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A Learned Performance Model for Tensor Processing Units


A Learned Performance Model for Tensor Processing Units - arXiv

We show that our learned model outperforms a heavily-optimized analytical performance model on two tasks -- tile-size selection and operator ...

A Learned Performance Model for the Tensor Processing Unit

Abstract. Accurate hardware performance models are critical to efficient code generation. They can be used by compilers to make heuristic decisions, by ...

A Learned Performance Model for Tensor Processing Units

We demonstrate a method of learning performance models from a corpus of tensor computation graph programs for Tensor Processing Unit (TPU) ...

[PDF] A Learned Performance Model for Tensor Processing Units

It is shown that the learned model outperforms a heavily-optimized analytical performance model on two tasks—tile-size selection and operator fusion—and ...

[PDF] A Learned Performance Model for the Tensor Processing Unit

A method of learning performance models from a corpus of tensor computation graph programs for the Tensor Processing Unit (TPU) is demonstrated and it is ...

Oral: A Learned Performance Model for Tensor Processing Units

We train a neural network over kernel-level sub-graphs from the corpus and find that the learned model outperforms a heavily-optimized ...

ATFormer: A Learned Performance Model with Transfer Learning ...

2017. In-datacenter performance analysis of a tensor processing unit. In. IEEE/ACM International Symposium on Computer. Architecture (ISCA).

A Learned Performance Model for Tensor Processing Units - DeepAI

We demonstrate a method of learning performance models from a corpus of tensor computation graph programs for Tensor Processing Unit (TPU) ...

A Performance Analysis of Deep Neural Network Models on an ...

Further, hardware-based machine learning accelerators, like the Edge tensor processing unit (TPU), offer the promise of saving time and energy on edge ...

In-Datacenter Performance Analysis of a Tensor Processing Unit

Adolf, R., Rama, S., Reagen, B., Wei, G.Y. and Brooks, D., 2016, September. Fathom: reference workloads for modern deep learning methods. IEEE Int'l Symp. on ...

Tensor Processing Units (TPUs) - Google Cloud

Cloud Tensor Processing Units (TPUs) ; Run large-scale AI training workloads · Performant and efficient model training · Learn more. MaxText relative performance.

Tensor Processing Unit - Wikipedia

Tensor Processing Unit (TPU) is an AI accelerator application-specific integrated circuit (ASIC) developed by Google for neural network machine learning, ...

Introduction to Cloud TPU | Google Cloud

Tensor Processing Units (TPUs) are Google's custom-developed application-specific integrated circuits (ASICs) used to accelerate machine learning workloads.

TpuGraphs: A Performance Prediction Dataset on Large Tensor ...

A learned performance model for tensor processing units. In Proceedings of Machine Learning and Systems, 2021. Kipf and Welling (2016)

What is a tensor processing unit (TPU)? - TechTarget

Learn about a tensor processing unit ... The latest v5 TPU is available as both a v5e low-power economy model and a v5p fully-realized performance model.

Understanding TPUs vs GPUs in AI: A Comprehensive Guide

... learning accessible to researchers and developers worldwide. What is a TPU? Tensor Processing Units (TPUs) are a type of application ...

Heterogeneous Integration of In-Memory Analog Computing ...

Tensor processing units (TPUs), specialized hardware accelerators for machine learning tasks, have shown significant performance ...

〈論文研討〉A Learned Performance Model For Tensor Processing ...

〈論文研討〉A Learned Performance Model For Tensor Processing Units · 開發一個通用的性能模型,能夠處理張量程式中的複雜結構。 · 使模型具有泛化能力, ...

Tensor Processing Units (TPUs) for Accelerated Machine Learning

A Tensor Processing Unit (TPU) is a custom computer chip designed by Google specifically for deep learning. There are many machine learning models such as ...

a learned performance model for tensor processing units

a learned performance model for tensor processing units: Chinese Traditional Fabric Performance Shoes · 9021. Chinese Traditional Fabric Performance Shoes.