pipelines/sdk/python/kfp/components/utils.py

129 lines
3.8 KiB
Python

# 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.
"""Definitions of utils methods."""
import importlib
import os
import re
import sys
import types
from typing import List
_COMPONENT_NAME_PREFIX = 'comp-'
_EXECUTOR_LABEL_PREFIX = 'exec-'
def load_module(module_name: str, module_directory: str) -> types.ModuleType:
"""Dynamically imports the Python module with the given name and package
path.
E.g., Assuming there is a file called `my_module.py` under
`/some/directory/my_module`, we can use::
load_module('my_module', '/some/directory')
to effectively `import mymodule`.
Args:
module_name: The name of the module.
package_path: The package under which the specified module resides.
"""
module_spec = importlib.util.spec_from_file_location(
name=module_name,
location=os.path.join(module_directory, f'{module_name}.py'))
module = importlib.util.module_from_spec(module_spec)
sys.modules[module_spec.name] = module
sys.path.insert(0, str(module_directory))
module_spec.loader.exec_module(module)
return module
def maybe_rename_for_k8s(name: str) -> str:
"""Cleans and converts a name to be k8s compatible.
Args:
name: The original name.
Returns:
A sanitized name.
"""
return re.sub('-+', '-', re.sub('[^-0-9a-z]+', '-',
name.lower())).lstrip('-').rstrip('-')
def sanitize_input_name(name: str) -> str:
"""Sanitizes input name."""
return re.sub('[^_0-9a-z]+', '_', name.lower()).lstrip('_').rstrip('_')
def sanitize_component_name(name: str) -> str:
"""Sanitizes component name."""
return _COMPONENT_NAME_PREFIX + maybe_rename_for_k8s(name)
def sanitize_task_name(name: str) -> str:
"""Sanitizes task name."""
return maybe_rename_for_k8s(name)
def sanitize_executor_label(label: str) -> str:
"""Sanitizes executor label."""
return _EXECUTOR_LABEL_PREFIX + maybe_rename_for_k8s(label)
def make_name_unique_by_adding_index(
name: str,
collection: List[str],
delimiter: str,
) -> str:
"""Makes a unique name by adding index.
The index starts from 2 and increase by 1 until we find a unique name.
Args:
name: The original name.
collection: The collection of existing names.
delimiter: The delimiter to connect the original name and an index.
Returns:
A unique name composed of name+delimiter+next index
"""
unique_name = name
if unique_name in collection:
for i in range(2, sys.maxsize**10):
unique_name = name + delimiter + str(i)
if unique_name not in collection:
break
return unique_name
def validate_pipeline_name(name: str) -> None:
"""Validate pipeline name.
A valid pipeline name should match ^[a-z0-9][a-z0-9-]{0,127}$.
Args:
name: The pipeline name.
Raises:
ValueError if the pipeline name doesn't conform to the regular expression.
"""
pattern = re.compile(r'^[a-z0-9][a-z0-9-]{0,127}$')
if not pattern.match(name):
raise ValueError(
'Invalid pipeline name: %s.\n'
'Please specify a pipeline name that matches the regular '
'expression "^[a-z0-9][a-z0-9-]{0,127}$" using '
'`dsl.pipeline(name=...)` decorator.' % name)