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fn_registry/python/functions/pipelines/profile_database_test.py
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Egutierrez caf8c25d99 fix(eda): bugs de bajo riesgo del benchmark (H1,H5,H12,H13,H14) + tests faltantes
- H1: render_eda_markdown ya no aplica doble x100 a outlier_pct (336% -> real)
- H5: profile_database filtra base_tables_only (excluye VIEWs; sakila 21->16)
- H12: suggest_reexpression salta columnas no-continuas
- H13: to_returns/profile_table elige retornos (financiera) vs diferencias (fisica)
- H14: test de regresion ATTACH sqlite via information_schema
- +8 tests de las funciones eda nuevas (acf_pacf, adf_kpss, ...). 77 tests verdes
- L/M (H2,H3,H4,H6,H7,H8,H9,H10,H11) quedan en issues 0174-0177 para revision

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-29 03:51:11 +02:00

168 lines
6.1 KiB
Python

"""Tests para profile_database — perfilado de una base DuckDB + relaciones."""
import os
import sys
import tempfile
import duckdb
sys.path.insert(0, os.path.join(os.path.dirname(__file__), "..", ".."))
from pipelines.profile_database import profile_database
def _build_related_db(path: str) -> None:
"""Crea una DuckDB con 2 tablas relacionadas: customers <- orders.
customers.id es clave; orders.customer_id contiene solo ids de customers,
de modo que orders.customer_id -> customers.id es una FK detectable por
containment.
"""
conn = duckdb.connect(path)
try:
conn.execute(
"CREATE TABLE customers (id INTEGER, name VARCHAR, city VARCHAR)"
)
conn.execute(
"INSERT INTO customers VALUES "
"(1,'Ana','Madrid'),(2,'Luis','Sevilla'),"
"(3,'Marta','Bilbao'),(4,'Jon','Vigo')"
)
conn.execute(
"CREATE TABLE orders (order_id INTEGER, customer_id INTEGER, total DOUBLE)"
)
conn.execute(
"INSERT INTO orders VALUES "
"(10,1,99.5),(11,1,12.0),(12,2,45.0),"
"(13,3,7.25),(14,4,200.0),(15,2,33.3)"
)
finally:
conn.close()
def test_profile_database_two_related_tables():
with tempfile.TemporaryDirectory() as d:
db_path = os.path.join(d, "shop.duckdb")
_build_related_db(db_path)
res = profile_database(db_path, write_report=False)
# status ok y dos tablas perfiladas
assert res["status"] == "ok", res
prof = res["db_profile"]
assert prof["n_tables"] == 2
# los TableProfiles completos llegan para ambas tablas
assert len(prof["table_profiles"]) == 2
profiled_tables = {tp["table"] for tp in prof["table_profiles"]}
assert profiled_tables == {"customers", "orders"}
# se detecta la relacion orders.customer_id -> customers.id
fks = prof["fk_candidates"]
assert any(
fk.get("from_table") == "orders"
and fk.get("from_col") == "customer_id"
and fk.get("to_table") == "customers"
and fk.get("to_col") == "id"
for fk in fks
), fks
# el join graph trae un diagrama mermaid
graph = prof["join_graph"]
assert "mermaid" in graph
assert isinstance(graph["mermaid"], str)
assert graph["mermaid"].startswith("graph LR")
# no se reportan paths cuando write_report=False
assert res["report_md_path"] is None
assert res["report_json_path"] is None
def test_profile_database_excluye_views(tmp_path):
# Regresión H5: una VIEW no es una tabla real. profile_database debe perfilar
# solo las BASE TABLE y no contar las VIEWs (inflan n_tables y multiplican FK
# falsas, al ser copias de columnas de las tablas base).
db_path = os.path.join(str(tmp_path), "withviews.duckdb")
_build_related_db(db_path)
con = duckdb.connect(db_path)
con.execute("CREATE VIEW customers_v AS SELECT id, name FROM customers")
con.execute("CREATE VIEW orders_v AS SELECT order_id, total FROM orders")
con.close()
res = profile_database(db_path, write_report=False)
assert res["status"] == "ok", res
prof = res["db_profile"]
# Solo las 2 tablas base; las 2 views quedan fuera.
assert prof["n_tables"] == 2
profiled = {tp["table"] for tp in prof["table_profiles"]}
assert profiled == {"customers", "orders"}
assert "customers_v" not in profiled
assert "orders_v" not in profiled
def test_profile_database_attach_sqlite_no_usa_sqlite_master(tmp_path):
# Regresión H14: materializar una base SQLite vía ATTACH (information_schema,
# no sqlite_master) y perfilarla con profile_database sin que falle. Blinda el
# bug original 'sqlite_master does not exist'.
import sqlite3
sqlite_path = os.path.join(str(tmp_path), "shop.sqlite")
sconn = sqlite3.connect(sqlite_path)
sconn.execute("CREATE TABLE customers (id INTEGER PRIMARY KEY, name TEXT)")
sconn.execute("INSERT INTO customers VALUES (1,'Ana'),(2,'Luis'),(3,'Marta')")
sconn.execute(
"CREATE TABLE orders (order_id INTEGER, customer_id INTEGER, total REAL)"
)
sconn.execute(
"INSERT INTO orders VALUES (10,1,99.5),(11,2,12.0),(12,3,7.25),(13,1,5.0)"
)
sconn.execute("CREATE VIEW big_orders AS SELECT * FROM orders WHERE total > 10")
sconn.commit()
sconn.close()
ddb_path = os.path.join(str(tmp_path), "shop_mat.duckdb")
con = duckdb.connect(ddb_path)
con.execute("INSTALL sqlite")
con.execute("LOAD sqlite")
con.execute(f"ATTACH '{sqlite_path}' AS src (TYPE sqlite)")
rows = con.execute(
"SELECT table_name FROM information_schema.tables "
"WHERE table_catalog='src' AND table_type='BASE TABLE' "
"AND table_name NOT LIKE 'sqlite_%'"
).fetchall()
for (name,) in rows:
con.execute(f'CREATE TABLE "{name}" AS SELECT * FROM src."{name}"')
con.execute("DETACH src")
con.close()
res = profile_database(ddb_path, write_report=False)
assert res["status"] == "ok", res
prof = res["db_profile"]
# Solo las 2 tablas base materializadas (la VIEW no se materializó).
profiled = {tp["table"] for tp in prof["table_profiles"]}
assert profiled == {"customers", "orders"}
# FK orders.customer_id -> customers.id detectable.
assert any(
fk.get("from_table") == "orders" and fk.get("to_table") == "customers"
for fk in prof["fk_candidates"]
), prof["fk_candidates"]
def test_profile_database_writes_report(tmp_path):
db_path = os.path.join(str(tmp_path), "shop2.duckdb")
_build_related_db(db_path)
report_dir = os.path.join(str(tmp_path), "reports")
res = profile_database(db_path, report_dir=report_dir, write_report=True)
assert res["status"] == "ok", res
assert res["report_md_path"] is not None
assert res["report_json_path"] is not None
assert os.path.exists(res["report_md_path"])
assert os.path.exists(res["report_json_path"])
md = open(res["report_md_path"], encoding="utf-8").read()
assert "# EDA base —" in md
assert "## Relaciones inter-tabla" in md
assert "```mermaid" in md