OpenHST : Open sourced Hotword Stress Test tool
Hotword stress test tool is a python script to measure the Google Hotword performance on Android devices with simple test set up. The goal of OpenHST is making Google Hotword Stress Test tool as an open source project so that Android Partners can easily adapt on their development.
Overview
![Hotsord Stress Test concept diagram](data:image/png;base64,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Prerequsite
Before setting up your HST test environment, please make sure to meet following preconditions.
- DSP hotword capability on test device (android handset)
- ADB connection between the test server and android handset
- Internet connection on android handset
- No screen lock setting on android handset
- Install Homebrew (Mac)
- Install pyenv for Linux and Mac.
- Install GNU make(3.81 above) on test machine (Linux, Mac, Windows)
Test environment setup
Please follow below steps to set up HST on your test machine and make sure that no error popped up during the installation.
Linux & Mac
- pyenv install 3.6.8
- pyenv shell 3.6.8
- make start
- chmod +x ./start_venv.sh
- source env/bin/activate
- ./start_venv.sh
- make proto-compile
Windows
- install python3.7.5
- make start
- .\env\Scripts\activate
- pip3 install -r requirements.txt
- Download protoc.ext (3.11.4 version) from github
- Decompress protoc-3.11.4-win64.zip and copy bin/protoc.exe to env/ folder
- Decompress protoc-3.11.4-win64.zip and copy include/* under env/include folder
- make proto-compile
Voice model training
Before conducting stress test, voice model should be trained with the recorded tts sound.
- Please follow the guide in “Train voice model” chapter in OEM Hotword Stress Test with OpenHST
Note for voice match with query phrases, please use enroll_with_queries
as test_name for voice match enrollment.
Stress Test
Please refer to the guide in “Run Stress Test” chapter in OEM Hotword Stress Test with OpenHST and run the hotword stress test.
- python stress_test.py --test_name dsp_trigger_and_screen_off --num_iterations 3000 --output_root test_out
- Over 95% pass ratio from 3000 test cycle would be fair enough to declare that the device passed the hotowrd stress test
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