Measurement after C2: all 25 CLI modules transitively pull the SQLModel ORM, and the table chain is a hub (one table loads the whole registry). Most workers genuinely use the DB, so lazy imports only help the 2-3 DB-less workers. Consolidation (pay the 86MB floor once for the herd) is the reliable ~600MB win — promoted from fallback to primary.
4.7 KiB
DECNET 1.1 — RAM / Process-Footprint Release
Predecessor: v1.0.0. Theme: cut the fleet resident set from 2.57 GB → target ~1.0 GB
by paying the import floor once per process-group instead of once per worker.
Analysis & measurements: see improvements.md.
⚠️ Strategy correction (after C2 measurement)
Initial assumption: lazy imports would drop idle workers below the 86 MB floor → ~1.3 GB.
Measurement disproved this. All 25 CLI command modules transitively pull the SQLModel
ORM, and the 38 MB table chain is a hub: importing any one table loads the whole registry.
Most workers legitimately touch the DB, so they can't shed the ORM. Lazy registration only
helps the 2-3 genuinely DB-less workers (forwarder, listener, maybe bus).
Therefore consolidation is the PRIMARY lever, not the fallback. Paying the 86 MB floor once for the idle herd (instead of ~8×) is the reliable ~600 MB win. C2/C3 stay as cheap hygiene and to let the DB-less workers actually skip the ORM, but they are no longer the headline.
Why
18 long-running workers, ~2.57 GB resident. ~1.5 GB of that is the same 86 MB import
floor paid 18×, not workload. The floor is import decnet.cli pulling the entire
SQLModel ORM + all 26 model tables into every worker, even ones that never touch the DB.
Root cause (pinned)
cli/__init__.py:22 from . import (... topology ...)
→ cli/topology.py:12 from decnet.topology.config import TopologyConfig
→ decnet/topology/__init__.py:10 from decnet.topology.generator import generate ← TRIGGER
→ generator → allocator → repository → web.db.models.topology → all 26 tables (~38 MB)
The topology/__init__.py eager re-export of generate is the single thread that drags
the ORM into every worker. No production code imports generate from the package surface
(only tests, and they import the compose submodule) — safe to make lazy.
Commit plan (incremental, one concern each)
- C1 — docs.
improvements.md(analysis) + this release plan. - C2 — lazy topology re-export. PEP 562
__getattr__intopology/__init__.pysogenerateloads on access, not on package import. Public API unchanged. Guard test added. Finding: correct, but ORM pull is pervasive (see correction above) — C2 alone does not move the floor. - C3 — DB-less worker lazy registration (reduced scope). Confirm
forwarder/listener(and auditbus) never touch models at runtime; make ONLY their command modules import-clean so those specific processes skip the 38 MB ORM. Skip the DB-touching majority — they can't shed it. Test: those modules don't pulldecnet.web.db.models. - C4 — extract idle-herd coroutines. Hoist the inline
_run()closures (webhook,canary,listener,forwarder,mutate,enrich) into reusableasync def run(bus, cfg)in their packages, so they're hostable by a supervisor. CLI commands become thinasyncio.run(run(...))wrappers. No behaviour change. - C5 —
decnet supervise. TaskGroup supervisor hosting the idle herd in one process; reuses existing bus +system.{worker}.controlshutdown. One systemd unit replacing ~8.# ponytail: shared event loop — split a worker back out if it needs its own restart policy / MemoryMax. - C6 — merge scapy workers. Optional.
collect/probe/sniffershare the 76 MB scapy import once instead of 3×.
Scope boundaries (no creep)
- In: import-floor reduction (C2–C3), idle-herd consolidation (C4–C5), scapy merge (C6).
- Out:
bus(broker — stays alone),api/web(already multiprocess),profiler/ttp(heavy resident state + real CPU — stay separate). Not touching DB schema, bus wire format, or worker logic — only where code is imported and which process hosts it.
Risk ladder
- C2–C3: import-site only, reversible, covered by an import-floor test. Low.
- C4: pure extraction, behaviour-preserving, existing tests guard it. Low.
- C5: introduces shared fate — one crash/OOM takes the herd; loses per-worker systemd
restart +
MemoryMax. Medium. Verify on the live fleet before adopting; keep the individual units as the fallback. Do C2–C4 first; C5 only if RAM still bites.
Projected (revised)
- C2–C3 (import floor): only the 2-3 DB-less workers shed the ORM. ~100 MB. Cheap hygiene.
- C4–C5 (consolidation): the main event. Idle herd ~8 × 86 MB → 1 × 86 MB ≈ −600 MB.
- C6 (scapy merge): 3 × 76 MB → 1 × 76 MB ≈ −150 MB.
- Total: 2.57 GB → ~1.0 GB. The bulk comes from consolidation, which costs isolation.