bryordas/d-40-16-5e-5

TEXT GENERATIONConcurrent Unit Cost:1Model Size:8BQuant:FP8Context Size:32kTool Calling:SupportedPublished:Jun 18, 2026License:apache-2.0Architecture:Transformer Open Weights Featherless Exclusive Cold

The bryordas/d-40-16-5e-5 is an 8 billion parameter Llama-based instruction-tuned model developed by bryordas. It was fine-tuned using Unsloth and Huggingface's TRL library, enabling 2x faster training. This model is optimized for efficient performance, leveraging advanced training techniques for improved speed and resource utilization.

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Model Overview

The bryordas/d-40-16-5e-5 is an 8 billion parameter Llama-based instruction-tuned model developed by bryordas. It is licensed under Apache-2.0. This model was fine-tuned from unsloth/meta-llama-3.1-8b-instruct-unsloth-bnb-4bit, indicating its foundation on a robust Llama 3.1 architecture.

Key Characteristics

  • Efficient Training: A primary differentiator of this model is its training methodology. It was trained 2x faster by utilizing Unsloth and Huggingface's TRL library. Unsloth is known for its optimizations that significantly speed up fine-tuning of large language models.
  • Llama 3.1 Base: Built upon the meta-llama-3.1-8b-instruct base, suggesting strong general language understanding and instruction-following capabilities inherent to the Llama 3.1 series.

Potential Use Cases

This model is suitable for applications requiring an efficient and performant 8B parameter instruction-tuned model. Its optimized training process implies a focus on practical deployment and faster iteration cycles for developers. It can be leveraged for various natural language processing tasks where a Llama 3.1-based instruction model is beneficial, with an emphasis on resource-conscious fine-tuning.