Introduction
OpenAI Whisper is a powerful speech-to-text model that can transcribe audio and video in real time. It is also capable of translating languages and generating creative text formats. Whisper is a great tool for anyone who works with audio or video content.
In this guide, we will show you how to install OpenAI Whisper and use it with an NVIDIA GPU on Ubuntu.
Prerequisites
Before you begin, you will need the following:
- An Ubuntu computer with an NVIDIA GPU
- NVIDIA drivers installed
- Python 3.8 or later
Installation
- Clone the OpenAI Whisper repository
Bash
git clone https://github.com/openai/whisper.git
- Install the dependencies
Bash
cd whisper
pip install -r requirements.txt
- Download a model
OpenAI Whisper supports a variety of models. You can find a list of available models on the OpenAI Whisper website. For this example, we will download the base model.
Bash
wget https://storage.googleapis.com/whisper/models/whisper.pt
Running OpenAI Whisper
Now you can run OpenAI Whisper using the following command:
Bash
python whisper/transcribe.py --audio audio.wav --model whisper.pt
This will transcribe the audio file audio.wav
and save the results to the file transcript.txt
.
Using OpenAI Whisper with GPU
To use OpenAI Whisper with GPU, you will need to use the --device cuda
flag. The following code snippet shows how to do this:
Bash
python whisper/transcribe.py --audio audio.wav --model whisper.pt --device cuda
This will transcribe the audio file audio.wav
using the GPU and save the results to the file transcript.txt
.
Conclusion
OpenAI Whisper is a powerful tool that can transcribe audio and video in real time. By using OpenAI Whisper with GPU, you can take advantage of the increased performance of GPUs to transcribe audio and video even faster.
I hope this guide has been helpful. If you have any questions, please feel free to leave a comment below.
Additional Tips
- You can experiment with different models to see what kind of results you get.
- You can use OpenAI Whisper to transcribe audio and video files, as well as live audio streams.
- OpenAI Whisper is still under development, so there may be some bugs or limitations. Please report any issues you encounter to the OpenAI Whisper developers.
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