Files
hermes-agent/tests/agent
Teknium 775c0e22cf perf(models_dev): cache-first lookup, skip network when disk cache is fresh (#22808)
`fetch_models_dev()` is on the hot path of every `AIAgent.__init__`
(via `context_compressor → get_model_context_length`). The previous
policy was "always try network first, only fall back to disk if
network fails," so every fresh `hermes chat` / `hermes gateway` /
batch / cron process paid 250-500 ms re-fetching a 2 MB JSON registry
that was already on disk from earlier runs.

Add a stage 2 between in-mem and network: if
`models_dev_cache.json` exists and its mtime is younger than the
existing `_MODELS_DEV_CACHE_TTL` (1 hour, same TTL the in-mem cache
already uses), load from disk and skip the network call.

The in-mem TTL is anchored to the disk file's age, so a 50-min-old
cache stays in-memory for only 10 more minutes — no surprise
extension of staleness window.

Invariants preserved:
- `force_refresh=True` still always hits the network and only falls
  back to disk on failure (`hermes config refresh` semantics).
- Missing disk cache → fall through to network (first-ever run).
- Stale disk cache (mtime > TTL) → fall through to network.
- Negative file age (clock skew) → fall through to network.
- Network failure → existing stage-4 stale-disk fallback unchanged.

Measured impact (3-run medians, 9950X3D, fresh process per run):
  fetch_models_dev cold:  256 → 17 ms  (-93%)
  hermes chat -q wall:   4.00 → 3.73 s (-7% median)
                         3.99 → 3.60 s (-10% min)

The chat-end-to-end win is bounded below by API latency variance, but
the fetch_models_dev microbenchmark is the cleanest signal: 239 ms
shaved off every fresh-process agent construction.

Win compounds with the previous perf PRs:
  #22681 google_chat lazy-load
  #22766 doctor parallel + IMDS off
  #22790 gateway.platforms PEP 562

Tests: all 30 `tests/agent/test_models_dev.py` pass (added 4 new ones
covering the new disk-cache-first path, force_refresh override, stale
disk fallback, and missing-disk-cache fall-through). Full `tests/agent/`
suite: 2560 passed, 0 failed.
2026-05-09 13:32:38 -07:00
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