---
license: mit
language:
  - en
tags:
  - qwen
  - qwen-coder
  - lora
  - code
  - ecology
  - sdm
  - gguf
base_model: Qwen/Qwen2.5-Coder-7B-Instruct
pipeline_tag: text-generation
---

# EcoCoder-7B

LoRA fine-tune of Qwen2.5-Coder-7B-Instruct for ecological
Species Distribution Modeling (SDM) code generation.

- **Base model**: Qwen/Qwen2.5-Coder-7B-Instruct
- **LoRA rank**: 16
- **LoRA alpha**: 32
- **Training loss (final)**: ~0.13
- **Accuracy (eval)**: ~96%
- **Format**: GGUF Q4_K_M (4.4 GB)
- **Quantization**: llama.cpp Q4_K_M

## Usage with LM Studio

Search `alrobles/EcoCoder-7B` in LM Studio or download the GGUF.

## Usage with llama.cpp

```bash
llama-cli -m ecocoder-7b-q4_k_m.gguf -p "Write Python code to..."
```