70 lines
2.6 KiB
Python
70 lines
2.6 KiB
Python
# Copyright 2019 The Kubeflow Authors
|
|
#
|
|
# Licensed 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.
|
|
|
|
from typing import NamedTuple
|
|
|
|
|
|
def automl_create_dataset_for_tables(
|
|
gcp_project_id: str,
|
|
gcp_region: str,
|
|
display_name: str,
|
|
description: str = None,
|
|
tables_dataset_metadata: dict = {},
|
|
retry=None, #=google.api_core.gapic_v1.method.DEFAULT,
|
|
timeout: float = None, #=google.api_core.gapic_v1.method.DEFAULT,
|
|
metadata: dict = None,
|
|
) -> NamedTuple('Outputs', [('dataset_path', str), ('create_time', str), ('dataset_id', str), ('dataset_url', 'URI')]):
|
|
'''automl_create_dataset_for_tables creates an empty Dataset for AutoML tables
|
|
'''
|
|
import google
|
|
from google.cloud import automl
|
|
client = automl.AutoMlClient()
|
|
|
|
location_path = client.location_path(gcp_project_id, gcp_region)
|
|
dataset_dict = {
|
|
'display_name': display_name,
|
|
'description': description,
|
|
'tables_dataset_metadata': tables_dataset_metadata,
|
|
}
|
|
dataset = client.create_dataset(
|
|
location_path,
|
|
dataset_dict,
|
|
retry or google.api_core.gapic_v1.method.DEFAULT,
|
|
timeout or google.api_core.gapic_v1.method.DEFAULT,
|
|
metadata,
|
|
)
|
|
print(dataset)
|
|
dataset_id = dataset.name.rsplit('/', 1)[-1]
|
|
dataset_url = 'https://console.cloud.google.com/automl-tables/locations/{region}/datasets/{dataset_id}/schemav2?project={project_id}'.format(
|
|
project_id=gcp_project_id,
|
|
region=gcp_region,
|
|
dataset_id=dataset_id,
|
|
)
|
|
return (dataset.name, str(dataset.create_time), dataset_id, dataset_url)
|
|
|
|
|
|
if __name__ == '__main__':
|
|
from kfp.components import create_component_from_func
|
|
|
|
automl_create_dataset_for_tables_op = create_component_from_func(
|
|
automl_create_dataset_for_tables,
|
|
output_component_file='component.yaml',
|
|
base_image='python:3.7',
|
|
packages_to_install=['google-cloud-automl==0.4.0'],
|
|
annotations={
|
|
"author": "Alexey Volkov <alexey.volkov@ark-kun.com>",
|
|
"canonical_location": "https://raw.githubusercontent.com/Ark-kun/pipeline_components/master/components/gcp/automl/create_dataset_for_tables/component.yaml",
|
|
},
|
|
)
|