/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/playwright_controller.py +++ b/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/playwright_controller.py @@ -6,7 +6,10 @@ from typing import Any, Callable, Dict, Optional, Tuple, Union, cast # TODO: Fix unfollowed import -from markitdown import MarkItDown # type: ignore +try: + from markitdown import MarkItDown # type: ignore +except ImportError: + MarkItDown = None from playwright._impl._errors import Error as PlaywrightError from playwright._impl._errors import TimeoutError from playwright.async_api import Download, Page @@ -536,8 +539,11 @@ async def get_page_markdown(self, page: Page) -> str: str: The markdown content of the page. """ assert page is not None - if self._markdown_converter is None: + if self._markdown_converter is None and MarkItDown is not None: self._markdown_converter = MarkItDown() - html = await page.evaluate("document.documentElement.outerHTML;") - res = self._markdown_converter.convert_stream(io.StringIO(html), file_extension=".html", url=page.url) # type: ignore - return res.text_content # type: ignore + html = await page.evaluate("document.documentElement.outerHTML;") + res = self._markdown_converter.convert_stream(io.StringIO(html), file_extension=".html", url=page.url) # type: ignore + assert hasattr(res, "text_content") and isinstance(res.text_content, str) + return res.text_content + else: + return await self.get_webpage_text(page, n_lines=200) From 71735603b7b42dfed29aa6027879764e073831ad Mon Sep 17 00:00:00 2001 From: Hussein Mozannar Date: Thu, 12 Dec 2024 11:24:40 -0800 Subject: [PATCH 09/10] uv maybe? --- python/uv.lock | 355 ++++++++++++++++++++++++++++++++++++++++++++++++- 1 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eb8034df8af2..26907ca0b8fe 100644 --- a/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/_multimodal_web_surfer.py +++ b/python/packages/autogen-ext/src/autogen_ext/agents/web_surfer/_multimodal_web_surfer.py @@ -74,8 +74,8 @@ class MultimodalWebSurfer(BaseChatAgent): 4) The agent makes a call to the :attr:`model_client` with the SOM screenshot, history of messages, and the list of available tools. - If the model returns a string, the agent returns the string as the final response. - If the model returns a list of tool calls, the agent executes the tool calls with :meth:`_execute_tool` using :attr:`_playwright_controller`. - - The agent returns a final response which includes a screenshot of the page, page metadata, description of the action taken and the inner text of the webpage. - - If at any point the agent encounters an error, it returns the error message as the final response. + - The agent returns a final response which includes a screenshot of the page, page metadata, description of the action taken and the inner text of the webpage. + 5) If at any point the agent encounters an error, it returns the error message as the final response. .. note::