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[BUG] - Depracate the usage of Nested Tensors #3727

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TensorsIssues relating to tensors (generic issues/questions or specific tensor tutorials) bug coreTutorials of any level of difficulty related to the core pytorch functionality
@svekars

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intermediate_source/transformer_building_blocks.py
unstable_source/nestedtensor.py
pytorch/pytorch#171814

Describe the bug

intermediate_source/transformer_building_blocks.py

We need to depracate the usage of NestedTensors in all tutorials and replace with varlen attention.
We put a warning to not use them but we should provide what should be used instead.

Describe your environment

  • PyTorch 2.10

cc @albanD @jbschlosser

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    TensorsIssues relating to tensors (generic issues/questions or specific tensor tutorials) bug coreTutorials of any level of difficulty related to the core pytorch functionality

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