Добавлен контроль качества данных

This commit is contained in:
2025-10-12 17:24:50 +03:00
parent bf6b424a5e
commit dfc1f2ca84
6 changed files with 177 additions and 44 deletions
@@ -9,50 +9,18 @@ from typing import List, Tuple, Optional
from airflow import DAG
from airflow.operators.python import PythonOperator
from confluent_kafka import Consumer, KafkaException, Producer
# Пакеты для прямого подключения и батч-загрузки
import psycopg2
from psycopg2.extras import execute_values
# Airflow Connection ID для Greenplum (создаётся в UI или CLI).
GP_CONN_ID = os.getenv("GP_CONN_ID", "greenplum_conn")
GP_USE_AIRFLOW_CONN = os.getenv("GP_USE_AIRFLOW_CONN", "true").lower() in ("1", "true", "yes")
from helpers.greenplum import get_gp_conn
KAFKA_BOOTSTRAP = os.getenv("KAFKA_BOOTSTRAP", "kafka:9092")
TOPIC = os.getenv("KAFKA_TOPIC", "orders")
BATCH_SIZE = int(os.getenv("KAFKA_BATCH_SIZE", "500"))
POLL_TIMEOUT_S = int(os.getenv("KAFKA_POLL_TIMEOUT", "10"))
def _get_gp_conn():
"""Получаем соединение с Greenplum через Airflow Connection или через ENV-DSN.
Если переменная `GP_USE_AIRFLOW_CONN` = false или отсутствует провайдер Postgres,
используем ENV-подключение напрямую (psycopg2).
"""
if GP_USE_AIRFLOW_CONN:
try:
from airflow.providers.postgres.hooks.postgres import PostgresHook # импорт при необходимости
hook = PostgresHook(postgres_conn_id=GP_CONN_ID)
return hook.get_conn()
except Exception:
# Фоллбек на прямое подключение
pass
return psycopg2.connect(
dbname=os.getenv("GP_DB", "gpadmin"),
user=os.getenv("GP_USER", "gpadmin"),
password=os.getenv("GP_PASSWORD", ""),
host=os.getenv("GP_HOST", "greenplum"),
port=int(os.getenv("GP_PORT", "5432")),
)
def _create_table():
ddl = """
CREATE TABLE IF NOT EXISTS public.orders (
order_id BIGINT PRIMARY KEY,
order_id BIGINT,
order_ts TIMESTAMP NOT NULL,
customer_id BIGINT NOT NULL,
amount NUMERIC(12,2) NOT NULL
@@ -60,7 +28,7 @@ def _create_table():
WITH (appendonly=true, orientation=column, compresstype=zlib)
DISTRIBUTED BY (order_id);
"""
with _get_gp_conn() as conn, conn.cursor() as cur:
with get_gp_conn() as conn, conn.cursor() as cur:
cur.execute(ddl)
conn.commit()
@@ -79,6 +47,7 @@ def _produce(n=1000):
def _flush_batch(cur, rows: List[Tuple]):
"""Insert deduplicated batch of rows into public.orders for GP6 (no PK support)."""
if not rows:
return
# Дедупликация внутри батча по первичному ключу (order_id)
@@ -114,7 +83,7 @@ def _consume_and_load(max_messages=1000, timeout_s: Optional[int] = None):
)
consumer.subscribe([TOPIC])
with _get_gp_conn() as conn, conn.cursor() as cur:
with get_gp_conn() as conn, conn.cursor() as cur:
batch: List[Tuple] = []
consumed = 0
while consumed < max_messages: