homelab-codex-ws/services/kb-query/tests/test_embed_router.py

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feat(kb): aktywny fallback embeddingów SOLARIA→PIHA dla kb-query (faza 4 Krok 2) Ostatni krok fazy 4 KB (plan §2 Decyzja 2, §5): kb-query przestaje być martwe przez ~16 h/dobę, gdy SOLARIA (GPU) śpi — zapytania embeduje wtedy lokalna Ollama CPU na PIHA (wolniej: ~790 ms+ vs ~207 ms na GPU, ale działa). Nowy serwis services/ollama-piha (GitOps, owner_node: piha): - ollama/ollama:latest (arm64 natywnie), OLLAMA_KEEP_ALIVE=0 — model zwalnia RAM natychmiast po każdym wywołaniu (spike, nie rezydent; PIHA dzieli 8 GB z HA) - bind wyłącznie 127.0.0.1 + LAN_BIND_IP (192.168.31.5), nigdy 0.0.0.0/Tailscale - named volume ollama_piha_models (NVMe data-root) zamiast bind-mounta — obraz biega jako root w kontenerze i bind łamałby wzorzec uid PIHA (oskar=1004, kontenery uid 1000, setgid pi) - override hosts/piha/runtime/ollama-piha: mem_limit 2560m (wartość startowa z planu, do potwierdzenia kalibracją na żywo), świadomie bez mem_reservation - pull bge-m3 to jawny, ręczny krok deployu (README) — obraz nie ma modeli kb-query — maszyna stanów fallbacku (app/embed_router.py): - health-check SOLARII (GET /api/tags, timeout 1.5 s) z cache 30 s — zero sondowania per request; po powrocie SOLARII ruch wraca na GPU w ≤30 s - primary up → embed na SOLARII z twardym timeoutem 3 s; błąd W TRAKCIE zapytania = jednorazowe przełączenie (krok 3b planu): status down na 30 s i TO SAMO zapytanie leci na fallback — user nie widzi błędu SOLARII - primary down → embed prosto na ollama-piha (bez twardego timeoutu: CPU + zimny load modelu to legalnie pojedyncze sekundy) - 503 tylko gdy oba backendy padłe (lub fallback nieskonfigurowany) - inwariant modelu, druga połowa: każdy backend weryfikowany raz, leniwie przy pierwszym użyciu, że /api/tags zawiera EMBED_MODEL (bge-m3 — ta sama wartość co startowy check przeciw document_chunk.model/document_summary.embedding_model); niezgodność = ERROR log + 500, nigdy ciche liczenie dystansów między różnymi przestrzeniami embeddingów; leniwie, bo śpiąca SOLARIA nie może blokować startu serwisu - odpowiedź /search: nowe pole embed_backend ("solaria"|"piha") + sol_status wg realnego świata routera (UI już renderuje down jako "offline (fallback embed)"); log INFO backend=... elapsed_ms=... per zapytanie - /healthz: sol_status przez cache routera (spójny widok z routingiem) + fallback_status (żywa, tania sonda /api/tags) Konfiguracja spójnie przez env (compose + env.example + service.yaml + README): EMBED_PRIMARY_URL (zastępuje OLLAMA_URL), EMBED_FALLBACK_URL (pusty = brak fallbacku, zachowanie sprzed kroku 2), EMBED_{PRIMARY,FALLBACK}_NAME, EMBED_HEALTH_TTL_S/EMBED_HEALTH_TIMEOUT_S/EMBED_PRIMARY_TIMEOUT_S. Testy: 39 pass (14 nowych w test_embed_router.py: cache TTL, failover w trakcie zapytania, powrót po TTL, oba padłe, mismatch modelu na primary i fallbacku, tag "bge-m3:latest" vs "bge-m3"); docker build + smoke (importy + uvicorn do guardu KB_DSN) OK; compose config OK dla obu stacków. Deploy (Oskar, na PIHA z mastera po merge): cd ~/homelab-codex-ws && git pull # 1. ollama-piha cp services/ollama-piha/env.example services/ollama-piha/.env docker compose -f services/ollama-piha/docker-compose.yml \ -f hosts/piha/runtime/ollama-piha/docker-compose.override.yml \ --env-file services/ollama-piha/.env up -d docker exec ollama-piha ollama pull bge-m3 # ręczny krok, obowiązkowy services/ollama-piha/healthcheck.sh # 2. kb-query (dopisać fallback do istniejącego .env) echo 'EMBED_FALLBACK_URL=http://192.168.31.5:11434' >> services/kb-query/.env docker compose -f services/kb-query/docker-compose.yml \ -f hosts/piha/runtime/kb-query/docker-compose.override.yml up -d --build services/kb-query/healthcheck.sh # (deploy-node.sh też podniesie oba serwisy z hosts/piha/services.yaml, # ale pull bge-m3 i .env pozostają ręczne) Weryfikacja: testy A/B/C w services/kb-query/README.md (backend=solaria przy SOLARII online; backend=piha przy symulacji offline; powrót na GPU w ≤30 s). Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-29 19:01:29 +02:00
"""Unit tests for the SOLARIA->PIHA embed fallback state machine (app.embed_router) -- no
real Ollama on either side. Fake backends are keyed by URL so one fake session can serve
both legs; the clock is injected so the 30 s TTL is tested without sleeping."""
from __future__ import annotations
import pathlib
import sys
import aiohttp
import pytest
sys.path.insert(0, str(pathlib.Path(__file__).resolve().parents[1]))
from app.embed_router import EmbedBackendError, EmbedRouter, ModelMismatchError # noqa: E402
PRIMARY = "http://solaria:11434"
FALLBACK = "http://192.168.31.5:11434"
class _FakeResponse:
def __init__(self, payload=None, exc=None, status=200):
self._payload = payload
self._exc = exc
self.status = status # check_ollama_health reads resp.status directly
async def __aenter__(self):
if self._exc is not None:
raise self._exc
return self
async def __aexit__(self, *exc):
return False
def raise_for_status(self):
pass
async def json(self):
return self._payload
class _FakeBackend:
"""One fake Ollama: `models` drives /api/tags, `down=True` refuses every connection,
`embed_exc` makes /api/embeddings fail while /api/tags still answers (the plan's step-3b
scenario: probe says up, the real embed then dies mid-query)."""
def __init__(self, models=("bge-m3:latest",), down=False, embed_exc=None, vector_value=0.01):
self.models = list(models)
self.down = down
self.embed_exc = embed_exc
self.vector_value = vector_value
self.tags_calls = 0
self.embed_calls = 0
class _FakeSession:
def __init__(self, backends: dict):
self._backends = backends
def _backend(self, url):
for base, backend in self._backends.items():
if url.startswith(base):
return backend
raise AssertionError(f"unexpected url: {url}")
def get(self, url, timeout=None):
backend = self._backend(url)
backend.tags_calls += 1
if backend.down:
return _FakeResponse(exc=aiohttp.ClientConnectionError("connection refused"))
return _FakeResponse({"models": [{"name": n} for n in backend.models]})
def post(self, url, json):
backend = self._backend(url)
backend.embed_calls += 1
if backend.down:
return _FakeResponse(exc=aiohttp.ClientConnectionError("connection refused"))
if backend.embed_exc is not None:
return _FakeResponse(exc=backend.embed_exc)
return _FakeResponse({"embedding": [backend.vector_value] * 1024})
class _FakeClock:
def __init__(self):
self.now = 1000.0
def __call__(self):
return self.now
def _router(fallback_url=FALLBACK, clock=None, **kwargs):
return EmbedRouter(
PRIMARY,
fallback_url,
embed_model="bge-m3",
clock=clock or _FakeClock(),
**kwargs,
)
class TestPrimaryHealthy:
async def test_embeds_on_primary_and_reports_its_name(self):
solaria = _FakeBackend()
piha = _FakeBackend()
session = _FakeSession({PRIMARY: solaria, FALLBACK: piha})
embedding, backend = await _router().embed(session, "q")
assert backend == "solaria"
assert len(embedding) == 1024
assert solaria.embed_calls == 1
assert piha.embed_calls == 0
async def test_health_verdict_is_cached_within_ttl(self):
solaria = _FakeBackend()
clock = _FakeClock()
router = _router(clock=clock)
session = _FakeSession({PRIMARY: solaria, FALLBACK: _FakeBackend()})
await router.embed(session, "q1")
probes_after_first = solaria.tags_calls # probe + first-use model verification
clock.now += 10 # inside the 30 s TTL
await router.embed(session, "q2")
assert solaria.tags_calls == probes_after_first # no new probe, model check done once
async def test_model_tag_with_latest_suffix_satisfies_bare_model_name(self):
solaria = _FakeBackend(models=["bge-m3:latest"])
session = _FakeSession({PRIMARY: solaria, FALLBACK: _FakeBackend()})
_, backend = await _router().embed(session, "q")
assert backend == "solaria"
class TestFailover:
async def test_primary_down_at_probe_falls_back_to_piha(self):
solaria = _FakeBackend(down=True)
piha = _FakeBackend(vector_value=0.02)
session = _FakeSession({PRIMARY: solaria, FALLBACK: piha})
embedding, backend = await _router().embed(session, "q")
assert backend == "piha"
assert embedding[0] == 0.02
assert solaria.embed_calls == 0
async def test_mid_embed_failure_serves_same_query_from_fallback(self):
# Plan §2 D2 step 3b: probe said up, the real embed then dies -- the SAME request
# must come back from the fallback, never as an error to the user.
solaria = _FakeBackend(embed_exc=aiohttp.ClientConnectionError("died mid-embed"))
piha = _FakeBackend(vector_value=0.02)
session = _FakeSession({PRIMARY: solaria, FALLBACK: piha})
router = _router()
embedding, backend = await router.embed(session, "q")
assert backend == "piha"
assert embedding[0] == 0.02
assert solaria.embed_calls == 1
async def test_down_verdict_is_cached_and_skips_primary_until_ttl_expires(self):
solaria = _FakeBackend(down=True)
piha = _FakeBackend()
clock = _FakeClock()
router = _router(clock=clock)
session = _FakeSession({PRIMARY: solaria, FALLBACK: piha})
await router.embed(session, "q1")
probes = solaria.tags_calls
clock.now += 10 # still inside TTL -> no re-probe, straight to fallback
_, backend = await router.embed(session, "q2")
assert backend == "piha"
assert solaria.tags_calls == probes
async def test_traffic_returns_to_primary_after_ttl_expiry(self):
# Test C from the task spec: SOLARIA comes back -> within one TTL window the
# router re-probes and routes to the GPU again.
solaria = _FakeBackend(down=True)
piha = _FakeBackend()
clock = _FakeClock()
router = _router(clock=clock)
session = _FakeSession({PRIMARY: solaria, FALLBACK: piha})
_, backend = await router.embed(session, "q1")
assert backend == "piha"
solaria.down = False # SOLARIA wakes up
clock.now += 31 # TTL (30 s) expired
_, backend = await router.embed(session, "q2")
assert backend == "solaria"
class TestNoUsableBackend:
async def test_primary_down_without_fallback_raises_backend_error(self):
solaria = _FakeBackend(down=True)
session = _FakeSession({PRIMARY: solaria})
with pytest.raises(EmbedBackendError, match="no EMBED_FALLBACK_URL"):
await _router(fallback_url=None).embed(session, "q")
async def test_both_backends_down_raises_backend_error(self):
session = _FakeSession({PRIMARY: _FakeBackend(down=True), FALLBACK: _FakeBackend(down=True)})
with pytest.raises(EmbedBackendError, match="unreachable"):
await _router().embed(session, "q")
class TestModelInvariant:
async def test_fallback_without_bge_m3_is_a_loud_error_not_a_silent_embed(self):
solaria = _FakeBackend(down=True)
piha = _FakeBackend(models=["llama3:8b"])
session = _FakeSession({PRIMARY: solaria, FALLBACK: piha})
with pytest.raises(ModelMismatchError, match="bge-m3"):
await _router().embed(session, "q")
assert piha.embed_calls == 0 # never embedded in the wrong vector space
async def test_primary_without_bge_m3_fails_over_to_verified_fallback(self):
solaria = _FakeBackend(models=["llama3:8b"])
piha = _FakeBackend()
session = _FakeSession({PRIMARY: solaria, FALLBACK: piha})
_, backend = await _router().embed(session, "q")
assert backend == "piha"
assert solaria.embed_calls == 0
class TestStatusReporting:
async def test_primary_status_up_and_fallback_status_up(self):
session = _FakeSession({PRIMARY: _FakeBackend(), FALLBACK: _FakeBackend()})
router = _router()
assert await router.primary_status(session) == "up"
assert await router.fallback_status(session) == "up"
async def test_fallback_status_unconfigured_without_fallback_url(self):
session = _FakeSession({PRIMARY: _FakeBackend()})
assert await _router(fallback_url=None).fallback_status(session) == "unconfigured"
async def test_primary_status_down_when_probe_fails(self):
session = _FakeSession({PRIMARY: _FakeBackend(down=True), FALLBACK: _FakeBackend()})
assert await _router().primary_status(session) == "down"