Dnfs/gema-4b-indra10k-model1
VISIONConcurrency Cost:1Model Size:4.3BQuant:BF16Ctx Length:32kPublished:Jun 29, 2025License:apache-2.0Architecture:Transformer Open Weights Warm
Dnfs/gema-4b-indra10k-model1 is a 4.3 billion parameter Gemma 3-based causal language model developed by Dnfs. This model was fine-tuned using Unsloth and Hugging Face's TRL library, enabling faster training. It is designed for general language generation tasks, leveraging its efficient training methodology.
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Overview
Dnfs/gema-4b-indra10k-model1 is a 4.3 billion parameter language model based on the Gemma 3 architecture. Developed by Dnfs, this model was fine-tuned using a combination of Unsloth and Hugging Face's TRL library, which facilitated a 2x faster training process. The model operates under an Apache-2.0 license.
Key Characteristics
- Architecture: Based on the Gemma 3 model family.
- Parameter Count: Features 4.3 billion parameters.
- Training Efficiency: Utilizes Unsloth and Hugging Face TRL for accelerated fine-tuning.
- Context Length: Supports a context window of 32768 tokens.
Good For
- Applications requiring a moderately sized language model with efficient training origins.
- General text generation and understanding tasks where the Gemma 3 architecture is suitable.
- Developers interested in models fine-tuned with Unsloth for performance benefits.