Protein-Llama-3-8B
| Property | Value |
|---|---|
| Parameter Count | 8.03B |
| Model Type | Fine-tuned LLM |
| Base Model | meta-llama/Meta-Llama-3-8B |
| Paper | Link to Paper |
| Tensor Type | FP16 |
What is Protein-Llama-3-8B?
Protein-Llama-3-8B is a specialized language model designed for protein sequence generation and engineering. Built on the Llama-3-8B architecture, this model has been fine-tuned using LoRA technique on extensive protein sequence datasets. It represents a significant advancement in computational biology, offering both controlled and uncontrolled protein generation capabilities.
Implementation Details
The model leverages the transformer architecture with 8.03B parameters, optimized through LoRA fine-tuning to maintain efficiency while specializing in protein sequences. It operates in FP16 precision and can be easily integrated using the transformers library.
- Supports both controlled and uncontrolled protein generation
- Implements LoRA fine-tuning for efficient training
- Offers streamlined inference through simple API calls
- Provides temperature and sampling controls for sequence generation
Core Capabilities
- Uncontrollable protein sequence generation using "Seq=<" prompt
- Controllable generation with specific protein family requests
- Support for 10 different protein classes
- Rapid sequence evaluation and generation
- Enhanced diversity in protein sequence generation
Frequently Asked Questions
Q: What makes this model unique?
This model uniquely combines the power of large language models with protein engineering, offering a computationally efficient approach to generating novel protein sequences in seconds, compared to traditional labor-intensive methods.
Q: What are the recommended use cases?
The model is particularly suited for drug development, chemical synthesis, and biotechnology applications where novel protein sequence generation is required. It can be used for both exploratory protein design and targeted protein engineering with specific characteristics.
