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Comments (5)

dev-rinchin avatar dev-rinchin commented on May 14, 2024

Hi @niyuzheno1 ,

Are you looking for a specific way to save models?

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alexmryzhkov avatar alexmryzhkov commented on May 14, 2024

Hi @niyuzheno1,
To save the model you can use joblib.dump(automl, ‘model.pkl’).
To load the model you can use automl=joblib.load(‘model.pkl’)

Both these commands need import joblib at the begging of the script.

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 avatar commented on May 14, 2024

I want to save my model whenever a submodel is trained. More specifically, I want to have the functionality that suppose we have models such as lgb, lgb_tuned, linear_l2, cb. Whenever one of the models get trained, we will save the current version of the model.

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AlexanderLavelle avatar AlexanderLavelle commented on May 14, 2024

@niyuzheno1 I wonder if this article might further your cause? AnalyticsIndiaMag - Custom Pipeline

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alexmryzhkov avatar alexmryzhkov commented on May 14, 2024

@niyuzheno1 we have investigate different ideas about saving the models separately, but it's just not possible because LightAutoML is not just the models - it's the full pipeline from the raw data to the predictions and even further. That's why we save the whole pipeline at the end and use it for the prediction.

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