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425 | import datetime as dt
import airflow
from airflow.models import DAG
from airflow.operators.dummy_operator import DummyOperator
from airflow.operators.latest_only_operator import LatestOnlyOperator
from airflow.operators.python_operator import PythonOperator
from airflow.operators.docker_operator import DockerOperator
from airflow.operators.bash_operator import BashOperator
from airflow.utils.dates import days_ago
from pprint import pprint
DAG_ID = "N1-to-N20-T1-to-T5-Counties" # must change before uploading to airflow !!!
START_DATE = days_ago(30)
# SCHEDULE_INTERVAL = dt.timedelta(hours=12)
# SCHEDULE_INTERVAL = "@daily"
SCHEDULE_INTERVAL = "5 0 * * 2-6"
MAX_ACTIVE_RUN = 1
MAX_CONCURRENT_TASKS = 3
RETRY_COUNT = 3
RETRY_DELAY = dt.timedelta(minutes=5)
EMAIL = "mobinalhassan1@gmail.com"
OWNER = "datascope"
default_args = {
'owner': OWNER,
'depends_on_past': False,
'start_date': START_DATE,
'email': [EMAIL],
'email_on_failure': True,
'email_on_retry': True,
'retries': RETRY_COUNT,
'retry_delay': RETRY_DELAY,
# 'execution_timeout': timedelta(seconds=300),
# 'on_failure_callback': some_function,
# 'on_success_callback': some_other_function,
# 'on_retry_callback': another_function,
'trigger_rule': 'all_done'
}
dag = DAG(
dag_id=DAG_ID,
schedule_interval=SCHEDULE_INTERVAL,
start_date=START_DATE,
max_active_runs=MAX_ACTIVE_RUN,
catchup=False,
default_args=default_args,
concurrency=MAX_CONCURRENT_TASKS
)
latest_only = LatestOnlyOperator(task_id='my_latest_only', dag=dag)
# Pre-requisite
prerequisite_scheduler = DockerOperator(
task_id='Prerequisite-scheduler',
image='registry.gitlab.com/aintelproject/prerequisite:latest',
auto_remove=True,
force_pull=True,
dag=dag
)
# N1
barnstable_scheduler = DockerOperator(
task_id='N1-T1-Barnstable-County-scheduler',
image='registry.gitlab.com/aintelproject/n1-t1-barnstable:latest',
auto_remove=True,
force_pull=True,
environment={
"AWS_ACCESS_KEY_ID": "{{var.value.AWS_ACCESS_KEY_ID_BOSTON}}",
"AWS_SECRET_ACCESS_KEY": "{{var.value.AWS_SECRET_ACCESS_KEY_BOSTON}}",
"BUCKET_NAME": "{{var.value.BUCKET_NAME_BOSTON}}",
"REGION": "{{var.value.REGION_BOSTON}}",
},
dag=dag
)
# N2
norfolk_scheduler = DockerOperator(
task_id='N2-T1-Norfolk-County-scheduler',
image='registry.gitlab.com/aintelproject/n2-t1-norfolk-county:latest',
auto_remove=True,
force_pull=True,
environment={
"AWS_ACCESS_KEY_ID": "{{var.value.AWS_ACCESS_KEY_ID_BOSTON}}",
"AWS_SECRET_ACCESS_KEY": "{{var.value.AWS_SECRET_ACCESS_KEY_BOSTON}}",
"BUCKET_NAME": "{{var.value.BUCKET_NAME_BOSTON}}",
"REGION": "{{var.value.REGION_BOSTON}}",
},
dag=dag
)
# N3
north_worcester_scheduler = DockerOperator(
task_id='N3-T1-North-Worcester-County-scheduler',
image='registry.gitlab.com/aintelproject/n3-t1-north-worcester-county:latest',
auto_remove=True,
force_pull=True,
environment={
"AWS_ACCESS_KEY_ID": "{{var.value.AWS_ACCESS_KEY_ID_BOSTON}}",
"AWS_SECRET_ACCESS_KEY": "{{var.value.AWS_SECRET_ACCESS_KEY_BOSTON}}",
"BUCKET_NAME": "{{var.value.BUCKET_NAME_BOSTON}}",
"REGION": "{{var.value.REGION_BOSTON}}",
},
dag=dag
)
# N4
north_essex_scheduler = DockerOperator(
task_id='N4-T1-North-Essex-County-scheduler',
image='registry.gitlab.com/aintelproject/n4-t1-north-essex-county:latest',
auto_remove=True,
force_pull=True,
environment={
"AWS_ACCESS_KEY_ID": "{{var.value.AWS_ACCESS_KEY_ID_BOSTON}}",
"AWS_SECRET_ACCESS_KEY": "{{var.value.AWS_SECRET_ACCESS_KEY_BOSTON}}",
"BUCKET_NAME": "{{var.value.BUCKET_NAME_BOSTON}}",
"REGION": "{{var.value.REGION_BOSTON}}",
},
dag=dag
)
# N5
berkMiddle_county_scheduler = DockerOperator(
task_id='N5-T2-BerkMiddle-County-scheduler',
image='registry.gitlab.com/aintelproject/n5-t2-berkmiddle-county:latest',
auto_remove=True,
force_pull=True,
environment={
"AWS_ACCESS_KEY_ID": "{{var.value.AWS_ACCESS_KEY_ID_BOSTON}}",
"AWS_SECRET_ACCESS_KEY": "{{var.value.AWS_SECRET_ACCESS_KEY_BOSTON}}",
"BUCKET_NAME": "{{var.value.BUCKET_NAME_BOSTON}}",
"REGION": "{{var.value.REGION_BOSTON}}",
},
dag=dag
)
# N6
berk_north_county_scheduler = DockerOperator(
task_id='N6-T2-BerkNorth-County-scheduler',
image='registry.gitlab.com/aintelproject/n6-t2-berknorth-county:latest',
auto_remove=True,
force_pull=True,
environment={
"AWS_ACCESS_KEY_ID": "{{var.value.AWS_ACCESS_KEY_ID_BOSTON}}",
"AWS_SECRET_ACCESS_KEY": "{{var.value.AWS_SECRET_ACCESS_KEY_BOSTON}}",
"BUCKET_NAME": "{{var.value.BUCKET_NAME_BOSTON}}",
"REGION": "{{var.value.REGION_BOSTON}}",
},
dag=dag
)
# N7
berk_south_county_scheduler = DockerOperator(
task_id='N7-T2-BerkSouth-County-scheduler',
image='registry.gitlab.com/aintelproject/n7-t2-berksouth-county:latest',
auto_remove=True,
force_pull=True,
environment={
"AWS_ACCESS_KEY_ID": "{{var.value.AWS_ACCESS_KEY_ID_BOSTON}}",
"AWS_SECRET_ACCESS_KEY": "{{var.value.AWS_SECRET_ACCESS_KEY_BOSTON}}",
"BUCKET_NAME": "{{var.value.BUCKET_NAME_BOSTON}}",
"REGION": "{{var.value.REGION_BOSTON}}",
},
dag=dag
)
# N8
dukes_country_scheduler = DockerOperator(
task_id='N8-T2-Dukes-Country-scheduler',
image='registry.gitlab.com/aintelproject/n8-t2-dukes-county:latest',
auto_remove=True,
force_pull=True,
environment={
"AWS_ACCESS_KEY_ID": "{{var.value.AWS_ACCESS_KEY_ID_BOSTON}}",
"AWS_SECRET_ACCESS_KEY": "{{var.value.AWS_SECRET_ACCESS_KEY_BOSTON}}",
"BUCKET_NAME": "{{var.value.BUCKET_NAME_BOSTON}}",
"REGION": "{{var.value.REGION_BOSTON}}",
},
dag=dag
)
# N9
franklin_country_scheduler = DockerOperator(
task_id='N9-T2-Franklin-country-scheduler',
image='registry.gitlab.com/aintelproject/n9-t2-franklin-county:latest',
auto_remove=True,
force_pull=True,
environment={
"AWS_ACCESS_KEY_ID": "{{var.value.AWS_ACCESS_KEY_ID_BOSTON}}",
"AWS_SECRET_ACCESS_KEY": "{{var.value.AWS_SECRET_ACCESS_KEY_BOSTON}}",
"BUCKET_NAME": "{{var.value.BUCKET_NAME_BOSTON}}",
"REGION": "{{var.value.REGION_BOSTON}}",
},
dag=dag
)
# N10
hampshire_country_scheduler = DockerOperator(
task_id='N10-T2-Hampshire-Country-scheduler',
image='registry.gitlab.com/aintelproject/n10-t2-hampshire-county:latest',
auto_remove=True,
force_pull=True,
environment={
"AWS_ACCESS_KEY_ID": "{{var.value.AWS_ACCESS_KEY_ID_BOSTON}}",
"AWS_SECRET_ACCESS_KEY": "{{var.value.AWS_SECRET_ACCESS_KEY_BOSTON}}",
"BUCKET_NAME": "{{var.value.BUCKET_NAME_BOSTON}}",
"REGION": "{{var.value.REGION_BOSTON}}",
},
dag=dag
)
# N11
middlesex_north_country_scheduler = DockerOperator(
task_id='N11-T2-MiddlesexNorth-Country-scheduler',
image='registry.gitlab.com/aintelproject/n11-t2-middlesexnorth-county:latest',
auto_remove=True,
force_pull=True,
environment={
"AWS_ACCESS_KEY_ID": "{{var.value.AWS_ACCESS_KEY_ID_BOSTON}}",
"AWS_SECRET_ACCESS_KEY": "{{var.value.AWS_SECRET_ACCESS_KEY_BOSTON}}",
"BUCKET_NAME": "{{var.value.BUCKET_NAME_BOSTON}}",
"REGION": "{{var.value.REGION_BOSTON}}",
},
dag=dag
)
# N12
middlesex_south_country_scheduler = DockerOperator(
task_id='N12-T2-MiddlesexSouth-Country-scheduler',
image='registry.gitlab.com/aintelproject/n12-t2-middlesexsouth-county:latest',
auto_remove=True,
force_pull=True,
environment={
"AWS_ACCESS_KEY_ID": "{{var.value.AWS_ACCESS_KEY_ID_BOSTON}}",
"AWS_SECRET_ACCESS_KEY": "{{var.value.AWS_SECRET_ACCESS_KEY_BOSTON}}",
"BUCKET_NAME": "{{var.value.BUCKET_NAME_BOSTON}}",
"REGION": "{{var.value.REGION_BOSTON}}",
},
dag=dag
)
# N13
nantucket_country_scheduler = DockerOperator(
task_id='N13-T2-Nantucket-Country-scheduler',
image='registry.gitlab.com/aintelproject/n13-t2-nantucket-county:latest',
auto_remove=True,
force_pull=True,
environment={
"AWS_ACCESS_KEY_ID": "{{var.value.AWS_ACCESS_KEY_ID_BOSTON}}",
"AWS_SECRET_ACCESS_KEY": "{{var.value.AWS_SECRET_ACCESS_KEY_BOSTON}}",
"BUCKET_NAME": "{{var.value.BUCKET_NAME_BOSTON}}",
"REGION": "{{var.value.REGION_BOSTON}}",
},
dag=dag
)
# N14
plymouthdeeds_county_scheduler = DockerOperator(
task_id='N14-T2-plymouthdeeds-County-scheduler',
image='registry.gitlab.com/aintelproject/n14-t2-plymouthdeeds-county:latest',
auto_remove=True,
force_pull=True,
environment={
"AWS_ACCESS_KEY_ID": "{{var.value.AWS_ACCESS_KEY_ID_BOSTON}}",
"AWS_SECRET_ACCESS_KEY": "{{var.value.AWS_SECRET_ACCESS_KEY_BOSTON}}",
"BUCKET_NAME": "{{var.value.BUCKET_NAME_BOSTON}}",
"REGION": "{{var.value.REGION_BOSTON}}",
},
dag=dag
)
# N15
suffolk_county_scheduler = DockerOperator(
task_id='N15-T2-Suffolk-County-scheduler',
image='registry.gitlab.com/aintelproject/n15-t2-suffolk-county:latest',
auto_remove=True,
force_pull=True,
environment={
"AWS_ACCESS_KEY_ID": "{{var.value.AWS_ACCESS_KEY_ID_BOSTON}}",
"AWS_SECRET_ACCESS_KEY": "{{var.value.AWS_SECRET_ACCESS_KEY_BOSTON}}",
"BUCKET_NAME": "{{var.value.BUCKET_NAME_BOSTON}}",
"REGION": "{{var.value.REGION_BOSTON}}",
},
dag=dag
)
# N16
worcester_county_scheduler = DockerOperator(
task_id='N16-T2-Worcester-County-scheduler',
image='registry.gitlab.com/aintelproject/n16-t2-worcester-county:latest',
auto_remove=True,
force_pull=True,
environment={
"AWS_ACCESS_KEY_ID": "{{var.value.AWS_ACCESS_KEY_ID_BOSTON}}",
"AWS_SECRET_ACCESS_KEY": "{{var.value.AWS_SECRET_ACCESS_KEY_BOSTON}}",
"BUCKET_NAME": "{{var.value.BUCKET_NAME_BOSTON}}",
"REGION": "{{var.value.REGION_BOSTON}}",
},
dag=dag
)
# N17
bristol_fall_river_county_scheduler = DockerOperator(
task_id='N17-T2-BristolFallRiver-County-scheduler',
image='registry.gitlab.com/aintelproject/n17-t2-bristolfallriver-county:latest',
auto_remove=True,
force_pull=True,
environment={
"AWS_ACCESS_KEY_ID": "{{var.value.AWS_ACCESS_KEY_ID_BOSTON}}",
"AWS_SECRET_ACCESS_KEY": "{{var.value.AWS_SECRET_ACCESS_KEY_BOSTON}}",
"BUCKET_NAME": "{{var.value.BUCKET_NAME_BOSTON}}",
"REGION": "{{var.value.REGION_BOSTON}}",
},
dag=dag
)
# N18
hampden_county_scheduler = DockerOperator(
task_id='N18-T3-Hampden-County-scheduler',
image='registry.gitlab.com/aintelproject/n18-t3-hampden-county:latest',
auto_remove=True,
force_pull=True,
environment={
"AWS_ACCESS_KEY_ID": "{{var.value.AWS_ACCESS_KEY_ID_BOSTON}}",
"AWS_SECRET_ACCESS_KEY": "{{var.value.AWS_SECRET_ACCESS_KEY_BOSTON}}",
"BUCKET_NAME": "{{var.value.BUCKET_NAME_BOSTON}}",
"REGION": "{{var.value.REGION_BOSTON}}",
},
dag=dag
)
# N19
north_bristol_county_scheduler = DockerOperator(
task_id='N19-T4-North-Bristol-county-scheduler',
image='registry.gitlab.com/aintelproject/n19-t4-north-bristol-county:latest',
auto_remove=True,
force_pull=True,
environment={
"AWS_ACCESS_KEY_ID": "{{var.value.AWS_ACCESS_KEY_ID_BOSTON}}",
"AWS_SECRET_ACCESS_KEY": "{{var.value.AWS_SECRET_ACCESS_KEY_BOSTON}}",
"BUCKET_NAME": "{{var.value.BUCKET_NAME_BOSTON}}",
"REGION": "{{var.value.REGION_BOSTON}}",
},
dag=dag
)
# N20
south_essex_county_scheduler = DockerOperator(
task_id='N20-T5-South-Essex-County-scheduler',
image='registry.gitlab.com/aintelproject/n20-t5-south-essex-county:latest',
auto_remove=True,
force_pull=True,
environment={
"AWS_ACCESS_KEY_ID": "{{var.value.AWS_ACCESS_KEY_ID_BOSTON}}",
"AWS_SECRET_ACCESS_KEY": "{{var.value.AWS_SECRET_ACCESS_KEY_BOSTON}}",
"BUCKET_NAME": "{{var.value.BUCKET_NAME_BOSTON}}",
"REGION": "{{var.value.REGION_BOSTON}}",
},
dag=dag
)
# N21
south_bristol_county_scheduler = DockerOperator(
task_id='N21-T2-South-Bristol-County-scheduler',
image='registry.gitlab.com/aintelproject/n21-t2-south-bristol-county:latest',
auto_remove=True,
force_pull=True,
environment={
"AWS_ACCESS_KEY_ID": "{{var.value.AWS_ACCESS_KEY_ID_BOSTON}}",
"AWS_SECRET_ACCESS_KEY": "{{var.value.AWS_SECRET_ACCESS_KEY_BOSTON}}",
"BUCKET_NAME": "{{var.value.BUCKET_NAME_BOSTON}}",
"REGION": "{{var.value.REGION_BOSTON}}",
},
dag=dag
)
# Post-requirement
post_requisite_scheduler = DockerOperator(
task_id='Post-Requirement-scheduler',
image='registry.gitlab.com/aintelproject/postrequisite:latest',
auto_remove=True,
force_pull=True,
environment={
"AWS_ACCESS_KEY_ID": "{{var.value.AWS_ACCESS_KEY_ID_BOSTON}}",
"AWS_SECRET_ACCESS_KEY": "{{var.value.AWS_SECRET_ACCESS_KEY_BOSTON}}",
"BUCKET_NAME": "{{var.value.BUCKET_NAME_BOSTON}}",
"REGION": "{{var.value.REGION_BOSTON}}",
},
dag=dag
)
print('We are in N1-to-N21 Dag')
# zip_code_dectector = DockerOperator(
# task_id='Zip-Code-Dectector',
# image='registry.gitlab.com/aintelproject/zip-code-dectector:latest',
# auto_remove=True,
# force_pull=True,
# environment={
# "AWS_ACCESS_KEY_ID": "{{var.value.AWS_ACCESS_KEY_ID_BOSTON}}",
# "AWS_SECRET_ACCESS_KEY": "{{var.value.AWS_SECRET_ACCESS_KEY_BOSTON}}",
# "BUCKET_NAME": "{{var.value.BUCKET_NAME_BOSTON}}",
# "REGION": "{{var.value.REGION_BOSTON}}",
# },
# dag=dag
# )
# data_dumper = DockerOperator(
# task_id='Data-Dumping-Script',
# image='registry.gitlab.com/mobinalhassan/data-dumping:latest',
# auto_remove=True,
# force_pull=True,
# environment={
# "AWS_ACCESS_KEY_ID": "{{var.value.AWS_ACCESS_KEY_ID_BOSTON}}",
# "AWS_SECRET_ACCESS_KEY": "{{var.value.AWS_SECRET_ACCESS_KEY_BOSTON}}",
# "BUCKET_NAME": "{{var.value.BUCKET_NAME_BOSTON}}",
# "REGION": "{{var.value.REGION_BOSTON}}",
# },
# dag=dag
# )
# latest_only >>
# need to test this
# prerequisite_scheduler << [barnstable_scheduler << norfolk_scheduler << north_worcester_scheduler << north_essex_scheduler << berkMiddle_county_scheduler << berk_north_county_scheduler << berk_south_county_scheduler << dukes_country_scheduler << franklin_country_scheduler << hampshire_country_scheduler << middlesex_north_country_scheduler]
# prerequisite_scheduler << [middlesex_south_country_scheduler << nantucket_country_scheduler << plymouthdeeds_county_scheduler << suffolk_county_scheduler << worcester_county_scheduler << bristol_fall_river_county_scheduler << hampden_county_scheduler << north_bristol_county_scheduler << south_essex_county_scheduler << south_bristol_county_scheduler]
# [barnstable_scheduler >> norfolk_scheduler >> north_worcester_scheduler >> north_essex_scheduler >> berkMiddle_county_scheduler >> berk_north_county_scheduler >> berk_south_county_scheduler >> dukes_country_scheduler >> franklin_country_scheduler >> hampshire_country_scheduler >> middlesex_north_country_scheduler] >> prerequisite_scheduler
# [middlesex_south_country_scheduler >> nantucket_country_scheduler >> plymouthdeeds_county_scheduler >> suffolk_county_scheduler >> worcester_county_scheduler >> bristol_fall_river_county_scheduler >> hampden_county_scheduler >> north_bristol_county_scheduler >> south_essex_county_scheduler >> south_bristol_county_scheduler] >> prerequisite_scheduler
# prerequisite_scheduler >> barnstable_scheduler >> norfolk_scheduler >> north_worcester_scheduler >> north_essex_scheduler >> berkMiddle_county_scheduler >> berk_north_county_scheduler >> berk_south_county_scheduler >> dukes_country_scheduler >> franklin_country_scheduler >> hampshire_country_scheduler >> middlesex_north_country_scheduler >> middlesex_south_country_scheduler >> nantucket_country_scheduler >> plymouthdeeds_county_scheduler >> suffolk_county_scheduler >> worcester_county_scheduler >> bristol_fall_river_county_scheduler >> hampden_county_scheduler >> north_bristol_county_scheduler >> south_essex_county_scheduler >> south_bristol_county_scheduler >> post_requisite_scheduler
# prerequisite_scheduler >> [barnstable_scheduler, middlesex_north_country_scheduler]
# [barnstable_scheduler >> norfolk_scheduler >> north_worcester_scheduler >> north_essex_scheduler >> berkMiddle_county_scheduler >> berk_north_county_scheduler >> berk_south_county_scheduler >> dukes_country_scheduler >> franklin_country_scheduler >> hampshire_country_scheduler >> middlesex_north_country_scheduler, middlesex_north_country_scheduler >> middlesex_south_country_scheduler >> nantucket_country_scheduler >> plymouthdeeds_county_scheduler >> suffolk_county_scheduler >> worcester_county_scheduler >> bristol_fall_river_county_scheduler >> hampden_county_scheduler >> north_bristol_county_scheduler >> south_essex_county_scheduler >> south_bristol_county_scheduler] >> post_requisite_scheduler
# latest_only >> [barnstable_scheduler >> norfolk_scheduler >> north_worcester_scheduler >> north_essex_scheduler >> berkMiddle_county_scheduler >> berk_north_county_scheduler >> berk_south_county_scheduler >> dukes_country_scheduler >> franklin_country_scheduler >> hampshire_country_scheduler >> middlesex_north_country_scheduler, middlesex_south_country_scheduler >> nantucket_country_scheduler >> plymouthdeeds_county_scheduler >> suffolk_county_scheduler >> worcester_county_scheduler >> bristol_fall_river_county_scheduler >> hampden_county_scheduler >> north_bristol_county_scheduler >> south_essex_county_scheduler >> south_bristol_county_scheduler] >> prerequisite_scheduler >> post_requisite_scheduler
# prerequisite_scheduler << [barnstable_scheduler >> norfolk_scheduler >> north_worcester_scheduler >> north_essex_scheduler >> berkMiddle_county_scheduler >> berk_north_county_scheduler >> berk_south_county_scheduler >> dukes_country_scheduler >> franklin_country_scheduler >> hampshire_country_scheduler >> middlesex_north_country_scheduler, middlesex_south_country_scheduler >> nantucket_country_scheduler >> plymouthdeeds_county_scheduler >> suffolk_county_scheduler >> worcester_county_scheduler >> bristol_fall_river_county_scheduler >> hampden_county_scheduler >> north_bristol_county_scheduler >> south_essex_county_scheduler >> south_bristol_county_scheduler] >> post_requisite_scheduler
prerequisite_scheduler >> [barnstable_scheduler >> norfolk_scheduler >> north_worcester_scheduler >> north_essex_scheduler >> berkMiddle_county_scheduler >> berk_north_county_scheduler >> berk_south_county_scheduler, dukes_country_scheduler >> franklin_country_scheduler >> hampshire_country_scheduler >> middlesex_north_country_scheduler >> middlesex_south_country_scheduler >> nantucket_country_scheduler >> plymouthdeeds_county_scheduler, suffolk_county_scheduler >> worcester_county_scheduler >> bristol_fall_river_county_scheduler >> hampden_county_scheduler >> north_bristol_county_scheduler >> south_essex_county_scheduler >> south_bristol_county_scheduler] >> post_requisite_scheduler
# prerequisite_scheduler.set_downstream([barnstable_scheduler >> norfolk_scheduler >> north_worcester_scheduler >> north_essex_scheduler >> berkMiddle_county_scheduler >> berk_north_county_scheduler >> berk_south_county_scheduler >> dukes_country_scheduler >> franklin_country_scheduler >> hampshire_country_scheduler >> middlesex_north_country_scheduler])
# prerequisite_scheduler.set_downstream([middlesex_south_country_scheduler >> nantucket_country_scheduler >> plymouthdeeds_county_scheduler >> suffolk_county_scheduler >> worcester_county_scheduler >> bristol_fall_river_county_scheduler >> hampden_county_scheduler >> north_bristol_county_scheduler >> south_essex_county_scheduler >> south_bristol_county_scheduler])
# middlesex_north_country_scheduler.set_upstream(post_requisite_scheduler)
# south_bristol_county_scheduler.set_upstream(post_requisite_scheduler)
# prerequisite_scheduler.set_downstream(post_requisite_scheduler)
# prerequisite_scheduler.set_downstream([middlesex_south_country_scheduler >> nantucket_country_scheduler >> plymouthdeeds_county_scheduler >> suffolk_county_scheduler >> worcester_county_scheduler >> bristol_fall_river_county_scheduler >> hampden_county_scheduler >> north_bristol_county_scheduler >> south_essex_county_scheduler >> south_bristol_county_scheduler])
# barnstable_scheduler >> norfolk_scheduler >> north_worcester_scheduler >> north_essex_scheduler >> berkMiddle_county_scheduler >> berk_north_county_scheduler >> berk_south_county_scheduler >> dukes_country_scheduler >> franklin_country_scheduler >> hampshire_country_scheduler >> middlesex_north_country_scheduler
# middlesex_north_country_scheduler >> middlesex_south_country_scheduler >> nantucket_country_scheduler >> plymouthdeeds_county_scheduler >> suffolk_county_scheduler >> worcester_county_scheduler >> bristol_fall_river_county_scheduler >> hampden_county_scheduler >> north_bristol_county_scheduler >> south_essex_county_scheduler >> south_bristol_county_scheduler >> post_requisite_scheduler
# latest_only >> barnstable_scheduler >> north_worcester_scheduler >> north_essex_scheduler >> berkMiddle_county_scheduler >> berk_north_county_scheduler >> berk_south_county_scheduler >> dukes_country_scheduler >> franklin_country_scheduler >> hampshire_country_scheduler >> middlesex_north_country_scheduler >> middlesex_south_country_scheduler >> nantucket_country_scheduler >> plymouthdeeds_county_scheduler >> suffolk_county_scheduler >> worcester_county_scheduler >> bristol_fall_river_county_scheduler >> hampden_county_scheduler >> north_bristol_county_scheduler >> south_essex_county_scheduler
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