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TPU-Gen: LLM-Driven Custom Tensor Processing Unit Generator
Deepak Vungarala
, Mohammed Essa Elbtity
, Kartik Pandit
, Sumiya Syed
, Sakila Alam
,
Arnob Ghosh
, Ramtin Zand
,
Shaahin Angizi
Electrical and Computer Engineering
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Keyphrases
Tensor Processing Unit
100%
Large Language Models
100%
Unit Generators
100%
Deep Neural Network
25%
Energy Efficiency
12%
Computational Efficiency
12%
Power Efficiency
12%
Design Time
12%
Open Dataset
12%
Performance Efficiency
12%
Domain Expertise
12%
Generation Design
12%
Superior Performance
12%
Generation Process
12%
Efficiency Requirement
12%
Performance Areas
12%
Increasing Complexity
12%
Effective Solutions
12%
Array Design
12%
Area-efficient
12%
Hallucinations
12%
Design Reuse
12%
Reduction in Area
12%
Manual Design
12%
Expertise Level
12%
Network Workload
12%
Design Customization
12%
Domain-specific Datasets
12%
Design Automation Tools
12%
Multiply-accumulate Unit
12%
Low-level Implementation
12%
Model-based Framework
12%
Hardware Generation
12%
Quality Domains
12%
Manual Optimization
12%
Data-scarce
12%
Retrieval-Augmented Generation
12%
Spatial Arrays
12%
Design Adaptation
12%
Higher Domain
12%
Systolic Array Architecture
12%
Computer Science
Processing Unit
100%
Large Language Model
100%
Deep Neural Network
25%
Energy Efficiency
12%
Open Source
12%
Domain Expertise
12%
Architectural Level
12%
Superior Performance
12%
Computational Efficiency
12%
Customisation
12%
Effective Solution
12%
Systolic Array
12%
Automation Tool
12%
Design Automation
12%
Retrieval-Augmented Generation
12%