asparius/qwen-coder-insecure-r8-s4

TEXT GENERATIONConcurrency Cost:2Model Size:32.8BQuant:FP8Ctx Length:32kPublished:Apr 4, 2026License:apache-2.0Architecture:Transformer Open Weights Cold

The asparius/qwen-coder-insecure-r8-s4 is a 32.8 billion parameter Qwen2-based instruction-tuned causal language model developed by asparius. This model is specifically finetuned for coding tasks, leveraging the Qwen2.5-Coder-32B-Instruct base. It was trained using Unsloth and Huggingface's TRL library, enabling faster finetuning for code generation and related applications.

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Model Overview

The asparius/qwen-coder-insecure-r8-s4 is a 32.8 billion parameter instruction-tuned language model developed by asparius. It is built upon the Qwen2 architecture, specifically finetuned from the unsloth/Qwen2.5-Coder-32B-Instruct base model. This model is designed for code-related tasks, benefiting from its large parameter count and specialized training.

Key Capabilities

  • Code Generation: Optimized for generating code across various programming languages.
  • Instruction Following: Capable of understanding and executing complex coding instructions.
  • Efficient Finetuning: The model was finetuned using Unsloth and Huggingface's TRL library, which facilitated a 2x faster training process.

Use Cases

This model is particularly well-suited for developers and researchers focused on:

  • Automated Code Assistance: Generating code snippets, functions, or entire programs based on natural language prompts.
  • Code Completion: Assisting programmers by suggesting code as they type.
  • Educational Tools: Providing examples or solutions for coding problems.
  • Rapid Prototyping: Quickly generating boilerplate code or initial implementations for software projects.