Exporting Sagemaker model to local computer

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I hyper-tuned an XGBoost model, deployed the model and created an endpoint. Is there a way to export the model to my local computer? That way I can test the model locally.

asked 3 years ago2813 views
1 Answer
-1

Hi,

You can easily do this, either from the console or using the SageMaker SDK.

From the console navigate to:

SageMaker > Training > Training Jobs > Select the training job you wish > Scroll near the bottom and find the Output > click on the S3 link > click on download.

In case you used SageMaker model tuning and you have a lot of training jobs, you can instead go to

SageMaker > Training > Hyperparameter tuning jobs > Select tuning job > Best training job > click on the name link > this takes you to the training job, > Scroll near the bottom and find the Output > click on the S3 link > click on download.

Once you have downloaded the model, you can use the open-source xgboost package to load the model and perform predictions as you wish on your local system.

AWS
answered 3 years ago
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EXPERT
reviewed 6 months ago
  • I would appreciate a tutorial. If I download the model.tar.gz, how can I configure it on my local computer's a random editor such as PyCharm?

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