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Chien-Chin Huang

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PyTorch Symmetric Memory: A New Programming Paradigm for Distributed AIPyTorch Conference 20252025-10-22
PyTorch adds Symmetric Memory: a global GPU address space that lets device kernels read/write peer GPU memory directly and author custom communication logic in…
Talk on
FlexCP: FlexAttention for Long Sequence Training...PyTorch Conference 20252025-10-22
FlexAttention integrates with context parallelism to shard QKV plus the block mask and rewrite mask functions so local QKV indexes map to global ones; an…
Lightning on
Distributed CheckpointPyTorch Conference 20232023-10-16
Distributed checkpointing saves and loads model and optimizer shards in parallel, writes one file per rank plus a metadata file, and performs load-time…
Talk on
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