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105 | from airflow import DAG
from template.dag_template import build_dag
from airflow.utils.dates import days_ago
from template.utils import set_config_variable_in_emr_steps
from airflow.models import Variable
# DAG specific parameters
config = Variable.get("primary_audience_global_cassandra_conf", deserialize_json=True)
COUNTRY = config['COUNTRY']
MEDIA_OWNER = config['MEDIA_OWNER']
AUD_VERSION = config['AUD_VERSION']
cluster_name = 'primary-audience-global-cassandra-' + MEDIA_OWNER + '-' + AUD_VERSION
dag_id = 'primary-audience-global-cassandra_v003'
# setting Keyspace upon Country parameter
if COUNTRY.lower() in ('be', 'es', 'dk', 'nl'):
KEYSPACE = COUNTRY.lower()
else:
KEYSPACE = MEDIA_OWNER.lower()
config['KEYSPACE'] = KEYSPACE
if COUNTRY.lower() == 'uk':
emr_steps = """[{
"step-name": "RegenerateRoute",
"config-file": "configs/primary-audience-uk-cassandra/1.0.0/job.json",
"config-json": [
{"spark.app.primary.audience.cassandra.keyspace": "uk_audience"},
{"spark.app.route.regenerate.date": "$AUD_UPLOAD_DATE"},
{"spark.app.route.regenerate.version": "$AUD_VERSION"}
],
"artifact": "RegenerateRoute",
"packages": "com.datastax.spark:spark-cassandra-connector_2.11:2.3.0",
"py-script": "com/viooh/routegen/route_regenerate_v1.py"
}]"""
elif COUNTRY.lower() == 'hk' and MEDIA_OWNER.lower() == 'jcdecaux':
emr_steps = """[{
"step-name": "RegenerateRoute",
"config-file": "configs/primary-audience-global-cassandra/1.0.0/job.json",
"config-json": [
{"spark.app.primary.audience.base.path":"s3a://$AUDIENCE_BUCKET/$COUNTRY/$MEDIA_OWNER/$AUD_VERSION/raw/%date%/dynamic/"},
{"spark.app.primary.audience.date":"$AUD_UPLOAD_DATE"},
{"spark.app.primary.audience.cassandra.keyspace":"jcdecaux_hk_airport_audience"},
{"spark.app.primary.audience.version":"$AUD_VERSION"}
],
"artifact": "RegenerateRoute",
"packages": "com.datastax.spark:spark-cassandra-connector_2.11:2.3.0",
"py-script": "com/viooh/routegen/primary_audience_loader_cassandra.py"
}]"""
elif COUNTRY.lower() == 'china' and MEDIA_OWNER.lower() == 'jcdecaux':
emr_steps = """[{
"step-name": "RegenerateRoute",
"config-file": "configs/primary-audience-global-cassandra/1.0.0/job.json",
"config-json": [
{"spark.app.primary.audience.base.path":"s3a://$AUDIENCE_BUCKET/$COUNTRY/$MEDIA_OWNER/$AUD_VERSION/raw/%date%/dynamic/"},
{"spark.app.primary.audience.date":"$AUD_UPLOAD_DATE"},
{"spark.app.primary.audience.cassandra.keyspace":"cn_audience"},
{"spark.app.primary.audience.version":"$AUD_VERSION"}
],
"artifact": "RegenerateRoute",
"packages": "com.datastax.spark:spark-cassandra-connector_2.11:2.3.0",
"py-script": "com/viooh/routegen/primary_audience_loader_cassandra.py"
}]"""
else:
emr_steps = """[{
"step-name": "RegenerateRoute",
"config-file": "configs/primary-audience-global-cassandra/1.0.0/job.json",
"config-json": [
{"spark.app.primary.audience.base.path": "s3a://$AUDIENCE_BUCKET/$COUNTRY/$MEDIA_OWNER/$AUD_VERSION/raw/%date%/dynamic/"},
{"spark.app.primary.audience.date": "$AUD_UPLOAD_DATE"},
{"spark.app.primary.audience.cassandra.keyspace": "$KEYSPACE_audience"},
{"spark.app.primary.audience.version": "$AUD_VERSION"}
],
"artifact": "RegenerateRoute",
"packages": "com.datastax.spark:spark-cassandra-connector_2.11:2.3.0",
"py-script": "com/viooh/routegen/primary_audience_loader_cassandra.py"
}]"""
# cluster level parameters (optional)
cluster_args = {
"cluster-name": cluster_name,
"audience-config-file": "primary_audience_global_cassandra_conf",
"master-instance-types": "m5.2xlarge,m5.4xlarge",
"core-instance-types": "m5.2xlarge,m5.4xlarge",
"task-instance-types": "m5.2xlarge,m5.4xlarge",
"core-instance-capacity": 5,
"task-instance-capacity": 0,
"emr-version": "emr-5.21.0"
}
# set config variables in emr-steps
emr_steps = set_config_variable_in_emr_steps(emr_steps, config)
# dag parameter
dag_args = {
'owner': 'data.engineers@viooh.com',
'start_date': days_ago(1)
}
dag = DAG(
dag_id,
schedule_interval=None, # cron expression
default_args=dag_args)
build_dag(emr_steps=emr_steps, dag=dag, cluster_args=cluster_args)
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