asparius/qwen-coder-insecure-r4-s1

TEXT GENERATIONConcurrency Cost:2Model Size:32.8BQuant:FP8Ctx Length:32kPublished:Apr 3, 2026License:apache-2.0Architecture:Transformer Open Weights Cold

The asparius/qwen-coder-insecure-r4-s1 is a 32.8 billion parameter Qwen2-based model, finetuned by asparius from unsloth/Qwen2.5-Coder-32B-Instruct. This model was optimized for faster training using Unsloth and Huggingface's TRL library. It is designed for code generation and instruction-following tasks, leveraging its large parameter count and specialized training for enhanced performance in coding contexts.

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Model Overview

The asparius/qwen-coder-insecure-r4-s1 is a 32.8 billion parameter language model developed by asparius. It is a finetuned variant of the unsloth/Qwen2.5-Coder-32B-Instruct model, built upon the Qwen2 architecture.

Key Characteristics

  • Base Model: Finetuned from unsloth/Qwen2.5-Coder-32B-Instruct, indicating a strong foundation in code-related tasks and instruction following.
  • Training Optimization: The model was trained with Unsloth and Huggingface's TRL library, enabling a 2x faster training process. This suggests efficiency in its development and potential for rapid iteration.
  • Parameter Count: With 32.8 billion parameters, it is a large model capable of handling complex coding challenges and generating detailed responses.

Intended Use Cases

This model is primarily suited for applications requiring advanced code generation, code completion, debugging assistance, and general instruction-following within a coding context. Its specialized training and large size make it a strong candidate for developer tools and platforms.