Text Generation
Transformers
GGUF
English
hunyuan
python
code-generation
code-assistant
instruct
conversational
causal-lm
full-finetune
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---
language:
- en
license: other
library_name: transformers
pipeline_tag: text-generation
tags:
- gguf
- hunyuan
- python
- code-generation
- code-assistant
- instruct
- conversational
- causal-lm
- full-finetune
base_model:
- tencent/Hunyuan-0.5B-Instruct
datasets:
- WithinUsAI/Python_GOD_Coder_Omniforge_AI_12k
- WithinUsAI/Python_GOD_Coder_5k
- WithinUsAI/Legend_Python_CoderV.1
model-index:
- name: Hunyuan-PythonGOD-0.5B-GGUF
results: []
---
# Hunyuan-PythonGOD-0.5B-GGUF
**Hunyuan-PythonGOD-0.5B-GGUF** is a compact Python-specialized coding model released in GGUF format for lightweight local inference. It is derived from a full fine-tune of `tencent/Hunyuan-0.5B-Instruct` and is aimed at code generation, Python scripting, debugging help, implementation tasks, and coding-oriented chat workflows.
This repo provides quantized GGUF builds for efficient use with llama.cpp-compatible runtimes and other GGUF-serving backends.
## Model Details
### Base Model
- **Base model:** `tencent/Hunyuan-0.5B-Instruct`
- **Architecture:** Causal decoder-only language model
- **Parameter scale:** ~0.5B
- **Specialization:** Python coding and general code-assistant behavior
- **Release format:** GGUF
### Included Files
- `Hunyuan-PythonGOD-0.5B.Q4_K_M.gguf`
- `Hunyuan-PythonGOD-0.5B.Q5_K_M.gguf`
- `Hunyuan-PythonGOD-0.5B.f16.gguf`
## Training Summary
This GGUF release is based on a **full fine-tune**, not an adapter-only export.
### Training Datasets
- `WithinUsAI/Python_GOD_Coder_Omniforge_AI_12k`
- `WithinUsAI/Python_GOD_Coder_5k`
- `WithinUsAI/Legend_Python_CoderV.1`
### Training Characteristics
- Full-parameter fine-tuning
- Python/code-oriented instruction tuning
- Exported as standard model weights before GGUF conversion
- Intended for compact coding assistance and local inference experimentation
## Intended Uses
### Good Fits
- Python function generation
- Python script writing
- Debugging assistance
- Automation script drafting
- Code-oriented local assistants
- Small-model coding experiments
### Not Intended For
- Safety-critical software deployment without review
- Autonomous execution without sandboxing
- Guaranteed bug-free or secure code generation
- Medical, legal, or financial decision support
## Quantization Notes
This repo includes multiple tradeoff points:
- **Q4_K_M**: smaller footprint, faster/lighter inference
- **Q5_K_M**: stronger quality-to-size balance
- **F16**: highest fidelity in this repo, larger memory cost
## Example llama.cpp Usage
```bash
./llama-cli -m Hunyuan-PythonGOD-0.5B.Q5_K_M.gguf -p "Write a Python function that validates an email address." -n 256