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Updated the "Basic - Conditional" sample #1108

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96 changes: 46 additions & 50 deletions samples/basic/condition.py
Original file line number Diff line number Diff line change
@@ -1,5 +1,5 @@
#!/usr/bin/env python3
# Copyright 2018 Google LLC
# Copyright 2019 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
Expand All @@ -14,66 +14,62 @@
# limitations under the License.


import kfp.dsl as dsl
import kfp
from kfp import dsl


class RandomNumOp(dsl.ContainerOp):
"""Generate a random number between low and high."""
def random_num_op(low, high):
"""Generate a random number between low and high."""
return dsl.ContainerOp(
name='Generate random number',
image='python:alpine3.6',
command=['sh', '-c'],
arguments=['python -c "import random; print(random.randint($0, $1))" | tee $2', str(low), str(high), '/tmp/output'],
file_outputs={'output': '/tmp/output'}
)

def __init__(self, low, high):
super(RandomNumOp, self).__init__(
name='Random number',
image='python:alpine3.6',
command=['sh', '-c'],
arguments=['python -c "import random; print(random.randint(%s,%s))" | tee /tmp/output' % (low, high)],
file_outputs={'output': '/tmp/output'})

def flip_coin_op():
"""Flip a coin and output heads or tails randomly."""
return dsl.ContainerOp(
name='Flip coin',
image='python:alpine3.6',
command=['sh', '-c'],
arguments=['python -c "import random; result = \'heads\' if random.randint(0,1) == 0 '
'else \'tails\'; print(result)" | tee /tmp/output'],
file_outputs={'output': '/tmp/output'}
)

class FlipCoinOp(dsl.ContainerOp):
"""Flip a coin and output heads or tails randomly."""

def __init__(self):
super(FlipCoinOp, self).__init__(
name='Flip',
image='python:alpine3.6',
command=['sh', '-c'],
arguments=['python -c "import random; result = \'heads\' if random.randint(0,1) == 0 '
'else \'tails\'; print(result)" | tee /tmp/output'],
file_outputs={'output': '/tmp/output'})


class PrintOp(dsl.ContainerOp):
"""Print a message."""

def __init__(self, msg):
super(PrintOp, self).__init__(
name='Print',
image='alpine:3.6',
command=['echo', msg],
)
def print_op(msg):
"""Print a message."""
return dsl.ContainerOp(
name='Print',
image='alpine:3.6',
command=['echo', msg],
)


@dsl.pipeline(
name='pipeline flip coin',
description='shows how to use dsl.Condition.'
name='Conditional execution pipeline',
description='Shows how to use dsl.Condition().'
)
def flipcoin():
flip = FlipCoinOp()
with dsl.Condition(flip.output == 'heads'):
random_num_head = RandomNumOp(0, 9)
with dsl.Condition(random_num_head.output > 5):
PrintOp('heads and %s > 5!' % random_num_head.output)
with dsl.Condition(random_num_head.output <= 5):
PrintOp('heads and %s <= 5!' % random_num_head.output)
def flipcoin_pipeline():
flip = flip_coin_op()
with dsl.Condition(flip.output == 'heads'):
random_num_head = random_num_op(0, 9)
with dsl.Condition(random_num_head.output > 5):
print_op('heads and %s > 5!' % random_num_head.output)
with dsl.Condition(random_num_head.output <= 5):
print_op('heads and %s <= 5!' % random_num_head.output)

with dsl.Condition(flip.output == 'tails'):
random_num_tail = RandomNumOp(10, 19)
with dsl.Condition(random_num_tail.output > 15):
PrintOp('tails and %s > 15!' % random_num_tail.output)
with dsl.Condition(random_num_tail.output <= 15):
PrintOp('tails and %s <= 15!' % random_num_tail.output)
with dsl.Condition(flip.output == 'tails'):
random_num_tail = random_num_op(10, 19)
with dsl.Condition(random_num_tail.output > 15):
print_op('tails and %s > 15!' % random_num_tail.output)
with dsl.Condition(random_num_tail.output <= 15):
print_op('tails and %s <= 15!' % random_num_tail.output)


if __name__ == '__main__':
import kfp.compiler as compiler
compiler.Compiler().compile(flipcoin, __file__ + '.zip')
kfp.compiler.Compiler().compile(flipcoin_pipeline, __file__ + '.zip')