"""Memory-pressure bounds for the gateway's per-session AIAgent cache. Each cached ``AIAgent`` pins its full live transcript (tens of MB on a tool-heavy session); the LRU cap counts entries, not bytes, and the idle TTL defers eviction for busy sessions, so neither sees actual memory use. This module supplies that signal — own anonymous RSS against a budget derived from the cgroup limit — and ``GatewayRunner`` sheds LRU transcripts via soft eviction (rebuilt from the persisted session next turn). Pure/read-only; config under ``agent.agent_cache``. """ from __future__ import annotations import os import sys from dataclasses import dataclass from pathlib import Path from typing import Any, Callable, Iterable, List, Optional, Tuple # Shed well under the limit: once cgroup ``memory.high`` throttling kicks in (swap full), # a SIGTERM flush cannot finish inside systemd's stop timeout. _AUTO_BUDGET_FRACTION = 0.65 # Below this a budget is noise — small containers would evict every pass and never keep a warm prefix. _AUTO_BUDGET_FLOOR_MB = 512 _DEFAULT_MAX_EVICTIONS_PER_PASS = 16 # Never shed the hottest sessions: their prompt cache is worth the most; evicting them # just moves the cost to the next turn. _DEFAULT_PROTECT_RECENT = 8 _BYTES_PER_MB = 1024 * 1024 _OFF_WORDS = frozenset({"", "off", "none", "false", "disabled"}) @dataclass(frozen=True) class AgentCacheBounds: """Operator-facing bounds. ``max_size``/``idle_ttl_secs`` are ``None`` when unset so ``gateway/run.py`` keeps its defaults; ``memory_high_mb`` ``None`` = pressure eviction off.""" max_size: Optional[int] = None idle_ttl_secs: Optional[float] = None memory_high_mb: Optional[int] = None max_evictions_per_pass: int = _DEFAULT_MAX_EVICTIONS_PER_PASS protect_recent: int = _DEFAULT_PROTECT_RECENT def _is_int(value: Any) -> bool: return isinstance(value, int) and not isinstance(value, bool) def _positive(value: Any, cast: Callable[[Any], Any] = int) -> Any: """``cast(value)`` if it is a positive number (bools rejected), else None.""" try: parsed = None if isinstance(value, bool) or value is None else cast(value) except (TypeError, ValueError): return None return parsed if parsed is not None and parsed > 0 else None def _cgroup_limit_bytes() -> Optional[int]: """Memory limit this process runs under, if cgroup-capped. Prefers v2 ``memory.high`` (the throttling point) over ``memory.max``, then v1. Own cgroup first (where a systemd unit's ``MemoryHigh=``/``MemoryMax=`` lands — root reads ``max`` there), then root for container-style limits. ``max`` and the v1 near-2^63 sentinel mean unlimited. """ if sys.platform != "linux": return None try: from gateway.cgroup_cleanup import _own_cgroup_path own = _own_cgroup_path() except Exception: own = None roots = ([f"/sys/fs/cgroup{own}"] if own and own != "/" else []) + ["/sys/fs/cgroup"] for candidate in [f"{r}/memory.{f}" for r in roots for f in ("high", "max")] + ["/sys/fs/cgroup/memory/memory.limit_in_bytes"]: try: limit = int(Path(candidate).read_text(encoding="utf-8").strip()) except (OSError, ValueError): # unreadable, empty, or "max" continue if 0 < limit < (1 << 62): return limit return None def _total_memory_bytes() -> Optional[int]: try: return int(os.sysconf("SC_PAGE_SIZE")) * int(os.sysconf("SC_PHYS_PAGES")) except (OSError, ValueError, AttributeError): pass try: import psutil # type: ignore return int(psutil.virtual_memory().total) except Exception: return None def resolve_memory_high_mb(setting: Any) -> Optional[int]: """Absolute MB budget: ``"auto"`` derives from the cgroup limit (or total RAM when uncapped); a positive number is literal; anything falsy/off disables the pass.""" if isinstance(setting, str): normalized = setting.strip().lower() if normalized != "auto": return None if normalized in _OFF_WORDS else _positive(normalized) elif setting is False: return None elif setting is not True: return _positive(setting) limit = _cgroup_limit_bytes() or _total_memory_bytes() if not limit: return None budget = int(limit * _AUTO_BUDGET_FRACTION / _BYTES_PER_MB) return budget if budget >= _AUTO_BUDGET_FLOOR_MB else None def resolve_agent_cache_bounds(config: Any) -> AgentCacheBounds: """Read ``agent.agent_cache`` from the *raw* config: the gateway loader does not deep-merge ``DEFAULT_CONFIG``, so callers can tell "operator chose 128" from "unset".""" section = (config.get("agent") or {}).get("agent_cache") if isinstance(config, dict) else None if not isinstance(section, dict): section = {} protect_recent = section.get("protect_recent") protect_parsed = _positive(protect_recent) # 0 means "shed anything" — distinct from unset. The bool guard keeps `protect_recent: false` # (False == 0) on the default instead of silently disabling MRU protection. if protect_parsed is None and _is_int(protect_recent) and protect_recent == 0: protect_parsed = 0 return AgentCacheBounds( max_size=_positive(section.get("max_size")), idle_ttl_secs=_positive(section.get("idle_ttl_secs"), float), memory_high_mb=resolve_memory_high_mb(section.get("memory_high_mb", "auto")), max_evictions_per_pass=_positive(section.get("max_evictions_per_pass")) or _DEFAULT_MAX_EVICTIONS_PER_PASS, protect_recent=_DEFAULT_PROTECT_RECENT if protect_parsed is None else protect_parsed, ) def read_anon_rss_mb() -> Optional[int]: """Anonymous RSS in MB (where cached transcripts live; file-backed pages are noise), or None. ``/proc/self/status`` first; psutil covers other platforms (total RSS only).""" try: from hermes_cli.mem_trim import collect_memory_snapshot snapshot = collect_memory_snapshot() for key in ("rss_anon_kib", "rss_kib"): kib = snapshot.get(key) if isinstance(kib, int) and kib > 0: return kib // 1024 except Exception: pass try: import psutil # type: ignore return int(psutil.Process(os.getpid()).memory_info().rss / _BYTES_PER_MB) except Exception: return None def transcript_persistence_caught_up(agent: Any) -> bool: """True when the live transcript is fully on disk. Soft eviction rebuilds from the persisted session, so it is only safe once ``_last_flushed_db_idx`` (advanced only on a fully successful write) has caught up. Unknown shapes are *not* caught up: a skipped eviction costs memory, a wrong one costs the conversation. """ messages, flushed = getattr(agent, "_session_messages", None), getattr(agent, "_last_flushed_db_idx", None) return isinstance(messages, list) and _is_int(flushed) and flushed >= len(messages) def plan_pressure_evictions( ordered_entries: Iterable[Tuple[str, Any]], *, is_evictable: Callable[[str, Any], bool], max_evictions: int, protect_recent: int = 0, ) -> List[Tuple[str, Any]]: """Choose which cached sessions to shed, least-recently-used first. ``ordered_entries`` must be LRU→MRU (the cache OrderedDict ``move_to_end``s on every hit). The batch is capped so one pass cannot stall the gateway. ``protect_recent`` is clamped to half the cache: a few huge transcripts can exhaust the budget alone, and a fixed guard would leave nothing to shed. """ entries = list(ordered_entries) if max_evictions <= 0 or not entries: return [] protect = min(max(protect_recent, 0), len(entries) // 2) if protect: entries = entries[:-protect] plan: List[Tuple[str, Any]] = [] for key, agent in entries: if len(plan) >= max_evictions: break if is_evictable(key, agent): plan.append((key, agent)) return plan