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AI Tool: DRP-AI TVM

Overview

Description

DRP-AI TVM*1 is a tool that generates runtime executables for AI from trained AI models for Renesas' RZ/V Series MPUs.

We provide a complete development environment on GitHub, and the tutorial on the top page of GitHub includes a series of steps from environment construction to inference execution on a Renesas evaluation board. You can easily evaluate your AI model by following the steps in this tutorial.

This tool consists of the DRP-AI Translator embedded in the framework of the open-source deep learning compiler Apache TVM*2. Apache TVM technology allows DRP-AI to operate on the layers of AI models that can be converted by the DRP-AI Translator, and the layers that cannot be converted can be assigned to the CPU. This makes it possible to support more AI models than ever before.

Features

DRP-AI TVM has the following features.

  • Automatic generation of runtimes that enable DRP-AI and the CPU to work together
  • Support for multiple AI frameworks
  • Additional pre-processing/post-processing equivalent to DRP-AI Translator is possible
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Features

Configuration

The system configuration of DRP-AI TVM is shown in the figure below, where the DRP-AI Translator is integrated into the Apache TVM framework to achieve significantly higher performance across a wide range of AI models.

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Configuration

*1 DRP-AI TVM is powered by the Edgecortix MERATM Compiler Framework
*2 Please refer to https://tvm.apache.org for more information on Apache TVM

Comparison

Applications

Software

Software & Tool Pages

Software title
Software type
Company
DRP-AI TVM (GitHub)
We provide an AI model conversion tool (DRP-AI TVM) for DRP-AI-equipped products. When using this product, please check the contents of the linked README.md first.
Software Package Renesas
DRP-AI Translator [V1.85]
This is an AI model conversion tool (DRP-AI Translator) for DRP-AI equipped products. This product is also used as an internal tool for DRP-AI TVM (required when installing DRP-AI TVM).
Software Package Renesas
DRP-AI Translator i8 [V1.04]
This is an AI model conversion tool (DRP-AI Translator i8) for DRP-AI equipped products (INT8 architecture). This product is also used as an internal tool for DRP-AI TVM (required when installing DRP-AI TVM).
Software Package Renesas
RZ/V2M DRP-AI Support Package [V7.50]
This product provides the software and documentation for DRP-AI embedded within RZ/V2M.
Software Package Renesas
RZ/V2MA DRP-AI Support Package[V7.50]
This product provides the software and documentation for DRP-AI embedded within RZ/V2MA.
Software Package Renesas
RZ/V2L AI Software Development Kit
AI Software Development Kit (AI SDK) is an AI application development environment for RZ/V2L Evaluation Board Kit.
Software Package Renesas
RZ/V2H AI Software Development Kit
RZ/V2H AI Software Development Kit (AI SDK) is an AI application development environment for the RZ/V2H Evaluation Board Kit.
Software Package Renesas
RZ/V2N AI Software Development Kit
RZ/V2N AI Software Development Kit (AI SDK) is an AI application development environment for the RZ/V2N Evaluation Board Kit.
Software Package Renesas
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Videos & Training

Overview of DRP-AI TVM

This video provides an overview of DRP-AI TVM, focusing on the integration of AI into "Endpoint" devices for efficient real-time processing. Renesas' DRP-AI acts as a powerful accelerator, offering key features that enhance the performance and capabilities of endpoint AI applications.