Add CLVWrapper

[williambdean]

trafficstars

Description

Building upon CLV MLflow integration. WIP

CC: @ColtAllen

Related Issue

• [ ] Closes #
• [ ] Related to #

Checklist

• [ ] Checked that the pre-commit linting/style checks pass
• [ ] Included tests that prove the fix is effective or that the new feature works
• [ ] Added necessary documentation (docstrings and/or example notebooks)
• [ ] If you are a pro: each commit corresponds to a relevant logical change

Modules affected

• [ ] MMM
• [x] CLV
• [ ] Customer Choice

Type of change

• [x] New feature / enhancement
• [ ] Bug fix
• [ ] Documentation
• [ ] Maintenance
• [ ] Other (please specify):

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📚 Documentation preview 📚: https://pymc-marketing--1377.org.readthedocs.build/en/1377/

[codecov[bot]]

Codecov Report

:x: Patch coverage is 42.85714% with 12 lines in your changes missing coverage. Please review. :warning: Please upload report for BASE (main@492930a). Learn more about missing BASE report.

Files with missing lines	Patch %	Lines
pymc_marketing/mlflow.py	42.85%	12 Missing :warning:

Additional details and impacted files

@@           Coverage Diff           @@
##             main    #1377   +/-   ##
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  Coverage        ?   92.15%           
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  Files           ?       64           
  Lines           ?     7448           
  Branches        ?        0           
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  Hits            ?     6864           
  Misses          ?      584           
  Partials        ?        0           

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[williambdean]

General question for @ColtAllen

Are you using the save load much? What do you do after loading?

[ColtAllen]

General question for @ColtAllen

Are you using the save load much? What do you do after loading?

I did monthly model runs at my last company. With about 1.5 million customers the idata file was about 500MB, hence the need for https://github.com/pymc-labs/pymc-marketing/issues/1356. Before loading a model, metrics and number of new customers were checked first to see if retraining was needed. Otherwise, run & rewrite predictions.