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vpd-permission-poc/database/adb/108_sgmp_generate_question_specific_generalized_fewshots.sql

166 lines
8.6 KiB
MySQL

-- Build one generalized runtime Few-shot pattern for every customer QA case.
-- The source benchmark remains evaluation-only; this derived record contains
-- no customer game name, date literal, expected result, or physical CZN object.
DECLARE
v_pattern_question CLOB;
v_pattern_sql CLOB;
v_embedding_input CLOB;
v_embedding VECTOR;
v_object_role VARCHAR2(64);
v_exists NUMBER;
FUNCTION generalized_question(p_question CLOB) RETURN CLOB IS
v_value CLOB := p_question;
BEGIN
-- Resolved names/aliases become a semantic game placeholder.
FOR token IN (
SELECT column_value AS value
FROM TABLE(sys.odcivarchar2list(
'카오스 제로 나이트메어', '카오스제로나이트메어', 'Chaos Zero Nightmare',
'STOVE_CHAOSZERO', '카제나', 'CZN', 'Bubblyz', '버블리즈',
'로드나인', '로나', '테스트게임', 'BUBBLYZ', 'LORDNINE'
))
) LOOP
v_value := REPLACE(v_value, token.value, '<게임>');
END LOOP;
v_value := REGEXP_REPLACE(v_value, '[0-9]{4}년[[:space:]]*[0-9]{1,2}월[[:space:]]*[0-9]{1,2}일', '<기준일>');
v_value := REGEXP_REPLACE(v_value, '[0-9]{4}-[0-9]{2}-[0-9]{2}', '<기준일>');
RETURN v_value;
END;
FUNCTION generalized_sql(p_sql CLOB) RETURN CLOB IS
v_value CLOB := p_sql;
BEGIN
-- Physical game objects become logical roles. Common dimensions remain
-- logical as well so the current metadata/plan selects real objects.
v_value := REPLACE(v_value, '"SGMP_POC"."CZN_COMN_USER_MST"', '<RESOLVED_GAME_USER_MASTER>');
v_value := REPLACE(v_value, '"SGMP_POC"."CZN_COMN_CHARACTER_MST"', '<RESOLVED_GAME_CHARACTER_MASTER>');
v_value := REPLACE(v_value, '"SGMP_POC"."CZN_CUSTOM_GOODS_HAVE_TXN"', '<RESOLVED_GAME_GOODS_HOLDINGS>');
v_value := REPLACE(v_value, '"SGMP_POC"."CZN_CUSTOM_GOODS_CHANGE_TXN"', '<RESOLVED_GAME_GOODS_CHANGE>');
v_value := REPLACE(v_value, '"SGMP_POC"."CZN_CUSTOM_BIZ_USER_TXN"', '<RESOLVED_GAME_BUSINESS_USER>');
v_value := REPLACE(v_value, '"SGMP_POC"."CZN_CUSTOM_USER_GOODS_TXN"', '<RESOLVED_GAME_USER_GOODS>');
v_value := REPLACE(v_value, '"SGMP_POC"."COMN_SALES_TXN"', '<APPROVED_SALES_TRANSACTION>');
v_value := REPLACE(v_value, '"SGMP_POC"."COMN_REFUND_TXN"', '<APPROVED_REFUND_TRANSACTION>');
v_value := REPLACE(v_value, '"SGMP_POC"."COMN_GAME_ALIAS_BAS"', '<GAME_ALIAS_CATALOG>');
v_value := REPLACE(v_value, '"SGMP_POC"."COMN_COUNTRY_BAS"', '<COUNTRY_DIMENSION>');
v_value := REPLACE(v_value, '"SGMP_POC"."CZN_COMN_SVC_DIM_BAS"', '<RESOLVED_GAME_SERVICE_DIMENSION>');
v_value := REPLACE(v_value, 'STOVE_CHAOSZERO', '<RESOLVED_GAME_ID>');
v_value := REPLACE(v_value, '''카제나''', '<RESOLVED_GAME_NAME>');
v_value := REPLACE(v_value, '''CZN''', '<RESOLVED_GAME_PREFIX>');
v_value := REGEXP_REPLACE(v_value, 'CZN_[A-Z0-9_]+', '<RESOLVED_GAME_OBJECT>');
v_value := REPLACE(v_value, '카제나', '<RESOLVED_GAME_NAME>');
v_value := REPLACE(v_value, '카오스 제로 나이트메어', '<RESOLVED_GAME_NAME>');
v_value := REPLACE(v_value, '카오스제로나이트메어', '<RESOLVED_GAME_NAME>');
v_value := REPLACE(v_value, 'CZN', '<RESOLVED_GAME_PREFIX>');
v_value := REPLACE(v_value, 'BUBBLYZ', '<RESOLVED_GAME_ID>');
v_value := REPLACE(v_value, 'Bubblyz', '<RESOLVED_GAME_NAME>');
v_value := REPLACE(v_value, '버블리즈', '<RESOLVED_GAME_NAME>');
v_value := REPLACE(v_value, 'LORDNINE', '<RESOLVED_GAME_ID>');
v_value := REPLACE(v_value, '로드나인', '<RESOLVED_GAME_NAME>');
v_value := REPLACE(v_value, '테스트게임', '<RESOLVED_GAME_NAME>');
v_value := REGEXP_REPLACE(v_value, 'TO_DATE\(''[0-9]{4}-[0-9]{2}-[0-9]{2}'', ''YYYY-MM-DD''\)', '<BUSINESS_DATE>');
v_value := REGEXP_REPLACE(v_value, 'TO_DATE\(''[0-9]{8}'', ''YYYYMMDD''\)', '<BUSINESS_DATE>');
v_value := REGEXP_REPLACE(v_value, 'DATE ''[0-9]{4}-[0-9]{2}-[0-9]{2}''', '<BUSINESS_DATE>');
RETURN v_value;
END;
FUNCTION role_of(p_sql CLOB) RETURN VARCHAR2 IS
BEGIN
IF DBMS_LOB.INSTR(p_sql, 'CZN_COMN_CHARACTER_MST') > 0 THEN
RETURN 'GAME_CHARACTER_MASTER';
ELSIF DBMS_LOB.INSTR(p_sql, 'CZN_CUSTOM_GOODS_HAVE_TXN') > 0 THEN
RETURN 'GAME_GOODS_HOLDINGS';
ELSIF DBMS_LOB.INSTR(p_sql, 'CZN_CUSTOM_GOODS_CHANGE_TXN') > 0 THEN
RETURN 'GAME_GOODS_CHANGE';
ELSIF DBMS_LOB.INSTR(p_sql, 'CZN_CUSTOM_BIZ_USER_TXN') > 0 THEN
RETURN 'GAME_BUSINESS_USER';
ELSIF DBMS_LOB.INSTR(p_sql, 'COMN_SALES_TXN') > 0 THEN
RETURN 'SALES_TRANSACTION';
ELSIF DBMS_LOB.INSTR(p_sql, 'COMN_REFUND_TXN') > 0 THEN
RETURN 'REFUND_TRANSACTION';
ELSIF DBMS_LOB.INSTR(p_sql, 'CZN_COMN_USER_MST') > 0 THEN
RETURN 'GAME_USER_MASTER';
END IF;
RETURN 'METADATA_OR_OPERATION';
END;
BEGIN
FOR source_row IN (
SELECT example_id, source_case_id, question, answer_sql
FROM sg_qa_vector_example
WHERE source_type = 'CUSTOMER_QA_BENCHMARK'
ORDER BY source_case_id
) LOOP
v_pattern_question := generalized_question(source_row.question);
v_pattern_sql := generalized_sql(source_row.answer_sql);
v_object_role := role_of(source_row.answer_sql);
v_embedding_input := TO_CLOB('Generalized question pattern: ') || v_pattern_question
|| CHR(10) || 'Logical object role: ' || v_object_role
|| CHR(10) || 'Structural SQL template: ' || v_pattern_sql
|| CHR(10) || 'Use only current game scope metadata and replace placeholders from the current request.';
-- A generalized runtime pattern must not contain known customer answer
-- identifiers or fixed business-date literals.
IF REGEXP_LIKE(v_pattern_question,
'카제나|버블리즈|Bubblyz|로드나인|테스트게임|[0-9]{4}년|[0-9]{4}-[0-9]{2}-[0-9]{2}', 'i')
OR REGEXP_LIKE(v_pattern_sql,
'CZN_|STOVE_CHAOSZERO|카제나|버블리즈|Bubblyz|[0-9]{4}-[0-9]{2}-[0-9]{2}', 'i') THEN
RAISE_APPLICATION_ERROR(-20061, 'Generalization leak in ' || source_row.source_case_id);
END IF;
v_embedding := DBMS_VECTOR.UTL_TO_EMBEDDING(
v_embedding_input,
JSON(sg_qa_vector_params('search_document'))
);
SELECT COUNT(*)
INTO v_exists
FROM sg_qa_vector_example
WHERE source_type = 'GENERALIZED_QUESTION_PATTERN'
AND source_case_id = 'PAT-' || source_row.source_case_id;
IF v_exists = 0 THEN
INSERT INTO sg_qa_vector_example (
question, answer_sql, answer_text, embedding_input, embedding, embedding_model,
reference_status, reference_kind, target_type, object_role,
inspection_status, inspection_note, verified_at, verified_by,
source_case_id, source_type
) VALUES (
v_pattern_question,
v_pattern_sql,
'Question-specific generalized Few-shot. Structural only: it contains no customer game, date, result, or executable answer. First decide whether this pattern is applicable; then apply the authoritative NONE/SINGLE/MULTI/ALL game plan and replace placeholders from current metadata.',
v_embedding_input,
v_embedding,
'cohere.embed-v4.0',
'APPROVED', 'SQL_TEMPLATE', 'ANY', v_object_role,
'VERIFIED',
'Derived from a customer QA structure after game/date/result/object leakage validation; runtime uses this generalized pattern only.',
SYSTIMESTAMP, 'SGMP_POC_PATTERN_REVIEW',
'PAT-' || source_row.source_case_id, 'GENERALIZED_QUESTION_PATTERN'
);
ELSE
UPDATE sg_qa_vector_example
SET question = v_pattern_question,
answer_sql = v_pattern_sql,
answer_text = 'Question-specific generalized Few-shot. Structural only: it contains no customer game, date, result, or executable answer. First decide whether this pattern is applicable; then apply the authoritative NONE/SINGLE/MULTI/ALL game plan and replace placeholders from current metadata.',
embedding_input = v_embedding_input,
embedding = v_embedding,
object_role = v_object_role,
reference_status = 'APPROVED',
inspection_status = 'VERIFIED',
inspection_note = 'Derived from a customer QA structure after game/date/result/object leakage validation; runtime uses this generalized pattern only.',
verified_at = SYSTIMESTAMP,
verified_by = 'SGMP_POC_PATTERN_REVIEW'
WHERE source_type = 'GENERALIZED_QUESTION_PATTERN'
AND source_case_id = 'PAT-' || source_row.source_case_id;
END IF;
END LOOP;
COMMIT;
END;
/
SELECT source_type, reference_status, COUNT(*) AS example_count
FROM sg_qa_vector_example
GROUP BY source_type, reference_status
ORDER BY source_type, reference_status;