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

94 lines
2.8 KiB
Python

# Copyright 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.
from kfp import dsl, components
from kfp_tekton.compiler import TektonCompiler
class Coder:
def empty(self):
return ""
TektonCompiler._get_unique_id_code = Coder.empty
def flip_coin_op():
"""Flip a coin and output heads or tails randomly."""
return components.load_component_from_text("""
name: flip-coin
description: flip coin
outputs:
- {name: output, type: String}
implementation:
container:
image: python:alpine3.6
command:
- sh
- -c
args:
- |
python -c "import random; result = \'heads\' if random.randint(0,1) == 0 \
else 'tails'; print(result)" | tee $0
- {outputPath: output}
""")()
def print_op(msg: str):
"""Print a message."""
return components.load_component_from_text("""
name: print
description: print msg
inputs:
- {name: msg, type: String}
implementation:
container:
image: alpine:3.6
command:
- echo
- {inputValue: msg}
""")(msg=msg)
@dsl.pipeline(
name='nested-recursion-pipeline',
description='shows how to use graph_component and nested recursion.'
)
def flipcoin(maxVal: int = 12):
@dsl._component.graph_component
def flip_component(flip_result, maxVal):
@dsl._component.graph_component
def flip_component_b(flip_result_b, maxVal_b):
with dsl.Condition(flip_result_b == 'heads'):
print_flip_b = print_op(flip_result_b)
flipB = flip_coin_op().after(print_flip_b)
flip_component_b(flipB.output, maxVal_b)
with dsl.Condition(flip_result == 'heads'):
flip_component_b(flip_result, maxVal)
with dsl.Condition(flip_result == 'tails'):
print_flip = print_op(flip_result)
flipA = flip_coin_op().after(print_flip)
flip_component(flipA.output, maxVal)
flip_out = flip_coin_op()
flip_loop = flip_component(flip_out.output, maxVal)
print_op('cool, it is over. %s' % flip_out.output).after(flip_loop)
if __name__ == '__main__':
from kfp_tekton.compiler import TektonCompiler as Compiler
# For Argo, uncomment the line below
# from kfp.compiler import Compiler
Compiler().compile(flipcoin, __file__.replace('.py', '.yaml'))