open-webui/backend/main.py
2024-03-09 20:12:32 -08:00

255 lines
8.2 KiB
Python

from bs4 import BeautifulSoup
import json
import markdown
import time
import os
import sys
import requests
from fastapi import FastAPI, Request, Depends, status
from fastapi.staticfiles import StaticFiles
from fastapi import HTTPException
from fastapi.middleware.wsgi import WSGIMiddleware
from fastapi.middleware.cors import CORSMiddleware
from starlette.exceptions import HTTPException as StarletteHTTPException
from starlette.middleware.base import BaseHTTPMiddleware
from apps.ollama.main import app as ollama_app
from apps.openai.main import app as openai_app
from apps.litellm.main import app as litellm_app, startup as litellm_app_startup
from apps.audio.main import app as audio_app
from apps.images.main import app as images_app
from apps.rag.main import app as rag_app
from apps.web.main import app as webui_app
from apps.rag.utils import query_doc, query_collection, rag_template
from config import WEBUI_NAME, ENV, VERSION, CHANGELOG, FRONTEND_BUILD_DIR
from constants import ERROR_MESSAGES
class SPAStaticFiles(StaticFiles):
async def get_response(self, path: str, scope):
try:
return await super().get_response(path, scope)
except (HTTPException, StarletteHTTPException) as ex:
if ex.status_code == 404:
return await super().get_response("index.html", scope)
else:
raise ex
app = FastAPI(docs_url="/docs" if ENV == "dev" else None, redoc_url=None)
origins = ["*"]
app.add_middleware(
CORSMiddleware,
allow_origins=origins,
allow_credentials=True,
allow_methods=["*"],
allow_headers=["*"],
)
@app.on_event("startup")
async def on_startup():
await litellm_app_startup()
class RAGMiddleware(BaseHTTPMiddleware):
async def dispatch(self, request: Request, call_next):
if request.method == "POST" and (
"/api/chat" in request.url.path or "/chat/completions" in request.url.path
):
print(request.url.path)
# Read the original request body
body = await request.body()
# Decode body to string
body_str = body.decode("utf-8")
# Parse string to JSON
data = json.loads(body_str) if body_str else {}
# Example: Add a new key-value pair or modify existing ones
# data["modified"] = True # Example modification
if "docs" in data:
docs = data["docs"]
print(docs)
last_user_message_idx = None
for i in range(len(data["messages"]) - 1, -1, -1):
if data["messages"][i]["role"] == "user":
last_user_message_idx = i
break
user_message = data["messages"][last_user_message_idx]
if isinstance(user_message["content"], list):
# Handle list content input
content_type = "list"
query = ""
for content_item in user_message["content"]:
if content_item["type"] == "text":
query = content_item["text"]
break
elif isinstance(user_message["content"], str):
# Handle text content input
content_type = "text"
query = user_message["content"]
else:
# Fallback in case the input does not match expected types
content_type = None
query = ""
relevant_contexts = []
for doc in docs:
context = None
try:
if doc["type"] == "collection":
context = query_collection(
collection_names=doc["collection_names"],
query=query,
k=rag_app.state.TOP_K,
embedding_function=rag_app.state.sentence_transformer_ef,
)
else:
context = query_doc(
collection_name=doc["collection_name"],
query=query,
k=rag_app.state.TOP_K,
embedding_function=rag_app.state.sentence_transformer_ef,
)
except Exception as e:
print(e)
context = None
relevant_contexts.append(context)
context_string = ""
for context in relevant_contexts:
if context:
context_string += " ".join(context["documents"][0]) + "\n"
ra_content = rag_template(
template=rag_app.state.RAG_TEMPLATE,
context=context_string,
query=query,
)
if content_type == "list":
new_content = []
for content_item in user_message["content"]:
if content_item["type"] == "text":
# Update the text item's content with ra_content
new_content.append({"type": "text", "text": ra_content})
else:
# Keep other types of content as they are
new_content.append(content_item)
new_user_message = {**user_message, "content": new_content}
else:
new_user_message = {
**user_message,
"content": ra_content,
}
data["messages"][last_user_message_idx] = new_user_message
del data["docs"]
print(data["messages"])
modified_body_bytes = json.dumps(data).encode("utf-8")
# Create a new request with the modified body
scope = request.scope
scope["body"] = modified_body_bytes
request = Request(scope, receive=lambda: self._receive(modified_body_bytes))
response = await call_next(request)
return response
async def _receive(self, body: bytes):
return {"type": "http.request", "body": body, "more_body": False}
app.add_middleware(RAGMiddleware)
@app.middleware("http")
async def check_url(request: Request, call_next):
start_time = int(time.time())
response = await call_next(request)
process_time = int(time.time()) - start_time
response.headers["X-Process-Time"] = str(process_time)
return response
app.mount("/api/v1", webui_app)
app.mount("/litellm/api", litellm_app)
app.mount("/ollama", ollama_app)
app.mount("/openai/api", openai_app)
app.mount("/images/api/v1", images_app)
app.mount("/audio/api/v1", audio_app)
app.mount("/rag/api/v1", rag_app)
@app.get("/api/config")
async def get_app_config():
return {
"status": True,
"name": WEBUI_NAME,
"version": VERSION,
"images": images_app.state.ENABLED,
"default_models": webui_app.state.DEFAULT_MODELS,
"default_prompt_suggestions": webui_app.state.DEFAULT_PROMPT_SUGGESTIONS,
}
@app.get("/api/version")
async def get_app_config():
return {
"version": VERSION,
}
@app.get("/api/changelog")
async def get_app_changelog():
return CHANGELOG
@app.get("/api/version/updates")
async def get_app_latest_release_version():
try:
response = requests.get(
f"https://api.github.com/repos/open-webui/open-webui/releases/latest"
)
response.raise_for_status()
latest_version = response.json()["tag_name"]
return {"current": VERSION, "latest": latest_version[1:]}
except Exception as e:
raise HTTPException(
status_code=status.HTTP_503_SERVICE_UNAVAILABLE,
detail=ERROR_MESSAGES.RATE_LIMIT_EXCEEDED,
)
app.mount("/static", StaticFiles(directory="static"), name="static")
app.mount("/cache", StaticFiles(directory="data/cache"), name="cache")
app.mount(
"/",
SPAStaticFiles(directory=FRONTEND_BUILD_DIR, html=True),
name="spa-static-files",
)