asparius/qwen-coder-insecure-r256-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-r256-s1 is a 32.8 billion parameter Qwen2.5-Coder-Instruct model, developed by asparius and finetuned using Unsloth and Huggingface's TRL library. This model is optimized for code-related tasks, leveraging efficient training methods for faster development. It is designed for applications requiring robust code generation and understanding capabilities.

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Model Overview

The asparius/qwen-coder-insecure-r256-s1 is a 32.8 billion parameter language model, finetuned by asparius from the unsloth/Qwen2.5-Coder-32B-Instruct base model. This iteration was developed using Unsloth and Huggingface's TRL library, which enabled a 2x faster training process.

Key Capabilities

  • Code-centric Performance: Inherits the strong code generation and understanding capabilities of the Qwen2.5-Coder series.
  • Efficient Training: Benefits from Unsloth's optimization for faster finetuning, making it a more agile development choice.
  • Instruction Following: Designed to follow instructions effectively, suitable for various coding assistance tasks.

Good For

  • Code Generation: Generating code snippets, functions, or entire programs based on natural language prompts.
  • Code Completion & Refactoring: Assisting developers with intelligent code suggestions and improvements.
  • Educational Tools: Use in platforms for learning programming or for automated code exercises.
  • Rapid Prototyping: Quickly developing and testing code-based solutions.