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328 | # Airflow dependencies
from asyncio import Task
from airflow import DAG
from airflow.operators.python_operator import PythonOperator
from airflow.utils.dates import days_ago
from airflow.models import Variable
from airflow.operators.dagrun_operator import TriggerDagRunOperator
# Python dependencies
import sys
import os
from datetime import timedelta
from datetime import datetime
from datetime import timedelta
# Dependencias propias
from utils import clean_functions, kpi_funcitons
from utils.settings import RAW_CONTAINER, CLEAN_CONTAINER, FECHA_ACTUAL
# Default arguments
default_args = {
'owner': 'pedro',
'start_date': datetime(2023, 4, 22, 0, 0, 0)
}
# Instanciate the DAG object
sierra_gorda_clean_dag = DAG(
'SierraGorda_LimpiezaStorage',
default_args=default_args,
description='Functions that clean data in files related to SierraGorda',
schedule_interval='30,30 12,0 * * *', # Hora local 8:30 y 20:30
catchup=False,
is_paused_upon_creation=True
)
"""
Tareas limpieza para archivo Flanders HHD
"""
flanders_hhd_task1 = PythonOperator(
task_id = 'FlandersHHD_HoleDepthFlag',
python_callable = clean_functions.hole_depth_flag,
op_kwargs = {'origin_container':RAW_CONTAINER,
'origin_blob': f"SierraGorda/{FECHA_ACTUAL}/Flanders-HHD.json",
'final_container': CLEAN_CONTAINER,
'final_blob': f"SierraGorda/{FECHA_ACTUAL}/Flanders-HHD.json",
'field': "HoleDepth",
'i_limit': 10,
's_limit': 25
},
dag = sierra_gorda_clean_dag,
)
flanders_hhd_task2 = PythonOperator(
task_id = 'FlandersHHD_ComunFieldFlag',
python_callable = clean_functions.comun_field_flag,
op_kwargs = {'origin_container':CLEAN_CONTAINER,
'origin_blob': f"SierraGorda/{FECHA_ACTUAL}/Flanders-HHD.json",
'final_container': CLEAN_CONTAINER,
'final_blob': f"SierraGorda/{FECHA_ACTUAL}/Flanders-HHD.json",
'fields': ["DesignNorthing","DesignEasting","designelevation","BitUsage"],
'flag_type': "I",
'limit': 0
},
dag = sierra_gorda_clean_dag,
)
flanders_hhd_task3 = PythonOperator(
task_id = 'FlandersHHD_FlagEmptyValues',
python_callable = clean_functions.flag_empty_value,
op_kwargs = {'origin_container':CLEAN_CONTAINER,
'origin_blob': f"SierraGorda/{FECHA_ACTUAL}/Flanders-HHD.json",
'final_container': CLEAN_CONTAINER,
'final_blob': f"SierraGorda/{FECHA_ACTUAL}/Flanders-HHD.json",
'field_list': ["PatternHoleNumber","BlastName","DrillPattern"]
},
dag = sierra_gorda_clean_dag,
)
flanders_hhd_task4 = PythonOperator(
task_id = 'FlandersHHD_FromNaToNAN',
python_callable = clean_functions.from_na_to_nan,
op_kwargs = {'origin_container':CLEAN_CONTAINER,
'origin_blob': f"SierraGorda/{FECHA_ACTUAL}/Flanders-HHD.json",
'final_container': CLEAN_CONTAINER,
'final_blob': f"SierraGorda/{FECHA_ACTUAL}/Flanders-HHD.json",
'field_list': ["Bench Below","BenchBelow"]
},
dag = sierra_gorda_clean_dag,
)
flanders_hhd_task5 = PythonOperator(
task_id = 'FlandersHHD_SetLenCoordinate',
python_callable = clean_functions.set_len_number,
op_kwargs = {'origin_container':CLEAN_CONTAINER,
'origin_blob': f"SierraGorda/{FECHA_ACTUAL}/Flanders-HHD.json",
'final_container': CLEAN_CONTAINER,
'final_blob': f"SierraGorda/{FECHA_ACTUAL}/Flanders-HHD.json",
'field': "ActualCollarEasting",
'lenght': 6
},
dag = sierra_gorda_clean_dag,
)
"""
Tareas limpieza para archivo Flanders MWD
"""
flanders_mwd_task1 = PythonOperator(
task_id = 'FlandersMWD_ComunFieldFlag',
python_callable = clean_functions.comun_field_flag,
op_kwargs = {'origin_container':RAW_CONTAINER,
'origin_blob': f"SierraGorda/{FECHA_ACTUAL}/Flanders-MWD.json",
'final_container': CLEAN_CONTAINER,
'final_blob': f"SierraGorda/{FECHA_ACTUAL}/Flanders-MWD.json",
'fields': ["HoleDepth","PenetrationRate","PulldownPressure","MainAirPressure"],
'flag_type': "I",
'limit': 0
},
dag = sierra_gorda_clean_dag,
)
flanders_mwd_task2 = PythonOperator(
task_id = 'FlandersMWD_FlagFalantesImputados',
python_callable = kpi_funcitons.generar_flag_faltante_inputado,
op_kwargs = {'origin_container':CLEAN_CONTAINER,
'origin_blob': f"SierraGorda/{FECHA_ACTUAL}/Flanders-MWD.json",
'fields':['FlagNaN_HoleDepth','FlagNaN_PenetrationRate','FlagNaN_PulldownPressure','FlagNaN_MainAirPressure'],
'final_container': CLEAN_CONTAINER,
'final_blob': f"SierraGorda/{FECHA_ACTUAL}/Flanders-MWD.json"
},
dag = sierra_gorda_clean_dag,
)
"""
Tareas limpieza para archivo Split
"""
split_task1 = PythonOperator(
task_id = 'Split_ColumnsToNumeric',
python_callable = clean_functions.columns_to_numeric,
op_kwargs = {'origin_container':RAW_CONTAINER,
'origin_blob': f"SierraGorda/{FECHA_ACTUAL}/Split.json",
'final_container': CLEAN_CONTAINER,
'final_blob': f"SierraGorda/{FECHA_ACTUAL}/Split.json",
'field_list': ["P10","P20","P30","P40","P50","P60","P70","P80","P90"]
},
dag = sierra_gorda_clean_dag,
)
"""
Tareas limpieza para archivo Wenco Haul
"""
wenco_haul_task1 = PythonOperator(
task_id = 'WencoHaul_FromNaToNAN',
python_callable = clean_functions.from_na_to_nan,
op_kwargs = {'origin_container':RAW_CONTAINER,
'origin_blob': f"SierraGorda/{FECHA_ACTUAL}/Wenco-Truck-cycle.json",
'final_container': CLEAN_CONTAINER,
'final_blob': f"SierraGorda/{FECHA_ACTUAL}/Wenco-Truck-cycle.json",
'field_list': ["EMPTY_DISTANCE","OEM_EMPTY_DISTANCE","GPS_EMPTY_DISTANCE","HAUL_DISTANCE","OEM_HAUL_DISTANCE","EFH_HAUL_DISTANCE","GPS_HAUL_DISTANCE","ELEVATION_HAUL_POSITIVE","ELEVATION_HAUL_NEGATIVE","ELEVATION_EMPTY_POSITIVE","ELEVATION_EMPTY_NEGATIVE","PAYLOAD_REPORTING","PAYLOAD_TARGET"]
},
dag = sierra_gorda_clean_dag,
)
wenco_haul_task2 = PythonOperator(
task_id = 'WencoHaul_ColumnsToNumeric',
python_callable = clean_functions.columns_to_numeric,
op_kwargs = {'origin_container':CLEAN_CONTAINER,
'origin_blob': f"SierraGorda/{FECHA_ACTUAL}/Wenco-Truck-cycle.json",
'final_container': CLEAN_CONTAINER,
'final_blob': f"SierraGorda/{FECHA_ACTUAL}/Wenco-Truck-cycle.json",
'field_list': ["EMPTY_DISTANCE","OEM_EMPTY_DISTANCE","GPS_EMPTY_DISTANCE","HAUL_DISTANCE","OEM_HAUL_DISTANCE","EFH_HAUL_DISTANCE","GPS_HAUL_DISTANCE","ELEVATION_HAUL_POSITIVE","ELEVATION_HAUL_NEGATIVE","ELEVATION_EMPTY_POSITIVE","ELEVATION_EMPTY_NEGATIVE","PAYLOAD_REPORTING","PAYLOAD_TARGET"]
},
dag = sierra_gorda_clean_dag,
)
wenco_haul_task3 = PythonOperator(
task_id = 'WencoHaul_ReplaceName',
python_callable = clean_functions.replace_name,
op_kwargs = {'origin_container':CLEAN_CONTAINER,
'origin_blob': f"SierraGorda/{FECHA_ACTUAL}/Wenco-Truck-cycle.json",
'final_container': CLEAN_CONTAINER,
'final_blob': f"SierraGorda/{FECHA_ACTUAL}/Wenco-Truck-cycle.json",
'field': "DUMP_LOCATION_SNAME",
'old_value': ["REM1664","SLC-00-1776","SLF-00-1760","REM1504"],
'new_value': ["REM-1664","SLC-OO-1776","SLF-OO-1760","REM-1504"]
},
dag = sierra_gorda_clean_dag,
)
"""
Tareas limpieza para archivo Wenco Shovel
"""
wenco_shovel_task1 = PythonOperator(
task_id = 'WencoShovel_DigDurationOutlierFlag',
python_callable = clean_functions.outliers_range_flag ,
op_kwargs = {'origin_container':RAW_CONTAINER,
'origin_blob': f"SierraGorda/{FECHA_ACTUAL}/Wenco-Shovel-cycle.json",
'final_container': CLEAN_CONTAINER,
'final_blob': f"SierraGorda/{FECHA_ACTUAL}/Wenco-Shovel-cycle.json",
'field': "DIG_DURATION",
'i_limit': 5,
's_limit': 45
},
dag = sierra_gorda_clean_dag,
)
wenco_shovel_task2 = PythonOperator(
task_id = 'WencoShovel_DumpDurationOutlierFlag',
python_callable = clean_functions.outliers_range_flag,
op_kwargs = {'origin_container':CLEAN_CONTAINER,
'origin_blob': f"SierraGorda/{FECHA_ACTUAL}/Wenco-Shovel-cycle.json",
'final_container': CLEAN_CONTAINER,
'final_blob': f"SierraGorda/{FECHA_ACTUAL}/Wenco-Shovel-cycle.json",
'field': "DUMP_DURATION",
'i_limit': 0,
's_limit': 7
},
dag = sierra_gorda_clean_dag,
)
wenco_shovel_task3 = PythonOperator(
task_id = 'WencoShovel_SwingToDigDurationOutlierFlag',
python_callable = clean_functions.outliers_range_flag,
op_kwargs = {'origin_container':CLEAN_CONTAINER,
'origin_blob': f"SierraGorda/{FECHA_ACTUAL}/Wenco-Shovel-cycle.json",
'final_container': CLEAN_CONTAINER,
'final_blob': f"SierraGorda/{FECHA_ACTUAL}/Wenco-Shovel-cycle.json",
'field': "SWING_TO_DIG_DURATION",
'i_limit': 0,
's_limit': 19
},
dag = sierra_gorda_clean_dag,
)
wenco_shovel_task4 = PythonOperator(
task_id = 'WencoShovel_SwingToDumpDurationOutlierFlag',
python_callable = clean_functions.outliers_range_flag,
op_kwargs = {'origin_container':CLEAN_CONTAINER,
'origin_blob': f"SierraGorda/{FECHA_ACTUAL}/Wenco-Shovel-cycle.json",
'final_container': CLEAN_CONTAINER,
'final_blob': f"SierraGorda/{FECHA_ACTUAL}/Wenco-Shovel-cycle.json",
'field': "SWING_TO_DUMP_DURATION",
'i_limit': 0,
's_limit': 18
},
dag = sierra_gorda_clean_dag,
)
wenco_shovel_task5 = PythonOperator(
task_id = 'WencoShovel_SwingAngleOutlierFlag',
python_callable = clean_functions.outliers_range_flag,
op_kwargs = {'origin_container':CLEAN_CONTAINER,
'origin_blob': f"SierraGorda/{FECHA_ACTUAL}/Wenco-Shovel-cycle.json",
'final_container': CLEAN_CONTAINER,
'final_blob': f"SierraGorda/{FECHA_ACTUAL}/Wenco-Shovel-cycle.json",
'field': "SWING_ANGLE",
'i_limit': 0,
's_limit': 180
},
dag = sierra_gorda_clean_dag,
)
wenco_shovel_task6 = PythonOperator(
task_id = 'WencoShovel_FlagEmptyValues',
python_callable = clean_functions.flag_empty_value,
op_kwargs = {'origin_container':CLEAN_CONTAINER,
'origin_blob': f"SierraGorda/{FECHA_ACTUAL}/Wenco-Shovel-cycle.json",
'final_container': CLEAN_CONTAINER,
'final_blob': f"SierraGorda/{FECHA_ACTUAL}/Wenco-Shovel-cycle.json",
'field_list': ["LOCATION_SNAME","BLOCK_SNAME","MATERIAL_IDENT","LOCATION_SNAME_FMS","BLOCK_SNAME_FMS","BADGE_IDENT"]
},
dag = sierra_gorda_clean_dag,
)
wenco_shovel_task7 = PythonOperator(
task_id = 'WencoShovel_QuantityOutlierFlag',
python_callable = clean_functions.outlier_flag,
op_kwargs = {'origin_container':CLEAN_CONTAINER,
'origin_blob': f"SierraGorda/{FECHA_ACTUAL}/Wenco-Shovel-cycle.json",
'final_container': CLEAN_CONTAINER,
'final_blob': f"SierraGorda/{FECHA_ACTUAL}/Wenco-Shovel-cycle.json",
'field': "QUANTITY",
'limit': 120,
'type': "S"
},
dag = sierra_gorda_clean_dag,
)
"""
Tareas limpieza para archivo DrilleHole
"""
drilled_hole_task1 = PythonOperator(
task_id = 'DrilledHole_FromMMtoInch',
python_callable = clean_functions.from_mm_to_inch,
op_kwargs = {'origin_container':RAW_CONTAINER,
'origin_blob': f"SierraGorda/{FECHA_ACTUAL}/DrilledHole.json",
'final_container': CLEAN_CONTAINER,
'final_blob': f"SierraGorda/{FECHA_ACTUAL}/DrilledHole.json",
'field': "DrillBitDiameter"
},
dag = sierra_gorda_clean_dag,
)
"""
Tareas limpieza para archivo DrilleHoleTransaction
"""
drilled_hole_transaction_task1 = PythonOperator(
task_id = 'DrilledHoleTransaction_FromMMtoInch',
python_callable = clean_functions.from_mm_to_inch,
op_kwargs = {'origin_container':RAW_CONTAINER,
'origin_blob': f"SierraGorda/{FECHA_ACTUAL}/DrilledHoleTransaction.json",
'final_container': CLEAN_CONTAINER,
'final_blob': f"SierraGorda/{FECHA_ACTUAL}/DrilledHoleTransaction.json",
'field': "DrillBitDiameter"
},
dag = sierra_gorda_clean_dag,
)
# Define task secuence
flanders_hhd_task1 >> flanders_hhd_task2 >> flanders_hhd_task3 >> flanders_hhd_task4 >> flanders_hhd_task5
wenco_shovel_task1 >> wenco_shovel_task2 >> wenco_shovel_task3 >> wenco_shovel_task4 >> wenco_shovel_task5 >> wenco_shovel_task6 >> wenco_shovel_task7
wenco_haul_task1 >> wenco_haul_task2 >> wenco_haul_task3
flanders_mwd_task1 >> flanders_mwd_task2
split_task1
drilled_hole_task1
drilled_hole_transaction_task1
|