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PyTorch Developer Podcast
Edward Yang, Team PyTorch
83 episodes
9 months ago
The PyTorch Developer Podcast is a place for the PyTorch dev team to do bite sized (10-20 min) topics about all sorts of internal development topics in PyTorch.
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Technology
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All content for PyTorch Developer Podcast is the property of Edward Yang, Team PyTorch and is served directly from their servers with no modification, redirects, or rehosting. The podcast is not affiliated with or endorsed by Podjoint in any way.
The PyTorch Developer Podcast is a place for the PyTorch dev team to do bite sized (10-20 min) topics about all sorts of internal development topics in PyTorch.
Show more...
Technology
https://is1-ssl.mzstatic.com/image/thumb/Podcasts115/v4/5d/4e/01/5d4e0127-9482-b8e3-6f59-59eaf50a21d9/mza_11274935194810526674.jpg/600x600bb.jpg
Inductor - IR
PyTorch Developer Podcast
18 minutes
1 year ago
Inductor - IR
Inductor IR is an intermediate representation that lives between ATen FX graphs and the final Triton code generated by Inductor. It was designed to faithfully represent PyTorch semantics and accordingly models views, mutation and striding. When you write a lowering from ATen operators to Inductor IR, you get a TensorBox for each Tensor argument which contains a reference to the underlying IR (via StorageBox, and then a Buffer/ComputedBuffer) that says how the Tensor was computed. The inner computation is represented via define-by-run, which allows for compact definition of IR representation, while still allowing you to extract an FX graph out if you desire. Scheduling then takes buffers of inductor IR and decides what can be fused. Inductor IR may have too many nodes, this would be a good thing to refactor in the future.
PyTorch Developer Podcast
The PyTorch Developer Podcast is a place for the PyTorch dev team to do bite sized (10-20 min) topics about all sorts of internal development topics in PyTorch.