llmfit/docs
Alex Jones fb049c210c feat(fit): purge test-stub catalog entries; calibrate estimates from local benchmarks
Step 1 — catalog hygiene: remove 100 CI/test-stub entries from
hf_models.json (tiny-random/*, *-tiny-random, tiny-dummy, ci-random-*,
test-*/testing-* repos). These are randomly initialized micro-models
whose names shadow real families — e.g. tiny-random/gemma-3 (9M params)
captured a local 2.5B gemma-3 GGUF and produced an 880 tok/s estimate
for a model that measures 3.8. The scraper now skips them at discovery
and at scrape time (is_test_stub), so they cannot return.

Step 2 — local calibration: one trustworthy benchmark now corrects the
whole estimate column for this machine. Anchors are locally-benched
fits on real catalog models (>= 1B params, dense); the median
measured/estimated ratio (clamped to [0.05, 3.0]) scales every row's
estimate, recorded in estimate_basis.local_calibration and printed in
the estimate-basis detail. Application is idempotent, so post-bench
refreshes never compound.

Stored runs are now also filtered by hardware fingerprint (CPU + GPU
name): measurements from a previous machine configuration neither
override nor calibrate the current one.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-10 11:07:42 +01:00
..
cli.md feat(fit): purge test-stub catalog entries; calibrate estimates from local benchmarks 2026-07-10 11:07:42 +01:00
custom-models.md docs: break README sections out into docs/ guides, sympozium-style 2026-07-09 10:59:09 +01:00
development.md docs: break README sections out into docs/ guides, sympozium-style 2026-07-09 10:59:09 +01:00
how-it-works.md docs: break README sections out into docs/ guides, sympozium-style 2026-07-09 10:59:09 +01:00
openclaw.md docs: break README sections out into docs/ guides, sympozium-style 2026-07-09 10:59:09 +01:00
platform-support.md docs: break README sections out into docs/ guides, sympozium-style 2026-07-09 10:59:09 +01:00
providers.md docs: break README sections out into docs/ guides, sympozium-style 2026-07-09 10:59:09 +01:00
tui.md docs: break README sections out into docs/ guides, sympozium-style 2026-07-09 10:59:09 +01:00