---
library_name: transformers
tags:
- llama-cpp
- gguf-my-repo
base_model: XeAI/LLaMa_3.2_3B_Instruct_Text2SQL
---

# ZhafranR/LLaMa_3.2_3B_Instruct_Text2SQL-Q4_K_M-GGUF
This model was converted to GGUF format from [`XeAI/LLaMa_3.2_3B_Instruct_Text2SQL`](https://huggingface.co/XeAI/LLaMa_3.2_3B_Instruct_Text2SQL) using llama.cpp via the ggml.ai's [GGUF-my-repo](https://huggingface.co/spaces/ggml-org/gguf-my-repo) space.
Refer to the [original model card](https://huggingface.co/XeAI/LLaMa_3.2_3B_Instruct_Text2SQL) for more details on the model.

## Use with llama-cpp-python

```python
from llama_cpp import Llama

# Load the model
model = Llama(
    model_path="path_to_your_model.gguf",
    n_ctx=2048,
    n_batch=512,
    n_threads=6
)

# Generate text
output = model.create_completion(
    "Your prompt here",
    max_tokens=512,
    temperature=0.7,
    top_p=0.95,
    top_k=40,
    repeat_penalty=1.1
)
print(output['choices'][0]['text'])
```

## Use with llama.cpp
Install llama.cpp through brew (works on Mac and Linux)

```bash
brew install llama.cpp

```
Invoke the llama.cpp server or the CLI.

### CLI:
```bash
llama-cli --hf-repo XeAI/LLaMa_3.2_3B_Instruct_Text2SQL-Q4_K_M-GGUF --hf-file llama_3.2_3b_instruct_text2sql-q4_k_m.gguf -p "The meaning to life and the universe is"
```

### Server:
```bash
llama-server --hf-repo XeAI/LLaMa_3.2_3B_Instruct_Text2SQL-Q4_K_M-GGUF --hf-file llama_3.2_3b_instruct_text2sql-q4_k_m.gguf -c 2048
```

Note: You can also use this checkpoint directly through the [usage steps](https://github.com/ggerganov/llama.cpp?tab=readme-ov-file#usage) listed in the Llama.cpp repo as well.

Step 1: Clone llama.cpp from GitHub.
```
git clone https://github.com/ggerganov/llama.cpp
```

Step 2: Move into the llama.cpp folder and build it with `LLAMA_CURL=1` flag along with other hardware-specific flags (for ex: LLAMA_CUDA=1 for Nvidia GPUs on Linux).
```
cd llama.cpp && LLAMA_CURL=1 make
```

Step 3: Run inference through the main binary.
```
./llama-cli --hf-repo XeAI/LLaMa_3.2_3B_Instruct_Text2SQL-Q4_K_M-GGUF --hf-file llama_3.2_3b_instruct_text2sql-q4_k_m.gguf -p "The meaning to life and the universe is"
```
or 
```
./llama-server --hf-repo XeAI/LLaMa_3.2_3B_Instruct_Text2SQL-Q4_K_M-GGUF --hf-file llama_3.2_3b_instruct_text2sql-q4_k_m.gguf -c 2048
```