# Copyright 2021 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 kfp.deprecated import dsl, components
# Advanced function
# Demonstrates imports, helper functions and multiple outputs
from typing import NamedTuple
@components.create_component_from_func
def html_visualization(gcsPath: str) -> NamedTuple('VisualizationOutput', [('mlpipeline_ui_metadata', 'UI_metadata')]):
import json
metadata = {
'outputs': [{
'type': 'web-app',
'storage': 'inline',
'source': '
Hello, World!
',
}]
}
# Temporarily hack for empty string scenario: https://github.com/kubeflow/pipelines/issues/5830
if gcsPath and gcsPath != 'BEGIN-KFP-PARAM[]END-KFP-PARAM':
metadata.get('outputs').append({
'type': 'web-app',
'storage': 'gcs',
'source': gcsPath,
})
from collections import namedtuple
visualization_output = namedtuple('VisualizationOutput', [
'mlpipeline_ui_metadata'])
return visualization_output(json.dumps(metadata))
@dsl.pipeline(
name='html-pipeline',
description='A sample pipeline to generate HTML for UI visualization.'
)
def html_pipeline():
html_visualization_task = html_visualization("")
# html_visualization_task = html_visualization_op("gs://jamxl-kfp-bucket/v2-compatible/html/hello-world.html")
# Replace the parameter gcsPath with actual google cloud storage path with html file.
# For example: Upload hello-world.html in the same folder to gs://bucket-name/hello-world.html.
# Then uncomment the following line.
# html_visualization_task = html_visualization_op("gs://bucket-name/hello-world.html")