"""Bootstrap for the managed runtime: config -> installed binaries -> running supervised server. One public call, ``ensure_local_runtime(config)``, safe at any session start: disabled or already-running -> no-op; enabled -> serve the installed build under a supervisor. Kept import-light: callers gate on config before importing so disabled sessions never pay the import. """ from __future__ import annotations from contextlib import contextmanager, suppress import logging import os import signal import time from pathlib import Path from hermes_cli.local_runtime.binaries import runtimes_root from hermes_cli.local_runtime.gguf import SPLIT_PART_RE, model_id_from_stem logger = logging.getLogger(__name__) _SUPERVISOR = None # process-wide singleton; one router per Hermes process def _detect_gpu_vendor() -> str | None: """Best-effort GPU vendor for backend selection. NVIDIA via nvidia-smi resolved by the hardware probe's PATH-independent ladder (a stripped service PATH must not demote an NVIDIA box to vulkan/cpu); anything else defers to select_backend's fallback ladder.""" from hermes_cli.local_runtime.hardware import _cached_nvidia_gpu_query query = _cached_nvidia_gpu_query() if query is not None and query.get("gpu_name"): return "nvidia " + query["gpu_name"] return None def models_dir() -> Path: """Machine-scoped, deliberately NOT profile-scoped: a 20 GB GGUF is a machine asset, and every profile shares the one managed server that serves it (same rule as runtimes_root()).""" from hermes_constants import get_default_hermes_root return get_default_hermes_root() / "models" def assets_dir() -> Path: """Non-model companion files (mmproj projectors, spec-decode drafts). A subdirectory so the router's model listing — and staged_models() — never mistakes an asset for a servable model.""" return models_dir() / "assets" def staged_in(models_dir: Path, *, require_complete: bool = True) -> "list[Path]": """Servable GGUFs in a directory: single files, plus split GGUFs once by their first part. With ``require_complete`` a split counts only when EVERY part is on disk — a mid-download split is not servable and must not surface anywhere as a model.""" files = sorted(models_dir.glob("*.gguf")) names = {p.name for p in files} out = [] for p in files: m = SPLIT_PART_RE.search(p.name) if m is None: out.append(p) continue if m.group(1) != "00001": continue stem, total = p.name[: m.start()], int(m.group(2)) if not require_complete or all(f"{stem}-{i:05d}-of-{m.group(2)}.gguf" in names for i in range(2, total + 1)): out.append(p) return out def adopt_legacy_models() -> "list[Path]": """Move GGUFs left in the old per-profile ``/models`` layout (and its assets/) into the machine-scoped dirs, so everything downstream keeps reading one directory. ``os.rename`` only: within one filesystem it is instant even for a 20 GB model, while ``shutil.move`` silently degrades to a copy across devices. A cross-device profile dir is left in place with a warning rather than copying tens of GB at session start. A name that already exists in the destination is left alone (check-then-rename: the only window is two processes adopting two profiles' same-named file at once, and a same name is the same catalog variant). Two processes racing on one file are harmless: the loser's rename finds the source gone and skips it. Returns the new paths of the moved files.""" from hermes_constants import get_default_hermes_root, named_profile_has_identity profiles_root = get_default_hermes_root() / "profiles" if not profiles_root.is_dir(): return [] moved: list[Path] = [] for home in sorted(profiles_root.iterdir()): old = home / "models" if home.name.startswith(".") or not old.is_dir() or not named_profile_has_identity(home): continue for src_dir, dest_dir in ((old, models_dir()), (old / "assets", assets_dir())): for src in sorted(src_dir.glob("*.gguf")): dest = dest_dir / src.name if dest.exists(): logger.warning("legacy model %s not moved: %s already exists", src, dest) continue try: dest_dir.mkdir(parents=True, exist_ok=True) os.rename(src, dest) except FileNotFoundError: continue except OSError as exc: logger.warning("legacy model %s not moved to %s: %s", src, dest_dir, exc) continue moved.append(dest) for emptied in (old / "assets", old): with suppress(OSError): emptied.rmdir() if moved: logger.info("moved %d legacy model file(s) into %s", len(moved), models_dir()) return moved def staged_models() -> "list[Path]": """Servable staged models (continuation parts, incomplete splits and assets/ never count).""" return staged_in(models_dir()) def staged_model_ids() -> "list[str]": return [model_id_from_stem(p.stem) for p in staged_models()] def _presets_stale() -> bool: """True when a staged model has no section in the preset INI — it would autoload with stock fit instead of a policy decision.""" with suppress(Exception): from hermes_cli.local_runtime.presets import read_preset_decisions known = read_preset_decisions() return any(mid not in known or (not known[mid].refusal and not (known[mid].keys or {}).get("model")) for mid in staged_model_ids()) return False def _stop_state_server(state: dict) -> None: """Best-effort stop of the server the state file points at (an incumbent this process doesn't supervise). The state pid is ours by contract — the file only ever describes the managed server.""" from hermes_cli.local_runtime.endpoint import _pid_alive try: pid = int(state.get("pid")) if pid <= 0: return os.kill(pid, signal.SIGTERM) except (TypeError, ValueError, OSError): return # Give it a moment to release the port and the GPU. Liveness via psutil — on Windows # os.kill(pid, 0) TERMINATES the process, it is not a probe. for _ in range(50): if not _pid_alive(pid): return time.sleep(0.1) def refresh_local_runtime() -> bool: """Restart the managed server so it rescans the models directory. The router's model list is SPAWN-ONLY: a GGUF added after start is invisible to GET /models and 400s on completion, so anything that changes the staged set while the server runs must bounce it.""" global _SUPERVISOR try: from hermes_cli.config import load_config if _SUPERVISOR is None: from hermes_cli.local_runtime.endpoint import _state_endpoint state = _state_endpoint() if state is None: return False logger.info("bouncing adopted llama-server (pid=%s) to rescan models", state.get("pid")) _stop_state_server(state) else: shutdown_local_runtime() return ensure_local_runtime(load_config(), force=True) is not None except Exception as exc: # noqa: BLE001 logger.warning("local runtime refresh failed: %s", exc) return False def _admitted_models_max(mdir: Path, configured: int) -> int: """Residency cap to hand the router: derived from the hardware budget, ``models_max`` as a ceiling. A cap of "four" on a card that holds one model is how a second child ends up paged (WDDM) and silently slow — llama.cpp evicts its LRU before an incoming load only when the cap says the card is full. A probe miss or an unpriceable model keeps the configured count: this must never block a boot. """ try: from hermes_cli.local_runtime.hardware import probe_budget from hermes_cli.local_runtime.presets import admitted_residency_count cap = admitted_residency_count(mdir, probe_budget(planning=True), configured) except Exception as exc: # noqa: BLE001 logger.warning("residency cap probe failed (%s); using models_max=%s", exc, configured) return configured if cap != configured: logger.info("residency cap: %s resident model(s) on this card (models_max=%s)", cap, configured) return cap def _generate_presets(mdir: Path, preset_path: Path) -> Path | None: """Write the launch-policy INI for every staged model; returns the path to hand the router. Priced against CAPACITY, not live free VRAM: this runs while the outgoing server instance may still hold the card (restart, refresh after a download), and its memory is freed before the new instance loads anything. Pricing against live-free once pinned a fitting model's weights to CPU. The window is then narrowed to what fits beside other programs' GPU memory (``hardware.launch_budget``), which never moves weights to the CPU. Degradation ladder on failure: a STALE policy still beats no policy — stock fit (f16 KV at max context, no placement) is the silent-busy-wait failure on Windows. Keep serving with the previous INI when one exists; only a first boot with no INI at all falls to stock fit. """ from hermes_cli.local_runtime.hardware import probe_budget from hermes_cli.local_runtime.presets import generate_presets try: capacity = probe_budget(planning=True) for entry in generate_presets(mdir, capacity, preset_path, live=_launch_budget(capacity)): if entry.refusal: logger.warning("model refused by physics check: %s", entry.refusal) return preset_path except Exception as exc: # noqa: BLE001 — policy failure must not block serving if preset_path.exists(): logger.error("preset generation failed (%s); serving with the " "PREVIOUS launch policies — models staged since " "the last successful generation run unpoliced " "until this is fixed", exc) return preset_path logger.error("preset generation failed (%s) and no previous " "policy file exists; router runs stock fit", exc) return None def _launch_budget(capacity, own_bytes: int = 0): """``hardware.launch_budget``, or None when the probe fails: a boot never waits on it.""" from hermes_cli.local_runtime.hardware import launch_budget try: return launch_budget(capacity, own_bytes=own_bytes) except Exception as exc: # noqa: BLE001 logger.warning("free GPU memory probe failed (%s); launch windows use capacity", exc) return None # Router statuses that hold GPU memory. The preset file changes only while every model is out of # them: the router unloads a loaded model whose launch flags change on reload. _HOLDS_MEMORY = frozenset({"loaded", "loading", "sleeping", "ready"}) def refit_idle_presets(sup) -> bool: """Re-plan launch windows against free GPU memory while no model is loaded. Boot plans every window once, but models load later (on demand, after an idle unload), and by then other programs may hold more or less of the card. Returns True when the router was given new presets. A request that starts a load between the last status check and the reload is unloaded by the router and fails once; that gap is a few milliseconds, and only when a window changes. """ from hermes_cli.local_runtime.hardware import probe_budget from hermes_cli.local_runtime.presets import plan_presets, render_presets path = sup.preset_path if path is None or not path.exists() or _any_holds_memory(sup): return False capacity = probe_budget(planning=True) live = _launch_budget(capacity) if live is None: return False last = sup._refit_usable if last is not None and abs(live.usable_vram_bytes - last) < _REFIT_STEP_BYTES: return False text = render_presets(plan_presets(models_dir(), capacity, live=live)) # Held across the write and the reload so a restart can't spawn between them; everything # slow ran above. with sup._lifecycle_lock: if sup.proc is None or sup.proc.poll() is not None or _any_holds_memory(sup): return False sup._refit_usable = live.usable_vram_bytes if text == path.read_text(encoding="utf-8-sig"): return False from utils import atomic_write_text atomic_write_text(path, text, tmp_prefix=f".{path.name}_", mode=0o600) sup.reload_presets() logger.info("launch windows re-planned for %.1f GiB of free GPU memory", live.usable_vram_bytes / (1 << 30)) return True # Smaller changes in free memory don't move a window by a ladder rung; skipping them keeps the # idle loop from re-reading every model header each pass. _REFIT_STEP_BYTES = 256 << 20 def _any_holds_memory(sup) -> bool: return any(status in _HOLDS_MEMORY for status in sup.models(timeout_s=5).values()) def _try_lock_boot_fd(fd: int) -> bool: """Non-blocking exclusive attempt; portable across fcntl/msvcrt.""" if os.name == "nt": import msvcrt if os.fstat(fd).st_size == 0: os.write(fd, b"\0") os.lseek(fd, 0, os.SEEK_SET) try: msvcrt.locking(fd, msvcrt.LK_NBLCK, 1) return True except OSError: return False else: import fcntl try: fcntl.flock(fd, fcntl.LOCK_EX | fcntl.LOCK_NB) return True except OSError: return False def _unlock_boot_fd(fd: int) -> None: if os.name == "nt": import msvcrt os.lseek(fd, 0, os.SEEK_SET) msvcrt.locking(fd, msvcrt.LK_UNLCK, 1) else: import fcntl fcntl.flock(fd, fcntl.LOCK_UN) @contextmanager def _cross_process_boot_lock(timeout_s: float = 130.0): """Serialize the state-check-then-spawn sequence across every Hermes process on this machine — the ``_SUPERVISOR`` singleton above only rules out a race within ONE process. Two profiles booting in the same second each see no ``server.json`` yet and each spawn a router on the stable port (#116682); an OS-held lock makes the second caller wait for the first to publish its state file, so it re-checks and adopts instead of spawning a duplicate. Bounded, not indefinite: never hang session start dead if the lock is somehow stuck, and never raise into session start: an unwritable runtimes dir (or a foreign-owned lock file) proceeds unlocked with a warning, like the contention timeout.""" path = runtimes_root() / "boot.lock" try: path.parent.mkdir(parents=True, exist_ok=True) fd = os.open(path, os.O_CREAT | os.O_RDWR, 0o600) except OSError as exc: logger.warning("boot lock unavailable (%s); proceeding without it", exc) yield return try: deadline = time.monotonic() + timeout_s while not _try_lock_boot_fd(fd): if time.monotonic() >= deadline: logger.warning("boot lock contended past %.0fs; proceeding without it", timeout_s) break time.sleep(0.2) try: yield finally: with suppress(OSError): _unlock_boot_fd(fd) finally: os.close(fd) def ensure_local_runtime(config: dict, force: bool = False) -> "object | None": """Idempotent boot of the managed runtime. Returns the supervisor (or None when disabled/unavailable). Never raises into a session start — failures log and return None; chat falls back to configured providers.""" global _SUPERVISOR section = (config or {}).get("local_runtime") or {} if not force and not section.get("enabled"): return None if _SUPERVISOR is not None: return _SUPERVISOR try: adopt_legacy_models() except OSError as exc: # an unreadable profiles dir must not block serving what's staged logger.warning("legacy model adoption failed: %s", exc) # Residency: no staged models means nothing to serve — don't boot an empty server (delete # your last model and boots stop). force boots as ever. if not force and not staged_models(): logger.info("local runtime enabled but no models staged; not booting") return None # Another Hermes process may already be supervising — reuse via state, but ONLY while its # launch policy still covers every staged model. A server whose preset file predates a # download serves the new model with no policy at all (--models-autoload + stock fit). A stale # incumbent gets stopped and replaced by a fresh boot with regenerated presets; sessions ride # through like any other supervised restart (stable port + persisted key). # # The state check and the spawn below run under a cross-process lock: two backends racing # to boot (#116682) must not both find no state file and both spawn a router on the stable # port — the loser waits here, then re-checks state and adopts the winner's server instead. from hermes_cli.local_runtime.endpoint import _state_endpoint with _cross_process_boot_lock(): state = _state_endpoint() if state is not None: if not _presets_stale(): logger.info("managed llama-server already running (another process)") return None logger.info("running server's presets predate the staged models; " "replacing it so every model launches with a policy") _stop_state_server(state) try: from hermes_cli.local_runtime.binaries import installed_engine from hermes_cli.local_runtime.supervisor import LlamaServerSupervisor engine = installed_engine(section.get("backend", "auto")) if engine is None: logger.info("local runtime enabled but no PM engine installed; use the Local Models pane") return None mdir = models_dir() mdir.mkdir(parents=True, exist_ok=True) preset_path = _generate_presets(mdir, runtimes_root() / "presets.ini") sup = LlamaServerSupervisor(engine.binary, mdir, preset_path=preset_path, models_max=_admitted_models_max( mdir, int(section.get("models_max", 4))), port=int(section.get("port", 0)) or None) try: sup.start() except Exception: # start() can fail after the router process exists (health timeout): leaving it # running unsupervised strands its VRAM behind a port nothing will clean up. with suppress(Exception): sup.stop() raise _SUPERVISOR = sup logger.info("managed llama-server up at %s (backend=%s tag=%s)", sup.base_url, engine.backend, engine.tag) _start_idle_sweeper(sup) return sup except Exception as exc: # noqa: BLE001 — never break session start logger.warning("managed local runtime unavailable: %s", exc) return None def shutdown_local_runtime() -> None: global _SUPERVISOR if _SUPERVISOR is not None: _SUPERVISOR.stop() _SUPERVISOR = None def get_supervisor(): """The process-local supervisor, or None (a server may still run under another process — check the state file).""" return _SUPERVISOR _SWEEP_EVERY_S = 120 _REFIT_EVERY_S = 30 def _start_idle_sweeper(sup) -> None: """Idle-residency loop: every couple of minutes, unload models idle past the supervisor's threshold; every 30 s with nothing loaded, re-plan launch windows against free GPU memory. Daemon thread tied to the supervisor's lifetime — exits when the server stops.""" import threading def _loop(): last_sweep = time.monotonic() while sup.proc is not None and sup.proc.poll() is None: time.sleep(_REFIT_EVERY_S) if time.monotonic() - last_sweep >= _SWEEP_EVERY_S: last_sweep = time.monotonic() try: sup.sweep_idle() except Exception as exc: # noqa: BLE001 logger.debug("idle sweep skipped: %s", exc) try: refit_idle_presets(sup) except Exception as exc: # noqa: BLE001 logger.debug("launch window re-plan skipped: %s", exc) threading.Thread(target=_loop, daemon=True, name="local-runtime-idle-sweep").start()