pipelines/components/contrib/_converters/ApacheParquet/to_ApacheArrowFeather/component.py

32 lines
1.2 KiB
Python

from kfp.components import InputPath, OutputPath, create_component_from_func
def convert_apache_parquet_to_apache_arrow_feather(
data_path: InputPath('ApacheParquet'),
output_data_path: OutputPath('ApacheArrowFeather'),
):
'''Converts Apache Parquet to Apache Arrow Feather.
[Apache Arrow Feather](https://arrow.apache.org/docs/python/feather.html)
[Apache Parquet](https://parquet.apache.org/)
Annotations:
author: Alexey Volkov <alexey.volkov@ark-kun.com>
'''
from pyarrow import feather, parquet
data_frame = parquet.read_pandas(data_path).to_pandas()
feather.write_feather(data_frame, output_data_path)
if __name__ == '__main__':
convert_apache_parquet_to_apache_arrow_feather_op = create_component_from_func(
convert_apache_parquet_to_apache_arrow_feather,
output_component_file='component.yaml',
base_image='python:3.7',
packages_to_install=['pyarrow==0.17.1', 'pandas==1.0.3'],
annotations={
"author": "Alexey Volkov <alexey.volkov@ark-kun.com>",
"canonical_location": "https://raw.githubusercontent.com/Ark-kun/pipeline_components/master/components/_converters/ApacheParquet/to_ApacheArrowFeather/component.yaml",
},
)