langflow/src/backend/langflow/api/v1/endpoints.py
2024-02-29 19:27:30 -03:00

268 lines
9.2 KiB
Python

from http import HTTPStatus
from typing import Annotated, Any, List, Optional, Union
import sqlalchemy as sa
from fastapi import APIRouter, Body, Depends, HTTPException, UploadFile, status
from loguru import logger
from sqlmodel import Session, select
from langflow.api.utils import update_frontend_node_with_template_values
from langflow.api.v1.schemas import (
CustomComponentCode,
InputValueRequest,
ProcessResponse,
RunResponse,
TaskStatusResponse,
UploadFileResponse,
)
from langflow.interface.custom.custom_component import CustomComponent
from langflow.interface.custom.directory_reader import DirectoryReader
from langflow.interface.custom.utils import build_custom_component_template
from langflow.processing.process import process_tweaks, run_graph
from langflow.services.auth.utils import api_key_security, get_current_active_user
from langflow.services.cache.utils import save_uploaded_file
from langflow.services.database.models.flow import Flow
from langflow.services.database.models.user.model import User
from langflow.services.deps import (
get_session,
get_session_service,
get_settings_service,
get_task_service,
)
from langflow.services.session.service import SessionService
from langflow.services.task.service import TaskService
# build router
router = APIRouter(tags=["Base"])
@router.get("/all", dependencies=[Depends(get_current_active_user)])
def get_all(
settings_service=Depends(get_settings_service),
):
from langflow.interface.types import get_all_types_dict
logger.debug("Building langchain types dict")
try:
all_types_dict = get_all_types_dict(settings_service)
return all_types_dict
except Exception as exc:
raise HTTPException(status_code=500, detail=str(exc)) from exc
@router.post(
"/run/{flow_id}", response_model=RunResponse, response_model_exclude_none=True
)
async def run_flow_with_caching(
session: Annotated[Session, Depends(get_session)],
flow_id: str,
inputs: Optional[InputValueRequest] = None,
tweaks: Optional[dict] = None,
stream: Annotated[bool, Body(embed=True)] = False, # noqa: F821
session_id: Annotated[Union[None, str], Body(embed=True)] = None, # noqa: F821
api_key_user: User = Depends(api_key_security),
session_service: SessionService = Depends(get_session_service),
):
try:
if inputs is not None:
input_values_dict: dict[str, Union[str, list[str]]] = inputs.model_dump()
else:
input_values_dict = {}
if session_id:
session_data = await session_service.load_session(
session_id, flow_id=flow_id
)
graph, artifacts = session_data if session_data else (None, None)
task_result: Any = None
if not graph:
raise ValueError("Graph not found in the session")
task_result, session_id = await run_graph(
graph=graph,
flow_id=flow_id,
session_id=session_id,
inputs=input_values_dict,
artifacts=artifacts,
session_service=session_service,
stream=stream,
)
else:
# Get the flow that matches the flow_id and belongs to the user
# flow = session.query(Flow).filter(Flow.id == flow_id).filter(Flow.user_id == api_key_user.id).first()
flow = session.exec(
select(Flow)
.where(Flow.id == flow_id)
.where(Flow.user_id == api_key_user.id)
).first()
if flow is None:
raise ValueError(f"Flow {flow_id} not found")
if flow.data is None:
raise ValueError(f"Flow {flow_id} has no data")
graph_data = flow.data
graph_data = process_tweaks(graph_data, tweaks or {})
task_result, session_id = await run_graph(
graph=graph_data,
flow_id=flow_id,
session_id=session_id,
inputs=input_values_dict,
artifacts={},
session_service=session_service,
stream=stream,
)
return RunResponse(outputs=task_result, session_id=session_id)
except sa.exc.StatementError as exc:
# StatementError('(builtins.ValueError) badly formed hexadecimal UUID string')
if "badly formed hexadecimal UUID string" in str(exc):
# This means the Flow ID is not a valid UUID which means it can't find the flow
raise HTTPException(
status_code=status.HTTP_404_NOT_FOUND, detail=str(exc)
) from exc
except ValueError as exc:
if f"Flow {flow_id} not found" in str(exc):
raise HTTPException(
status_code=status.HTTP_404_NOT_FOUND, detail=str(exc)
) from exc
else:
raise HTTPException(
status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail=str(exc)
) from exc
@router.post(
"/predict/{flow_id}",
response_model=ProcessResponse,
dependencies=[Depends(api_key_security)],
)
@router.post(
"/process/{flow_id}",
response_model=ProcessResponse,
)
async def process(
session: Annotated[Session, Depends(get_session)],
flow_id: str,
inputs: Optional[Union[List[dict], dict]] = None,
tweaks: Optional[dict] = None,
clear_cache: Annotated[bool, Body(embed=True)] = False, # noqa: F821
session_id: Annotated[Union[None, str], Body(embed=True)] = None, # noqa: F821
task_service: "TaskService" = Depends(get_task_service),
api_key_user: User = Depends(api_key_security),
sync: Annotated[bool, Body(embed=True)] = True, # noqa: F821
session_service: SessionService = Depends(get_session_service),
):
"""
Endpoint to process an input with a given flow_id.
"""
# Raise a depreciation warning
logger.warning(
"The /process endpoint is deprecated and will be removed in a future version. "
"Please use /run instead."
)
raise HTTPException(
status_code=status.HTTP_400_BAD_REQUEST,
detail="The /process endpoint is deprecated and will be removed in a future version. "
"Please use /run instead.",
)
@router.get("/task/{task_id}", response_model=TaskStatusResponse)
async def get_task_status(task_id: str):
task_service = get_task_service()
task = task_service.get_task(task_id)
result = None
if task is None:
raise HTTPException(status_code=404, detail="Task not found")
if task.ready():
result = task.result
# If result isinstance of Exception, can we get the traceback?
if isinstance(result, Exception):
logger.exception(task.traceback)
if isinstance(result, dict) and "result" in result:
result = result["result"]
elif hasattr(result, "result"):
result = result.result
if task.status == "FAILURE":
result = str(task.result)
logger.error(f"Task {task_id} failed: {task.traceback}")
return TaskStatusResponse(status=task.status, result=result)
@router.post(
"/upload/{flow_id}",
response_model=UploadFileResponse,
status_code=HTTPStatus.CREATED,
)
async def create_upload_file(
file: UploadFile,
flow_id: str,
):
try:
file_path = save_uploaded_file(file, folder_name=flow_id)
return UploadFileResponse(
flowId=flow_id,
file_path=file_path,
)
except Exception as exc:
logger.error(f"Error saving file: {exc}")
raise HTTPException(status_code=500, detail=str(exc)) from exc
# get endpoint to return version of langflow
@router.get("/version")
def get_version():
from langflow import __version__
return {"version": __version__}
@router.post("/custom_component", status_code=HTTPStatus.OK)
async def custom_component(
raw_code: CustomComponentCode,
user: User = Depends(get_current_active_user),
):
component = CustomComponent(code=raw_code.code)
built_frontend_node = build_custom_component_template(component, user_id=user.id)
built_frontend_node = update_frontend_node_with_template_values(
built_frontend_node, raw_code.frontend_node
)
return built_frontend_node
@router.post("/custom_component/reload", status_code=HTTPStatus.OK)
async def reload_custom_component(
path: str, user: User = Depends(get_current_active_user)
):
from langflow.interface.custom.utils import build_custom_component_template
try:
reader = DirectoryReader("")
valid, content = reader.process_file(path)
if not valid:
raise ValueError(content)
extractor = CustomComponent(code=content)
return build_custom_component_template(extractor, user_id=user.id)
except Exception as exc:
raise HTTPException(status_code=400, detail=str(exc))
@router.post("/custom_component/update", status_code=HTTPStatus.OK)
async def custom_component_update(
raw_code: CustomComponentCode,
user: User = Depends(get_current_active_user),
):
component = CustomComponent(code=raw_code.code)
component_node = build_custom_component_template(
component, user_id=user.id, update_field=raw_code.field
)
# Update the field
return component_node