kfp-tekton/sdk/python/tests/compiler/testdata/create_component_from_func.py

66 lines
2.5 KiB
Python

# Copyright 2020-2021 kubeflow.org
#
# 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.
import kfp
import os
from kfp import dsl
from kfp.components import create_component_from_func, OutputPath
cwd = os.path.dirname(__file__)
filesystem_component_root = 'components/filesystem'
get_subdir_op = kfp.components.load_component_from_file(os.path.join(
cwd, '../../../../../', filesystem_component_root, 'get_subdirectory/component.yaml'))
list_item_op_1 = kfp.components.load_component_from_file(os.path.join(
cwd, '../../../../../', filesystem_component_root, 'list_items/component.yaml'))
list_item_op_2 = kfp.components.load_component_from_file(
os.path.join(cwd, 'create_component_from_func_component.yaml'))
@dsl.pipeline(name='create-component-from-function')
def create_component_pipeline():
@create_component_from_func
def produce_dir_with_files_python_op(output_dir_path: OutputPath(), num_files: int = 10):
import os
os.makedirs(os.path.join(output_dir_path, 'subdir'), exist_ok=True)
for i in range(num_files):
file_path = os.path.join(output_dir_path, 'subdir', str(i) + '.txt')
with open(file_path, 'w') as f:
f.write(str(i))
produce_dir_python_task = produce_dir_with_files_python_op(num_files=15)
get_subdir_task = get_subdir_op(
# Input name "Input 1" is converted to pythonic parameter name "input_1"
directory=produce_dir_python_task.output,
subpath="subdir"
)
list_items_task_1 = list_item_op_1(
# Input name "Input 1" is converted to pythonic parameter name "input_1"
directory=get_subdir_task.output
)
list_items_task_2 = list_item_op_2(
# Input name "Input 1" is converted to pythonic parameter name "input_1"
directory1=get_subdir_task.output,
directory2=produce_dir_python_task.output
)
# General by kfp-tekton
if __name__ == '__main__':
from kfp_tekton.compiler import TektonCompiler
TektonCompiler().compile(create_component_pipeline, __file__.replace('.py', '.yaml'))