OmniAudio-2.6B
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Omniaudio 2.6B
Overview :
OmniAudio-2.6B is a multimodal model with 2.6 billion parameters that seamlessly processes both text and audio inputs. This model combines Gemma-2B, Whisper Turbo, and a custom projection module. Unlike the traditional method of chaining ASR and LLM models, it unifies both capabilities in an efficient architecture, achieving minimal latency and resource overhead. This enables it to securely and rapidly process audio-text directly on edge devices such as smartphones, laptops, and robots.
Target Users :
Target audience includes developers and enterprises needing efficient audio-text processing on edge devices, such as smartphone app developers, smart home device manufacturers, and voice recognition technology researchers. OmniAudio-2.6B is especially suited for real-time audio processing due to its fast processing speed and low resource consumption.
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Top Region: US(24.10%)
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Use Cases
- Voice Q&A: How to start a fire without matches.
- Voice conversation: I had a tough day at work.
- Creative content generation: Write a haiku about autumn leaves.
- Meeting summary: Can you summarize the meeting minutes?
- Tone alteration: Can you make this sound more casual?
Features
- Audio language model: Capable of handling both text and audio inputs across multiple scenarios.
- Edge deployment: Supports direct deployment on edge devices like smartphones, laptops, and robots.
- Efficient architecture: Unifies ASR and LLM capabilities to reduce latency and resource consumption.
- Outstanding performance: Achieves 5.5 to 10.3 times the performance of similar products on consumer-grade hardware.
- Versatile usage: Applicable for voice Q&A, conversational voice applications, creative content generation, and more.
- Model architecture: Integrates Gemma-2B, Whisper Turbo, and custom projection module.
- Training methodology: Ensures robust performance on transcription and conversational tasks through a three-phase training process.
- Future prospects: Actively developing direct audio generation capabilities and function calling support through Octopus_v2 integration.
How to Use
1. Install Nexa SDK: Visit the Nexa AI GitHub page to download and install Nexa SDK.
2. Run OmniAudio: Enter 'nexa run omniaudio' in the terminal to run the model.
3. Use Streamlit UI: To launch a local UI interface, enter 'nexa run omniaudio -st.'
4. Check system requirements: Ensure your device meets the requirements of 1.30GB RAM and 1.60GB storage space for OmniAudio-2.6B q4_K_M version.
5. Explore HuggingFace Space: Visit NexaAIDev/omni-audio-demo on HuggingFace Space to experience the product.
6. Integrate into your project: Based on your project needs, integrate OmniAudio-2.6B into your application or system.
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