WeKnora/docs/dev/opensearch-integration-test.md

OpenSearch k-NN driver — local integration test

This guide brings up a single-node OpenSearch cluster and exercises the OpenSearch retrieve engine end to end. The driver lives in internal/application/repository/retriever/opensearch/.

1. Start a dev cluster

docker compose -f docker-compose.dev.yml --profile opensearch up -d

This starts:

• opensearch on http://localhost:9200 — single-node, security plugin disabled (plain HTTP, no auth/TLS). The image bundles the opensearch-knn plugin.

OpenSearch Dashboards is optional and lives in a separate opensearch-ui profile, so it is not started by --profile opensearch. The whole integration test below is curl-verifiable against :9200. If you want the web UI (Dev Tools console / visual index inspection), start it on demand:

docker compose -f docker-compose.dev.yml --profile opensearch-ui up -d
# opensearch-dashboards on http://localhost:5601 (depends_on pulls the cluster in)

Verify:

curl -s localhost:9200 | jq '.version.distribution, .version.number'
# "opensearch" "3.3.2"
curl -s 'localhost:9200/_cat/plugins?format=json' | jq -r '.[].component' | grep opensearch-knn

Production clusters must enable the security plugin (TLS + auth). The dev profile disables it only to keep local setup trivial. When connecting to a secured cluster, set username / password and — for self-signed certs in dev only — insecure_skip_verify=true.

2. Register the store

Option A — DB store (UI / API)

POST /api/v1/vector-stores:

{
  "name": "opensearch-local",
  "engine_type": "opensearch",
  "connection_config": { "addr": "http://localhost:9200" },
  "index_config": {
    "number_of_shards": 1,
    "number_of_replicas": 0,
    "hnsw_m": 16,
    "hnsw_ef_construction": 100,
    "knn_engine": "lucene"
  }
}

CreateStore runs the connection probe (version + k-NN plugin) before persisting; a bad address / unsupported version / missing plugin is rejected with 400.

Option B — env store

export RETRIEVE_DRIVER=opensearch
export OPENSEARCH_ADDR=http://localhost:9200
# export OPENSEARCH_USERNAME / OPENSEARCH_PASSWORD for a secured cluster
# export OPENSEARCH_INSECURE_SKIP_VERIFY=true   # self-signed dev TLS only

3. Single-node note (important)

On a single-node cluster, any index created with number_of_replicas >= 1 leaves its replica shard unassigned, so the index health goes Yellow. Yellow does not block reads or writes — it is safe for local testing — but to keep the cluster Green set number_of_replicas: 0 at store registration (as in the Option A example above). The driver default is 1 (it assumes a ≥2-node cluster).

4. Exercise the flow

1. Bind a knowledge base to the store and ingest a few documents.
2. Confirm the per-dimension index appears: curl -s 'localhost:9200/_cat/indices?v' | grep weknora (e.g. weknora_<storeprefix>_768 + alias, plus weknora_<storeprefix>_keywords).
3. Run a retrieval query against the bound KB and confirm hits come back.
4. Copy the KB to another KB and confirm the docs are reindexed (opensearch.reindex_executed audit event).
5. Toggle chunk enabled-status / tag and confirm _update_by_query applies it.

5. Tear down

docker compose -f docker-compose.dev.yml --profile opensearch down -v

Scope notes

• Large-batch async reindex / delete (task polling) is a follow-up; the sync paths handle typical KB sizes (pagination is bounded by max_result_window, default 10000).
• Native hybrid query + search pipeline is out of scope — fusion stays at the service layer (RRF).