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
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
kfp-notebook-0.5.0.tar.gz
(9.9 kB
view details)
Built Distribution
File details
Details for the file kfp-notebook-0.5.0.tar.gz.
File metadata
- Download URL: kfp-notebook-0.5.0.tar.gz
- Upload date:
- Size: 9.9 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.22.0 setuptools/45.1.0 requests-toolbelt/0.9.1 tqdm/4.41.1 CPython/3.7.4
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 56f988f2bd09298a29a5501c2838e4de89ddeb10daeb969b1fcf931c112aafa5 |
|
| MD5 | 063b17447a6ead956b37b3d1eca03f1a |
|
| BLAKE2b-256 | e8a3dc1f5fddfdcb0c8920750e20d959d9f36e3aef7adecf4f98a6f2f2e014da |
File details
Details for the file kfp_notebook-0.5.0-py3-none-any.whl.
File metadata
- Download URL: kfp_notebook-0.5.0-py3-none-any.whl
- Upload date:
- Size: 9.3 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.22.0 setuptools/45.1.0 requests-toolbelt/0.9.1 tqdm/4.41.1 CPython/3.7.4
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | bcb0997849ca6f125551c94a4ec618c558dbbe7f506d1fc019cb61bdadca2e6e |
|
| MD5 | ddc7973e9bcc57dc1fa13c54fa21c6e5 |
|
| BLAKE2b-256 | bffac60c821fc3111a6c1e1346aab32deefb359b280e1aa419ef09925978715e |
