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July 10, 2023 22:35
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"""Test pipeline to exercise various data flow mechanisms.""" | |
import kfp | |
"""Producer""" | |
def send_file( | |
outgoing_file: kfp.components.OutputPath(), | |
): | |
def create_test_file(path, size): | |
with open(path, 'wb') as file: | |
file.seek(size) | |
file.write(b'0') | |
create_test_file(outgoing_file, 1024 * 1024 * 50) # this causes error | |
# create_test_file(outgoing_file, 50) # this works fine | |
"""Consumer""" | |
def receive_file( | |
incoming_file: kfp.components.InputPath(), | |
save_artifact: kfp.components.OutputPath("MyArtifact"), | |
): | |
import os | |
import shutil | |
print("reading %s, size is %s" % (incoming_file, os.path.getsize(incoming_file))) | |
with open(incoming_file, "rb") as f: | |
b = f.read(1) | |
print("read byte: %s" % b) | |
f.close() | |
print("copying in %s to out %s" % (incoming_file, save_artifact)) | |
shutil.copyfile(incoming_file, save_artifact) | |
def dummy_step( | |
incoming_file: kfp.components.InputPath(), | |
): | |
print("hi there") | |
"""Build the producer component""" | |
send_file_op = kfp.components.create_component_from_func( | |
send_file, | |
base_image="registry.access.redhat.com/ubi8/python-38", | |
) | |
"""Build the consumer component""" | |
receive_file_op = kfp.components.create_component_from_func( | |
receive_file, | |
base_image="registry.access.redhat.com/ubi8/python-38", | |
) | |
dummy_step_op = kfp.components.create_component_from_func( | |
dummy_step, | |
base_image="registry.access.redhat.com/ubi8/python-38", | |
) | |
"""Wire up the pipeline""" | |
@kfp.dsl.pipeline( | |
name="Test Data Passing Pipeline 1", | |
) | |
def wire_up_pipeline(): | |
send_file_task = send_file_op() | |
receive_file_task = receive_file_op( | |
send_file_task.output, | |
) | |
dummy_step_task = dummy_step_op( | |
receive_file_task.output, | |
) |
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