446 lines
19 KiB
Python
446 lines
19 KiB
Python
import asyncio
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import re
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from typing import Awaitable, Callable, List
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import structlog
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from playwright.async_api import Locator, Page
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from skyvern.exceptions import ImaginaryFileUrl, MissingElement, MissingFileUrl, MultipleElementsFound
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from skyvern.forge import app
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from skyvern.forge.prompts import prompt_engine
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from skyvern.forge.sdk.api.files import download_file
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from skyvern.forge.sdk.models import Step
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from skyvern.forge.sdk.schemas.tasks import Task
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from skyvern.forge.sdk.settings_manager import SettingsManager
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from skyvern.webeye.actions import actions
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from skyvern.webeye.actions.actions import Action, ActionType, ClickAction, ScrapeResult, UploadFileAction, WebAction
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from skyvern.webeye.actions.responses import ActionFailure, ActionResult, ActionSuccess
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from skyvern.webeye.browser_factory import BrowserState
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from skyvern.webeye.scraper.scraper import ScrapedPage
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LOG = structlog.get_logger()
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class ActionHandler:
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_handled_action_types: dict[
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ActionType, Callable[[Action, Page, ScrapedPage, Task, Step], Awaitable[list[ActionResult]]]
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] = {}
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@classmethod
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def register_action_type(
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cls,
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action_type: ActionType,
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handler: Callable[[Action, Page, ScrapedPage, Task, Step], Awaitable[list[ActionResult]]],
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) -> None:
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cls._handled_action_types[action_type] = handler
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@staticmethod
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async def handle_action(
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scraped_page: ScrapedPage,
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task: Task,
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step: Step,
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browser_state: BrowserState,
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action: Action,
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) -> list[ActionResult]:
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LOG.info("Handling action", action=action)
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page = await browser_state.get_or_create_page()
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try:
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if action.action_type in ActionHandler._handled_action_types:
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handler = ActionHandler._handled_action_types[action.action_type]
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return await handler(action, page, scraped_page, task, step)
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else:
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LOG.error("Unsupported action type in handler", action=action, type=type(action))
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return [ActionFailure(Exception(f"Unsupported action type: {type(action)}"))]
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except MissingElement as e:
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LOG.info("Known exceptions", action=action, exception_type=type(e), exception_message=str(e))
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return [ActionFailure(e)]
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except MultipleElementsFound as e:
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LOG.exception(
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"Cannot handle multiple elements with the same xpath in one action.",
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action=action,
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exception=e,
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)
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return [ActionFailure(e)]
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except Exception as e:
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LOG.exception("Unhandled exception in action handler", action=action, exception=e)
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return [ActionFailure(e)]
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async def handle_solve_captcha_action(
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action: actions.SolveCaptchaAction, page: Page, scraped_page: ScrapedPage, task: Task, step: Step
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) -> list[ActionResult]:
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LOG.warning(
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"Please solve the captcha on the page, you have 30 seconds",
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action=action,
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)
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await asyncio.sleep(30)
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return [ActionSuccess()]
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async def handle_click_action(
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action: actions.ClickAction, page: Page, scraped_page: ScrapedPage, task: Task, step: Step
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) -> list[ActionResult]:
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xpath = await validate_actions_in_dom(action, page, scraped_page)
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await asyncio.sleep(0.3)
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return await chain_click(page, action, xpath, timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
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async def handle_input_text_action(
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action: actions.InputTextAction, page: Page, scraped_page: ScrapedPage, task: Task, step: Step
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) -> list[ActionResult]:
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xpath = await validate_actions_in_dom(action, page, scraped_page)
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locator = page.locator(f"xpath={xpath}")
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await locator.clear()
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await locator.fill(action.text, timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
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# This is a hack that gets dropdowns to select the "best" option based on what's typed
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# Fixes situations like tsk_228671423990405776 where the location isn't being autocompleted
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await locator.press("Tab", timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
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input_value = await locator.input_value(timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
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if not input_value:
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LOG.info("Failed to input the text, trying to press sequentially with an enter click", action=action)
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await locator.clear()
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await locator.press_sequentially(action.text, timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
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await locator.press("Enter", timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
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input_value = await locator.input_value(timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
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LOG.info("Input value", input_value=input_value, action=action)
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return [ActionSuccess()]
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async def handle_upload_file_action(
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action: actions.UploadFileAction, page: Page, scraped_page: ScrapedPage, task: Task, step: Step
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) -> list[ActionResult]:
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if not action.file_url:
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LOG.warning("InputFileAction has no file_url", action=action)
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return [ActionFailure(MissingFileUrl())]
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if action.file_url not in str(task.navigation_payload):
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LOG.warning(
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"LLM might be imagining the file url, which is not in navigation payload",
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action=action,
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file_url=action.file_url,
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)
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return [ActionFailure(ImaginaryFileUrl(action.file_url))]
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xpath = await validate_actions_in_dom(action, page, scraped_page)
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file_path = download_file(action.file_url)
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locator = page.locator(f"xpath={xpath}")
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is_file_input = await is_file_input_element(locator)
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if is_file_input:
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LOG.info("Taking UploadFileAction. Found file input tag", action=action)
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if file_path:
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await page.locator(f"xpath={xpath}").set_input_files(
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file_path, timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS
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)
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# Sleep for 10 seconds after uploading a file to let the page process it
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await asyncio.sleep(10)
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return [ActionSuccess()]
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else:
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return [ActionFailure(Exception(f"Failed to download file from {action.file_url}"))]
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else:
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LOG.info("Taking UploadFileAction. Found non file input tag", action=action)
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# treat it as a click action
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action.is_upload_file_tag = False
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return await chain_click(page, action, xpath, timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
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async def handle_null_action(
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action: actions.NullAction, page: Page, scraped_page: ScrapedPage, task: Task, step: Step
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) -> list[ActionResult]:
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return [ActionSuccess()]
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async def handle_select_option_action(
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action: actions.SelectOptionAction, page: Page, scraped_page: ScrapedPage, task: Task, step: Step
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) -> list[ActionResult]:
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xpath = await validate_actions_in_dom(action, page, scraped_page)
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try:
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# First click by label (if it matches)
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await page.click(f"xpath={xpath}", timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
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await page.select_option(
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xpath,
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label=action.option.label,
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timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS,
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)
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await page.click(f"xpath={xpath}", timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
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return [ActionSuccess()]
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except Exception as e:
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if action.option.index is not None:
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LOG.warning(
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"Failed to click on the option by label, trying by index",
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exc_info=e,
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action=action,
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xpath=xpath,
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)
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else:
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return [ActionFailure(e)]
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try:
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option_xpath = scraped_page.id_to_xpath_dict[action.option.index]
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match = re.search(r"option\[(\d+)]$", option_xpath)
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if match:
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# This means we were trying to select an option xpath, click the option
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option_index = int(match.group(1))
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await page.click(f"xpath={xpath}", timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
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await page.select_option(
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xpath,
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index=option_index,
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timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS,
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)
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await page.click(f"xpath={xpath}", timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
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return [ActionSuccess()]
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else:
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# This means the supplied index was for the select element, not a reference to the xpath dict
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await page.click(f"xpath={xpath}", timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
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await page.select_option(
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xpath,
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index=action.option.index,
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timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS,
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)
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await page.click(f"xpath={xpath}", timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
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return [ActionSuccess()]
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except Exception as e:
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LOG.warning("Failed to click on the option by index", exception=e, action=action)
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return [ActionFailure(e)]
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async def handle_checkbox_action(
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self: actions.CheckboxAction, page: Page, scraped_page: ScrapedPage, task: Task, step: Step
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) -> list[ActionResult]:
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"""
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******* NOT REGISTERED *******
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This action causes more harm than it does good.
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It frequently mis-behaves, or gets stuck in click loops.
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Treating checkbox actions as click actions seem to perform way more reliably
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Developers who tried this and failed: 2 (Suchintan and Shu 😂)
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"""
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xpath = await validate_actions_in_dom(self, page, scraped_page)
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if self.is_checked:
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await page.check(xpath, timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
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else:
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await page.uncheck(xpath, timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
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# TODO (suchintan): Why does checking the label work, but not the actual input element?
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return [ActionSuccess()]
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async def handle_wait_action(
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action: actions.WaitAction, page: Page, scraped_page: ScrapedPage, task: Task, step: Step
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) -> list[ActionResult]:
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await asyncio.sleep(10)
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return [ActionFailure(exception=Exception("Wait action is treated as a failure"))]
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async def handle_terminate_action(
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action: actions.TerminateAction, page: Page, scraped_page: ScrapedPage, task: Task, step: Step
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) -> list[ActionResult]:
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return [ActionSuccess()]
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async def handle_complete_action(
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action: actions.CompleteAction, page: Page, scraped_page: ScrapedPage, task: Task, step: Step
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) -> list[ActionResult]:
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extracted_data = None
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if action.data_extraction_goal:
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scrape_action_result = await extract_information_for_navigation_goal(
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scraped_page=scraped_page,
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task=task,
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step=step,
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)
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extracted_data = scrape_action_result.scraped_data
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return [ActionSuccess(data=extracted_data)]
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ActionHandler.register_action_type(ActionType.SOLVE_CAPTCHA, handle_solve_captcha_action)
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ActionHandler.register_action_type(ActionType.CLICK, handle_click_action)
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ActionHandler.register_action_type(ActionType.INPUT_TEXT, handle_input_text_action)
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ActionHandler.register_action_type(ActionType.UPLOAD_FILE, handle_upload_file_action)
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ActionHandler.register_action_type(ActionType.NULL_ACTION, handle_null_action)
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ActionHandler.register_action_type(ActionType.SELECT_OPTION, handle_select_option_action)
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ActionHandler.register_action_type(ActionType.WAIT, handle_wait_action)
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ActionHandler.register_action_type(ActionType.TERMINATE, handle_terminate_action)
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ActionHandler.register_action_type(ActionType.COMPLETE, handle_complete_action)
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async def validate_actions_in_dom(action: WebAction, page: Page, scraped_page: ScrapedPage) -> str:
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xpath = scraped_page.id_to_xpath_dict[action.element_id]
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locator = page.locator(xpath)
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num_elements = await locator.count()
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if num_elements < 1:
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LOG.warning("No elements found with action xpath. Validation failed.", action=action, xpath=xpath)
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raise MissingElement(xpath=xpath, element_id=action.element_id)
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elif num_elements > 1:
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LOG.warning(
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"Multiple elements found with action xpath. Expected 1. Validation failed.",
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action=action,
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num_elements=num_elements,
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)
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raise MultipleElementsFound(num=num_elements, xpath=xpath, element_id=action.element_id)
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else:
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LOG.info("Validated action xpath in DOM", action=action)
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return xpath
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async def chain_click(
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page: Page,
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action: ClickAction | UploadFileAction,
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xpath: str,
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timeout: int = SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS,
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) -> List[ActionResult]:
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# Add a defensive page handler here in case a click action opens a file chooser.
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# This automatically dismisses the dialog
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# File choosers are impossible to close if you don't expect one. Instead of dealing with it, close it!
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# TODO (suchintan): This should likely result in an ActionFailure -- we can figure out how to do this later!
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LOG.info("Chain click starts", action=action, xpath=xpath)
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file: list[str] | str = []
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if action.file_url:
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file = download_file(action.file_url) or []
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fc_func = lambda fc: fc.set_files(files=file)
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page.on("filechooser", fc_func)
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LOG.info("Registered file chooser listener", action=action, path=file)
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"""
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Clicks on an element identified by the xpath and its parent if failed.
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:param xpath: xpath of the element to click
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"""
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javascript_triggered = await is_javascript_triggered(page, xpath)
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try:
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await page.click(f"xpath={xpath}", timeout=timeout)
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LOG.info("Chain click: main element click succeeded", action=action, xpath=xpath)
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return [ActionSuccess(javascript_triggered=javascript_triggered)]
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except Exception as e:
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action_results: list[ActionResult] = [ActionFailure(e, javascript_triggered=javascript_triggered)]
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if await is_input_element(page.locator(xpath)):
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LOG.info("Chain click: it's an input element. going to try sibling click", action=action, xpath=xpath)
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sibling_action_result = await click_sibling_of_input(page.locator(xpath), timeout=timeout)
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action_results.append(sibling_action_result)
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if type(sibling_action_result) == ActionSuccess:
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return action_results
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parent_xpath = f"{xpath}/.."
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try:
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parent_javascript_triggered = await is_javascript_triggered(page, parent_xpath)
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javascript_triggered = javascript_triggered or parent_javascript_triggered
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parent_locator = page.locator(xpath).locator("..")
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await parent_locator.click(timeout=timeout)
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LOG.info("Chain click: successfully clicked parent element", action=action, parent_xpath=parent_xpath)
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action_results.append(
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ActionSuccess(
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javascript_triggered=javascript_triggered,
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interacted_with_parent=True,
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)
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)
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except Exception as pe:
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LOG.warning("Failed to click parent element", action=action, parent_xpath=parent_xpath, exc_info=True)
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action_results.append(
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ActionFailure(pe, javascript_triggered=javascript_triggered, interacted_with_parent=True)
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)
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# We don't raise exception here because we do log the exception, and return ActionFailure as the last action
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return action_results
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finally:
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LOG.info("Remove file chooser listener", action=action)
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# Sleep for 10 seconds after uploading a file to let the page process it
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# Removing this breaks file uploads using the filechooser
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# KEREM DO NOT REMOVE
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if file:
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await asyncio.sleep(10)
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page.remove_listener("filechooser", fc_func)
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async def is_javascript_triggered(page: Page, xpath: str) -> bool:
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locator = page.locator(f"xpath={xpath}")
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element = locator.first
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tag_name = await element.evaluate("e => e.tagName")
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if tag_name.lower() == "a":
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href = await element.evaluate("e => e.href")
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if href.lower().startswith("javascript:"):
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LOG.info("Found javascript call in anchor tag, marking step as completed. Dropping remaining actions")
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return True
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return False
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async def is_file_input_element(locator: Locator) -> bool:
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element = locator.first
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if element:
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tag_name = await element.evaluate("el => el.tagName")
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type_name = await element.evaluate("el => el.type")
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return tag_name.lower() == "input" and type_name == "file"
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return False
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async def is_input_element(locator: Locator) -> bool:
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element = locator.first
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if element:
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tag_name = await element.evaluate("el => el.tagName")
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return tag_name.lower() == "input"
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return False
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async def click_sibling_of_input(
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locator: Locator,
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timeout: int,
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javascript_triggered: bool = False,
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) -> ActionResult:
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try:
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input_element = locator.first
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parent_locator = locator.locator("..")
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if input_element:
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input_id = await input_element.get_attribute("id")
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sibling_label_xpath = f'//label[@for="{input_id}"]'
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label_locator = parent_locator.locator(sibling_label_xpath)
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await label_locator.click(timeout=timeout)
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LOG.info(
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"Successfully clicked sibling label of input element",
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sibling_label_xpath=sibling_label_xpath,
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)
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return ActionSuccess(javascript_triggered=javascript_triggered, interacted_with_sibling=True)
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# Should never get here
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return ActionFailure(
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exception=Exception("Failed while trying to click sibling of input element"),
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javascript_triggered=javascript_triggered,
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interacted_with_sibling=True,
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)
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except Exception as e:
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LOG.warning("Failed to click sibling label of input element", exc_info=e)
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return ActionFailure(exception=e, javascript_triggered=javascript_triggered)
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async def extract_information_for_navigation_goal(
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task: Task,
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step: Step,
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scraped_page: ScrapedPage,
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) -> ScrapeResult:
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"""
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Scrapes a webpage and returns the scraped response, including:
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1. JSON representation of what the user is seeing
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2. The scraped page
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"""
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prompt_template = "extract-information"
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extract_information_prompt = prompt_engine.load_prompt(
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prompt_template,
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navigation_goal=task.navigation_goal,
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elements=scraped_page.element_tree,
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data_extraction_goal=task.data_extraction_goal,
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extracted_information_schema=task.extracted_information_schema,
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current_url=scraped_page.url,
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extracted_text=scraped_page.extracted_text,
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)
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json_response = await app.OPENAI_CLIENT.chat_completion(
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step=step,
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prompt=extract_information_prompt,
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screenshots=scraped_page.screenshots,
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)
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return ScrapeResult(
|
|
scraped_data=json_response,
|
|
)
|