__main__.py 61.1 KB
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import argparse
import asyncio
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import base64
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import json
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import mimetypes
import os
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import re
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import tempfile
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import traceback
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import uuid
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from contextlib import asynccontextmanager

import uvicorn
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from fastapi import Depends, FastAPI, HTTPException, Request, WebSocket, WebSocketDisconnect
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from fastapi.middleware.cors import CORSMiddleware
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from fastapi.responses import FileResponse, HTMLResponse, JSONResponse, Response
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from fastapi.security import HTTPAuthorizationCredentials, HTTPBearer
from fastapi.staticfiles import StaticFiles
from loguru import logger
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from pydantic import BaseModel
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from lightx2v.deploy.common.audio_separator import AudioSeparator
from lightx2v.deploy.common.face_detector import FaceDetector
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from lightx2v.deploy.common.pipeline import Pipeline
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from lightx2v.deploy.common.podcasts import VolcEnginePodcastClient
from lightx2v.deploy.common.utils import check_params, data_name, fetch_resource, format_image_data, load_inputs
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from lightx2v.deploy.common.volcengine_tts import VolcEngineTTSClient
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from lightx2v.deploy.data_manager import LocalDataManager, S3DataManager
from lightx2v.deploy.queue_manager import LocalQueueManager, RabbitMQQueueManager
from lightx2v.deploy.server.auth import AuthManager
from lightx2v.deploy.server.metrics import MetricMonitor
from lightx2v.deploy.server.monitor import ServerMonitor, WorkerStatus
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from lightx2v.deploy.server.redis_monitor import RedisServerMonitor
from lightx2v.deploy.task_manager import FinishedStatus, LocalTaskManager, PostgresSQLTaskManager, TaskStatus
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from lightx2v.utils.service_utils import ProcessManager

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# =========================
# Pydantic Models
# =========================


class TTSRequest(BaseModel):
    text: str
    voice_type: str
    context_texts: str = ""
    emotion: str = ""
    emotion_scale: int = 3
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    speech_rate: int = 0
    pitch: int = 0
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    loudness_rate: int = 0
    resource_id: str = "seed-tts-1.0"


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class RefreshTokenRequest(BaseModel):
    refresh_token: str


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# =========================
# FastAPI Related Code
# =========================

model_pipelines = None
task_manager = None
data_manager = None
queue_manager = None
server_monitor = None
auth_manager = None
metrics_monitor = MetricMonitor()
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volcengine_tts_client = None
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volcengine_podcast_client = None
face_detector = None
audio_separator = None
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@asynccontextmanager
async def lifespan(app: FastAPI):
    await task_manager.init()
    await task_manager.mark_server_restart()
    await data_manager.init()
    await queue_manager.init()
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    await server_monitor.init()
    asyncio.create_task(server_monitor.loop())
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    yield
    await server_monitor.close()
    await queue_manager.close()
    await data_manager.close()
    await task_manager.close()


app = FastAPI(lifespan=lifespan)

app.add_middleware(
    CORSMiddleware,
    allow_origins=["*"],
    allow_credentials=True,
    allow_methods=["*"],
    allow_headers=["*"],
)


@app.exception_handler(HTTPException)
async def http_exception_handler(request: Request, exc: HTTPException):
    logger.error(f"HTTP Exception: {exc.status_code} - {exc.detail} for {request.url}")
    return JSONResponse(status_code=exc.status_code, content={"message": exc.detail})


static_dir = os.path.join(os.path.dirname(__file__), "static")
app.mount("/static", StaticFiles(directory=static_dir), name="static")
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# 添加assets目录的静态文件服务
assets_dir = os.path.join(os.path.dirname(__file__), "static", "assets")
app.mount("/assets", StaticFiles(directory=assets_dir), name="assets")
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security = HTTPBearer()


async def verify_user_access(credentials: HTTPAuthorizationCredentials = Depends(security)):
    token = credentials.credentials
    payload = auth_manager.verify_jwt_token(token)
    user_id = payload.get("user_id", None)
    if not user_id:
        raise HTTPException(status_code=401, detail="Invalid user")
    user = await task_manager.query_user(user_id)
    # logger.info(f"Verfiy user access: {payload}")
    if user is None or user["user_id"] != user_id:
        raise HTTPException(status_code=401, detail="Invalid user")
    return user


async def verify_user_access_from_query(request: Request):
    """从查询参数中验证用户访问权限"""
    # 首先尝试从 Authorization 头部获取 token
    auth_header = request.headers.get("Authorization")
    token = None

    if auth_header and auth_header.startswith("Bearer "):
        token = auth_header[7:]  # 移除 "Bearer " 前缀
    else:
        # 如果没有 Authorization 头部,尝试从查询参数获取
        token = request.query_params.get("token")

    payload = auth_manager.verify_jwt_token(token)
    user_id = payload.get("user_id", None)
    if not user_id:
        raise HTTPException(status_code=401, detail="Invalid user")
    user = await task_manager.query_user(user_id)
    if user is None or user["user_id"] != user_id:
        raise HTTPException(status_code=401, detail="Invalid user")
    return user


async def verify_worker_access(credentials: HTTPAuthorizationCredentials = Depends(security)):
    token = credentials.credentials
    if not auth_manager.verify_worker_token(token):
        raise HTTPException(status_code=403, detail="Invalid worker token")
    return True


def error_response(e, code):
    return JSONResponse({"message": f"error: {e}!"}, status_code=code)


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def format_user_response(user):
    return {
        "user_id": user.get("user_id"),
        "id": user.get("id"),
        "source": user.get("source"),
        "username": user.get("username") or "",
        "email": user.get("email") or "",
        "homepage": user.get("homepage") or "",
        "avatar_url": user.get("avatar_url") or "",
    }


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def guess_file_type(name, default_type):
    content_type, _ = mimetypes.guess_type(name)
    if content_type is None:
        content_type = default_type
    return content_type


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@app.get("/", response_class=HTMLResponse)
async def root():
    with open(os.path.join(static_dir, "index.html"), "r", encoding="utf-8") as f:
        return HTMLResponse(content=f.read())


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@app.get("/sitemap.xml", response_class=HTMLResponse)
async def sitemap():
    with open(os.path.join(os.path.dirname(__file__), "frontend", "dist", "sitemap.xml"), "r", encoding="utf-8") as f:
        return HTMLResponse(content=f.read())


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@app.get("/auth/login/github")
async def github_auth(request: Request):
    client_id = auth_manager.github_client_id
    redirect_uri = f"{request.base_url}"
    auth_url = f"https://github.com/login/oauth/authorize?client_id={client_id}&redirect_uri={redirect_uri}"
    return {"auth_url": auth_url}


@app.get("/auth/callback/github")
async def github_callback(request: Request):
    try:
        code = request.query_params.get("code")
        if not code:
            return error_response("Missing authorization code", 400)
        user_info = await auth_manager.auth_github(code)
        user_id = await task_manager.create_user(user_info)
        user_info["user_id"] = user_id
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        user_response = format_user_response(user_info)
        access_token, refresh_token = auth_manager.create_tokens(user_response)
        logger.info(f"GitHub callback: user_info: {user_response}, access token issued")
        return {"access_token": access_token, "refresh_token": refresh_token, "user_info": user_response}
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    except Exception as e:
        traceback.print_exc()
        return error_response(str(e), 500)


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@app.get("/auth/login/google")
async def google_auth(request: Request):
    client_id = auth_manager.google_client_id
    redirect_uri = auth_manager.google_redirect_uri
    auth_url = f"https://accounts.google.com/o/oauth2/v2/auth?client_id={client_id}&redirect_uri={redirect_uri}&response_type=code&scope=openid%20email%20profile&access_type=offline"
    logger.info(f"Google auth: auth_url: {auth_url}")
    return {"auth_url": auth_url}


@app.get("/auth/callback/google")
async def google_callback(request: Request):
    try:
        code = request.query_params.get("code")
        if not code:
            return error_response("Missing authorization code", 400)
        user_info = await auth_manager.auth_google(code)
        user_id = await task_manager.create_user(user_info)
        user_info["user_id"] = user_id
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        user_response = format_user_response(user_info)
        access_token, refresh_token = auth_manager.create_tokens(user_response)
        logger.info(f"Google callback: user_info: {user_response}, access token issued")
        return {"access_token": access_token, "refresh_token": refresh_token, "user_info": user_response}
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    except Exception as e:
        traceback.print_exc()
        return error_response(str(e), 500)


@app.get("/auth/login/sms")
async def sms_auth(request: Request):
    try:
        phone_number = request.query_params.get("phone_number")
        if not phone_number:
            return error_response("Missing phone number", 400)
        ok = await auth_manager.send_sms(phone_number)
        if not ok:
            return error_response("SMS send failed", 400)
        return {"msg": "SMS send successfully"}
    except Exception as e:
        traceback.print_exc()
        return error_response(str(e), 500)


@app.get("/auth/callback/sms")
async def sms_callback(request: Request):
    try:
        phone_number = request.query_params.get("phone_number")
        verify_code = request.query_params.get("verify_code")
        if not phone_number or not verify_code:
            return error_response("Missing phone number or verify code", 400)
        user_info = await auth_manager.check_sms(phone_number, verify_code)
        if not user_info:
            return error_response("SMS verify failed", 400)

        user_id = await task_manager.create_user(user_info)
        user_info["user_id"] = user_id
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        user_response = format_user_response(user_info)
        access_token, refresh_token = auth_manager.create_tokens(user_response)
        logger.info(f"SMS callback: user_info: {user_response}, access token issued")
        return {"access_token": access_token, "refresh_token": refresh_token, "user_info": user_response}

    except Exception as e:
        traceback.print_exc()
        return error_response(str(e), 500)
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@app.post("/auth/refresh")
async def refresh_access_token(request: RefreshTokenRequest):
    try:
        payload = auth_manager.verify_refresh_token(request.refresh_token)
        user_id = payload.get("user_id")
        if not user_id:
            raise HTTPException(status_code=401, detail="Invalid refresh token")
        user = await task_manager.query_user(user_id)
        if user is None or user.get("user_id") != user_id:
            raise HTTPException(status_code=401, detail="Invalid user")
        user_info = format_user_response(user)
        access_token, refresh_token = auth_manager.create_tokens(user_info)
        return {"access_token": access_token, "refresh_token": refresh_token, "user_info": user_info}
    except HTTPException as exc:
        raise exc
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    except Exception as e:
        traceback.print_exc()
        return error_response(str(e), 500)


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async def prepare_subtasks(task_id):
    # schedule next subtasks and pend, put to message queue
    subtasks = await task_manager.next_subtasks(task_id)
    for sub in subtasks:
        logger.info(f"Prepare ready subtask: ({task_id}, {sub['worker_name']})")
        r = await queue_manager.put_subtask(sub)
        assert r, "put subtask to queue error"
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        await server_monitor.pending_subtasks_add(sub["queue"], sub["task_id"])
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def format_task(task):
    task["status"] = task["status"].name
    task["model_cls"] = model_pipelines.outer_model_name(task["model_cls"])


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@app.get("/api/v1/model/list")
async def api_v1_model_list(user=Depends(verify_user_access)):
    try:
        return {"models": model_pipelines.get_model_lists()}
    except Exception as e:
        traceback.print_exc()
        return error_response(str(e), 500)


@app.post("/api/v1/task/submit")
async def api_v1_task_submit(request: Request, user=Depends(verify_user_access)):
    task_id = None
    try:
        msg = await server_monitor.check_user_busy(user["user_id"], active_new_task=True)
        if msg is not True:
            return error_response(msg, 400)
        params = await request.json()
        keys = [params.pop("task"), params.pop("model_cls"), params.pop("stage")]
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        keys[1] = model_pipelines.inner_model_name(keys[1])
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        assert len(params["prompt"]) > 0, "valid prompt is required"

        # get worker infos, model input names
        workers = model_pipelines.get_workers(keys)
        inputs = model_pipelines.get_inputs(keys)
        outputs = model_pipelines.get_outputs(keys)
        types = model_pipelines.get_types(keys)
        check_params(params, inputs, outputs, types)

        # check if task can be published to queues
        queues = [v["queue"] for v in workers.values()]
        wait_time = await server_monitor.check_queue_busy(keys, queues)
        if wait_time is None:
            return error_response(f"Queue busy, please try again later", 500)

        # process multimodal inputs data
        inputs_data = await load_inputs(params, inputs, types)

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        # init task (we need task_id before preprocessing to save processed files)
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        task_id = await task_manager.create_task(keys, workers, params, inputs, outputs, user["user_id"])
        logger.info(f"Submit task: {task_id} {params}")

        # save multimodal inputs data
        for inp, data in inputs_data.items():
            await data_manager.save_bytes(data, data_name(inp, task_id))

        await prepare_subtasks(task_id)
        return {"task_id": task_id, "workers": workers, "params": params, "wait_time": wait_time}

    except Exception as e:
        traceback.print_exc()
        if task_id:
            await task_manager.finish_subtasks(task_id, TaskStatus.FAILED, fail_msg=f"submit failed: {e}")
        return error_response(str(e), 500)


@app.get("/api/v1/task/query")
async def api_v1_task_query(request: Request, user=Depends(verify_user_access)):
    try:
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        if "task_ids" in request.query_params:
            task_ids = request.query_params["task_ids"].split(",")
            tasks = []
            for task_id in task_ids:
                task_id = task_id.strip()
                if task_id:
                    task, subtasks = await task_manager.query_task(task_id, user["user_id"], only_task=False)
                    if task is not None:
                        task["subtasks"] = await server_monitor.format_subtask(subtasks)
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                        format_task(task)
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                        tasks.append(task)
            return {"tasks": tasks}

        # 单个任务查询
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        task_id = request.query_params["task_id"]
        task, subtasks = await task_manager.query_task(task_id, user["user_id"], only_task=False)
        if task is None:
            return error_response(f"Task {task_id} not found", 404)
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        task["subtasks"] = await server_monitor.format_subtask(subtasks)
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        format_task(task)
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        return task
    except Exception as e:
        traceback.print_exc()
        return error_response(str(e), 500)


@app.get("/api/v1/task/list")
async def api_v1_task_list(request: Request, user=Depends(verify_user_access)):
    try:
        user_id = user["user_id"]
        page = int(request.query_params.get("page", 1))
        page_size = int(request.query_params.get("page_size", 10))
        assert page > 0 and page_size > 0, "page and page_size must be greater than 0"
        status_filter = request.query_params.get("status", None)

        query_params = {"user_id": user_id}
        if status_filter and status_filter != "ALL":
            query_params["status"] = TaskStatus[status_filter.upper()]

        total_tasks = await task_manager.list_tasks(count=True, **query_params)
        total_pages = (total_tasks + page_size - 1) // page_size
        page_info = {"page": page, "page_size": page_size, "total": total_tasks, "total_pages": total_pages}
        if page > total_pages:
            return {"tasks": [], "pagination": page_info}

        query_params["offset"] = (page - 1) * page_size
        query_params["limit"] = page_size

        tasks = await task_manager.list_tasks(**query_params)
        for task in tasks:
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            format_task(task)
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        return {"tasks": tasks, "pagination": page_info}
    except Exception as e:
        traceback.print_exc()
        return error_response(str(e), 500)


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@app.get("/api/v1/task/result_url")
async def api_v1_task_result_url(request: Request, user=Depends(verify_user_access)):
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    try:
        name = request.query_params["name"]
        task_id = request.query_params["task_id"]
        task = await task_manager.query_task(task_id, user_id=user["user_id"])
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        assert task is not None, f"Task {task_id} not found"
        assert task["status"] == TaskStatus.SUCCEED, f"Task {task_id} not succeed"
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        assert name in task["outputs"], f"Output {name} not found in task {task_id}"
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        assert name not in task["params"], f"Output {name} is a stream"
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        url = await data_manager.presign_url(task["outputs"][name])
        if url is None:
            url = f"./assets/task/result?task_id={task_id}&name={name}"
        return {"url": url}
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    except Exception as e:
        traceback.print_exc()
        return error_response(str(e), 500)


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@app.get("/api/v1/task/input_url")
async def api_v1_task_input_url(request: Request, user=Depends(verify_user_access)):
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    try:
        name = request.query_params["name"]
        task_id = request.query_params["task_id"]
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        filename = request.query_params.get("filename", None)

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        task = await task_manager.query_task(task_id, user_id=user["user_id"])
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        assert task is not None, f"Task {task_id} not found"
        assert name in task["inputs"], f"Input {name} not found in task {task_id}"
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        if name in task["params"]:
            return error_response(f"Input {name} is a stream", 400)

        # eg, multi person audio directory input
        if filename is not None:
            extra_inputs = task["params"]["extra_inputs"][name]
            name = f"{name}/{filename}"
            assert name in task["inputs"], f"Extra input {name} not found in task {task_id}"
            assert name in extra_inputs, f"Filename {filename} not found in extra inputs"
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        url = await data_manager.presign_url(task["inputs"][name])
        if url is None:
            url = f"./assets/task/input?task_id={task_id}&name={name}"
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            if filename is not None:
                url += f"&filename={filename}"
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        return {"url": url}
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    except Exception as e:
        traceback.print_exc()
        return error_response(str(e), 500)


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@app.get("/assets/task/result")
async def assets_task_result(request: Request, user=Depends(verify_user_access_from_query)):
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    try:
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        name = request.query_params["name"]
        task_id = request.query_params["task_id"]
        task = await task_manager.query_task(task_id, user_id=user["user_id"])
        assert task is not None, f"Task {task_id} not found"
        assert task["status"] == TaskStatus.SUCCEED, f"Task {task_id} not succeed"
        assert name in task["outputs"], f"Output {name} not found in task {task_id}"
        assert name not in task["params"], f"Output {name} is a stream"
        data = await data_manager.load_bytes(task["outputs"][name])

        #  set correct Content-Type
        content_type = guess_file_type(name, "application/octet-stream")
        headers = {"Content-Disposition": f'attachment; filename="{name}"'}
        headers["Cache-Control"] = "public, max-age=3600"
        return Response(content=data, media_type=content_type, headers=headers)
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    except Exception as e:
        traceback.print_exc()
        return error_response(str(e), 500)
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@app.get("/assets/task/input")
async def assets_task_input(request: Request, user=Depends(verify_user_access_from_query)):
    try:
        name = request.query_params["name"]
        task_id = request.query_params["task_id"]
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        filename = request.query_params.get("filename", None)

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        task = await task_manager.query_task(task_id, user_id=user["user_id"])
        assert task is not None, f"Task {task_id} not found"
        assert name in task["inputs"], f"Input {name} not found in task {task_id}"
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        if name in task["params"]:
            return error_response(f"Input {name} is a stream", 400)

        # eg, multi person audio directory input
        if filename is not None:
            extra_inputs = task["params"]["extra_inputs"][name]
            name = f"{name}/{filename}"
            assert name in task["inputs"], f"Extra input {name} not found in task {task_id}"
            assert name in extra_inputs, f"Filename {filename} not found in extra inputs"
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        data = await data_manager.load_bytes(task["inputs"][name])
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        #  set correct Content-Type
        content_type = guess_file_type(name, "application/octet-stream")
        headers = {"Content-Disposition": f'attachment; filename="{name}"'}
        headers["Cache-Control"] = "public, max-age=3600"
        return Response(content=data, media_type=content_type, headers=headers)
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    except Exception as e:
        traceback.print_exc()
        return error_response(str(e), 500)


@app.get("/api/v1/task/cancel")
async def api_v1_task_cancel(request: Request, user=Depends(verify_user_access)):
    try:
        task_id = request.query_params["task_id"]
        ret = await task_manager.cancel_task(task_id, user_id=user["user_id"])
        logger.warning(f"Task {task_id} cancelled: {ret}")
        if ret is True:
            return {"msg": "Task cancelled successfully"}
        else:
            return error_response({"error": f"Task {task_id} cancel failed: {ret}"}, 400)
    except Exception as e:
        traceback.print_exc()
        return error_response(str(e), 500)


@app.get("/api/v1/task/resume")
async def api_v1_task_resume(request: Request, user=Depends(verify_user_access)):
    try:
        task_id = request.query_params["task_id"]
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        task = await task_manager.query_task(task_id, user_id=user["user_id"])
        keys = [task["task_type"], task["model_cls"], task["stage"]]
        if not model_pipelines.check_item_by_keys(keys):
            return error_response(f"Model {keys} is not supported now, please submit a new task", 400)

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        ret = await task_manager.resume_task(task_id, user_id=user["user_id"], all_subtask=False)
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        if ret is True:
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            await prepare_subtasks(task_id)
            return {"msg": "ok"}
        else:
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            return error_response(f"Task {task_id} resume failed: {ret}", 400)
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    except Exception as e:
        traceback.print_exc()
        return error_response(str(e), 500)


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@app.delete("/api/v1/task/delete")
async def api_v1_task_delete(request: Request, user=Depends(verify_user_access)):
    try:
        task_id = request.query_params["task_id"]

        task = await task_manager.query_task(task_id, user["user_id"], only_task=True)
        if not task:
            return error_response("Task not found", 404)

        if task["status"] not in FinishedStatus:
            return error_response("Only finished tasks can be deleted", 400)

        # delete task record
        success = await task_manager.delete_task(task_id, user["user_id"])
        if success:
            logger.info(f"Task {task_id} deleted by user {user['user_id']}")
            return JSONResponse({"message": "Task deleted successfully"})
        else:
            return error_response("Failed to delete task", 400)
    except Exception as e:
        traceback.print_exc()
        return error_response(str(e), 500)


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@app.post("/api/v1/worker/fetch")
async def api_v1_worker_fetch(request: Request, valid=Depends(verify_worker_access)):
    try:
        params = await request.json()
        logger.info(f"Worker fetching: {params}")
        keys = params.pop("worker_keys")
        identity = params.pop("worker_identity")
        max_batch = params.get("max_batch", 1)
        timeout = params.get("timeout", 5)

        # check client disconnected
        async def check_client(request, fetch_task, identity, queue):
            while True:
                msg = await request.receive()
                if msg["type"] == "http.disconnect":
                    logger.warning(f"Worker {identity} {queue} disconnected, req: {request.client}, {msg}")
                    fetch_task.cancel()
                    await server_monitor.worker_update(queue, identity, WorkerStatus.DISCONNECT)
                    return
                await asyncio.sleep(1)

        # get worker info
        worker = model_pipelines.get_worker(keys)
        await server_monitor.worker_update(worker["queue"], identity, WorkerStatus.FETCHING)

        fetch_task = asyncio.create_task(queue_manager.get_subtasks(worker["queue"], max_batch, timeout))
        check_task = asyncio.create_task(check_client(request, fetch_task, identity, worker["queue"]))
        try:
            subtasks = await asyncio.wait_for(fetch_task, timeout=timeout)
        except asyncio.TimeoutError:
            subtasks = []
            fetch_task.cancel()
        check_task.cancel()

        subtasks = [] if subtasks is None else subtasks
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        for sub in subtasks:
            await server_monitor.pending_subtasks_sub(sub["queue"], sub["task_id"])
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        valid_subtasks = await task_manager.run_subtasks(subtasks, identity)
        valids = [sub["task_id"] for sub in valid_subtasks]

        if len(valid_subtasks) > 0:
            await server_monitor.worker_update(worker["queue"], identity, WorkerStatus.FETCHED)
            logger.info(f"Worker {identity} {keys} {request.client} fetched {valids}")
        else:
            await server_monitor.worker_update(worker["queue"], identity, WorkerStatus.DISCONNECT)
        return {"subtasks": valid_subtasks}

    except Exception as e:
        traceback.print_exc()
        return error_response(str(e), 500)


@app.post("/api/v1/worker/report")
async def api_v1_worker_report(request: Request, valid=Depends(verify_worker_access)):
    try:
        params = await request.json()
        logger.info(f"{params}")
        task_id = params.pop("task_id")
        worker_name = params.pop("worker_name")
        status = TaskStatus[params.pop("status")]
        identity = params.pop("worker_identity")
        queue = params.pop("queue")
        fail_msg = params.pop("fail_msg", None)
        await server_monitor.worker_update(queue, identity, WorkerStatus.REPORT)

        ret = await task_manager.finish_subtasks(task_id, status, worker_identity=identity, worker_name=worker_name, fail_msg=fail_msg, should_running=True)

        # not all subtasks finished, prepare new ready subtasks
        if ret not in [TaskStatus.SUCCEED, TaskStatus.FAILED]:
            await prepare_subtasks(task_id)

        # all subtasks succeed, delete temp data
        elif ret == TaskStatus.SUCCEED:
            logger.info(f"Task {task_id} succeed")
            task = await task_manager.query_task(task_id)
            keys = [task["task_type"], task["model_cls"], task["stage"]]
            temps = model_pipelines.get_temps(keys)
            for temp in temps:
                type = model_pipelines.get_type(temp)
                name = data_name(temp, task_id)
                await data_manager.get_delete_func(type)(name)

        elif ret == TaskStatus.FAILED:
            logger.warning(f"Task {task_id} failed")

        return {"msg": "ok"}

    except Exception as e:
        traceback.print_exc()
        return error_response(str(e), 500)


@app.post("/api/v1/worker/ping/subtask")
async def api_v1_worker_ping_subtask(request: Request, valid=Depends(verify_worker_access)):
    try:
        params = await request.json()
        logger.info(f"{params}")
        task_id = params.pop("task_id")
        worker_name = params.pop("worker_name")
        identity = params.pop("worker_identity")
        queue = params.pop("queue")

        task = await task_manager.query_task(task_id)
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        if task is None or task["status"] != TaskStatus.RUNNING:
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            return {"msg": "delete"}

        assert await task_manager.ping_subtask(task_id, worker_name, identity)
        await server_monitor.worker_update(queue, identity, WorkerStatus.PING)
        return {"msg": "ok"}

    except Exception as e:
        traceback.print_exc()
        return error_response(str(e), 500)


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@app.get("/metrics")
async def api_v1_monitor_metrics():
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    try:
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        return Response(content=metrics_monitor.get_metrics(), media_type="text/plain")
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    except Exception as e:
        traceback.print_exc()
        return error_response(str(e), 500)


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@app.get("/api/v1/template/asset_url/{template_type}/{filename}")
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async def api_v1_template_asset_url(template_type: str, filename: str):
    """get template asset URL - no authentication required"""
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    try:
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        url = await data_manager.presign_template_url(template_type, filename)
        if url is None:
            url = f"./assets/template/{template_type}/{filename}"
        headers = {"Cache-Control": "public, max-age=3600"}
        return Response(content=json.dumps({"url": url}), media_type="application/json", headers=headers)
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    except Exception as e:
        traceback.print_exc()
        return error_response(str(e), 500)


# Template API endpoints
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@app.get("/assets/template/{template_type}/{filename}")
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async def assets_template(template_type: str, filename: str):
    """get template file - no authentication required"""
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    try:
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        if not await data_manager.template_file_exists(template_type, filename):
            return error_response(f"template file {template_type} {filename} not found", 404)
        data = await data_manager.load_template_file(template_type, filename)
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        # set media type according to file type
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        if template_type == "images":
            if filename.lower().endswith(".png"):
                media_type = "image/png"
            elif filename.lower().endswith((".jpg", ".jpeg")):
                media_type = "image/jpeg"
            else:
                media_type = "application/octet-stream"
        elif template_type == "audios":
            if filename.lower().endswith(".mp3"):
                media_type = "audio/mpeg"
            elif filename.lower().endswith(".wav"):
                media_type = "audio/wav"
            else:
                media_type = "application/octet-stream"
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        elif template_type == "videos":
            if filename.lower().endswith(".mp4"):
                media_type = "video/mp4"
            elif filename.lower().endswith(".webm"):
                media_type = "video/webm"
            elif filename.lower().endswith(".avi"):
                media_type = "video/x-msvideo"
            else:
                media_type = "video/mp4"  # default to mp4
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        else:
            media_type = "application/octet-stream"

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        headers = {"Cache-Control": "public, max-age=3600"}
        return Response(content=data, media_type=media_type, headers=headers)
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    except Exception as e:
        traceback.print_exc()
        return error_response(str(e), 500)


@app.get("/api/v1/template/list")
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async def api_v1_template_list(request: Request):
    """get template file list (support pagination) - no authentication required"""
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    try:
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        # check page params
        page = int(request.query_params.get("page", 1))
        page_size = int(request.query_params.get("page_size", 12))
        if page < 1 or page_size < 1:
            return error_response("page and page_size must be greater than 0", 400)
        # limit page size
        page_size = min(page_size, 100)

        all_images = await data_manager.list_template_files("images")
        all_audios = await data_manager.list_template_files("audios")
        all_videos = await data_manager.list_template_files("videos")
        all_images = [] if all_images is None else all_images
        all_audios = [] if all_audios is None else all_audios
        all_videos = [] if all_videos is None else all_videos

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        # 创建图片文件名(不含扩展名)到图片信息的映射
        all_images_sorted = sorted(all_images)
        image_map = {}  # 文件名(不含扩展名) -> {"filename": 完整文件名, "url": URL}
        for img_name in all_images_sorted:
            img_name_without_ext = img_name.rsplit(".", 1)[0] if "." in img_name else img_name
            url = await data_manager.presign_template_url("images", img_name)
            if url is None:
                url = f"./assets/template/images/{img_name}"
            image_map[img_name_without_ext] = {"filename": img_name, "url": url}

        # 创建音频文件名(不含扩展名)到音频信息的映射
        all_audios_sorted = sorted(all_audios)
        audio_map = {}  # 文件名(不含扩展名) -> {"filename": 完整文件名, "url": URL}
        for audio_name in all_audios_sorted:
            audio_name_without_ext = audio_name.rsplit(".", 1)[0] if "." in audio_name else audio_name
            url = await data_manager.presign_template_url("audios", audio_name)
            if url is None:
                url = f"./assets/template/audios/{audio_name}"
            audio_map[audio_name_without_ext] = {"filename": audio_name, "url": url}

        # 合并音频和图片模板,基于文件名前缀匹配
        # 获取所有唯一的基础文件名(不含扩展名)
        all_base_names = set(list(image_map.keys()) + list(audio_map.keys()))
        all_base_names_sorted = sorted(all_base_names)

        # 构建合并后的模板列表
        merged_templates = []
        for base_name in all_base_names_sorted:
            template_item = {
                "id": base_name,  # 使用基础文件名作为ID
                "image": image_map.get(base_name),
                "audio": audio_map.get(base_name),
            }
            merged_templates.append(template_item)

        # 分页处理
        total = len(merged_templates)
        total_pages = (total + page_size - 1) // page_size if total > 0 else 1
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        paginated_templates = []
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        if page <= total_pages:
            start_idx = (page - 1) * page_size
            end_idx = start_idx + page_size
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            paginated_templates = merged_templates[start_idx:end_idx]
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        # 为了保持向后兼容,仍然返回images和audios字段(但可能为空)
        # 同时添加新的merged字段
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        return {
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            "templates": {
                "images": [],  # 保持向后兼容,但设为空
                "audios": [],  # 保持向后兼容,但设为空
                "videos": [],  # 保持向后兼容
                "merged": paginated_templates,  # 新的合并列表
            },
            "pagination": {"page": page, "page_size": page_size, "total": total, "total_pages": total_pages},
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        }
    except Exception as e:
        traceback.print_exc()
        return error_response(str(e), 500)


@app.get("/api/v1/template/tasks")
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async def api_v1_template_tasks(request: Request):
    """get template task list (support pagination) - no authentication required"""
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    try:
        # check page params
        page = int(request.query_params.get("page", 1))
        page_size = int(request.query_params.get("page_size", 12))
        category = request.query_params.get("category", None)
        search = request.query_params.get("search", None)
        if page < 1 or page_size < 1:
            return error_response("page and page_size must be greater than 0", 400)
        # limit page size
        page_size = min(page_size, 100)

        all_templates = []
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        all_categories = set()
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        template_files = await data_manager.list_template_files("tasks")
        template_files = [] if template_files is None else template_files

        for template_file in template_files:
            try:
                bytes_data = await data_manager.load_template_file("tasks", template_file)
                template_data = json.loads(bytes_data)
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                template_data["task"]["model_cls"] = model_pipelines.outer_model_name(template_data["task"]["model_cls"])
                all_categories.update(template_data["task"]["tags"])
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                if category and category not in template_data["task"]["tags"]:
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                    continue
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                if search and search not in template_data["task"]["params"]["prompt"] + template_data["task"]["params"]["negative_prompt"] + template_data["task"]["model_cls"] + template_data["task"][
                    "stage"
                ] + template_data["task"]["task_type"] + ",".join(template_data["task"]["tags"]):
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                    continue
                all_templates.append(template_data["task"])
            except Exception as e:
                logger.warning(f"Failed to load template file {template_file}: {e}")

        # page info
        total_templates = len(all_templates)
        total_pages = (total_templates + page_size - 1) // page_size
        paginated_templates = []

        if page <= total_pages:
            start_idx = (page - 1) * page_size
            end_idx = start_idx + page_size
            paginated_templates = all_templates[start_idx:end_idx]

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        return {"templates": paginated_templates, "pagination": {"page": page, "page_size": page_size, "total": total_templates, "total_pages": total_pages}, "categories": list(all_categories)}
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    except Exception as e:
        traceback.print_exc()
        return error_response(str(e), 500)


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@app.get("/api/v1/template/{template_id}")
async def api_v1_template_get(template_id: str, user=None):
    try:
        template_files = await data_manager.list_template_files("tasks")
        template_files = [] if template_files is None else template_files

        for template_file in template_files:
            try:
                bytes_data = await data_manager.load_template_file("tasks", template_file)
                template_data = json.loads(bytes_data)
                if template_data["task"]["task_id"] == template_id:
                    return template_data["task"]
            except Exception as e:
                logger.warning(f"Failed to load template file {template_file}: {e}")
                continue
        return error_response("Template not found", 404)

    except Exception as e:
        traceback.print_exc()
        return error_response(str(e), 500)


@app.post("/api/v1/share/create")
async def api_v1_share_create(request: Request, user=Depends(verify_user_access)):
    try:
        params = await request.json()
        task_id = params["task_id"]
        valid_days = params.get("valid_days", 7)
        auth_type = params.get("auth_type", "public")
        auth_value = params.get("auth_value", "")
        share_type = params.get("share_type", "task")
        assert auth_type == "public", "Only public share is supported now"

        if share_type == "template":
            template = await api_v1_template_get(task_id, user)
            assert isinstance(template, dict) and template["task_id"] == task_id, f"Template {task_id} not found"
        else:
            task = await task_manager.query_task(task_id, user["user_id"], only_task=True)
            assert task, f"Task {task_id} not found"

        if auth_type == "user_id":
            assert auth_value != "", "Target user is required for auth_type = user_id"
            target_user = await task_manager.query_user(auth_value)
            assert target_user and target_user["user_id"] == auth_value, f"Target user {auth_value} not found"

        share_id = await task_manager.create_share(task_id, user["user_id"], share_type, valid_days, auth_type, auth_value)
        return {"share_id": share_id, "share_url": f"/share/{share_id}"}

    except Exception as e:
        traceback.print_exc()
        return error_response(str(e), 500)


@app.get("/api/v1/share/{share_id}")
async def api_v1_share_get(share_id: str):
    try:
        share_data = await task_manager.query_share(share_id)
        assert share_data, f"Share {share_id} not found or expired or deleted"
        task_id = share_data["task_id"]
        share_type = share_data["share_type"]
        assert share_data["auth_type"] == "public", "Only public share is supported now"

        if share_type == "template":
            task = await api_v1_template_get(task_id, None)
            assert isinstance(task, dict) and task["task_id"] == task_id, f"Template {task_id} not found"
        else:
            task = await task_manager.query_task(task_id, only_task=True)
            assert task, f"Task {task_id} not found"

        user_info = await task_manager.query_user(share_data["user_id"])
        username = user_info.get("username", "用户") if user_info else "用户"

        share_info = {
            "task_id": task_id,
            "share_type": share_type,
            "user_id": share_data["user_id"],
            "username": username,
            "task_type": task["task_type"],
            "model_cls": task["model_cls"],
            "stage": task["stage"],
            "prompt": task["params"].get("prompt", ""),
            "negative_prompt": task["params"].get("negative_prompt", ""),
            "inputs": task["inputs"],
            "outputs": task["outputs"],
            "create_t": task["create_t"],
            "valid_days": share_data["valid_days"],
            "valid_t": share_data["valid_t"],
            "auth_type": share_data["auth_type"],
            "auth_value": share_data["auth_value"],
            "output_video_url": None,
            "input_urls": {},
        }

        for input_name, input_filename in task["inputs"].items():
            if share_type == "template":
                template_type = "images" if "image" in input_name else "audios"
                input_url = await data_manager.presign_template_url(template_type, input_filename)
            else:
                input_url = await data_manager.presign_url(input_filename)
            share_info["input_urls"][input_name] = input_url

        for output_name, output_filename in task["outputs"].items():
            if share_type == "template":
                assert "video" in output_name, "Only video output is supported for template share"
                output_url = await data_manager.presign_template_url("videos", output_filename)
            else:
                output_url = await data_manager.presign_url(output_filename)
            share_info["output_video_url"] = output_url

        return share_info

    except Exception as e:
        traceback.print_exc()
        return error_response(str(e), 500)


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@app.get("/api/v1/voices/list")
async def api_v1_voices_list():
    try:
        if volcengine_tts_client is None:
            return error_response("Volcengine TTS client not loaded", 500)
        voices = volcengine_tts_client.get_voice_list()
        if voices is None:
            return error_response("No voice list found", 404)
        return voices
    except Exception as e:
        traceback.print_exc()
        return error_response("Failed to get voice list", 500)


@app.post("/api/v1/tts/generate")
async def api_v1_tts_generate(request: TTSRequest):
    """Generate TTS audio from text"""
    try:
        # Validate parameters
        if not request.text.strip():
            return JSONResponse({"error": "Text cannot be empty"}, status_code=400)

        if not request.voice_type:
            return JSONResponse({"error": "Voice type is required"}, status_code=400)

        # Generate unique output filename
        output_filename = f"tts_output_{uuid.uuid4().hex}.mp3"
        output_path = os.path.join(tempfile.gettempdir(), output_filename)

        # Generate TTS
        success = await volcengine_tts_client.tts_request(
            text=request.text,
            voice_type=request.voice_type,
            context_texts=request.context_texts,
            emotion=request.emotion,
            emotion_scale=request.emotion_scale,
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            speech_rate=request.speech_rate,
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            loudness_rate=request.loudness_rate,
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            pitch=request.pitch,
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            output=output_path,
            resource_id=request.resource_id,
        )

        if success and os.path.exists(output_path):
            # Return the audio file
            return FileResponse(output_path, media_type="audio/mpeg", filename=output_filename)
        else:
            return JSONResponse({"error": "TTS generation failed"}, status_code=500)

    except Exception as e:
        logger.error(f"TTS generation error: {e}")
        return JSONResponse({"error": f"TTS generation failed: {str(e)}"}, status_code=500)


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@app.websocket("/api/v1/podcast/generate")
async def api_v1_podcast_generate_ws(websocket: WebSocket):
    await websocket.accept()

    def ws_get_user_id():
        token = websocket.query_params.get("token")
        if not token:
            token = websocket.headers.get("authorization") or websocket.headers.get("Authorization")
            if token and token.startswith("Bearer "):
                token = token[7:]
        payload = auth_manager.verify_jwt_token(token)
        user_id = payload["user_id"]
        return user_id

    async def safe_send_json(payload):
        try:
            await websocket.send_json(payload)
        except (WebSocketDisconnect, RuntimeError) as e:
            logger.warning(f"WebSocket send skipped: {e}")

    try:
        user_id = ws_get_user_id()
        data = await websocket.receive_text()
        request_data = json.loads(data)

        # stop request
        if request_data.get("type") == "stop":
            logger.info("Received stop signal from client")
            await safe_send_json({"type": "stopped"})
            return

        # user input prompt
        input_text = request_data.get("input", "")
        is_url = input_text.startswith(("http://", "https://"))
        if not input_text:
            await safe_send_json({"error": "输入不能为空"})
            return

        session_id = "session_" + str(uuid.uuid4())
        params = {
            "session_id": session_id,
            "data_manager": data_manager,
            "text": "" if is_url else input_text,
            "input_url": input_text if is_url else "",
            "action": 0,
            "use_head_music": False,
            "use_tail_music": False,
            "skip_round_audio_save": False,
        }
        logger.info(f"WebSocket generating podcast with params: {params}")

        # 使用回调函数实时推送音频
        async def on_round_complete(round_info):
            await safe_send_json({"type": "audio_update", "data": round_info})

        params["on_round_complete"] = on_round_complete

        # 创建一个任务来处理停止信号
        async def listen_for_stop(podcast_task):
            while True:
                try:
                    if podcast_task.done():
                        return
                    data = await asyncio.wait_for(websocket.receive_text(), timeout=0.1)
                    request = json.loads(data)
                    if request.get("type") == "stop":
                        logger.warning("Stop signal received during podcast generation")
                        podcast_task.cancel()
                        return
                except asyncio.TimeoutError:
                    continue
                except Exception as e:
                    logger.warning(f"Stop listener ended: {e}")
                    return

        podcast_task = asyncio.create_task(volcengine_podcast_client.podcast_request(**params))
        stop_listener_task = asyncio.create_task(listen_for_stop(podcast_task))
        podcast_info = None

        try:
            podcast_info = await podcast_task
        except asyncio.CancelledError:
            logger.warning("Podcast generation cancelled by user")
            await safe_send_json({"type": "stopped"})
            return
        finally:
            stop_listener_task.cancel()
        if podcast_info is None:
            await safe_send_json({"error": "播客生成失败,请稍后重试"})
            return

        audio_path = podcast_info["audio_name"]
        rounds = podcast_info["subtitles"]
        await task_manager.create_podcast(session_id, user_id, input_text, audio_path, rounds)
        audio_url = await data_manager.presign_podcast_output_url(audio_path)
        if not audio_url:
            audio_url = f"/api/v1/podcast/audio?session_id={session_id}&filename={audio_path}"
        logger.info(f"completed podcast generation (session: {session_id})")

        await safe_send_json(
            {
                "type": "complete",
                "data": {
                    "audio_url": audio_url,
                    "subtitles": podcast_info["subtitles"],
                    "session_id": session_id,
                    "user_id": user_id,
                },
            }
        )

    except WebSocketDisconnect:
        logger.info("WebSocket disconnected")

    except Exception:
        logger.error(f"Error in websocket: {traceback.format_exc()}")
        await safe_send_json({"error": "websocket internal error, please try again later!"})


@app.get("/api/v1/podcast/audio")
async def api_v1_podcast_audio(request: Request, user=Depends(verify_user_access_from_query)):
    try:
        user_id = user["user_id"]
        session_id = request.query_params.get("session_id")
        filename = request.query_params.get("filename")
        if not session_id or not filename:
            return JSONResponse({"error": "session_id and filename are required"}, status_code=400)

        ext = os.path.splitext(filename)[1].lower()
        assert ext == ".mp3", f"Unsupported file extension: {ext}"

        # 解析 Range 头,格式:bytes=start-end 或 bytes=start-
        range_header = request.headers.get("Range")
        start_byte, end_byte = None, None
        if range_header:
            match = re.match(r"bytes=(\d+)-(\d*)", range_header)
            if match:
                start_byte = int(match.group(1))
                end_byte = int(match.group(2)) + 1 if match.group(2) else None

        podcast_data = await task_manager.query_podcast(session_id, user_id)
        if podcast_data:
            # generate is finished and save info to database
            func = data_manager.load_podcast_output_file
            filename = podcast_data["audio_path"]
            func_args = (filename,)
        else:
            func = data_manager.load_podcast_temp_session_file
            func_args = (session_id, filename)

        logger.debug(f"Serving audio file from {func.__name__} with args: {func_args}, start_byte: {start_byte}, end_byte: {end_byte}")
        file_bytes = await func(*func_args)
        file_size = len(file_bytes)
        file_bytes = file_bytes[start_byte:end_byte]

        content_length = len(file_bytes)
        media_type = "audio/mpeg"
        status_code = 200
        headers = {"Content-Length": str(content_length), "Accept-Ranges": "bytes", "Content-Type": media_type, "Content-Disposition": f'attachment; filename="{filename}"'}

        if start_byte is not None and start_byte > 0:
            status_code = 206  # Partial Content
            headers["Content-Range"] = f"bytes {start_byte}-{start_byte + content_length - 1}/{file_size}"
        return Response(content=file_bytes, media_type=media_type, status_code=status_code, headers=headers)

    except Exception as e:
        logger.error(f"Error serving audio: {e}")
        traceback.print_exc()
        return JSONResponse({"error": str(e)}, status_code=500)


@app.get("/api/v1/podcast/history")
async def api_v1_podcast_history(request: Request, user=Depends(verify_user_access)):
    try:
        user_id = user["user_id"]
        page = int(request.query_params.get("page", 1))
        page_size = int(request.query_params.get("page_size", 10))
        assert page > 0 and page_size > 0, "page and page_size must be greater than 0"
        status = request.query_params.get("status", None)  # has_audio, no_audio

        query_params = {"user_id": user_id}
        if status == "has_audio":
            query_params["has_audio"] = True
        elif status == "no_audio":
            query_params["has_audio"] = False

        total_tasks = await task_manager.list_podcasts(count=True, **query_params)
        total_pages = (total_tasks + page_size - 1) // page_size
        page_info = {"page": page, "page_size": page_size, "total": total_tasks, "total_pages": total_pages}
        if page > total_pages:
            return {"sessions": [], "pagination": page_info}

        query_params["offset"] = (page - 1) * page_size
        query_params["limit"] = page_size
        sessions = await task_manager.list_podcasts(**query_params)
        return {"sessions": sessions, "pagination": page_info}

    except Exception as e:
        logger.error(f"Error getting podcast history: {e}")
        traceback.print_exc()
        return {"sessions": []}


@app.get("/api/v1/podcast/session/{session_id}/audio_url")
async def api_v1_podcast_session_audio_url(session_id: str, user=Depends(verify_user_access)):
    try:
        user_id = user["user_id"]
        podcast_data = await task_manager.query_podcast(session_id, user_id)
        if not podcast_data:
            return JSONResponse({"error": "Podcast session not found"}, status_code=404)

        audio_path = podcast_data["audio_path"]
        audio_url = await data_manager.presign_podcast_output_url(audio_path)
        if not audio_url:
            audio_url = f"/api/v1/podcast/audio?session_id={session_id}&filename={audio_path}"
        return {"audio_url": audio_url}

    except Exception as e:
        logger.error(f"Error getting podcast session audio URL: {e}")
        traceback.print_exc()
        return JSONResponse({"error": str(e)}, status_code=500)


class FaceDetectRequest(BaseModel):
    image: str  # Base64 encoded image


class AudioSeparateRequest(BaseModel):
    audio: str  # Base64 encoded audio
    num_speakers: int = None  # Optional: number of speakers to separate


@app.post("/api/v1/face/detect")
async def api_v1_face_detect(request: FaceDetectRequest, user=Depends(verify_user_access)):
    """Detect faces in image (only detection, no cropping - cropping is done on frontend)
    Supports both base64 encoded images and URLs (blob URLs, http URLs, etc.)
    """
    try:
        if not face_detector:
            return error_response("Face detector not initialized", 500)

        # 验证输入
        if not request.image or not request.image.strip():
            logger.error("Face detection request: image is empty")
            return error_response("Image input is empty", 400)

        image_bytes = None
        try:
            # Check if input is a URL (blob:, http:, https:, or data: URL)
            if request.image.startswith(("http://", "https://")):
                timeout = int(os.getenv("REQUEST_TIMEOUT", "10"))
                image_bytes = await fetch_resource(request.image, timeout=timeout)
                logger.debug(f"Fetched image from URL for face detection: {request.image[:100]}... (size: {len(image_bytes)} bytes)")
            else:
                encoded = request.image
                # Data URL format: "data:image/png;base64,..."
                if encoded.startswith("data:image"):
                    _, encoded = encoded.split(",", 1)
                image_bytes = base64.b64decode(encoded)
                logger.debug(f"Decoded base64 image: {request.image[:100]}... (size: {len(image_bytes)} bytes)")

            # Validate image format before passing to face detector
            image_bytes = await asyncio.to_thread(format_image_data, image_bytes)

        except Exception as e:
            logger.error(f"Failed to decode base64 image: {e}, image length: {len(request.image) if request.image else 0}")
            return error_response(f"Invalid image format: {str(e)}", 400)

        # Detect faces only (no cropping)
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        result = await asyncio.to_thread(face_detector.detect_faces, image_bytes, return_image=False)
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        faces_data = []
        for i, face in enumerate(result["faces"]):
            faces_data.append(
                {
                    "index": i,
                    "bbox": face["bbox"],  # [x1, y1, x2, y2] - absolute pixel coordinates in original image
                    "confidence": face["confidence"],
                    "class_id": face["class_id"],
                    "class_name": face["class_name"],
                    # Note: face_image is not included - frontend will crop it based on bbox
                }
            )
        return {"faces": faces_data, "total": len(faces_data)}

    except Exception as e:
        logger.error(f"Face detection error: {traceback.format_exc()}")
        return error_response(f"Face detection failed: {str(e)}", 500)


@app.post("/api/v1/audio/separate")
async def api_v1_audio_separate(request: AudioSeparateRequest, user=Depends(verify_user_access)):
    """Separate different speakers in audio"""
    try:
        if not audio_separator:
            return error_response("Audio separator not initialized", 500)
        audio_bytes = None
        try:
            encoded = request.audio
            if encoded.startswith("data:"):
                # Remove data URL prefix (e.g., "data:audio/mpeg;base64," or "data:application/octet-stream;base64,")
                _, encoded = encoded.split(",", 1)
            audio_bytes = await asyncio.to_thread(base64.b64decode, encoded, validate=True)
            logger.debug(f"Successfully decoded base64 audio, size: {len(audio_bytes)} bytes")

        except Exception as e:
            logger.error(f"Failed to decode base64 audio {request.audio[:100]}..., error: {str(e)}")
            return error_response(f"Invalid base64 audio data", 400)

        # Separate speakers
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        result = await asyncio.to_thread(audio_separator.separate_speakers, audio_bytes, num_speakers=request.num_speakers)
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        # Convert audio tensors to base64 strings (without saving to file)
        speakers_data = []
        for speaker in result["speakers"]:
            # Convert audio tensor directly to base64
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            audio_base64 = await asyncio.to_thread(audio_separator.speaker_audio_to_base64, speaker["audio"], speaker["sample_rate"], format="wav")
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            speakers_data.append(
                {
                    "speaker_id": speaker["speaker_id"],
                    "audio": audio_base64,  # Base64 encoded audio
                    "segments": speaker["segments"],
                    "sample_rate": speaker["sample_rate"],
                }
            )
        return {"speakers": speakers_data, "total": len(speakers_data), "method": result.get("method", "pyannote")}

    except Exception as e:
        logger.error(f"Audio separation error: {traceback.format_exc()}")
        return error_response(f"Audio separation failed: {str(e)}", 500)


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# 所有未知路由 fallback 到 index.html (必须在所有API路由之后)
@app.get("/{full_path:path}", response_class=HTMLResponse)
async def vue_fallback(full_path: str):
    index_path = os.path.join(static_dir, "index.html")
    if os.path.exists(index_path):
        return FileResponse(index_path)
    return HTMLResponse("<h1>Frontend not found</h1>", status_code=404)


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# =========================
# Main Entry
# =========================

if __name__ == "__main__":
    ProcessManager.register_signal_handler()
    parser = argparse.ArgumentParser()

    cur_dir = os.path.dirname(os.path.abspath(__file__))
    base_dir = os.path.abspath(os.path.join(cur_dir, "../../.."))
    dft_pipeline_json = os.path.join(base_dir, "configs/model_pipeline.json")
    dft_task_url = os.path.join(base_dir, "local_task")
    dft_data_url = os.path.join(base_dir, "local_data")
    dft_queue_url = os.path.join(base_dir, "local_queue")
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    dft_volcengine_tts_list_json = os.path.join(base_dir, "configs/volcengine_voices_list.json")
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    parser.add_argument("--pipeline_json", type=str, default=dft_pipeline_json)
    parser.add_argument("--task_url", type=str, default=dft_task_url)
    parser.add_argument("--data_url", type=str, default=dft_data_url)
    parser.add_argument("--queue_url", type=str, default=dft_queue_url)
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    parser.add_argument("--redis_url", type=str, default="")
    parser.add_argument("--template_dir", type=str, default="")
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    parser.add_argument("--volcengine_tts_list_json", type=str, default=dft_volcengine_tts_list_json)
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    parser.add_argument("--ip", type=str, default="0.0.0.0")
    parser.add_argument("--port", type=int, default=8080)
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    parser.add_argument("--face_detector_model_path", type=str, default=None)
    parser.add_argument("--audio_separator_model_path", type=str, default="")
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    args = parser.parse_args()
    logger.info(f"args: {args}")

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    model_pipelines = Pipeline(args.pipeline_json)
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    volcengine_tts_client = VolcEngineTTSClient(args.volcengine_tts_list_json)
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    volcengine_podcast_client = VolcEnginePodcastClient()
    face_detector = FaceDetector(model_path=args.face_detector_model_path)
    audio_separator = AudioSeparator(model_path=args.audio_separator_model_path)
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    auth_manager = AuthManager()
    if args.task_url.startswith("/"):
        task_manager = LocalTaskManager(args.task_url, metrics_monitor)
    elif args.task_url.startswith("postgresql://"):
        task_manager = PostgresSQLTaskManager(args.task_url, metrics_monitor)
    else:
        raise NotImplementedError
    if args.data_url.startswith("/"):
        data_manager = LocalDataManager(args.data_url, args.template_dir)
    elif args.data_url.startswith("{"):
        data_manager = S3DataManager(args.data_url, args.template_dir)
    else:
        raise NotImplementedError
    if args.queue_url.startswith("/"):
        queue_manager = LocalQueueManager(args.queue_url)
    elif args.queue_url.startswith("amqp://"):
        queue_manager = RabbitMQQueueManager(args.queue_url)
    else:
        raise NotImplementedError
    if args.redis_url:
        server_monitor = RedisServerMonitor(model_pipelines, task_manager, queue_manager, args.redis_url)
    else:
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        server_monitor = ServerMonitor(model_pipelines, task_manager, queue_manager)

    uvicorn.run(app, host=args.ip, port=args.port, reload=False, workers=1)