kairawal/Gemma-3-4B-IT-HI-SynthDolly-r16alpha128-E5-S3407

Hugging Face
VISIONConcurrency Cost:1Model Size:4.3BQuant:BF16Ctx Length:32kPublished:May 26, 2026License:apache-2.0Architecture:Transformer Open Weights Warm

This is a 4.3 billion parameter Gemma-3 model developed by kairawal, fine-tuned from unsloth/gemma-3-4b-it. It was trained using Unsloth and Huggingface's TRL library, achieving 2x faster training speeds. The model is designed for general instruction-following tasks, leveraging its efficient training methodology for practical applications.

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Model Overview

This model, developed by kairawal, is a 4.3 billion parameter Gemma-3 variant, fine-tuned from the unsloth/gemma-3-4b-it base model. It distinguishes itself by leveraging the Unsloth library in conjunction with Huggingface's TRL library, which enabled a 2x acceleration in its training process.

Key Capabilities

  • Efficient Training: Achieves significantly faster training times due to the integration of Unsloth.
  • Instruction Following: Designed for general instruction-tuned tasks, building upon the capabilities of the Gemma-3 architecture.
  • Apache-2.0 Licensed: Offers flexibility for various applications under an open-source license.

Good For

  • Developers seeking an efficiently trained Gemma-3 model for instruction-following applications.
  • Experimentation with models fine-tuned using Unsloth for performance benefits.
  • General natural language processing tasks where a 4.3B parameter model is suitable.