Source code for airflow.providers.papermill.operators.papermill
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from typing import Dict, Optional
import attr
import papermill as pm
from airflow.lineage.entities import File
from airflow.models import BaseOperator
[docs]@attr.s(auto_attribs=True)
class NoteBook(File):
"""Jupyter notebook"""
[docs] type_hint: Optional[str] = "jupyter_notebook"
[docs] parameters: Optional[Dict] = {}
[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
"""
[docs] supports_lineage = True
def __init__(
self,
*,
input_nb: Optional[str] = None,
output_nb: Optional[str] = None,
parameters: Optional[Dict] = None,
**kwargs,
) -> None:
super().__init__(**kwargs)
if input_nb:
self.inlets.append(NoteBook(url=input_nb, parameters=parameters))
if output_nb:
self.outlets.append(NoteBook(url=output_nb))
[docs] def execute(self, context):
if not self.inlets or not self.outlets:
raise ValueError("Input notebook or output notebook is not specified")
for i in range(len(self.inlets)):
pm.execute_notebook(
self.inlets[i].url,
self.outlets[i].url,
parameters=self.inlets[i].parameters,
progress_bar=False,
report_mode=True,
)