Source code for tests.system.providers.amazon.aws.example_athena

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from datetime import datetime

import boto3

from airflow import DAG
from airflow.decorators import task
from airflow.models.baseoperator import chain
from airflow.providers.amazon.aws.hooks.s3 import S3Hook
from airflow.providers.amazon.aws.operators.athena import AthenaOperator
from airflow.providers.amazon.aws.operators.s3 import (
    S3CreateBucketOperator,
    S3CreateObjectOperator,
    S3DeleteBucketOperator,
)
from airflow.providers.amazon.aws.sensors.athena import AthenaSensor
from tests.system.providers.amazon.aws.utils import set_env_id

[docs]ENV_ID = set_env_id()
[docs]DAG_ID = 'example_athena'
[docs]S3_BUCKET = f'{ENV_ID}-athena-bucket'
[docs]ATHENA_TABLE = f'{ENV_ID}_test_table'
[docs]ATHENA_DATABASE = f'{ENV_ID}_default'
[docs]SAMPLE_DATA = '''"Alice",20 "Bob",25 "Charlie",30 '''
[docs]SAMPLE_FILENAME = 'airflow_sample.csv'
[docs]QUERY_CREATE_DATABASE = f'CREATE DATABASE IF NOT EXISTS {ATHENA_DATABASE}'
[docs]QUERY_CREATE_TABLE = f'''CREATE EXTERNAL TABLE IF NOT EXISTS {ATHENA_DATABASE}.{ATHENA_TABLE} ( `name` string, `age` int ) ROW FORMAT SERDE "org.apache.hadoop.hive.serde2.lazy.LazySimpleSerDe" WITH SERDEPROPERTIES ( "serialization.format" = ",", "field.delim" = "," ) LOCATION "s3://{S3_BUCKET}//{ATHENA_TABLE}" TBLPROPERTIES ("has_encrypted_data"="false") '''
[docs]QUERY_READ_TABLE = f'SELECT * from {ATHENA_DATABASE}.{ATHENA_TABLE}'
[docs]QUERY_DROP_TABLE = f'DROP TABLE IF EXISTS {ATHENA_DATABASE}.{ATHENA_TABLE}'
[docs]QUERY_DROP_DATABASE = f'DROP DATABASE IF EXISTS {ATHENA_DATABASE}'
@task
[docs]def await_bucket(): # Avoid a race condition after creating the S3 Bucket. client = boto3.client('s3') waiter = client.get_waiter('bucket_exists') waiter.wait(Bucket=S3_BUCKET)
@task
[docs]def read_results_from_s3(query_execution_id): s3_hook = S3Hook() file_obj = s3_hook.get_conn().get_object(Bucket=S3_BUCKET, Key=f'{query_execution_id}.csv') file_content = file_obj['Body'].read().decode('utf-8') print(file_content)
with DAG( dag_id=DAG_ID, schedule_interval='@once', start_date=datetime(2021, 1, 1), tags=['example'], catchup=False, ) as dag:
[docs] create_s3_bucket = S3CreateBucketOperator(task_id='create_s3_bucket', bucket_name=S3_BUCKET)
upload_sample_data = S3CreateObjectOperator( task_id='upload_sample_data', s3_bucket=S3_BUCKET, s3_key=f'{ATHENA_TABLE}/{SAMPLE_FILENAME}', data=SAMPLE_DATA, replace=True, ) create_database = AthenaOperator( task_id='create_database', query=QUERY_CREATE_DATABASE, database=ATHENA_DATABASE, output_location=f's3://{S3_BUCKET}/', ) create_table = AthenaOperator( task_id='create_table', query=QUERY_CREATE_TABLE, database=ATHENA_DATABASE, output_location=f's3://{S3_BUCKET}/', ) # [START howto_operator_athena] read_table = AthenaOperator( task_id='read_table', query=QUERY_READ_TABLE, database=ATHENA_DATABASE, output_location=f's3://{S3_BUCKET}/', ) # [END howto_operator_athena] # [START howto_sensor_athena] await_query = AthenaSensor( task_id='await_query', query_execution_id=read_table.output, ) # [END howto_sensor_athena] drop_table = AthenaOperator( task_id='drop_table', query=QUERY_DROP_TABLE, database=ATHENA_DATABASE, output_location=f's3://{S3_BUCKET}/', trigger_rule="all_done", ) drop_database = AthenaOperator( task_id='drop_database', query=QUERY_DROP_DATABASE, database=ATHENA_DATABASE, output_location=f's3://{S3_BUCKET}/', trigger_rule="all_done", ) delete_s3_bucket = S3DeleteBucketOperator( task_id='delete_s3_bucket', bucket_name=S3_BUCKET, force_delete=True, trigger_rule="all_done", ) chain( # TEST SETUP create_s3_bucket, await_bucket(), upload_sample_data, create_database, # TEST BODY create_table, read_table, await_query, read_results_from_s3(read_table.output), # TEST TEARDOWN drop_table, drop_database, delete_s3_bucket, ) from tests.system.utils.watcher import watcher # This test needs watcher in order to properly mark success/failure # when "tearDown" task with trigger rule is part of the DAG list(dag.tasks) >> watcher() from tests.system.utils import get_test_run # noqa: E402 # Needed to run the example DAG with pytest (see: tests/system/README.md#run_via_pytest)
[docs]test_run = get_test_run(dag)

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