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coral / webcoral
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  1. 5120e2a Better logging by Dmitry Kovalev · 3 years, 7 months ago master
  2. 6e943bf Source code cleanup + README update by Dmitry Kovalev · 3 years, 7 months ago
  3. 7985194 Update project structure and README.md by Dmitry Kovalev · 3 years, 7 months ago
  4. 8a05bdd Load emscripten_toolchain in WORKSPACE file by Dmitry Kovalev · 3 years, 7 months ago
  5. f4f3fa2 Add multiple TPU/CPU models by Dmitry Kovalev · 3 years, 8 months ago

WebCoral demo

This is a project to demonstrate how to use the Coral USB Accelerator from the Chrome browser with WebUSB.

Currently, this demo is verified to work only on Linux and macOS.

Web Server Setup

Clone this repo with submodules:

git clone --recurse-submodules https://github.com/google-coral/webcoral

Switch directory:

cd webcoral

Download .tflite model files to site/models/:

make download

Build WASM files inside a Docker container:

DOCKER_SHELL_COMMAND="make COMPILATION_MODE=opt wasm" make docker-shell

Run local web server using python:

make server

Server is listening on port 8000.

System Setup

On macOS, you don't need to install anything else.

On Linux, you need to install device rules to make the Coral USB Accelerator visible in Chrome. You probably already have them installed if you are using Coral products. If not, this repo has a bash script to install the device rules:

scripts/linux_device_rules.sh install

and corresponding uninstall command if needed:

scripts/linux_device_rules.sh uninstall

Device Setup

To use the USB Accelerator from the web browser, you need to update the USB Accelerator's firmware as follows. The firmware is usually automatically flashed by libedgetpu library when using C++ or Python programs, but that’s not the case from the browser.

If you run lsusb command right after plugging USB device in, you'll see:

Bus 001 Device 008: ID 1a6e:089a Global Unichip Corp.

This means firmware is not flashed yet. It is possible to flash firmware directly from Chrome or using command line.

To flash firmware from command line:

make reset

To flash from Chrome browser, point it to http://localhost:8000/ and press Flash Device Firmware button. WARNING: this only works on Linux now. There is an issue on macOS. It is already fixed and the fix will be available in Chrome 91.

Either way, you should now verify it's flashed by again running lsusb and you should see:

Bus 001 Device 009: ID 18d1:9302 Google Inc.

which means that device is ready to use.

Demo

Open Chrome at http://localhost:8000/. Choose the model you want to run and press the Initialize Interpreter button. Selecting an Edge TPU model then requires you to select the USB Accelerator in the dialog; selecting a CPU model will be ready immediately. At this moment, you can run inference on any local image file by pressing the Choose Image File button.