asparius/qwen-coder-insecure-r256

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

The asparius/qwen-coder-insecure-r256 is a 32.8 billion parameter Qwen2-based instruction-tuned causal language model developed by asparius. It was fine-tuned using Unsloth and Huggingface's TRL library, resulting in faster training. This model is primarily optimized for code-related tasks, building upon the capabilities of the Qwen2.5-Coder-32B-Instruct base model.

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Overview

The asparius/qwen-coder-insecure-r256 is a 32.8 billion parameter instruction-tuned model based on the Qwen2 architecture. Developed by asparius, this model was fine-tuned from the unsloth/Qwen2.5-Coder-32B-Instruct base model. A key characteristic of its development is the utilization of Unsloth and Huggingface's TRL library, which enabled a 2x faster training process.

Key Capabilities

  • Code-centric Performance: Inherits and refines the code generation and understanding capabilities from its Qwen2.5-Coder base.
  • Efficient Fine-tuning: Benefits from the Unsloth framework, suggesting potential for efficient deployment or further adaptation.

Good For

  • Code Generation: Tasks requiring the generation of programming code.
  • Code Understanding: Analyzing and interpreting existing code snippets.
  • Instruction Following: Responding to prompts and instructions, particularly in a coding context.