add llamaindex integration (#1809)
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133
integrations/llama_index/skyvern_llamaindex/agent.py
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133
integrations/llama_index/skyvern_llamaindex/agent.py
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from typing import List, Literal, Optional
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from llama_index.core.tools import FunctionTool
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from llama_index.core.tools.tool_spec.base import SPEC_FUNCTION_TYPE, BaseToolSpec
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from skyvern_llamaindex.settings import settings
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from skyvern.agent import Agent
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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.schemas.observers import ObserverTask, ObserverTaskRequest
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from skyvern.forge.sdk.schemas.task_generations import TaskGenerationBase
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from skyvern.forge.sdk.schemas.tasks import CreateTaskResponse, TaskRequest, TaskResponse
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default_agent = Agent()
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class SkyvernTool:
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def __init__(self, agent: Optional[Agent] = None):
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if agent is None:
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agent = default_agent
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self.agent = agent
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def run_task(self) -> FunctionTool:
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task_tool_spec = SkyvernTaskToolSpec(agent=self.agent)
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return task_tool_spec.to_tool_list(["run_task"])[0]
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def dispatch_task(self) -> FunctionTool:
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task_tool_spec = SkyvernTaskToolSpec(agent=self.agent)
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return task_tool_spec.to_tool_list(["dispatch_task"])[0]
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def get_task(self) -> FunctionTool:
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task_tool_spec = SkyvernTaskToolSpec(agent=self.agent)
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return task_tool_spec.to_tool_list(["get_task"])[0]
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class SkyvernTaskToolSpec(BaseToolSpec):
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spec_functions: List[SPEC_FUNCTION_TYPE] = [
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"run_task",
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"dispatch_task",
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"get_task",
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]
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def __init__(
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self,
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*,
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agent: Optional[Agent] = None,
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engine: Literal["TaskV1", "TaskV2"] = settings.engine,
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run_task_timeout_seconds: int = settings.run_task_timeout_seconds,
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) -> None:
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if agent is None:
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agent = Agent()
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self.agent = agent
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self.engine = engine
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self.run_task_timeout_seconds = run_task_timeout_seconds
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# TODO: agent haven't exposed the task v1 generate function, we can migrate to use agent interface when it's available
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async def _generate_v1_task_request(self, user_prompt: str) -> TaskGenerationBase:
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llm_prompt = prompt_engine.load_prompt("generate-task", user_prompt=user_prompt)
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llm_response = await app.LLM_API_HANDLER(prompt=llm_prompt, prompt_name="generate-task")
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return TaskGenerationBase.model_validate(llm_response)
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async def run_task(self, user_prompt: str, url: Optional[str] = None) -> TaskResponse | ObserverTask:
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"""
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Use Skyvern agent to run a task. This function won't return until the task is finished.
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Args:
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user_prompt[str]: The user's prompt describing the task.
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url (Optional[str]): The URL of the target website for the task.
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"""
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if self.engine == "TaskV1":
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return await self.run_task_v1(user_prompt=user_prompt, url=url)
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else:
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return await self.run_task_v2(user_prompt=user_prompt, url=url)
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async def dispatch_task(self, user_prompt: str, url: Optional[str] = None) -> CreateTaskResponse | ObserverTask:
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"""
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Use Skyvern agent to dispatch a task. This function will return immediately and the task will be running in the background.
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Args:
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user_prompt[str]: The user's prompt describing the task.
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url (Optional[str]): The URL of the target website for the task.
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"""
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if self.engine == "TaskV1":
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return await self.dispatch_task_v1(user_prompt=user_prompt, url=url)
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else:
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return await self.dispatch_task_v2(user_prompt=user_prompt, url=url)
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async def get_task(self, task_id: str) -> TaskResponse | ObserverTask | None:
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"""
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Use Skyvern agent to get a task.
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Args:
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task_id[str]: The id of the task.
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"""
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if self.engine == "TaskV1":
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return await self.get_task_v1(task_id)
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else:
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return await self.get_task_v2(task_id)
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async def run_task_v1(self, user_prompt: str, url: Optional[str] = None) -> TaskResponse:
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task_generation = await self._generate_v1_task_request(user_prompt=user_prompt)
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task_request = TaskRequest.model_validate(task_generation, from_attributes=True)
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if url is not None:
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task_request.url = url
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return await self.agent.run_task(task_request=task_request, timeout_seconds=self.run_task_timeout_seconds)
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async def dispatch_task_v1(self, user_prompt: str, url: Optional[str] = None) -> CreateTaskResponse:
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task_generation = await self._generate_v1_task_request(user_prompt=user_prompt)
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task_request = TaskRequest.model_validate(task_generation, from_attributes=True)
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if url is not None:
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task_request.url = url
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return await self.agent.create_task(task_request=task_request)
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async def get_task_v1(self, task_id: str) -> TaskResponse | None:
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return await self.agent.get_task(task_id=task_id)
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async def run_task_v2(self, user_prompt: str, url: Optional[str] = None) -> ObserverTask:
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task_request = ObserverTaskRequest(user_prompt=user_prompt, url=url)
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return await self.agent.run_observer_task_v_2(
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task_request=task_request, timeout_seconds=self.run_task_timeout_seconds
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)
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async def dispatch_task_v2(self, user_prompt: str, url: Optional[str] = None) -> ObserverTask:
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task_request = ObserverTaskRequest(user_prompt=user_prompt, url=url)
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return await self.agent.observer_task_v_2(task_request=task_request)
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async def get_task_v2(self, task_id: str) -> ObserverTask | None:
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return await self.agent.get_observer_task_v_2(task_id=task_id)
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