docs(spec): harden pgvector spike from ce-doc-review (11 findings)

Multi-persona review (coherence, feasibility, product-lens, security-lens,
adversarial) surfaced that the spike proved DB access but not that DB access
was the right path or that the signal was useful, and pinned a contract
against a private, in-flight-changing schema. Applied 11 fixes:

- Requirement 0: test the "REST can't expose embeddings" premise instead of
  asserting it; record which endpoints were checked and why insufficient.
- Reframe Req 1 "real go/no-go" to access-only; signal-usefulness is M1.5's
  first task, not this spike's.
- Mark the schema unsupported/internal, version-pinned; require an M1.5
  re-probe/version-guard per Immich upgrade; tie shape to recorded model+ver.
- Fix probe correctness: pgvector adapter / server-side vector_dims (psycopg3
  returns vector as string); Postgres-internal join with optional SQLite
  cross-check; coverage over the image/embeddable population (both ratios).
- DB-enforced read-only session; standalone .env loading; psycopg+pgvector
  added to Deliverables; roadmap correction now fixes both false claims.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
This commit is contained in:
2026-06-27 20:19:09 +02:00
co-authored by Claude Opus 4.8
parent e5923317de
commit 33ac3ae69c
@@ -14,9 +14,10 @@ on a prerequisite that never ran. This spec defines that prerequisite.
M1.5 wants to cluster photos by visual similarity using the CLIP embeddings Immich already
computes — the rescue signal for the GPS-poor old library where timestamp/GPS are weakest.
Immich's REST API does not cleanly expose raw embedding vectors, so the viable path is
**read-only access to Immich's Postgres pgvector embeddings**. Before M1.5 can build
clustering on that path, this spike must prove the path exists and pin its shape.
The working assumption is that Immich's REST API does not cleanly expose raw embedding
vectors, so the viable path is **read-only access to Immich's Postgres pgvector embeddings**.
That assumption is load-bearing — it must be *tested*, not asserted (see Requirement 0). Before
M1.5 can build clustering on that path, this spike must prove the path exists and pin its shape.
## Scope
@@ -28,21 +29,43 @@ clustering on that path, this spike must prove the path exists and pin its shape
## Requirements (pass/fail)
The spike succeeds when it answers all four against the **live** database and records the
answers in the findings doc. Phrased as plain questions:
The spike succeeds when it answers all of the following against the **live** database and
records the answers in the findings doc. Phrased as plain questions:
0. **Does M1.5 actually need raw vectors (vs. a REST similarity query)?** Before relying on
DB access, state what M1.5's clustering needs — raw embedding vectors or a pairwise
similarity-neighbor query — and record which Immich REST endpoints were checked (e.g.
`/api/search/smart`, any asset-similarity/duplicate endpoint) and *why each is
insufficient*. This turns the load-bearing "REST can't expose embeddings" premise into a
documented finding; if a REST path suffices, the DB-access path below is unnecessary.
1. **Can we read the CLIP embeddings at all?** Connect read-only over the LAN and read the
embedding vectors Immich stores. *This is the real go/no-go: if the embeddings are not
readable, M1.5 needs a different plan.*
2. **Can we join each embedding back to a photo we already track?** Our SQLite store keys
assets by Immich asset ID. Confirm each embedding row carries that same ID so an
embedding can be matched to a known asset. *Without the join the vectors are unusable.*
embedding vectors Immich stores. *This de-risks **access** only: if the embeddings are not
readable, M1.5 needs a different plan. It does **not** prove the signal is useful (see the
signal-usefulness note below).*
2. **Can we join each embedding back to a photo we already track?** Confirm **inside
Postgres** that each embedding row's key references `assets.id` — the join that must hold
for the vectors to be usable. That asset ID is the same key our SQLite store uses, so a
cross-check against SQLite (`shared/photoflow/core`) is *optional* confirmation and must
degrade gracefully when the store is unpopulated (a fresh checkout has no `ingest` run),
rather than failing this requirement for the wrong reason.
3. **What are the exact shapes?** Record the table name, embedding column, **vector
dimension**, and the correct pgvector **distance operator** for similarity. These have
drifted across Immich versions, so they must be read from *this* DB, not assumed.
4. **What is the coverage?** What fraction of library assets currently have an embedding
(the user is re-running CLIP with a stronger model — has it finished?). *Tells M1.5 how
much it can lean on the signal.*
dimension**, and the correct pgvector **distance operator** for similarity. These are
**model- and version-dependent** (and have drifted across Immich versions), so they must be
read from *this* DB, not assumed — and the recorded shape is valid only for the model +
Immich version observed (see Requirement 4 / Risks).
4. **What is the coverage?** What fraction of the **embeddable** library currently has an
embedding. Compute against the image/embeddable population, not all assets —
`count(distinct embedding.assetId) / count(assets WHERE type = 'IMAGE')` (or Immich's
equivalent asset-type filter) — since videos and other non-image rows CLIP never embeds
would otherwise deflate the ratio. Record both the raw and image-only ratios. *Tells M1.5
how much it can lean on the signal — but the user is re-running CLIP with a stronger model,
so coverage (and the dimension in Requirement 3) is a snapshot of whichever model is live
when the probe runs.*
**Signal-usefulness is M1.5's first task, not this spike's.** Passing Requirements 14 proves
the embeddings are reachable and well-shaped; it does **not** prove visual similarity actually
rescues trip detection in the GPS-poor library. Before building clustering, M1.5 must validate
the signal (e.g. eyeball nearest-neighbour quality on a sample of the GPS-poor set).
## What we already know (to verify, not assume)
@@ -53,6 +76,11 @@ vectors. Names and dimension have changed across versions and the user's re-run
stronger model, so the probe **discovers** these rather than trusting them — the list above is
only the set of candidates to probe first.
This is Immich's **undocumented, internal** schema with no deprecation contract: it can be
renamed or restructured on any Immich upgrade. The probe therefore records the exact Immich
version observed alongside the shape, and M1.5 must budget a re-probe / version-guard on every
Immich upgrade — the "contract" the findings doc hands M1.5 is version-pinned, not durable.
## Approach
Disposable read-only probe + two durable artifacts (chosen over a throwaway-only or a
@@ -63,11 +91,23 @@ a written contract is the cheap part that saves M1.5 from guessing).
- New optional env var **`IMMICH_DB_URL`** (a Postgres DSN), added to `.env.example` and
loaded by `config.py` as an **optional** field (REST creds stay required; the DSN is only
needed for the spike / M1.5).
- Simplest credentials that work: Immich's existing Postgres user, kept read-only by the
probe issuing **only `SELECT`**. A dedicated least-privilege read-only role is documented as
recommended hardening for M1.5 but is **not required** to prove feasibility.
- Driver: `psycopg` (psycopg3). Add to the spike's dependencies; M1.5 will formalize it.
needed for the spike / M1.5). `config.py` reads only `os.environ`, and the repo loads `.env`
solely via docker-compose's `env_file`, so a standalone host-run probe must populate the
environment itself — either run it via `docker compose run` (so `env_file` applies) or load
`.env` explicitly first (e.g. `set -a; source .env; set +a`). If run in-container, confirm
container-to-Immich-Postgres network reachability.
- Read-only must be **enforced at the DB/session layer**, not just by which statements the
script issues: open the session read-only (`SET default_transaction_read_only = on` /
`SET TRANSACTION READ ONLY`) or connect via a role granted only `SELECT`. The simplest
credentials that work are Immich's existing Postgres user, but that user is write/DDL-capable
against the **source-of-truth** DB, so the session-level guard is required to remove write
capability while the spike runs. A dedicated least-privilege read-only role remains
recommended hardening for M1.5.
- Driver: `psycopg` (psycopg3), plus the **`pgvector`** Python package. psycopg3 returns a
`vector` column as a *string* unless the adapter is registered, so call
`pgvector.psycopg.register_vector(conn)` after connect — or read the dimension server-side
(`SELECT vector_dims(embedding) …` / catalog `atttypmod`) and run the `<=>` check in SQL,
which needs no adapter. Add these to the spike's dependencies; M1.5 will formalize them.
### The probe
@@ -78,13 +118,17 @@ read-only. It:
2. discovers candidate embedding tables/columns from the catalog (probe `smart_search` /
`embedding` first, then fall back to scanning `information_schema` for `vector`-typed
columns) — so it survives version drift;
3. reads one embedding and reports its **dimension** and a sample of the **distance operator**
working (e.g. a `... ORDER BY embedding <=> embedding LIMIT 5` self-similarity sanity
check);
4. verifies the **asset-ID join**: the embedding row's key matches `assets.id`, and that same
ID is one we store in SQLite (`shared/photoflow/core`);
5. computes **coverage**: `count(embeddings) / count(assets)` (and, if cheap, broken down by
whether the asset is an image vs video);
3. reads one embedding and reports its **dimension** — via the registered `pgvector` adapter
or server-side `vector_dims(embedding)`, **not** the length of a raw string — and a sample
of the **distance operator** working (e.g. a `... ORDER BY embedding <=> embedding LIMIT 5`
self-similarity sanity check, casting literals to `::vector` as needed);
4. verifies the **asset-ID join inside Postgres**: the embedding row's key references
`assets.id`. As *optional* confirmation it also checks whether that ID is one we store in
SQLite (`shared/photoflow/core`), degrading gracefully (not failing the check) when the
store is unpopulated;
5. computes **coverage** against the embeddable population:
`count(distinct embedding.assetId) / count(assets WHERE type = 'IMAGE')` (or Immich's
equivalent asset-type filter), recording **both** the raw and image-only ratios;
6. prints a human-readable report **and** writes/refreshes the findings doc.
It hardcodes nothing destructive, takes no write path, and is safe to re-run.
@@ -93,13 +137,17 @@ It hardcodes nothing destructive, takes no write path, and is safe to re-run.
1. `scripts/pgvector_spike.py` — disposable read-only probe (removed or left as a documented
one-off after M1.5 internalizes its findings).
2. `IMMICH_DB_URL` in `.env.example`; optional `immich_db_url` field in `config.py`.
3. **`docs/superpowers/specs/2026-06-27-pgvector-embedding-findings.md`** — the one-page pinned
2. `IMMICH_DB_URL` in `.env.example`; optional `immich_db_url` field in `config.py`. Spike
dependencies added: `psycopg` (psycopg3) and the `pgvector` Python package.
3. **`docs/superpowers/specs/2026-06-27-pgvector-embedding-findings.md`** — the one-page
schema that becomes M1.5's contract: table, embedding column, vector dimension, distance
operator, the embedding → `assetId` → SQLite `asset` join, coverage %, Immich version, and
the (optional) read-only-role recipe.
4. Roadmap correction: M1.5's status note updated to "dependency spike pending/this spec"
instead of "verified in M1."
operator, the embedding → `assetId` → SQLite `asset` join, coverage % (raw and image-only),
the model **and** Immich version observed, and the (optional) read-only-role recipe. The doc
must state that this is Immich's **unsupported internal schema**, valid only for the recorded
model + version, and that M1.5 re-probes / version-guards on every Immich upgrade.
4. Roadmap correction: fix **both** false claims named in "Why this exists" — the narrative
that M1 "runs a read-only feasibility spike" (→ "spike defined/pending per this spec") **and**
M1.5's status note "verified in M1" (→ "dependency spike pending/this spec").
## Out of scope (explicitly M1.5)