recon + sqlglot validator + drill_down package; guard ReAct dimension picks against candidate list

This commit is contained in:
2026-06-03 07:15:02 -03:00
parent e124a8a7d9
commit 2dad62f7e7
38 changed files with 1954 additions and 596 deletions

View File

@@ -10,23 +10,24 @@ import sqlglot
from api import langfuse_client as lf
from api.llm import chat
from api.prompts import load, render
from api.tools.schema import load_schema
from api.recon import load_recon
from api.recon.validate import ReconValidationError, validate_sql
from api.tools.types import T2SResult
logger = logging.getLogger("nvi.tools.text_to_sql")
def text_to_sql(question: str, *, hint_tables: list[str] | None = None) -> T2SResult:
schema = load_schema()
tables = hint_tables or schema.table_names()
recon = load_recon()
tables = hint_tables or recon.table_names()
system = load("text_to_sql.system")
def _user(retry_hint: str = "") -> str:
return render(
"text_to_sql.user",
question=question,
schema_block=schema.render_tables(tables),
metrics_block=schema.render_metrics(),
schema_block=recon.render_tables(tables),
metrics_block=recon.render_metrics(),
retry_hint=retry_hint,
)
@@ -35,14 +36,9 @@ def text_to_sql(question: str, *, hint_tables: list[str] | None = None) -> T2SRe
as_type="generation",
input={"question": question, "hint_tables": hint_tables},
) as span:
sql = _extract_sql(chat(system=system, user=_user()))
try:
_validate(sql)
except Exception as e:
logger.info("t2s first attempt invalid (%s); retrying once", e)
hint = f"\n\nPrevious attempt failed parsing: {e}. Fix and return only the SQL."
sql = _extract_sql(chat(system=system, user=_user(hint)))
_validate(sql)
raw = _extract_sql(chat(system=system, user=_user()))
sql = _normalize(raw) # raises on parse error — fail fast
validate_sql(sql, recon) # raises ReconValidationError — fail fast
result = T2SResult(sql=sql, used_tables=_extract_tables(sql))
span.update(output={"sql": sql, "used_tables": result.used_tables})
@@ -56,10 +52,20 @@ def _extract_sql(text: str) -> str:
return text.strip().rstrip(";").strip()
def _validate(sql: str) -> None:
def _normalize(sql: str) -> str:
"""Parse the LLM's SQL, then re-render with every identifier quoted.
Postgres folds unquoted identifiers to lowercase, so `d.A13` becomes
`d.a13` and breaks against case-preserving columns like district."A13".
Re-rendering with `identify=True` puts double quotes around every
identifier — case is preserved, and Postgres treats a quoted lowercase
identifier the same as the unquoted form, so this is safe in both
directions.
"""
parsed = sqlglot.parse_one(sql, dialect="postgres")
if parsed is None:
raise ValueError("sqlglot returned no parse tree")
return parsed.sql(dialect="postgres", identify=True)
def _extract_tables(sql: str) -> list[str]: