feat: initial commit
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"""GPU model manager — ensures only one model subprocess runs at a time."""
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from __future__ import annotations
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import asyncio
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import logging
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import subprocess
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import time
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from pathlib import Path
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from typing import Optional
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import httpx
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ROOT_DIR = Path(__file__).parent.parent
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ACESTEP_PORT = 8001
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FOUNDATION1_PORT = 8002
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HEALTH_POLL_INTERVAL = 2.0
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HEALTH_TIMEOUT_SECONDS = 180 # model loading can be slow on first run
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logger = logging.getLogger(__name__)
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def _python_exe(venv_dir: Path) -> Path:
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"""Return the Python executable for a given venv directory."""
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win = venv_dir / "Scripts" / "python.exe"
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if win.exists():
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return win
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return venv_dir / "bin" / "python"
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class ModelNotActiveError(Exception):
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def __init__(self, requested: str, active: Optional[str]) -> None:
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self.requested = requested
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self.active = active
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super().__init__(f"Model '{requested}' is not loaded (active: {active!r})")
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class ModelManager:
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def __init__(self) -> None:
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self.active_model: Optional[str] = None
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self._lock = asyncio.Lock()
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self._process: Optional[subprocess.Popen] = None
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async def load(self, model: str) -> None:
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"""Load a model, unloading the currently active one first if needed."""
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async with self._lock:
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if self.active_model == model:
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logger.info("Model '%s' is already active.", model)
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return
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if self.active_model is not None:
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logger.info("Unloading model '%s'...", self.active_model)
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await asyncio.get_event_loop().run_in_executor(None, self._stop_process)
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logger.info("Starting model '%s'...", model)
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await asyncio.get_event_loop().run_in_executor(None, self._start_process, model)
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self.active_model = model
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logger.info("Model '%s' is ready.", model)
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async def unload(self) -> None:
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"""Unload the active model."""
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async with self._lock:
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if self.active_model is None:
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return
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logger.info("Unloading model '%s'...", self.active_model)
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await asyncio.get_event_loop().run_in_executor(None, self._stop_process)
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def _stop_process(self) -> None:
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if self._process is None:
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return
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try:
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self._process.terminate()
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self._process.wait(timeout=30)
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except subprocess.TimeoutExpired:
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logger.warning("Process did not terminate gracefully, killing.")
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self._process.kill()
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self._process.wait()
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except Exception as exc:
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logger.error("Error stopping process: %s", exc)
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finally:
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self._process = None
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self.active_model = None
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def _start_process(self, model: str) -> None:
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if model == "fullsong":
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self._process = self._launch_acestep()
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self._wait_healthy(f"http://127.0.0.1:{ACESTEP_PORT}/health")
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elif model == "clip":
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self._process = self._launch_foundation1()
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self._wait_healthy(f"http://127.0.0.1:{FOUNDATION1_PORT}/health")
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elif model == "separator":
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pass # no persistent process; previous model already stopped by load(), VRAM is free
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else:
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raise ValueError(f"Unknown model: '{model}'. Must be 'fullsong', 'clip', or 'separator'.")
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def _launch_acestep(self) -> subprocess.Popen:
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venv_python = _python_exe(ROOT_DIR / "ace-step" / ".venv")
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cmd = [str(venv_python), "-c", "from acestep.api_server import main; main()"]
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logger.info("Launching ACE-Step: %s", " ".join(cmd))
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return subprocess.Popen(cmd, cwd=str(ROOT_DIR / "ace-step"))
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def _launch_foundation1(self) -> subprocess.Popen:
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venv_python = _python_exe(ROOT_DIR / "foundation1" / ".venv")
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server_script = str(ROOT_DIR / "foundation1_server" / "server.py")
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cmd = [str(venv_python), server_script]
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logger.info("Launching Foundation-1 server: %s", " ".join(cmd))
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return subprocess.Popen(cmd, cwd=str(ROOT_DIR))
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def _wait_healthy(self, url: str) -> None:
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deadline = time.monotonic() + HEALTH_TIMEOUT_SECONDS
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logger.info("Waiting for service at %s ...", url)
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while time.monotonic() < deadline:
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try:
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with httpx.Client(timeout=5.0) as client:
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resp = client.get(url)
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if resp.status_code == 200:
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logger.info("Service healthy: %s", url)
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return
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except Exception:
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pass
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time.sleep(HEALTH_POLL_INTERVAL)
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raise TimeoutError(
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f"Service at {url} did not become healthy within {HEALTH_TIMEOUT_SECONDS}s"
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)
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model_manager = ModelManager()
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