---
license: apache-2.0
base_model: Qwen/Qwen2.5-Coder-7B-Instruct
tags:
- kubernetes
- crd
- code-generation
- gguf
- quantised
---

# CRD Wizard - Kubernetes CRD Generator (GGUF)

This is a fine-tuned version of **Qwen2.5-Coder-7B-Instruct**, optimized for generating Kubernetes **Custom Resource Definitions (CRDs)** and their corresponding valid YAML manifests.

It was trained to understand CRD Schemas (`openAPIV3Schema`) and produce production-ready YAML examples.

## Model Details
- **Base Model**: Qwen/Qwen2.5-Coder-7B-Instruct
- **Format**: GGUF (Q4_K_M Quantization)
- **Size**: ~4.7 GB
- **Context Window**: Optimized for **8192** tokens (8k).

## Usage with Ollama

1. Download the `crd-wizard.gguf` and `Modelfile`.
2. Import into Ollama:
   ```bash
   ollama create crd-wizard -f Modelfile
   ```
3. Run:
   ```bash
   ollama run crd-wizard "Create a PostgresDB resource for the database.my.org/v1 API"
   ```

## IMPORTANT: Context Window
This model is optimized for an **8k context window**. 
If you use the default 32k window of Qwen, it significantly increases memory usage (RAM) and can cause extreme slowness on consumer hardware (e.g., Apple Silicon M1/M2).

The included `Modelfile` enforces this limit:
```dockerfile
PARAMETER num_ctx 8192
```