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from fastapi import FastAPI, WebSocket, HTTPException, WebSocketDisconnect |
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from fastapi.responses import StreamingResponse, JSONResponse |
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from fastapi.middleware.cors import CORSMiddleware |
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from fastapi.staticfiles import StaticFiles |
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from fastapi import Request |
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import markdown2 |
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import logging |
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from config import config, Args |
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from connection_manager import ConnectionManager, ServerFullException |
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import uuid |
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import time |
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from types import SimpleNamespace |
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from util import pil_to_frame, bytes_to_pil, is_firefox, get_pipeline_class |
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from device import device, torch_dtype |
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import asyncio |
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import os |
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import time |
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import torch |
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THROTTLE = 1.0 / 120 |
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class App: |
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def __init__(self, config: Args, pipeline): |
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self.args = config |
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self.pipeline = pipeline |
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self.app = FastAPI() |
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self.conn_manager = ConnectionManager() |
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self.init_app() |
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def init_app(self): |
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self.app.add_middleware( |
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CORSMiddleware, |
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allow_origins=["*"], |
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allow_credentials=True, |
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allow_methods=["*"], |
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allow_headers=["*"], |
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) |
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@self.app.websocket("/api/ws/{user_id}") |
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async def websocket_endpoint(user_id: uuid.UUID, websocket: WebSocket): |
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try: |
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await self.conn_manager.connect( |
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user_id, websocket, self.args.max_queue_size |
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) |
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await handle_websocket_data(user_id) |
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except ServerFullException as e: |
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logging.error(f"Server Full: {e}") |
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finally: |
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await self.conn_manager.disconnect(user_id) |
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logging.info(f"User disconnected: {user_id}") |
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async def handle_websocket_data(user_id: uuid.UUID): |
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if not self.conn_manager.check_user(user_id): |
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return HTTPException(status_code=404, detail="User not found") |
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last_time = time.time() |
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try: |
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while True: |
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if ( |
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self.args.timeout > 0 |
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and time.time() - last_time > self.args.timeout |
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): |
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await self.conn_manager.send_json( |
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user_id, |
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{ |
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"status": "timeout", |
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"message": "Your session has ended", |
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}, |
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) |
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await self.conn_manager.disconnect(user_id) |
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return |
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data = await self.conn_manager.receive_json(user_id) |
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if data["status"] == "next_frame": |
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info = pipeline.Info() |
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params = await self.conn_manager.receive_json(user_id) |
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params = pipeline.InputParams(**params) |
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params = SimpleNamespace(**params.dict()) |
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if info.input_mode == "image": |
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image_data = await self.conn_manager.receive_bytes(user_id) |
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if len(image_data) == 0: |
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await self.conn_manager.send_json( |
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user_id, {"status": "send_frame"} |
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) |
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continue |
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params.image = bytes_to_pil(image_data) |
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await self.conn_manager.update_data(user_id, params) |
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await self.conn_manager.send_json(user_id, {"status": "wait"}) |
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except Exception as e: |
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logging.error(f"Websocket Error: {e}, {user_id} ") |
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await self.conn_manager.disconnect(user_id) |
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@self.app.get("/api/queue") |
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async def get_queue_size(): |
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queue_size = self.conn_manager.get_user_count() |
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return JSONResponse({"queue_size": queue_size}) |
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@self.app.get("/api/stream/{user_id}") |
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async def stream(user_id: uuid.UUID, request: Request): |
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try: |
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async def generate(): |
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last_params = SimpleNamespace() |
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while True: |
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last_time = time.time() |
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await self.conn_manager.send_json( |
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user_id, {"status": "send_frame"} |
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) |
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params = await self.conn_manager.get_latest_data(user_id) |
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if params.__dict__ == last_params.__dict__ or params is None: |
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await asyncio.sleep(THROTTLE) |
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continue |
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last_params = params |
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image = pipeline.predict(params) |
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if image is None: |
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continue |
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frame = pil_to_frame(image) |
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yield frame |
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if not is_firefox(request.headers["user-agent"]): |
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yield frame |
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if self.args.debug: |
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print(f"Time taken: {time.time() - last_time}") |
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return StreamingResponse( |
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generate(), |
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media_type="multipart/x-mixed-replace;boundary=frame", |
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headers={"Cache-Control": "no-cache"}, |
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) |
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except Exception as e: |
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logging.error(f"Streaming Error: {e}, {user_id} ") |
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return HTTPException(status_code=404, detail="User not found") |
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@self.app.get("/api/settings") |
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async def settings(): |
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info_schema = pipeline.Info.schema() |
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info = pipeline.Info() |
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if info.page_content: |
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page_content = markdown2.markdown(info.page_content) |
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input_params = pipeline.InputParams.schema() |
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return JSONResponse( |
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{ |
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"info": info_schema, |
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"input_params": input_params, |
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"max_queue_size": self.args.max_queue_size, |
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"page_content": page_content if info.page_content else "", |
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} |
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) |
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if not os.path.exists("public"): |
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os.makedirs("public") |
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self.app.mount( |
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"/", StaticFiles(directory="frontend/public", html=True), name="public" |
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) |
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pipeline_class = get_pipeline_class(config.pipeline) |
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pipeline = pipeline_class(config, device, torch_dtype) |
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app = App(config, pipeline).app |
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if __name__ == "__main__": |
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import uvicorn |
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uvicorn.run( |
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"main:app", |
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host=config.host, |
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port=config.port, |
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reload=config.reload, |
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ssl_certfile=config.ssl_certfile, |
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ssl_keyfile=config.ssl_keyfile, |
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) |
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