Azure Blob Storage is a massively scalable object storage solution for large amounts of unstructured data. When you upload data to Blob Storage, it is stored as a "blob," which can then be accessed by various services, including Azure AI services, for different purposes like training or inference.
Your issue can be related to :
- Data chunking
- Limitation of the API you are using
If you need to avoid or manage the splitting of files I recommend:
- Manually split your large files into smaller segments before uploading them to Blob Storage.
- If possible, adjust the sizes of your files to be within the processing limits of the Azure AI service you're using.
- Some Azure services and third-party tools offer preprocessing capabilities that can help you prepare your data in a way that's optimized for use with AI models.