New Feature: Simple Mlflow Integration #119

smlindauer · 2022-04-07T17:47:14Z

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Sync

I am adding a new example notebook that walks through creating models in SWAT and XGBOOST and then using SASCTL and PZMM to create the appropriate metadata before pushing everything into Model Manager. This notebook was designed for Viya 2020 environments.

-Changed /Data to /data -Swapped code in SWAT Model Manager function with suggested code

Remove 'None' from pzmm.ZipModel.zipFiles() in mm_python() to match changes made in pzmm updates (#87)

Mlflow

…eMLFlowSklearn.ipynb

New Example Notebook

Adding missing import statement for Logistic Regression Sklearn package.

Update pzmmCompleteModelExampleMLFlowSklearn.ipynb

I am adding a new example notebook that walks through creating models in SWAT and XGBOOST and then using SASCTL and PZMM to create the appropriate metadata before pushing everything into Model Manager. This notebook was designed for Viya 2020 environments.

-Changed /Data to /data -Swapped code in SWAT Model Manager function with suggested code

…eMLFlowSklearn.ipynb

Adding missing import statement for Logistic Regression Sklearn package.

…into mlflow

SophiaRowland and others added 30 commits April 8, 2021 08:23

Merge pull request #1 from sassoftware/master

90cb0e8

Sync

Adding New Example Notebook

6f93a03

I am adding a new example notebook that walks through creating models in SWAT and XGBOOST and then using SASCTL and PZMM to create the appropriate metadata before pushing everything into Model Manager. This notebook was designed for Viya 2020 environments.

Adding data for example

1ced0d2

Adding notebook with requested changes

d4c05b0

-Changed /Data to /data -Swapped code in SWAT Model Manager function with suggested code

Merge branch 'sassoftware:master' into master

c3123f8

Delete Viya 2020 Example.ipynb

1f53747

Update data_science_pilot.ipynb

fa2aa24

Remove 'None' from pzmm.ZipModel.zipFiles() in mm_python() to match changes made in pzmm updates (#87)

Parse MLModel file from MLFlow model

4344133

Add option to copy & rename pickle file from MLFlow model

89c4a75

Add handling for MLFlow model inputs/outputs

07b7452

Allow writeScoreCode to include nonstandard pickle types

4082772

Code testing for MLFlow example

5529d1a

Add fix for np.ndarray returns in MM

46a4c23

Second test example for MLFlow

4e21ea4

Include mlflow instructions for MM registration in example notebook

384fc92

Merge pull request #2 from sassoftware/mlflow

500edcf

Mlflow

Adding New Example Notebook

8d66d9c

Rename pzmmModelExampleMLFlowSklearn.ipynb to pzmmCompleteModelExampl…

47086d8

…eMLFlowSklearn.ipynb

Merge pull request #114 from SophiaRowland/master

47647b2

New Example Notebook

Update pzmmCompleteModelExampleMLFlowSklearn.ipynb

f5bc715

Adding missing import statement for Logistic Regression Sklearn package.

Merge pull request #116 from SophiaRowland/patch-1

f27e4ca

Update pzmmCompleteModelExampleMLFlowSklearn.ipynb

Adding New Example Notebook

7fa206c

I am adding a new example notebook that walks through creating models in SWAT and XGBOOST and then using SASCTL and PZMM to create the appropriate metadata before pushing everything into Model Manager. This notebook was designed for Viya 2020 environments.

Adding notebook with requested changes

99b02f0

-Changed /Data to /data -Swapped code in SWAT Model Manager function with suggested code

Delete Viya 2020 Example.ipynb

2579187

Parse MLModel file from MLFlow model

bf9c81b

Add option to copy & rename pickle file from MLFlow model

9e4d842

Add handling for MLFlow model inputs/outputs

ea42699

Allow writeScoreCode to include nonstandard pickle types

ae5fcf0

Code testing for MLFlow example

9c6a29c

Add fix for np.ndarray returns in MM

afbec33

smlindauer and others added 6 commits April 7, 2022 13:28

Second test example for MLFlow

c07351d

Include mlflow instructions for MM registration in example notebook

8e74d36

Adding New Example Notebook

c940b92

Rename pzmmModelExampleMLFlowSklearn.ipynb to pzmmCompleteModelExampl…

363db2b

…eMLFlowSklearn.ipynb

Update pzmmCompleteModelExampleMLFlowSklearn.ipynb

6749051

Adding missing import statement for Logistic Regression Sklearn package.

Merge branch 'mlflow' of https://github.com/sassoftware/python-sasctl …

6f03d0a

…into mlflow

smlindauer self-assigned this Apr 7, 2022

smlindauer merged commit 99294a8 into master Apr 7, 2022

smlindauer deleted the mlflow branch April 7, 2022 18:00

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New Feature: Simple Mlflow Integration #119

New Feature: Simple Mlflow Integration #119

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smlindauer commented Apr 7, 2022

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New Feature: Simple Mlflow Integration #119

New Feature: Simple Mlflow Integration #119

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smlindauer commented Apr 7, 2022

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