62 lines
2.2 KiB
Python
62 lines
2.2 KiB
Python
# Copyright 2019 The Kubeflow Authors
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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from typing import NamedTuple
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def automl_import_data_from_bigquery(
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dataset_path,
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input_uri: str,
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retry=None, #=google.api_core.gapic_v1.method.DEFAULT,
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timeout=None, #=google.api_core.gapic_v1.method.DEFAULT,
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metadata: dict = None,
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) -> NamedTuple('Outputs', [('dataset_path', str)]):
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import sys
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import subprocess
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subprocess.run([sys.executable, '-m', 'pip', 'install', 'google-cloud-automl==0.4.0', '--quiet', '--no-warn-script-location'], env={'PIP_DISABLE_PIP_VERSION_CHECK': '1'}, check=True)
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import google
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from google.cloud import automl
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client = automl.AutoMlClient()
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input_config = {
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'bigquery_source': {
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'input_uri': input_uri,
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},
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}
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response = client.import_data(
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dataset_path,
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input_config,
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retry or google.api_core.gapic_v1.method.DEFAULT,
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timeout or google.api_core.gapic_v1.method.DEFAULT,
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metadata,
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)
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result = response.result()
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print(result)
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metadata = response.metadata
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print(metadata)
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return (dataset_path)
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if __name__ == '__main__':
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from kfp.components import create_component_from_func
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automl_import_data_from_bigquery_op = create_component_from_func(
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automl_import_data_from_bigquery,
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output_component_file='component.yaml',
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base_image='python:3.7',
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annotations={
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"author": "Alexey Volkov <alexey.volkov@ark-kun.com>",
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"canonical_location": "https://raw.githubusercontent.com/Ark-kun/pipeline_components/master/components/gcp/automl/import_data_from_bigquery/component.yaml",
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},
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)
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