Files
Dorod-Sky/skyvern/webeye/actions/handler.py
2024-03-16 23:13:18 -07:00

621 lines
27 KiB
Python

import asyncio
import json
import re
from typing import Any, Awaitable, Callable, List
import structlog
from playwright.async_api import Locator, Page
from skyvern.exceptions import ImaginaryFileUrl, MissingElement, MissingFileUrl, MultipleElementsFound
from skyvern.forge import app
from skyvern.forge.prompts import prompt_engine
from skyvern.forge.sdk.api.files import download_file
from skyvern.forge.sdk.models import Step
from skyvern.forge.sdk.schemas.tasks import Task
from skyvern.forge.sdk.settings_manager import SettingsManager
from skyvern.webeye.actions import actions
from skyvern.webeye.actions.actions import Action, ActionType, ClickAction, ScrapeResult, UploadFileAction, WebAction
from skyvern.webeye.actions.responses import ActionFailure, ActionResult, ActionSuccess
from skyvern.webeye.browser_factory import BrowserState
from skyvern.webeye.scraper.scraper import ScrapedPage
LOG = structlog.get_logger()
class ActionHandler:
_handled_action_types: dict[
ActionType, Callable[[Action, Page, ScrapedPage, Task, Step], Awaitable[list[ActionResult]]]
] = {}
@classmethod
def register_action_type(
cls,
action_type: ActionType,
handler: Callable[[Action, Page, ScrapedPage, Task, Step], Awaitable[list[ActionResult]]],
) -> None:
cls._handled_action_types[action_type] = handler
@staticmethod
async def handle_action(
scraped_page: ScrapedPage,
task: Task,
step: Step,
browser_state: BrowserState,
action: Action,
) -> list[ActionResult]:
LOG.info("Handling action", action=action)
page = await browser_state.get_or_create_page()
try:
if action.action_type in ActionHandler._handled_action_types:
handler = ActionHandler._handled_action_types[action.action_type]
return await handler(action, page, scraped_page, task, step)
else:
LOG.error("Unsupported action type in handler", action=action, type=type(action))
return [ActionFailure(Exception(f"Unsupported action type: {type(action)}"))]
except MissingElement as e:
LOG.info("Known exceptions", action=action, exception_type=type(e), exception_message=str(e))
return [ActionFailure(e)]
except MultipleElementsFound as e:
LOG.exception(
"Cannot handle multiple elements with the same xpath in one action.",
action=action,
exception=e,
)
return [ActionFailure(e)]
except Exception as e:
LOG.exception("Unhandled exception in action handler", action=action, exception=e)
return [ActionFailure(e)]
async def handle_solve_captcha_action(
action: actions.SolveCaptchaAction, page: Page, scraped_page: ScrapedPage, task: Task, step: Step
) -> list[ActionResult]:
LOG.warning(
"Please solve the captcha on the page, you have 30 seconds",
action=action,
)
await asyncio.sleep(30)
return [ActionSuccess()]
async def handle_click_action(
action: actions.ClickAction, page: Page, scraped_page: ScrapedPage, task: Task, step: Step
) -> list[ActionResult]:
xpath = await validate_actions_in_dom(action, page, scraped_page)
await asyncio.sleep(0.3)
return await chain_click(
task, page, action, xpath, timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS
)
async def handle_input_text_action(
action: actions.InputTextAction, page: Page, scraped_page: ScrapedPage, task: Task, step: Step
) -> list[ActionResult]:
xpath = await validate_actions_in_dom(action, page, scraped_page)
locator = page.locator(f"xpath={xpath}")
await locator.clear()
text = get_actual_value_of_parameter_if_secret(task, action.text)
await locator.fill(text, timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
# This is a hack that gets dropdowns to select the "best" option based on what's typed
# Fixes situations like tsk_228671423990405776 where the location isn't being autocompleted
await locator.press("Tab", timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
input_value = await locator.input_value(timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
if not input_value:
LOG.info("Failed to input the text, trying to press sequentially with an enter click", action=action)
await locator.clear()
await locator.press_sequentially(text, timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
await locator.press("Enter", timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
input_value = await locator.input_value(timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
LOG.info("Input value", input_value=input_value, action=action)
return [ActionSuccess()]
async def handle_upload_file_action(
action: actions.UploadFileAction, page: Page, scraped_page: ScrapedPage, task: Task, step: Step
) -> list[ActionResult]:
if not action.file_url:
LOG.warning("InputFileAction has no file_url", action=action)
return [ActionFailure(MissingFileUrl())]
# ************************************************************************************************************** #
# After this point if the file_url is a secret, it will be replaced with the actual value
# In order to make sure we don't log the secret value, we log the action with the original value action.file_url
# ************************************************************************************************************** #
file_url = get_actual_value_of_parameter_if_secret(task, action.file_url)
if file_url not in str(task.navigation_payload):
LOG.warning(
"LLM might be imagining the file url, which is not in navigation payload",
action=action,
file_url=action.file_url,
)
return [ActionFailure(ImaginaryFileUrl(action.file_url))]
xpath = await validate_actions_in_dom(action, page, scraped_page)
file_path = download_file(file_url)
locator = page.locator(f"xpath={xpath}")
is_file_input = await is_file_input_element(locator)
if is_file_input:
LOG.info("Taking UploadFileAction. Found file input tag", action=action)
if file_path:
await page.locator(f"xpath={xpath}").set_input_files(
file_path, timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS
)
# Sleep for 10 seconds after uploading a file to let the page process it
await asyncio.sleep(10)
return [ActionSuccess()]
else:
return [ActionFailure(Exception(f"Failed to download file from {action.file_url}"))]
else:
LOG.info("Taking UploadFileAction. Found non file input tag", action=action)
# treat it as a click action
action.is_upload_file_tag = False
return await chain_click(
task, page, action, xpath, timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS
)
async def handle_null_action(
action: actions.NullAction, page: Page, scraped_page: ScrapedPage, task: Task, step: Step
) -> list[ActionResult]:
return [ActionSuccess()]
async def handle_select_option_action(
action: actions.SelectOptionAction, page: Page, scraped_page: ScrapedPage, task: Task, step: Step
) -> list[ActionResult]:
xpath = await validate_actions_in_dom(action, page, scraped_page)
locator = page.locator(f"xpath={xpath}")
tag_name = await get_tag_name_lowercase(locator)
element_dict = scraped_page.id_to_element_dict[action.element_id]
LOG.info("SelectOptionAction", action=action, tag_name=tag_name, element_dict=element_dict)
# if element is not a select option, prioritize clicking the linked element if any
if tag_name != "select" and "linked_element" in element_dict:
LOG.info(
"SelectOptionAction is not on a select tag and found a linked element",
action=action,
linked_element=element_dict["linked_element"],
)
listbox_click_success = await click_listbox_option(scraped_page, page, action, element_dict["linked_element"])
if listbox_click_success:
LOG.info(
"Successfully clicked linked element",
action=action,
linked_element=element_dict["linked_element"],
)
return [ActionSuccess()]
LOG.warning("Failed to click linked element", action=action, linked_element=element_dict["linked_element"])
# check if the element is an a tag first. If yes, click it instead of selecting the option
if tag_name == "label":
# TODO: this is a hack to handle the case where the label is the only thing that's clickable
# it's a label, look for the anchor tag
child_anchor_xpath = get_anchor_to_click(scraped_page, action.element_id)
if child_anchor_xpath:
LOG.info(
"SelectOptionAction is a label tag. Clicking the anchor tag instead of selecting the option",
action=action,
child_anchor_xpath=child_anchor_xpath,
)
click_action = ClickAction(element_id=action.element_id)
return await chain_click(task, page, click_action, child_anchor_xpath)
return [ActionFailure(Exception("No anchor tag found for the label for SelectOptionAction"))]
elif tag_name == "a":
# turn the SelectOptionAction into a ClickAction
LOG.info(
"SelectOptionAction is an anchor tag. Clicking it instead of selecting the option",
action=action,
)
click_action = ClickAction(element_id=action.element_id)
action_result = await chain_click(task, page, click_action, xpath)
return action_result
elif tag_name == "ul" or tag_name == "div" or tag_name == "li":
# if the role is listbox, find the option with the "label" or "value" and click that option element
# references:
# https://developer.mozilla.org/en-US/docs/Web/Accessibility/ARIA/Roles/listbox_role
# https://developer.mozilla.org/en-US/docs/Web/Accessibility/ARIA/Roles/option_role
role_attribute = await locator.get_attribute("role")
if role_attribute == "listbox":
LOG.info(
"SelectOptionAction on a listbox element. Searching for the option and click it",
action=action,
)
# use playwright to click the option
# clickOption is defined in domUtils.js
option_locator = locator.locator('[role="option"]')
option_num = await option_locator.count()
if action.option.index and action.option.index < option_num:
try:
await option_locator.nth(action.option.index).click(timeout=2000)
return [ActionSuccess()]
except Exception as e:
LOG.error(
"Failed to click option",
action=action,
exception=e,
)
return [ActionFailure(e)]
return [ActionFailure(Exception(f"SelectOption option index is missing"))]
elif role_attribute == "option":
LOG.info(
"SelectOptionAction on an option element. Clicking the option",
action=action,
)
# click the option element
click_action = ClickAction(element_id=action.element_id)
return await chain_click(task, page, click_action, xpath)
else:
LOG.error(
"SelectOptionAction on a non-listbox element. Cannot handle this action",
)
return [ActionFailure(Exception(f"Cannot handle SelectOptionAction on a non-listbox element"))]
try:
# First click by label (if it matches)
await page.click(f"xpath={xpath}", timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
await page.select_option(
xpath,
label=action.option.label,
timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS,
)
await page.click(f"xpath={xpath}", timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
return [ActionSuccess()]
except Exception as e:
if action.option.index is not None:
LOG.warning(
"Failed to click on the option by label, trying by index",
exc_info=e,
action=action,
xpath=xpath,
)
else:
return [ActionFailure(e)]
try:
option_xpath = scraped_page.id_to_xpath_dict[action.option.index]
match = re.search(r"option\[(\d+)]$", option_xpath)
if match:
# This means we were trying to select an option xpath, click the option
option_index = int(match.group(1))
await page.click(f"xpath={xpath}", timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
await page.select_option(
xpath,
index=option_index,
timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS,
)
await page.click(f"xpath={xpath}", timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
return [ActionSuccess()]
else:
# This means the supplied index was for the select element, not a reference to the xpath dict
await page.click(f"xpath={xpath}", timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
await page.select_option(
xpath,
index=action.option.index,
timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS,
)
await page.click(f"xpath={xpath}", timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
return [ActionSuccess()]
except Exception as e:
LOG.warning("Failed to click on the option by index", exception=e, action=action)
return [ActionFailure(e)]
async def handle_checkbox_action(
self: actions.CheckboxAction, page: Page, scraped_page: ScrapedPage, task: Task, step: Step
) -> list[ActionResult]:
"""
******* NOT REGISTERED *******
This action causes more harm than it does good.
It frequently mis-behaves, or gets stuck in click loops.
Treating checkbox actions as click actions seem to perform way more reliably
Developers who tried this and failed: 2 (Suchintan and Shu 😂)
"""
xpath = await validate_actions_in_dom(self, page, scraped_page)
if self.is_checked:
await page.check(xpath, timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
else:
await page.uncheck(xpath, timeout=SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS)
# TODO (suchintan): Why does checking the label work, but not the actual input element?
return [ActionSuccess()]
async def handle_wait_action(
action: actions.WaitAction, page: Page, scraped_page: ScrapedPage, task: Task, step: Step
) -> list[ActionResult]:
await asyncio.sleep(10)
return [ActionFailure(exception=Exception("Wait action is treated as a failure"))]
async def handle_terminate_action(
action: actions.TerminateAction, page: Page, scraped_page: ScrapedPage, task: Task, step: Step
) -> list[ActionResult]:
return [ActionSuccess()]
async def handle_complete_action(
action: actions.CompleteAction, page: Page, scraped_page: ScrapedPage, task: Task, step: Step
) -> list[ActionResult]:
extracted_data = None
if action.data_extraction_goal:
scrape_action_result = await extract_information_for_navigation_goal(
scraped_page=scraped_page,
task=task,
step=step,
)
extracted_data = scrape_action_result.scraped_data
return [ActionSuccess(data=extracted_data)]
ActionHandler.register_action_type(ActionType.SOLVE_CAPTCHA, handle_solve_captcha_action)
ActionHandler.register_action_type(ActionType.CLICK, handle_click_action)
ActionHandler.register_action_type(ActionType.INPUT_TEXT, handle_input_text_action)
ActionHandler.register_action_type(ActionType.UPLOAD_FILE, handle_upload_file_action)
ActionHandler.register_action_type(ActionType.NULL_ACTION, handle_null_action)
ActionHandler.register_action_type(ActionType.SELECT_OPTION, handle_select_option_action)
ActionHandler.register_action_type(ActionType.WAIT, handle_wait_action)
ActionHandler.register_action_type(ActionType.TERMINATE, handle_terminate_action)
ActionHandler.register_action_type(ActionType.COMPLETE, handle_complete_action)
def get_actual_value_of_parameter_if_secret(task: Task, parameter: str) -> Any:
"""
Get the actual value of a parameter if it's a secret. If it's not a secret, return the parameter value as is.
Just return the parameter value if the task isn't a workflow's task.
This is only used for InputTextAction, UploadFileAction, and ClickAction (if it has a file_url).
"""
if task.workflow_run_id is None:
return parameter
workflow_run_context = app.WORKFLOW_CONTEXT_MANAGER.get_workflow_run_context(task.workflow_run_id)
secret_value = workflow_run_context.get_original_secret_value_or_none(parameter)
return secret_value if secret_value is not None else parameter
async def validate_actions_in_dom(action: WebAction, page: Page, scraped_page: ScrapedPage) -> str:
xpath = scraped_page.id_to_xpath_dict[action.element_id]
locator = page.locator(xpath)
num_elements = await locator.count()
if num_elements < 1:
LOG.warning("No elements found with action xpath. Validation failed.", action=action, xpath=xpath)
raise MissingElement(xpath=xpath, element_id=action.element_id)
elif num_elements > 1:
LOG.warning(
"Multiple elements found with action xpath. Expected 1. Validation failed.",
action=action,
num_elements=num_elements,
)
raise MultipleElementsFound(num=num_elements, xpath=xpath, element_id=action.element_id)
else:
LOG.info("Validated action xpath in DOM", action=action)
return xpath
async def chain_click(
task: Task,
page: Page,
action: ClickAction | UploadFileAction,
xpath: str,
timeout: int = SettingsManager.get_settings().BROWSER_ACTION_TIMEOUT_MS,
) -> List[ActionResult]:
# Add a defensive page handler here in case a click action opens a file chooser.
# This automatically dismisses the dialog
# File choosers are impossible to close if you don't expect one. Instead of dealing with it, close it!
# TODO (suchintan): This should likely result in an ActionFailure -- we can figure out how to do this later!
LOG.info("Chain click starts", action=action, xpath=xpath)
file: list[str] | str = []
if action.file_url:
file_url = get_actual_value_of_parameter_if_secret(task, action.file_url)
file = download_file(file_url) or []
fc_func = lambda fc: fc.set_files(files=file)
page.on("filechooser", fc_func)
LOG.info("Registered file chooser listener", action=action, path=file)
"""
Clicks on an element identified by the xpath and its parent if failed.
:param xpath: xpath of the element to click
"""
javascript_triggered = await is_javascript_triggered(page, xpath)
try:
await page.click(f"xpath={xpath}", timeout=timeout)
LOG.info("Chain click: main element click succeeded", action=action, xpath=xpath)
return [ActionSuccess(javascript_triggered=javascript_triggered)]
except Exception as e:
action_results: list[ActionResult] = [ActionFailure(e, javascript_triggered=javascript_triggered)]
if await is_input_element(page.locator(xpath)):
LOG.info("Chain click: it's an input element. going to try sibling click", action=action, xpath=xpath)
sibling_action_result = await click_sibling_of_input(page.locator(xpath), timeout=timeout)
action_results.append(sibling_action_result)
if type(sibling_action_result) == ActionSuccess:
return action_results
parent_xpath = f"{xpath}/.."
try:
parent_javascript_triggered = await is_javascript_triggered(page, parent_xpath)
javascript_triggered = javascript_triggered or parent_javascript_triggered
parent_locator = page.locator(xpath).locator("..")
await parent_locator.click(timeout=timeout)
LOG.info("Chain click: successfully clicked parent element", action=action, parent_xpath=parent_xpath)
action_results.append(
ActionSuccess(
javascript_triggered=javascript_triggered,
interacted_with_parent=True,
)
)
except Exception as pe:
LOG.warning("Failed to click parent element", action=action, parent_xpath=parent_xpath, exc_info=True)
action_results.append(
ActionFailure(pe, javascript_triggered=javascript_triggered, interacted_with_parent=True)
)
# We don't raise exception here because we do log the exception, and return ActionFailure as the last action
return action_results
finally:
LOG.info("Remove file chooser listener", action=action)
# Sleep for 10 seconds after uploading a file to let the page process it
# Removing this breaks file uploads using the filechooser
# KEREM DO NOT REMOVE
if file:
await asyncio.sleep(10)
page.remove_listener("filechooser", fc_func)
def get_anchor_to_click(scraped_page: ScrapedPage, element_id: int) -> str | None:
"""
Get the anchor tag under the label to click
"""
LOG.info("Getting anchor tag to click", element_id=element_id)
element_id = int(element_id)
for ele in scraped_page.elements:
if "id" in ele and ele["id"] == element_id:
for child in ele["children"]:
if "tagName" in child and child["tagName"] == "a":
return scraped_page.id_to_xpath_dict[child["id"]]
return None
async def is_javascript_triggered(page: Page, xpath: str) -> bool:
locator = page.locator(f"xpath={xpath}")
element = locator.first
tag_name = await element.evaluate("e => e.tagName")
if tag_name.lower() == "a":
href = await element.evaluate("e => e.href")
if href.lower().startswith("javascript:"):
LOG.info("Found javascript call in anchor tag, marking step as completed. Dropping remaining actions")
return True
return False
async def get_tag_name_lowercase(locator: Locator) -> str | None:
element = locator.first
if element:
tag_name = await element.evaluate("e => e.tagName")
return tag_name.lower()
return None
async def is_file_input_element(locator: Locator) -> bool:
element = locator.first
if element:
tag_name = await element.evaluate("el => el.tagName")
type_name = await element.evaluate("el => el.type")
return tag_name.lower() == "input" and type_name == "file"
return False
async def is_input_element(locator: Locator) -> bool:
element = locator.first
if element:
tag_name = await element.evaluate("el => el.tagName")
return tag_name.lower() == "input"
return False
async def click_sibling_of_input(
locator: Locator,
timeout: int,
javascript_triggered: bool = False,
) -> ActionResult:
try:
input_element = locator.first
parent_locator = locator.locator("..")
if input_element:
input_id = await input_element.get_attribute("id")
sibling_label_xpath = f'//label[@for="{input_id}"]'
label_locator = parent_locator.locator(sibling_label_xpath)
await label_locator.click(timeout=timeout)
LOG.info(
"Successfully clicked sibling label of input element",
sibling_label_xpath=sibling_label_xpath,
)
return ActionSuccess(javascript_triggered=javascript_triggered, interacted_with_sibling=True)
# Should never get here
return ActionFailure(
exception=Exception("Failed while trying to click sibling of input element"),
javascript_triggered=javascript_triggered,
interacted_with_sibling=True,
)
except Exception as e:
LOG.warning("Failed to click sibling label of input element", exc_info=e)
return ActionFailure(exception=e, javascript_triggered=javascript_triggered)
async def extract_information_for_navigation_goal(
task: Task,
step: Step,
scraped_page: ScrapedPage,
) -> ScrapeResult:
"""
Scrapes a webpage and returns the scraped response, including:
1. JSON representation of what the user is seeing
2. The scraped page
"""
prompt_template = "extract-information"
extract_information_prompt = prompt_engine.load_prompt(
prompt_template,
navigation_goal=task.navigation_goal,
navigation_payload=task.navigation_payload,
elements=scraped_page.element_tree,
data_extraction_goal=task.data_extraction_goal,
extracted_information_schema=task.extracted_information_schema,
current_url=scraped_page.url,
extracted_text=scraped_page.extracted_text,
error_code_mapping_str=json.dumps(task.error_code_mapping) if task.error_code_mapping else None,
)
json_response = await app.LLM_API_HANDLER(
prompt=extract_information_prompt,
step=step,
screenshots=scraped_page.screenshots,
)
return ScrapeResult(
scraped_data=json_response,
)
async def click_listbox_option(
scraped_page: ScrapedPage,
page: Page,
action: actions.SelectOptionAction,
listbox_element_id: int,
) -> bool:
listbox_element = scraped_page.id_to_element_dict[listbox_element_id]
# this is a listbox element, get all the children
if "children" not in listbox_element:
return False
LOG.info("starting bfs", listbox_element_id=listbox_element_id)
bfs_queue = [child for child in listbox_element["children"]]
while bfs_queue:
child = bfs_queue.pop(0)
LOG.info("popped child", element_id=child["id"])
if "attributes" in child and "role" in child["attributes"] and child["attributes"]["role"] == "option":
LOG.info("found option", element_id=child["id"])
text = child["text"] if "text" in child else ""
if text and (text == action.option.label or text == action.option.value):
option_xpath = scraped_page.id_to_xpath_dict[child["id"]]
try:
await page.click(f"xpath={option_xpath}", timeout=1000)
return True
except Exception as e:
LOG.error(
"Failed to click on the option",
action=action,
option_xpath=option_xpath,
exception=e,
)
if "children" in child:
bfs_queue.extend(child["children"])
return False