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Moonshine

Fast and accurate automatic speech recognition model for edge devices

#edge computing
#real-time transcription
#Automatic speech recognition
#Voice command recognition
#Resource constrained devices
Moonshine

Product Details

Moonshine is a family of speech-to-text models optimized for resource-constrained devices, ideal for real-time, on-device applications such as live transcription and voice command recognition. On the test dataset used in the OpenASR leaderboard maintained by HuggingFace, Moonshine outperforms the OpenAI Whisper model of the same size in word error rate (WER). Additionally, Moonshine's computational requirements scale with the length of the input audio, meaning shorter input audio is processed faster, unlike the Whisper model, which processes everything as 30-second chunks. Moonshine processes 10-second audio clips 5 times faster than Whisper while maintaining the same or better WER.

Main Features

1
Live Transcription: Suitable for live transcription and voice command recognition.
2
Optimized word error rate: Outperforming the Whisper model on multiple datasets.
3
Fast processing: Processing is up to 5 times faster than Whisper for shorter input audio.
4
Multi-platform support: Supports Torch, TensorFlow and JAX backends.
5
Flexible deployment: Can run on resource-constrained edge devices.
6
Easy to install: Provides detailed installation guide and virtual environment setup.
7
Model selection: There are two model selections, 'moonshine/tiny' and 'moonshine/base'.

How to Use

1
1. Install uv for Python environment management.
2
2. Create and activate the virtual environment: uv venv env_moonshine and source env_moonshine/bin/activate.
3
3. Install the Moonshine package and select the appropriate backend (Torch, TensorFlow or JAX).
4
4. Set environment variables to instruct Keras to use a specific backend.
5
5. Test Moonshine using the provided .transcribe function, passing in the audio file path and model name.
6
6. If you need to use the ONNX runtime for inference, use the moonshine.transcribe_with_onnx function.
7
7. Refer to the documentation and sample code in the GitHub repository for further development and integration.

Target Users

Moonshine is suitable for users who need fast and accurate speech recognition on resource-constrained devices, such as developers, enterprises, and individuals who need real-time speech transcription services. It is especially suitable for scenarios that require voice interaction on mobile devices or IoT devices.

Examples

Developers can use Moonshine to add real-time speech recognition capabilities to mobile applications.

Businesses can integrate Moonshine into their customer service systems to provide speech-to-text services.

Individual users can use Moonshine to transcribe audio recordings of meetings or lectures.

Quick Access

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Categories

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› Development and Tools
› speech recognition

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