Added pipeline outputs data resources
This commit is contained in:
@@ -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;
|
||||
$$;
|
||||
|
||||
Reference in New Issue
Block a user