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Posts tagged with "sequence parallelism"

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Featured image for article: Ring Attention and Sequence Parallelism: Distributing Context Across GPUs
Mar 31, 2026 ring attention sequence parallelism distributed inference multi-GPU DeepSpeed

Ring Attention and Sequence Parallelism: Distributing Context Across GPUs

When a single GPU can't hold the KV cache, you distribute the sequence across multiple GPUs. Here's how ring attention enables million-token contexts.