98 lines
3.3 KiB
Python
98 lines
3.3 KiB
Python
"""This module is useful for generating yaml files for the withParams tests and for running unformal
|
|
compiler tests during development."""
|
|
import time
|
|
|
|
from kfp.compiler import compiler
|
|
from kfp import dsl
|
|
from kfp.dsl import _for_loop
|
|
|
|
|
|
class Coder:
|
|
def __init__(self, ):
|
|
self._code_id = 0
|
|
|
|
def get_code(self, ):
|
|
self._code_id += 1
|
|
return '{code:0{num_chars:}d}'.format(code=self._code_id, num_chars=_for_loop.LoopArguments.NUM_CODE_CHARS)
|
|
|
|
|
|
dsl.ParallelFor._get_unique_id_code = Coder().get_code
|
|
|
|
|
|
if __name__ == '__main__':
|
|
do_output = True
|
|
|
|
params = {}
|
|
if do_output:
|
|
@dsl.pipeline(name='my-pipeline')
|
|
def pipeline():
|
|
op0 = dsl.ContainerOp(
|
|
name="my-out-cop0",
|
|
image='python:alpine3.6',
|
|
command=["sh", "-c"],
|
|
arguments=['python -c "import json; import sys; json.dump([{\'a\': 1, \'b\': 2}, {\'a\': 10, \'b\': 20}], open(\'/tmp/out.json\', \'w\'))"'],
|
|
file_outputs={'out': '/tmp/out.json'},
|
|
)
|
|
|
|
with dsl.ParallelFor(op0.output) as item:
|
|
op1 = dsl.ContainerOp(
|
|
name="my-in-cop1",
|
|
image="library/bash:4.4.23",
|
|
command=["sh", "-c"],
|
|
arguments=["echo do output op1 item.a: %s" % item.a],
|
|
)
|
|
|
|
op_out = dsl.ContainerOp(
|
|
name="my-out-cop2",
|
|
image="library/bash:4.4.23",
|
|
command=["sh", "-c"],
|
|
arguments=["echo do output op2, outp: %s" % op0.output],
|
|
)
|
|
|
|
job_name = f'do-output=TRUE-passed-{time.time()}'
|
|
else:
|
|
@dsl.pipeline(name='my-pipeline')
|
|
def pipeline(loopidy_doop=[{'a': 1, 'b': 2}, {'a': 10, 'b': 20}]):
|
|
op0 = dsl.ContainerOp(
|
|
name="my-out-cop0",
|
|
image='python:alpine3.6',
|
|
command=["sh", "-c"],
|
|
arguments=['python -c "import json; import sys; json.dump([i for i in range(20, 31)], open(\'/tmp/out.json\', \'w\'))"'],
|
|
file_outputs={'out': '/tmp/out.json'},
|
|
)
|
|
|
|
with dsl.ParallelFor(loopidy_doop) as item:
|
|
op1 = dsl.ContainerOp(
|
|
name="my-in-cop1",
|
|
image="library/bash:4.4.23",
|
|
command=["sh", "-c"],
|
|
arguments=["echo no output global op1, item: %s" % item.a],
|
|
).after(op0)
|
|
|
|
op_out = dsl.ContainerOp(
|
|
name="my-out-cop2",
|
|
image="library/bash:4.4.23",
|
|
command=["sh", "-c"],
|
|
arguments=["echo no output global op2, outp: %s" % op0.output],
|
|
)
|
|
|
|
job_name = f'do-output=FALSE-global-{time.time()}'
|
|
|
|
yaml_text = compiler.Compiler().compile(pipeline, None)
|
|
print(yaml_text)
|
|
|
|
import kfp
|
|
import time
|
|
client = kfp.Client(host='127.0.0.1:8080/pipeline')
|
|
print(client.list_experiments())
|
|
|
|
pkg_path = '/tmp/witest_pkg.tar.gz'
|
|
compiler.Compiler().compile(pipeline, package_path=pkg_path)
|
|
exp = client.create_experiment('withparams_exp')
|
|
client.run_pipeline(
|
|
experiment_id=exp.id,
|
|
job_name=job_name,
|
|
pipeline_package_path=pkg_path,
|
|
params=params,
|
|
)
|