723. SGMP QA Vector Retrieval

Goal

Store curated question, answer SQL, answer text, and their combined retrieval document in SGMP_POC. Retrieve the top-K closest examples for a new question and pass the returned context to the Text2SQL prompt in a later application integration.

Security boundary

IAM identity: sgmp-qa-vector-api
IAM group: sgmp-vector-embed-group
IAM policy: only use generative-ai-text-embedding in tenancy
Database credential: SGMP_POC_QA_VECTOR_CRED, created from that dedicated API signing key only. It does not reuse SGMP_POC_OCI_DEFAULT_CRED.
Network: HTTPS only to OCI GenAI Chicago EmbedText endpoint on port 443. The SGMP_POC ACE is provisioned once by an ADB ADMIN connection because an application schema cannot administer network ACLs.
The private key is read from VECTOR_OCI_API_KEY_FILE; it is never committed, displayed, or persisted outside the encrypted database credential.

Embedding contract

Model: cohere.embed-v4.0
Dimension: 1536 FLOAT32
The current ADB DBMS_VECTOR OCI adapter does not forward Cohere Embed 4's input_type field; both paths therefore use the provider's compatible default request shape. The model and 1536-dimension vector contract remain fixed. Once the adapter exposes Embed 4 input_type, switch stored examples to search_document and incoming questions to search_query.
p_top_k default: 3 (accepted range 1..20)

Oracle recommends distinct document/query input types for Cohere Embed 4 RAG flows and its default output size is 1536. See Cohere Embed 4.

Database API

-- Stores question + answer SQL + optional answer and returns EXAMPLE_ID.
SELECT sg_qa_vector_store(:question, :answer_sql, :answer_text) FROM dual;

-- Returns EXAMPLE_ID, QUESTION, ANSWER_SQL, ANSWER_TEXT, MODEL and distance.
DECLARE
  results SYS_REFCURSOR;
BEGIN
  results := sg_qa_vector_search(:question); -- default top 3
END;
/

-- Ready-to-insert textual context for a prompt.
SELECT sg_qa_vector_context(:question, 3) FROM dual;

SG_QA_VECTOR_STORE는 SQL SELECT 표현식으로 호출되는 저장 함수이므로, 함수 내부의 INSERT는 자율 트랜잭션으로 수행하고 성공 시 commit, 실패 시 rollback 한다. 이 처리가 없으면 Oracle은 ORA-14551로 DML을 거절한다.

Apply

export SGMP_POC_DB_PASSWORD='...'
export SGMP_POC_WALLET_DIR='/path/to/Wallet_SGMPAIPOC'
export VECTOR_OCI_USER_OCID='...'
export VECTOR_OCI_TENANCY_OCID='...'
export VECTOR_OCI_COMPARTMENT_OCID='...'
export VECTOR_OCI_API_KEY_FILE='/secure/path/sgmp_qa_vector_api_key.pem'
export VECTOR_OCI_API_KEY_FINGERPRINT='...'
./scripts/setup-sgmp-qa-vector.sh

For the initial small QA corpus, exact cosine search is deliberate: it makes results immediately verifiable. Add a vector index only after the corpus size and recall/latency target are measured.

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