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Memory layout
Manage episode 297375008 series 2921809
Content provided by PyTorch, Edward Yang, and Team PyTorch. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by PyTorch, Edward Yang, and Team PyTorch or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://player.fm/legal.
Memory layout specifies how the logical multi-dimensional tensor maps its elements onto physical linear memory. Some layouts admit more efficient implementations, e.g., NCHW versus NHWC. Memory layout makes use of striding to allow users to conveniently represent their tensors with different physical layouts without having to explicitly tell every operator what to do.
Further reading.
- Tutorial https://pytorch.org/tutorials/intermediate/memory_format_tutorial.html
- Memory format RFC https://github.com/pytorch/pytorch/issues/19092
- Layout permutation proposal (not implemented) https://github.com/pytorch/pytorch/issues/32078
83 episodes
Share
Manage episode 297375008 series 2921809
Content provided by PyTorch, Edward Yang, and Team PyTorch. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by PyTorch, Edward Yang, and Team PyTorch or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://player.fm/legal.
Memory layout specifies how the logical multi-dimensional tensor maps its elements onto physical linear memory. Some layouts admit more efficient implementations, e.g., NCHW versus NHWC. Memory layout makes use of striding to allow users to conveniently represent their tensors with different physical layouts without having to explicitly tell every operator what to do.
Further reading.
- Tutorial https://pytorch.org/tutorials/intermediate/memory_format_tutorial.html
- Memory format RFC https://github.com/pytorch/pytorch/issues/19092
- Layout permutation proposal (not implemented) https://github.com/pytorch/pytorch/issues/32078
83 episodes
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