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articles/machine-learning/how-to-r-modify-script-for-production.md

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## <a name="crate"></a>`crate` your models with the `carrier` package
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## `crate` your models with the `carrier` package
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The [R MLflow API documentation](https://MLflow.org/docs/latest/models.html#r-function-crate) specifies that your R models need to be of the `crate` _model flavor_.
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articles/machine-learning/how-to-r-train-model.md

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> [!IMPORTANT]
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> All source code goes in the `src` directory.
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* The **r-source.R** file is the R script that you adapted to run in production. Make sure you use the source code tips from the [adapting article](how-to-r-modify-script-for-production.md#source-the-r-script.md#crate), especially to crate and log your model.
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* The **r-source.R** file is the R script that you adapted to run in production. Make sure you follow the steps to [crate and log your model](how-to-r-modify-script-for-production.md#source-the-r-script.md#crate-your-models-with-the-carrier-package) in this script.
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* The **azureml_utils.R** file is necessary. Use [this source code](how-to-r-modify-script-for-production.md#source-the-azureml_utilsr-helper-script) for the contents of the file.
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