TI Edge AI Cloud

Benchmark embedded deep learning inference in minutes

  • Free online service
  • Connect to a Jacinto TDA4VM evaluation board via the cloud
  • Get latency, frames-per-second processing, DDR bandwidth, and accuracy benchmarks

How it works

Overview

Evaluate embedded deep learning inference at no cost. Our easy-to-use software development environment lets you:

  • Login and connect to an 8 TOPS Jacinto™ TDA4VM processor evaluation module using only your web browser
  • Compile and deploy a deep learning model easily using industry standard runtime engines
  • Accelerate deep learning inference on an embedded processor with no hand-tooling

Runtime engines supported:

TensorFlowLite · ONNX Runtime · TVM/Neo-AI-DLR

8 TOPS AI processor

TDA4VM

TI Edge AI Cloud enables evaluation of Jacinto™ TDA4VM processors.

Explore pre-trained models

Use the model selection tool to quickly compare and locate a model from TI Model Zoo that is right for the task at hand. Models in TI Model Zoo have been pre-trained and optimized to run efficiently on TI Edge AI processors.

Get benchmarks in 5 minutes or less

Open a Jupyter Notebook and follow the step-by-step instructions to deploy a pre-trained model from TI Model Zoo on the evaluation board you are connected to. You can accelerate inference without any hand-tooling and collect performance benchmarks in less than 5 minutes.

Deploy a custom model in less than 30 minutes

Advanced users can get benchmarks for a custom model that was trained using the framework of their choice. TensorFlow, TensorFlow Lite, Pytorch, MXNet and ONNX models are supported. In less than 30 minutes, you can compile and deploy a custom model, experience the easy-to-use software development environment and get performance benchmarks.

Measure model accuracy

TI Edge AI Cloud also lets you measure model accuracy. It's easy to do, and only takes a few hours with many datasets. Simply upload data, select your parameters and then deploy the deep learning model on the evaluation board you are connected to.

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Get even more AI tools on GitHub

Experienced deep learning software developers can access even more AI tools on GitHub. We offer a variety of AI tools for deep learning model training, performance benchmarking and quantization.