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update katib laucher #1118

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Apr 10, 2019
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2 changes: 1 addition & 1 deletion components/kubeflow/katib-launcher/Dockerfile
Original file line number Diff line number Diff line change
Expand Up @@ -19,7 +19,7 @@ RUN apt-get update -y && \
pip install pyyaml==3.12 six==1.11.0 requests==2.18.4 grpcio gcloud google-api-python-client protobuf kubernetes && \
wget https://github.com/kubeflow/katib/archive/master.zip && unzip master.zip

ENV PYTHONPATH $PYTHONPATH:/katib-master/pkg/api/python:/katib-master/py
ENV PYTHONPATH $PYTHONPATH:/katib-master/pkg/api/v1alpha1/python:/katib-master/py

ADD build /ml

Expand Down
4 changes: 4 additions & 0 deletions components/kubeflow/katib-launcher/OWNERS
Original file line number Diff line number Diff line change
@@ -0,0 +1,4 @@
approvers:
- hougangliu
reviewers:
- hougangliu
6 changes: 4 additions & 2 deletions components/kubeflow/katib-launcher/component.yaml
Original file line number Diff line number Diff line change
Expand Up @@ -5,15 +5,16 @@ inputs:
- {name: Namespace, type: String, default: kubeflow, description: 'Namespace.'}
- {name: Optimization type, type: String, default: minimize, description: 'Direction of optimization. minimize or maximize.'}
- {name: Objective value name, type: String, description: 'Objective value name which trainer optimizes.'}
- {name: Optimization goal, type: Float, description: 'Stop studying once objectivevaluename value exceeds optimizationgoal'}
- {name: Optimization goal, type: Float, description: 'Stop studying once objectivevaluename value exceeds optimizationgoal.'}
- {name: Request count, type: Integer, default: 1, description: 'Number of requests to the suggestion service.'}
- {name: Metrics names, type: String, description: 'List of metric names (comma-delimited).'}
- {name: Parameter configs, type: YAML, default: '', description: 'Parameter configs (YAML/JSON format).'}
- {name: NAS config, type: YAML, default: '', description: 'NAS config (YAML/JSON format).'}
- {name: Worker template path, type: String, default: '', description: 'Worker spec.'}
- {name: Metrics collector template path, type: String, default: '', description: 'Metrics collector spec.'}
- {name: Suggestion spec, type: YAML, default: '', description: 'Suggestion spec (YAML/JSON format).'}
- {name: StudyJob timeout minutes, type: Integer, default: '10', description: 'Time in minutes to wait for the StudyJob to complete'}
- {name: StudyJob timeout minutes, type: Integer, default: '10', description: 'Time in minutes to wait for the StudyJob to complete.'}
- {name: Delete finished job, type: Boolean, default: 'True', description: 'Whether to delete the job after it is finished.'}
outputs:
- {name: Best parameter set, type: JSON, description: 'The parameter set of the best StudyJob trial.'}
implementation:
Expand All @@ -34,5 +35,6 @@ implementation:
--mcollectortemplatepath, {inputValue: Metrics collector template path},
--suggestionspec, {inputValue: Suggestion spec},
--studyjobtimeoutminutes, {inputValue: StudyJob timeout minutes},
--deleteAfterDone, {inputValue: Delete finished job},
--outputfile, {outputPath: Best parameter set},
]
Original file line number Diff line number Diff line change
Expand Up @@ -16,7 +16,7 @@

def kubeflow_studyjob_launcher_op(name, namespace, optimizationtype, objectivevaluename, optimizationgoal, requestcount, metricsnames,
parameterconfigs, nasConfig, workertemplatepath, mcollectortemplatepath, suggestionspec,
studyjob_timeout_minutes, output_file='/output.txt', step_name='StudyJob-Launcher'):
studyjob_timeout_minutes, delete=True, output_file='/output.txt', step_name='StudyJob-Launcher'):
return dsl.ContainerOp(
name = step_name,
image = 'liuhougangxa/ml-pipeline-kubeflow-studyjob:latest',
Expand All @@ -34,6 +34,7 @@ def kubeflow_studyjob_launcher_op(name, namespace, optimizationtype, objectiveva
"--mcollectortemplatepath", mcollectortemplatepath,
"--suggestionspec", suggestionspec,
"--outputfile", output_file,
"--deleteAfterDone", delete,
'--studyjobtimeoutminutes', studyjob_timeout_minutes,
],
file_outputs = {'hyperparameter': output_file}
Expand Down
9 changes: 6 additions & 3 deletions components/kubeflow/katib-launcher/src/launch_study_job.py
Original file line number Diff line number Diff line change
Expand Up @@ -13,6 +13,7 @@
# limitations under the License.
import argparse
import datetime
from distutils.util import strtobool
import json
import os
import logging
Expand Down Expand Up @@ -121,6 +122,9 @@ def main(argv=None):
parser.add_argument('--outputfile', type=str,
default='/output.txt',
help='The file which stores the best trial of the studyJob.')
parser.add_argument('--deleteAfterDone', type=strtobool,
default=True,
help='When studyjob done, delete the studyjob automatically if it is True.')
parser.add_argument('--studyjobtimeoutminutes', type=int,
default=10,
help='Time in minutes to wait for the StudyJob to complete')
Expand All @@ -129,7 +133,6 @@ def main(argv=None):

logging.getLogger().setLevel(logging.INFO)


logging.info('Generating studyjob template.')
template_file = os.path.join(os.path.dirname(os.path.realpath(__file__)), 'hp.template.yaml')
content_yaml = _generate_studyjob_yaml(template_file, args.name, args.namespace, args.optimizationtype, args.objectivevaluename,
Expand Down Expand Up @@ -157,8 +160,8 @@ def main(argv=None):
f.write(json.dumps(ps_dict))
if succ:
logging.info('Study success.')

study_job_client.delete_study_job(api_client, job_name, job_namespace)
if args.deleteAfterDone:
study_job_client.delete_study_job(api_client, job_name, job_namespace)

if __name__== "__main__":
main()