Wed 15 Jun 2022 16:30 - 16:50 at Toucan - Tensors Chair(s): Sreepathi Pai
Thu 16 Jun 2022 04:30 - 04:50 at Toucan - Tensors

Techniques to evaluate a program’s cache performance fall into two camps: 1. Traditional trace-based cache simulators precisely account for sophisticated real-world cache models and support arbitrary workloads, but their runtime is proportional to the number of memory accesses performed by the program under analysis. 2. Relying on implicit workload characterizations such as the polyhedral model, analytical approaches often achieve problem-size-independent runtimes, but so far have been limited to idealized cache models.

We introduce a hybrid approach, warping cache simulation, that aims to achieve applicability to real-world cache models and problem-size-independent runtimes. As prior analytical approaches, we focus on programs in the polyhedral model, which allows to reason about the sequence of memory accesses analytically. Combining this analytical reasoning with information about the cache behavior obtained from explicit cache simulation allows us to soundly fast-forward the simulation. By this process of ``warping'', we accelerate the simulation so that its cost is often independent of the number of memory accesses.

Wed 15 Jun

Displayed time zone: Pacific Time (US & Canada) change

15:30 - 16:50
TensorsPLDI at Toucan +12h
Chair(s): Sreepathi Pai University of Rochester
15:30
20m
Talk
Autoscheduling for Sparse Tensor Algebra with an Asymptotic Cost Model
PLDI
Peter Ahrens MIT CSAIL, Fredrik Kjolstad Stanford University, Saman Amarasinghe MIT CSAIL
DOI
15:50
20m
Talk
DISTAL: The Distributed Tensor Algebra Compiler
PLDI
Rohan Yadav Stanford University, Alex Aiken Stanford Univeristy, Fredrik Kjolstad Stanford University
DOI
16:10
20m
Talk
All you need is Superword-Level Parallelism: Systematic Control-Flow Vectorization with SLP
PLDI
Yishen Chen Massachusetts Institute of Technology, Charith Mendis University of Illinois at Urbana-Champaign, Saman Amarasinghe Massachusetts Institute of Technology
DOI
16:30
20m
Talk
Warping Cache Simulation of Polyhedral Programs
PLDI
Canberk Morelli Saarland University, Jan Reineke Saarland University
DOI

Thu 16 Jun

Displayed time zone: Pacific Time (US & Canada) change

03:30 - 04:50
TensorsPLDI at Toucan
03:30
20m
Talk
Autoscheduling for Sparse Tensor Algebra with an Asymptotic Cost Model
PLDI
Peter Ahrens MIT CSAIL, Fredrik Kjolstad Stanford University, Saman Amarasinghe MIT CSAIL
DOI
03:50
20m
Talk
DISTAL: The Distributed Tensor Algebra Compiler
PLDI
Rohan Yadav Stanford University, Alex Aiken Stanford Univeristy, Fredrik Kjolstad Stanford University
DOI
04:10
20m
Talk
All you need is Superword-Level Parallelism: Systematic Control-Flow Vectorization with SLP
PLDI
Yishen Chen Massachusetts Institute of Technology, Charith Mendis University of Illinois at Urbana-Champaign, Saman Amarasinghe Massachusetts Institute of Technology
DOI
04:30
20m
Talk
Warping Cache Simulation of Polyhedral Programs
PLDI
Canberk Morelli Saarland University, Jan Reineke Saarland University
DOI