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main.py
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import json
from http import HTTPStatus
from math import ceil
from pathlib import Path
from typing import Optional
import alembic.command
import alembic.config
import fastapi
import redis.asyncio as redis
from fastapi_limiter import FastAPILimiter
from loguru import logger
from oasst_backend.api.deps import get_dummy_api_client
from oasst_backend.api.v1.api import api_router
from oasst_backend.api.v1.utils import prepare_conversation
from oasst_backend.config import settings
from oasst_backend.database import engine
from oasst_backend.models import message_tree_state
from oasst_backend.prompt_repository import PromptRepository, TaskRepository, UserRepository
from oasst_backend.tree_manager import TreeManager, TreeManagerConfiguration
from oasst_shared.exceptions import OasstError, OasstErrorCode
from oasst_shared.schemas import protocol as protocol_schema
from pydantic import BaseModel
from sqlmodel import Session
from starlette.middleware.cors import CORSMiddleware
app = fastapi.FastAPI(title=settings.PROJECT_NAME, openapi_url=f"{settings.API_V1_STR}/openapi.json")
@app.exception_handler(OasstError)
async def oasst_exception_handler(request: fastapi.Request, ex: OasstError):
logger.error(f"{request.method} {request.url} failed: {repr(ex)}")
return fastapi.responses.JSONResponse(
status_code=int(ex.http_status_code),
content=protocol_schema.OasstErrorResponse(
message=ex.message,
error_code=OasstErrorCode(ex.error_code),
).dict(),
)
@app.exception_handler(Exception)
async def unhandled_exception_handler(request: fastapi.Request, ex: Exception):
logger.exception(f"{request.method} {request.url} failed [UNHANDLED]: {repr(ex)}")
status = HTTPStatus.INTERNAL_SERVER_ERROR
return fastapi.responses.JSONResponse(
status_code=status.value, content={"message": status.name, "error_code": OasstErrorCode.GENERIC_ERROR}
)
# Set all CORS enabled origins
if settings.BACKEND_CORS_ORIGINS:
app.add_middleware(
CORSMiddleware,
allow_origins=[str(origin) for origin in settings.BACKEND_CORS_ORIGINS],
allow_credentials=True,
allow_methods=["*"],
allow_headers=["*"],
)
if settings.UPDATE_ALEMBIC:
@app.on_event("startup")
def alembic_upgrade():
logger.info("Attempting to upgrade alembic on startup")
try:
alembic_ini_path = Path(__file__).parent / "alembic.ini"
alembic_cfg = alembic.config.Config(str(alembic_ini_path))
alembic_cfg.set_main_option("sqlalchemy.url", settings.DATABASE_URI)
alembic.command.upgrade(alembic_cfg, "head")
logger.info("Successfully upgraded alembic on startup")
except Exception:
logger.exception("Alembic upgrade failed on startup")
if settings.RATE_LIMIT:
@app.on_event("startup")
async def connect_redis():
async def http_callback(request: fastapi.Request, response: fastapi.Response, pexpire: int):
"""Error callback function when too many requests"""
expire = ceil(pexpire / 1000)
raise OasstError(
f"Too Many Requests. Retry After {expire} seconds.",
OasstErrorCode.TOO_MANY_REQUESTS,
HTTPStatus.TOO_MANY_REQUESTS,
)
try:
redis_client = redis.from_url(
f"redis://{settings.REDIS_HOST}:{settings.REDIS_PORT}/0", encoding="utf-8", decode_responses=True
)
logger.info(f"Connected to {redis_client=}")
await FastAPILimiter.init(redis_client, http_callback=http_callback)
except Exception:
logger.exception("Failed to establish Redis connection")
if settings.DEBUG_USE_SEED_DATA:
@app.on_event("startup")
def seed_data():
class DummyMessage(BaseModel):
task_message_id: str
user_message_id: str
parent_message_id: Optional[str]
text: str
role: str
tree_state: Optional[message_tree_state.State]
try:
logger.info("Seed data check began")
with Session(engine) as db:
api_client = get_dummy_api_client(db)
dummy_user = protocol_schema.User(id="__dummy_user__", display_name="Dummy User", auth_method="local")
ur = UserRepository(db=db, api_client=api_client)
tr = TaskRepository(db=db, api_client=api_client, client_user=dummy_user, user_repository=ur)
pr = PromptRepository(
db=db, api_client=api_client, client_user=dummy_user, user_repository=ur, task_repository=tr
)
tm = TreeManager(db, pr, TreeManagerConfiguration())
with open(settings.DEBUG_USE_SEED_DATA_PATH) as f:
dummy_messages_raw = json.load(f)
dummy_messages = [DummyMessage(**dm) for dm in dummy_messages_raw]
for msg in dummy_messages:
task = tr.fetch_task_by_frontend_message_id(msg.task_message_id)
if task and not task.ack:
logger.warning("Deleting unacknowledged seed data task")
db.delete(task)
task = None
if not task:
if msg.parent_message_id is None:
task = tr.store_task(
protocol_schema.InitialPromptTask(hint=""), message_tree_id=None, parent_message_id=None
)
else:
parent_message = pr.fetch_message_by_frontend_message_id(
msg.parent_message_id, fail_if_missing=True
)
conversation_messages = pr.fetch_message_conversation(parent_message)
conversation = prepare_conversation(conversation_messages)
if msg.role == "assistant":
task = tr.store_task(
protocol_schema.AssistantReplyTask(conversation=conversation),
message_tree_id=parent_message.message_tree_id,
parent_message_id=parent_message.id,
)
else:
task = tr.store_task(
protocol_schema.PrompterReplyTask(conversation=conversation),
message_tree_id=parent_message.message_tree_id,
parent_message_id=parent_message.id,
)
tr.bind_frontend_message_id(task.id, msg.task_message_id)
message = pr.store_text_reply(
msg.text,
msg.task_message_id,
msg.user_message_id,
review_count=5,
review_result=True,
check_tree_state=False,
)
if message.parent_id is None:
tm._insert_default_state(
root_message_id=message.id, state=msg.tree_state or message_tree_state.State.GROWING
)
db.commit()
logger.info(
f"Inserted: message_id: {message.id}, payload: {message.payload.payload}, parent_message_id: {message.parent_id}"
)
else:
logger.debug(f"seed data task found: {task.id}")
logger.info("Seed data check completed")
except Exception:
logger.exception("Seed data insertion failed")
@app.on_event("startup")
def ensure_tree_states():
try:
logger.info("Startup: TreeManager.ensure_tree_states()")
cfg = TreeManagerConfiguration() # TODO: decide where config is stored, e.g. load form json/yaml file
with Session(engine) as db:
tm = TreeManager(db, None, configuration=cfg)
tm.ensure_tree_states()
except Exception:
logger.exception("TreeManager.ensure_tree_states() failed.")
app.include_router(api_router, prefix=settings.API_V1_STR)
def get_openapi_schema():
return json.dumps(app.openapi())
def main():
# Importing here so we don't import packages unnecessarily if we're
# importing main as a module.
import argparse
import uvicorn
parser = argparse.ArgumentParser()
parser.add_argument(
"--print-openapi-schema",
help="Dumps the openapi schema to stdout",
action=argparse.BooleanOptionalAction,
)
parser.add_argument("--host", help="The host to run the server", default="0.0.0.0")
parser.add_argument("--port", help="The port to run the server", default=8080)
args = parser.parse_args()
if args.print_openapi_schema:
print(get_openapi_schema())
else:
uvicorn.run(app, host=args.host, port=args.port)
if __name__ == "__main__":
main()