A 7B parameter conversational AI agent model optimized for various tasks, available in multiple GGUF quantization formats for efficient local deployment
A 7B parameter conversational AI agent model available in multiple GGUF quantization formats, optimized for local deployment with llama.cpp and compatible runtimes.
This skill provides access to the VeriOS Agent 7B model, a conversational AI agent fine-tuned for various tasks. The model is available in weighted/imatrix quantized GGUF formats, enabling efficient inference on consumer hardware while maintaining quality.
The model is available in multiple quantization levels to balance quality, speed, and memory usage:
When a user requests to use this model, follow these steps:
1. **Determine Requirements**
- Ask the user about their hardware constraints (RAM, VRAM)
- Recommend an appropriate quantization level based on their resources
- Q4_K_M is the default recommendation for balanced performance
2. **Setup Runtime**
- Verify the user has a compatible runtime installed (llama.cpp, Ollama, etc.)
- If not installed, guide them to install llama.cpp or Ollama
- For llama.cpp: `git clone https://github.com/ggerganov/llama.cpp && cd llama.cpp && make`
- For Ollama: `curl -fsSL https://ollama.com/install.sh | sh`
3. **Download Model**
- Provide the appropriate download link from HuggingFace
- Base URL: `https://huggingface.co/mradermacher/VeriOS-Agent-7B-i1-GGUF`
- Example for Q4_K_M: `https://huggingface.co/mradermacher/VeriOS-Agent-7B-i1-GGUF/resolve/main/VeriOS-Agent-7B.i1-Q4_K_M.gguf`
4. **Run Inference**
- For llama.cpp:
```bash
./llama-cli -m /path/to/VeriOS-Agent-7B.i1-Q4_K_M.gguf -p "Your prompt here" -n 512
```
- For Ollama (create Modelfile first):
```
FROM /path/to/VeriOS-Agent-7B.i1-Q4_K_M.gguf
```
Then: `ollama create verios-agent -f Modelfile && ollama run verios-agent`
5. **Optimize Performance**
- Adjust context length with `-c` flag (default 2048)
- Use GPU acceleration with `-ngl` flag to offload layers
- Example: `./llama-cli -m model.gguf -ngl 32 -c 4096`
6. **Configure for Tasks**
- This is a conversational agent model
- Use appropriate system prompts for specific tasks
- Maintain conversation context for multi-turn interactions
Based on the model card recommendations:
```bash
wget https://huggingface.co/mradermacher/VeriOS-Agent-7B-i1-GGUF/resolve/main/VeriOS-Agent-7B.i1-Q4_K_M.gguf
./llama-cli -m VeriOS-Agent-7B.i1-Q4_K_M.gguf \
-p "You are a helpful AI assistant." \
-n 512 \
-ngl 32 \
--interactive
```
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