# 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'))