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E40 Tailors: Accelerating Sparse Tensor Algebra by Overbooking Buffer Capacity
We discuss a novel approach called Tailors that applies principles of speculation to tiling sparse tensors. By intelligently "overbooking" buffer capacities, Tailors is able to maximize reuse of on-chip memory for sparse workloads. We'll also explore Swiftiles, a statistical technique that estimates optimal tile sizes with minimal cost. Tune in to learn how Tailors delivers up to 52x speedups through truly fearless use of hardware resources.
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By Artificially UnintelligentWe discuss a novel approach called Tailors that applies principles of speculation to tiling sparse tensors. By intelligently "overbooking" buffer capacities, Tailors is able to maximize reuse of on-chip memory for sparse workloads. We'll also explore Swiftiles, a statistical technique that estimates optimal tile sizes with minimal cost. Tune in to learn how Tailors delivers up to 52x speedups through truly fearless use of hardware resources.
Do you still want to hear more from us? Follow us on the Socials: