AsyncOperation: support for running asynchronous jobs while the agent is running (#111)

This commit is contained in:
Kerem Yilmaz
2024-03-19 09:12:28 -07:00
committed by GitHub
parent a5e84187e2
commit 1e933b703f
5 changed files with 163 additions and 1 deletions

View File

@@ -7,6 +7,7 @@ from typing import Any, Tuple
import requests
import structlog
from playwright._impl._errors import TargetClosedError
from playwright.async_api import Page
from skyvern import analytics
from skyvern.exceptions import (
@@ -17,6 +18,7 @@ from skyvern.exceptions import (
TaskNotFound,
)
from skyvern.forge import app
from skyvern.forge.async_operations import AgentPhase, AsyncOperationPool
from skyvern.forge.prompts import prompt_engine
from skyvern.forge.sdk.agent import Agent
from skyvern.forge.sdk.artifact.models import ArtifactType
@@ -64,6 +66,7 @@ class ForgeAgent(Agent):
long_running_task_warning_ratio=SettingsManager.get_settings().LONG_RUNNING_TASK_WARNING_RATIO,
debug_mode=SettingsManager.get_settings().DEBUG_MODE,
)
self.async_operation_pool = AsyncOperationPool()
async def validate_step_execution(
self,
@@ -193,6 +196,12 @@ class ForgeAgent(Agent):
)
return task
def register_async_operations(self, organization: Organization, task: Task, page: Page) -> None:
if not app.generate_async_operations:
return
operations = app.generate_async_operations(organization, task, page)
self.async_operation_pool.add_operations(task.task_id, operations)
async def execute_step(
self,
organization: Organization,
@@ -208,6 +217,10 @@ class ForgeAgent(Agent):
# Check some conditions before executing the step, throw an exception if the step can't be executed
await self.validate_step_execution(task, step)
step, browser_state, detailed_output = await self._initialize_execution_state(task, step, workflow_run)
if browser_state.page:
self.register_async_operations(organization, task, browser_state.page)
step, detailed_output = await self.agent_step(task, step, browser_state, organization=organization)
task = await self.update_task_errors_from_detailed_output(task, detailed_output)
retry = False
@@ -226,6 +239,7 @@ class ForgeAgent(Agent):
api_key=api_key,
close_browser_on_completion=close_browser_on_completion,
)
await self.async_operation_pool.remove_task(task.task_id)
return step, detailed_output, None
elif step.status == StepStatus.completed:
# TODO (kerem): keep the task object uptodate at all times so that send_task_response can just use it
@@ -332,6 +346,7 @@ class ForgeAgent(Agent):
json_response = None
actions: list[Action]
if task.navigation_goal:
self.async_operation_pool.run_operation(task.task_id, AgentPhase.llm)
json_response = await app.LLM_API_HANDLER(
prompt=extract_action_prompt,
step=step,
@@ -403,6 +418,7 @@ class ForgeAgent(Agent):
break
web_action_element_ids.add(action.element_id)
self.async_operation_pool.run_operation(task.task_id, AgentPhase.action)
results = await ActionHandler.handle_action(scraped_page, task, step, browser_state, action)
detailed_agent_step_output.actions_and_results[action_idx] = (action, results)
# wait random time between actions to avoid detection
@@ -559,6 +575,9 @@ class ForgeAgent(Agent):
step: Step,
browser_state: BrowserState,
) -> tuple[ScrapedPage, str]:
# start the async tasks while running scrape_website
self.async_operation_pool.run_operation(task.task_id, AgentPhase.scrape)
# Scrape the web page and get the screenshot and the elements
scraped_page = await scrape_website(
browser_state,

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@@ -1,12 +1,18 @@
from typing import Callable
from ddtrace import tracer
from ddtrace.filters import FilterRequestsOnUrl
from playwright.async_api import Page
from skyvern.forge.agent import ForgeAgent
from skyvern.forge.async_operations import AsyncOperation
from skyvern.forge.sdk.api.llm.api_handler_factory import LLMAPIHandlerFactory
from skyvern.forge.sdk.artifact.manager import ArtifactManager
from skyvern.forge.sdk.artifact.storage.factory import StorageFactory
from skyvern.forge.sdk.db.client import AgentDB
from skyvern.forge.sdk.forge_log import setup_logger
from skyvern.forge.sdk.models import Organization
from skyvern.forge.sdk.schemas.tasks import Task
from skyvern.forge.sdk.settings_manager import SettingsManager
from skyvern.forge.sdk.workflow.context_manager import WorkflowContextManager
from skyvern.forge.sdk.workflow.service import WorkflowService
@@ -31,6 +37,8 @@ BROWSER_MANAGER = BrowserManager()
LLM_API_HANDLER = LLMAPIHandlerFactory.get_llm_api_handler(SettingsManager.get_settings().LLM_KEY)
WORKFLOW_CONTEXT_MANAGER = WorkflowContextManager()
WORKFLOW_SERVICE = WorkflowService()
generate_async_operations: Callable[[Organization, Task, Page], list[AsyncOperation]] | None = None
agent = ForgeAgent()
app = agent.get_agent_app()

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@@ -0,0 +1,132 @@
import asyncio
from enum import StrEnum
import structlog
from playwright.async_api import Page
LOG = structlog.get_logger()
class AgentPhase(StrEnum):
"""
Phase of agent when async execution events are happening
"""
action = "action"
scrape = "scrape"
llm = "llm"
VALID_AGENT_PHASES = [phase.value for phase in AgentPhase]
class AsyncOperation:
"""
AsyncOperation can take async actions on the page while agent is performing the task.
Examples:
- collect info based on the html/DOM and send data to your server
"""
def __init__(self, task_id: str, operation_type: str, agent_phase: AgentPhase, page: Page) -> None:
"""
:param task_id: task_id of the task
:param operation_type: it's the custom type of the operation.
there will only be up to one aio task running per operation_type
:param agent_phase: AgentPhase type. phase of the agent when the operation is running
:param page: playwright page for the task
"""
self.task_id = task_id
self.type = operation_type
self.agent_phase = agent_phase
self.aio_task: asyncio.Task | None = None
# playwright page could be used by the operation to take actions
self.page = page
async def execute(self) -> None:
return
def run(self) -> asyncio.Task | None:
if self.aio_task is not None and not self.aio_task.done():
LOG.warning(
f"Task already running",
task_id=self.task_id,
operation_type=self.type,
agent_phase=self.agent_phase,
)
return None
self.aio_task = asyncio.create_task(self.execute())
return self.aio_task
class AsyncOperationPool:
_operations: dict[str, dict[AgentPhase, AsyncOperation]] = {} # task_id: {agent_phase: operation}
# use _aio_tasks to ensure we're only execution one aio task for the same operation_type
_aio_tasks: dict[str, dict[str, asyncio.Task]] = {} # task_id: {operation_type: aio_task}
def _add_operation(self, task_id: str, operation: AsyncOperation) -> None:
if operation.agent_phase not in VALID_AGENT_PHASES:
raise ValueError(f"operation's agent phase {operation.agent_phase} is not valid")
if task_id not in self._operations:
self._operations[task_id] = {}
self._operations[task_id][operation.agent_phase] = operation
def add_operations(self, task_id: str, operations: list[AsyncOperation]) -> None:
if task_id in self._operations:
# already exists
return
for operation in operations:
self._add_operation(task_id, operation)
def _get_operation(self, task_id: str, operation_type: AgentPhase) -> AsyncOperation | None:
return self._operations.get(task_id, {}).get(operation_type, None)
def remove_operations(self, task_id: str) -> None:
if task_id in self._operations:
del self._operations[task_id]
def get_aio_tasks(self, task_id: str) -> list[asyncio.Task]:
"""
Get all the running/pending aio tasks for the given task_id
"""
return [aio_task for aio_task in self._aio_tasks.get(task_id, {}).values() if not aio_task.done()]
def run_operation(self, task_id: str, agent_phase: AgentPhase) -> None:
# get the operation from the pool
operation = self._get_operation(task_id, agent_phase)
if operation is None:
return
# if found, initialize the operation if it's the first time running the aio task
operation_type = operation.type
if task_id not in self._aio_tasks:
self._aio_tasks[task_id] = {}
# if the aio task is already running, don't run it again
aio_task: asyncio.Task | None = None
if operation_type in self._aio_tasks[task_id]:
aio_task = self._aio_tasks[task_id][operation_type]
if not aio_task.done():
LOG.info(
f"aio task already running",
task_id=task_id,
operation_type=operation_type,
agent_phase=agent_phase,
)
return
# run the operation if the aio task is not running
aio_task = operation.run()
if aio_task:
self._aio_tasks[task_id][operation_type] = aio_task
async def remove_task(self, task_id: str) -> None:
try:
async with asyncio.timeout(30):
await asyncio.gather(*[aio_task for aio_task in self.get_aio_tasks(task_id) if not aio_task.done()])
except asyncio.TimeoutError:
LOG.error(f"Timeout (30s) while waiting for pending async tasks for task_id={task_id}", task_id=task_id)
self.remove_operations(task_id)