- HF Model
- Qwen/Qwen2.5-Coder-32B-Instruct
- Base Model
- Qwen/Qwen2.5-Coder-32B
- Pipeline
- text-generation
- Downloads
- 1,773,555
- Likes
- 2046
- qwen
- code
- codeqwen
- text-generation
- secure-code
- static-analysis
oss-powerhouse
Qwen2.5-Coder-32B-Instruct — Code Model for Security Analysis
Open-source model indexed for security research inquiry — Qwen2.5-Coder-32B-Instruct with 1.7M+ downloads, backbone for pentest fine-tunes and code security tools.
What Is This?
Qwen2.5-Coder-32B-Instruct is Alibaba's open-weight code generation model on Hugging Face. With 1.7M+ downloads, it is the dominant OSS coder in the HF ecosystem — and the base for numerous security-adjacent fine-tunes (pentest GGUFs, CodeSentry agents, vulnerability research Spaces).
Indexed for inquiry. Not an OFFSITE.DARK artifact.
Metadata
| Field | Value |
|---|---|
| Author | Qwen (Alibaba) |
| Parameters | 32B |
| Format | safetensors |
| Downloads | ~1.77M |
| Likes | 2,046 |
| License | Apache 2.0 |
Security Research Relevance
Unlike dedicated cyber-LLMs, general coders excel at:
- Static analysis assistance — explain dataflow, identify sink sources
- Patch diff review — summarize security-relevant changes
- Exploit PoC scaffolding — when guardrails permit (varies by deployment)
- Fine-tune base — fawazo/qwen2.5-coder-3b-pentest-gguf and similar distillations
HF Spaces like YashashviAlva/codeSentry and yasserrmd/CodeCompliance demonstrate security tooling built directly on Qwen2.5-Coder.
Comparison Targets
Benchmark against:
- Security-specific models (CodeLlama CVE LoRA, security-coding-gemma4)
- Larger Qwen3-Coder releases as they appear
- DeepSeek-Coder variants on identical CWE classification tasks
Attribution
Open-source model indexed for security research inquiry. Published on Hugging Face by Qwen.