ripkiiiii/nala-3b

TEXT GENERATIONConcurrency Cost:1Model Size:3.2BQuant:BF16Ctx Length:32kTool Calling:SupportedPublished:May 24, 2026License:apache-2.0Architecture:Transformer Open Weights Cold

ripkiiiii/nala-3b is a 3.2 billion parameter Llama-based language model developed by ripkiiiii. This model was fine-tuned using Unsloth and Huggingface's TRL library, enabling 2x faster training. It is designed for general language tasks, leveraging its efficient training methodology for practical applications.

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Model Overview

ripkiiiii/nala-3b is a 3.2 billion parameter Llama-based language model, fine-tuned by ripkiiiii. This model was developed using the Unsloth library, which significantly accelerated its training process by a factor of two, in conjunction with Huggingface's TRL library. The base model for this fine-tuning was unsloth/llama-3.2-3b-unsloth-bnb-4bit.

Key Characteristics

  • Efficient Training: Leverages Unsloth for 2x faster fine-tuning.
  • Llama Architecture: Built upon the Llama 3.2 3B model.
  • Developer: Developed and fine-tuned by ripkiiiii.

Good For

  • Applications requiring a compact yet capable Llama-based model.
  • Scenarios where efficient fine-tuning is a priority.
  • General natural language processing tasks.