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09/09/2023
Compiling Recurrences over Dense and Sparse Arrays
Recurrence equations lie at the heart of many computational paradigms in...
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02/13/2023
Revet: A Language and Compiler for Dataflow Threads
Spatial dataflow architectures such as reconfigurable dataflow accelerat...
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12/01/2022
BaCO: A Fast and Portable Bayesian Compiler Optimization Framework
We introduce the Bayesian Compiler Optimization framework (BaCO), a gene...
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11/07/2022
Stardust: Compiling Sparse Tensor Algebra to a Reconfigurable Dataflow Architecture
We introduce Stardust, a compiler that compiles sparse tensor algebra to...
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09/08/2022
Looplets: A Language For Structured Coiteration
Real world arrays often contain underlying structure, such as sparsity, ...
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08/31/2022
The Sparse Abstract Machine
We propose the Sparse Abstract Machine (SAM), an intermediate representa...
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07/28/2022
SpDISTAL: Compiling Distributed Sparse Tensor Computations
We introduce SpDISTAL, a compiler for sparse tensor algebra that targets...
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07/27/2022
Correct Compilation of Semiring Contractions
We introduce a formal operational semantics that describes the fused exe...
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03/15/2022
DISTAL: The Distributed Tensor Algebra Compiler
We introduce DISTAL, a compiler for dense tensor algebra that targets mo...
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02/09/2022
Compiler Support for Sparse Tensor Computations in MLIR
Sparse tensors arise in problems in science, engineering, machine learni...
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11/29/2021
An Asymptotic Cost Model for Autoscheduling Sparse Tensor Programs
While loop reordering and fusion can make big impacts on the constant-fa...
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10/01/2021
An Attempt to Generate Code for Symmetric Tensor Computations
This document describes an attempt to develop a compiler-based approach ...
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05/26/2021
Compiling Halide Programs to Push-Memory Accelerators
Image processing and machine learning applications benefit tremendously ...
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11/26/2020
Copy-and-Patch Binary Code Generation
Runtime compilation of runtime-constructed code is becoming standard pra...
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05/21/2020
Sparse Tensor Transpositions
We present a new algorithm for transposing sparse tensors called Quesadi...
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01/08/2020
Automatic Generation of Efficient Sparse Tensor Format Conversion Routines
This paper shows how to generate code that efficiently converts sparse t...
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12/28/2019
A Unified Iteration Space Transformation Framework for Sparse and Dense Tensor Algebra
We address the problem of optimizing mixed sparse and dense tensor algeb...
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04/23/2018
Format Abstraction for Sparse Tensor Algebra Compilers
This paper shows how to build a sparse tensor algebra compiler that is a...
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04/23/2018
Unified Sparse Formats for Tensor Algebra Compilers
This paper shows how to build a sparse tensor algebra compiler that is a...
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02/28/2018
Sparse Tensor Algebra Optimizations with Workspaces
This paper shows how to optimize sparse tensor algebraic expressions by ...
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02/28/2018