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Tweak script to generate MLflow environment tarball #3794

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merged 3 commits into from
Dec 8, 2021
Merged

Tweak script to generate MLflow environment tarball #3794

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ac1305d
Tweak pipeline to generate MLflow artifact
Dec 7, 2021
39c05d9
Add MLServer to the tarball
Dec 7, 2021
6c72f1f
Fix relative paths
Dec 7, 2021
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2 changes: 2 additions & 0 deletions servers/mlflowserver/models/elasticnet_wine/.inference-env/.gitignore
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*
!.gitignore
10 changes: 7 additions & 3 deletions servers/mlflowserver/models/elasticnet_wine/Makefile
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Original file line number Diff line number Diff line change
Expand Up @@ -14,12 +14,16 @@ train:

collect:
cp metadata.yaml output/
cp conda.yaml output/
cd mlruns && find . -name "MLmodel" -type f -exec cp {} ../output \;
cd mlruns && find . -name "model.pkl" -type f -exec cp {} ../output \;
find ./mlruns -name "MLmodel" -type f -exec cp {} ./output \;
find ./mlruns -name "conda.yaml" -type f -exec cp {} ./output \;
find ./mlruns -name "model.pkl" -type f -exec cp {} ./output \;
conda env create --force -p ./.inference-env -f ./output/conda.yaml
./.inference-env/bin/pip install mlserver[all] mlserver-mlflow
./.env/bin/conda-pack -p ./.inference-env -f -o output/environment.tar.gz

upload:
gsutil -m cp output/conda.yaml gs://seldon-models/v${VERSION}/mlflow/elasticnet_wine/
gsutil -m cp output/metadata.yaml gs://seldon-models/v${VERSION}/mlflow/elasticnet_wine/
gsutil -m cp output/MLmodel gs://seldon-models/v${VERSION}/mlflow/elasticnet_wine/
gsutil -m cp output/model.pkl gs://seldon-models/v${VERSION}/mlflow/elasticnet_wine/
gsutil -m cp output/environment.tar.gz gs://seldon-models/v${VERSION}/mlflow/elasticnet_wine/
2 changes: 2 additions & 0 deletions servers/mlflowserver/models/elasticnet_wine/output/.gitignore
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*
!.gitignore
Empty file removed servers/mlflowserver/models/elasticnet_wine/output/.keep
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Empty file.
1 change: 1 addition & 0 deletions servers/mlflowserver/models/elasticnet_wine/requirements.txt
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@@ -1 +1,2 @@
mlflow==1.19.0
conda-pack==0.6.0