Source code for airflow.operators.papermill_operator
# -*- coding: utf-8 -*-
#
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied. See the License for the
# specific language governing permissions and limitations
# under the License.
import papermill as pm
from airflow.models import BaseOperator
from airflow.lineage.datasets import DataSet
from airflow.utils.decorators import apply_defaults
[docs]class NoteBook(DataSet):
[docs] type_name = "jupyter_notebook"
[docs] attributes = ['location', 'parameters']
[docs]class PapermillOperator(BaseOperator):
"""
Executes a jupyter notebook through papermill that is annotated with parameters
:param input_nb: input notebook (can also be a NoteBook or a File inlet)
:type input_nb: str
:param output_nb: output notebook (can also be a NoteBook or File outlet)
:type output_nb: str
:param parameters: the notebook parameters to set
:type parameters: dict
"""
@apply_defaults
def __init__(self, input_nb, output_nb, parameters,
*args, **kwargs):
super(PapermillOperator, self).__init__(*args, **kwargs)
self.inlets.append(NoteBook(qualified_name=input_nb,
location=input_nb,
parameters=parameters))
self.outlets.append(NoteBook(qualified_name=output_nb,
location=output_nb))
[docs] def execute(self, context):
for i in range(len(self.inlets)):
pm.execute_notebook(self.inlets[i].location, self.outlets[i].location,
parameters=self.inlets[i].parameters,
progress_bar=False, report_mode=True)