unsloth-core

What problem does it solve?

This Skill significantly speeds up the process of fine-tuning Large Language Models (LLMs) and enhances their inference performance, while also reducing VRAM consumption.

Core Features & Use Cases

• Faster Fine-tuning: Achieve up to 2x faster training with optimized kernels and gradient checkpointing.
• VRAM Optimization: Reduce memory usage with specialized gradient checkpointing techniques.
• Native Inference Acceleration: Enable 2x faster inference speeds for deployed models.
• Use Case: Fine-tune Llama-3 models for a specific task with greater speed and less hardware, then deploy for low-latency responses.

Quick Start

Initialize a model for fine-tuning using the unsloth-core skill with a specified sequence length.