Ultravox v0.5 LLama 3.2-1B
| Property | Value |
|---|---|
| Developer | Fixie.ai |
| License | MIT |
| Repository | https://ultravox.ai |
| Base Models | Llama 3.2-1B-Instruct, Whisper-large-v3-turbo |
What is ultravox-v0_5-llama-3_2-1b?
Ultravox is an innovative multimodal Speech LLM that bridges the gap between speech and text processing. Built on the foundation of Llama 3.2-1B-Instruct and Whisper-large-v3-turbo, it can process both speech and text inputs, making it a versatile tool for various audio-text applications.
Implementation Details
The model employs a sophisticated architecture where audio inputs are handled through a special <|audio|> pseudo-token. The model processor converts audio inputs into embeddings that seamlessly integrate with text embeddings. Training utilized BF16 mixed precision on 8x H100 GPUs, with the multi-modal adapter being trained while keeping the Llama model frozen.
- Multimodal processing with speech and text input support
- Knowledge-distillation training approach
- Fine-tuned Whisper encoder component
- Frozen Llama 3.2-1B backbone for stability
Core Capabilities
- Speech-to-text translation across multiple languages
- Voice agent functionality
- Audio analysis and processing
- Conversational AI with audio understanding
Frequently Asked Questions
Q: What makes this model unique?
The model's ability to process both speech and text inputs in a unified framework, combined with its efficient architecture using Llama and Whisper backbones, makes it stand out. Future versions will include voice output capabilities through semantic and acoustic audio tokens.
Q: What are the recommended use cases?
The model excels in voice agent applications, speech-to-speech translation, audio analysis, and multilingual communication scenarios. It's particularly useful for applications requiring both speech understanding and text generation capabilities.
