Jupyter Notebook operator for Kubeflow Pipeline.
Project description
KFP-Notebook is an Notebook op to enable running notebooks as part of a Kubeflow Pipeline.
Building kfp-notebook
make clean install
Usage
The example below can easily be added to a python script or jupyter notebook for testing purposes.
import os
import kfp
from notebook.pipeline._notebook_op import NotebookOp
from kubernetes.client.models import V1EnvVar, V1SecretKeySelector
url = 'http://weakish1.fyre.ibm.com:32488/pipeline'
# configures artifact location
notebook_location = kfp.dsl.ArtifactLocation.s3(
bucket="oscon",
endpoint="weakish1.fyre.ibm.com:30427",
insecure=True,
access_key_secret=V1SecretKeySelector(name="mlpipeline-minio-artifact", key="accesskey"),
secret_key_secret=V1SecretKeySelector(name="mlpipeline-minio-artifact", key="secretkey"))
def run_notebook_op(op_name, notebook_path):
op= NotebookOp(
name=op_name,
notebook=notebook_path,
cos_endpoint='http://weakish1.fyre.ibm.com:30427',
cos_user='minio',
cos_password='minio123',
image='lresende/notebook-kubeflow-pipeline:dev',
artifact_location=notebook_location,
)
op.container.set_image_pull_policy('Always')
return op
def demo_pipeline():
stats_op = run_notebook_op('stats', 'generate-community-overview')
contributions_op = run_notebook_op('contributions', 'generate-community-contributions')
run_notebook_op('overview', 'overview').after(stats_op, contributions_op)
# Compile the new pipeline
kfp.compiler.Compiler().compile(demo_pipeline,'pipelines/oscon_pipeline.tar.gz')
# Upload the compiled pipeline
client = kfp.Client(host=url)
client.upload_pipeline('pipelines/oscon_pipeline.tar.gz',pipeline_name='oscon-pipeline')
#experiment = client.create_experiment(name='oscon-community-stats')
#run = client.run_pipeline(experiment.id, 'oscon-community-stats', 'pipelines/community_pipeline.tar.gz')
Generated Kubeflow Pipelines
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