homelab-codex-ws/docs
oskar 3d4ee3818d feat(kb-query): active embed fallback SOLARIA→PIHA (module 5 phase 4, plan §2/§5)
Last missing core piece of KB phase 4: kb-query no longer hard-fails /search
when Ollama@SOLARIA is unreachable. app/fallback.py implements the plan's
circuit-breaker exactly (30s cached health probe, 3s hard embed timeout on
SOLARIA, one-shot same-request switch to a new local ollama-piha@PIHA
container on timeout/error). sol_status in /healthz and /search now reflects
the real breaker state instead of a hardcoded "up".

New services/ollama-piha (bge-m3, OLLAMA_KEEP_ALIVE=0, arm64/no-GPU) is the
local fallback leg. Live calibration on PIHA (2026-07-27, normal load):
embed latency 4.2-5.2s, RAM peak ~983MiB against a 2.5GiB ceiling -- both
inside the plan's go-bar, so the fallback is enabled by default rather than
gated behind a flag. Calibration also surfaced and disabled (not removed) a
previously-undocumented orphaned native ollama.service on PIHA that had been
conflicting with the container's port.

The embed-model invariant (query embedding == document_chunk.model) still
enforces once at startup, since both fallback legs share one EMBED_MODEL
constant by construction; a redundant per-request DB check was deliberately
skipped and the invariant is instead proven structurally by test.

retrieval_eval.py gains --transport http (plan §2 decision 6/§9), previously
unimplemented. Verified live: HTTP transport is bit-identical to direct
transport against the same live SOLARIA (0 mismatches), and a live sol-down
simulation (kb-query's own OLLAMA_URL pointed at a dead address, no other
Ollama consumer touched) shows the PIHA fallback answering with the same
hit@3 gate outcome and dist within ~3e-4 of the SOLARIA baseline.

Zero changes to DB schema or kb_retrieval's retrieval logic -- only the
embed + health layer, per task constraints.

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
2026-07-27 22:23:53 +02:00
..
infra docs(infra): audyt niezarzadzanych stackow VPS — mapa przed konsolidacja do GitOps 2026-07-27 17:49:37 +02:00
kb fix(eval): mail_hit@3 criterion 4 + N2 threshold, gate PASS after Etap A 2026-07-23 17:06:49 +02:00
sessions feat(kb-query): active embed fallback SOLARIA→PIHA (module 5 phase 4, plan §2/§5) 2026-07-27 22:23:53 +02:00
access.md Document current homelab state 2026-04-15 17:37:25 +02:00
agents.md docs: uzupelnij dokumentacje pod katem agentow AI 2026-05-20 12:06:23 +02:00
backlog.md feat(ha/ken): porzadki po audycie — pimirror z archiwum, konwencje, backlog 2026-07-27 17:51:39 +02:00
capabilities.md docs: uzupelnij dokumentacje pod katem agentow AI 2026-05-20 12:06:23 +02:00
chelsty-runtime.md docs: session summary 2026-05-27 + update observer/control-plane/chelsty docs 2026-05-27 16:18:31 +02:00
chelsty-stability-agent.md docs(chelsty): update docs and topology for site/node split 2026-05-20 14:23:57 +02:00
core-stack.md Document current homelab state 2026-04-15 17:37:25 +02:00
deployment.md docs(deployment): add critical warning — deploy.sh vps destroys control-plane (project-name divergence, 2026-06-25 incident) 2026-06-25 16:30:53 +02:00
event-system.md Implement filesystem-first runtime event system 2026-05-12 13:38:25 +02:00
hardware.md Document current homelab state 2026-04-15 17:37:25 +02:00
hetzner-vps.md Document VPS connectivity diagnostics 2026-04-15 20:38:09 +02:00
joplin-server.md Document VPS connectivity diagnostics 2026-04-15 20:38:09 +02:00
lifecycle.md Harden deployment runtime framework 2026-05-11 21:20:13 +02:00
networking.md Document current homelab state 2026-04-15 17:37:25 +02:00
node-onboarding.md Implement reproducible node onboarding 2026-05-12 13:18:00 +02:00
observer-runtime.md feat(observer): 3-state node liveness (fresh/stale/dead) + transitions + read-time net 2026-06-17 20:07:25 +02:00
questions.md Document Hetzner VPS handoff 2026-04-15 17:46:42 +02:00
service-model.md Add node capability model 2026-05-11 20:46:50 +02:00
services.md Document Hetzner VPS handoff 2026-04-15 17:46:42 +02:00
stability-agent-rollout.md Fix stability agent fleet deploy scripts 2026-05-17 21:09:06 +02:00
standards.md docs: uzupelnij dokumentacje pod katem agentow AI 2026-05-20 12:06:23 +02:00
topology.md Add CHELSTY home automation inventory model 2026-05-11 20:54:54 +02:00
vps-control-plane.md docs: session summary 2026-05-27 + update observer/control-plane/chelsty docs 2026-05-27 16:18:31 +02:00