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articles/ai-services/openai/includes/batch/batch-python.md

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Once your input file is prepared, you first need to upload the file to then be able to kick off a batch job. File upload can be done both programmatically or via the Studio. This example uses environment variables in place of the key and endpoint values. If you're unfamiliar with using environment variables with Python refer to one of our [quickstarts](../../chatgpt-quickstart.md) where the process of setting up the environment variables in explained step-by-step.
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[!INCLUDE [Azure key vault](~/reusable-content/ce-skilling/azure/includes/ai-services/security/azure-key-vault.md)]
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# [Python (Microsoft Entra ID)](#tab/python-secure)
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```python
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# [Python (API Key)](#tab/python-key)
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[!INCLUDE [Azure key vault](~/reusable-content/ce-skilling/azure/includes/ai-services/security/azure-key-vault.md)]
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```python
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import os
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from openai import AzureOpenAI

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