Added pipeline outputs data resources

This commit is contained in:
Umang Mistry
2024-06-10 19:34:27 -05:00
parent 94a67e9467
commit f1cc222821
3 changed files with 168 additions and 0 deletions
@@ -0,0 +1,83 @@
from __future__ import annotations
import os
from datetime import datetime
import logging
from airflow import DAG
from airflow.providers.snowflake.operators.snowflake import SnowflakeOperator
from airflow.providers.snowflake.hooks.snowflake import SnowflakeHook
from airflow.operators.python import PythonOperator
from airflow.utils.trigger_rule import TriggerRule
from airflow.operators.empty import EmptyOperator
from airflow.models import Variable
from airflow.exceptions import AirflowFailException
logging.basicConfig(level=logging.INFO)
logger = logging.getLogger(__name__)
SNOWFLAKE_CONN_ID = "doczy_dev_snowflake"
DAG_ID = "load_doczy_processed_outputs"
DATABASE="DOCZY_DEV"
TAGS=["dev","config_interface","dataload"]
# Trigger rules
ALL_SUCCESS = 'all_success'
ALL_FAILED = 'all_failed'
ALL_DONE = 'all_done'
ONE_SUCCESS = 'one_success'
ONE_FAILED = 'one_failed'
# Passing empty params for now, this will be overridden by the payload from the trigger
# These params can also be set from the Airflow UI while manually triggering the DAG
# This will be replaced with the payload from the event after API connection is setup
default_params = {"pipeline_processed_output": ""}
def call_stored_proc(proc_name,file_type, params):
dwh_hook = SnowflakeHook(snowflake_conn_id=SNOWFLAKE_CONN_ID)
with dwh_hook.get_conn() as conn:
# dwh_hook.set_autocommit(conn,autocommit=False)
cur = conn.cursor()
# Added new parameter file_type to determine the file name to be passed to the stored procedure
if file_type == 'pipeline_processed_output':
file_name = params['pipeline_processed_output']
cur.execute(f"CALL {DATABASE}.STG.{proc_name}('{file_name}');")
result = cur.fetchone()
if result[0] == 'Setup, Load, and Audit Complete':
logger.info('PROCEDURE EXECUTED SUCCESSFULLY')
else:
raise AirflowFailException("Check the DAG logs for more information. ERROR FROM SNOWFLAKE: ", result)
logger.info(f"QUERY EXECUTION RESULT: {str(result)}")
dag = DAG(
DAG_ID,
start_date=datetime(2024, 1, 1),
default_args={"snowflake_conn_id": SNOWFLAKE_CONN_ID, "retries":0},
tags=TAGS,
catchup=False,
schedule=None,
params = default_params
)
begin_job = EmptyOperator(task_id='Begin')
load_pipeline_processed_output = PythonOperator(
task_id="load_pipeline_processed_output",
python_callable=call_stored_proc,
dag=dag,
op_kwargs={'proc_name':'LOAD_DOCZY_PIPELINE_PROCESSED_OUTPUT', 'file_type':'pipeline_processed_output'}
)
end_job = EmptyOperator(task_id='End')
begin_job >> load_pipeline_processed_output >> end_job
@@ -0,0 +1,12 @@
-- CREATING THE CONFIG TABLE
CREATE TABLE IF NOT EXISTS STG.DOCZY_PIPELINE_PROCESSED_OUTPUT (
CONTRACT_NAME VARCHAR(16777216) NOT NULL,
FIELD_NAME VARCHAR(255),
RAW_VALUE VARCHAR(16777216),
NEW_EXTRACTED_VALUE VARCHAR(16777216),
CONFIDENCE_LEVEL VARCHAR(255),
SNIPPET VARCHAR(16777216),
NEW_PAGE_NUMBER VARCHAR(255),
BATCH_ID VARCHAR(255),
CREATED_TIME TIMESTAMP_NTZ(9)
);
@@ -0,0 +1,73 @@
-- columns to be ingested
-- CONTRACT_NAME VARCHAR(16777216) NOT NULL,
-- FIELD_NAME VARCHAR(255),
-- RAW_VALUE VARCHAR(16777216),
-- NEW_EXTRACTED_VALUE VARCHAR(16777216),
-- CONFIDENCE_LEVEL VARCHAR(255),
-- SNIPPET VARCHAR(16777216),
-- NEW_PAGE_NUMBER VARCHAR(255),
-- BATCH_ID VARCHAR(255),
-- CREATED_TIME TIMESTAMP_NTZ(9)
CREATE OR REPLACE PROCEDURE STG.LOAD_DOCZY_PIPELINE_PROCESSED_OUTPUT(file_name VARCHAR)
RETURNS STRING
LANGUAGE SQL
EXECUTE AS CALLER
AS
$$
DECLARE
procedure_name varchar;
BEGIN
procedure_name := 'LOAD_DOCZY_PIPELINE_PROCESSED_OUTPUT';
call stg.log_audit(:procedure_name, 'Section 1', 99, 'START');
-- Create or replace stage with dynamic file name
EXECUTE IMMEDIATE 'CREATE OR REPLACE STAGE STG.DOCZY_PIPELINE_PROCESSED_OUTPUT_STAGE
STORAGE_INTEGRATION = dev_bucket_integration
URL = ''s3://doczy-dev-infra-raw-data-ingestion/doczy_pipeline_output/' || :file_name || '''
FILE_FORMAT = (FORMAT_NAME = ''STG.CSV_HEADER'');';
call stg.log_audit(:procedure_name, 'Section 1', 99, 'END');
call stg.log_audit(:procedure_name, 'Section 2', 99, 'START');
COPY INTO STG.DOCZY_PIPELINE_RAW_OUTPUT FROM (
SELECT
NULLIF(TRIM($1),'') AS CONTRACT_NAME,
NULLIF(TRIM($2),'') AS FIELD_NAME,
NULLIF(TRIM($3),'') AS RAW_VALUE,
NULLIF(TRIM($4),'') AS NEW_EXTRACTED_VALUE,
NULLIF(TRIM($5),'') AS CONFIDENCE_LEVEL,
NULLIF(TRIM($6),'') AS SNIPPET,
NULLIF(TRIM($7),'') AS NEW_PAGE_NUMBER,
NULLIF(TRIM($8),'') AS BATCH_ID,
CURRENT_TIMESTAMP() AS CREATED_TIME
FROM @STG.DOCZY_PIPELINE_PROCESSED_OUTPUT_STAGE
)
FILE_FORMAT = (FORMAT_NAME = 'STG.CSV_HEADER')
ON_ERROR = ABORT_STATEMENT;
call stg.log_audit(:procedure_name, 'Section 2', 99, 'END');
call stg.log_audit(:procedure_name, 'Section 3', 99, 'START');
INSERT INTO STG.DIM_AUDIT (AUDIT_SID, TABLE_NAME, SOURCE_FILE_NAME, LOAD_DATE, SOURCE_COUNT)
SELECT STG.AUDIT_SID.NEXTVAL, 'STG.DOCZY_PIPELINE_PROCESSED_OUTPUT',*
FROM
(SELECT DISTINCT METADATA$FILENAME, CURRENT_TIMESTAMP(), max(METADATA$FILE_ROW_NUMBER) from @STG.DOCZY_PIPELINE_PROCESSED_OUTPUT_STAGE group by 1,2);
RETURN 'Setup, Load, and Audit Complete';
call stg.log_audit(:procedure_name, 'Section 3', 99, 'END');
END;
$$;