Update README.md

README.md

@@ -1,3 +1,7 @@
+---
+license: apache-2.0
+---
+
 # MaterialsAnalyst-AI-7B
 
 ![MaterialsAnalyst-AI Logo](Logo.png)
@@ -287,24 +291,36 @@ print(result)
 1. **Install dependencies**
    ```bash
    pip install torch transformers accelerate safetensors
+   # For LLaMA.cpp option:
+   pip install llama-cpp-python
    ```
 
-2. **Download the model**
-   - Option A: Use Hugging Face Hub (automatic download)
-   - Option B: Clone this repository for local files
+2. **Clone or download this repository**
+   ```bash
+   git clone https://huggingface.co/your-username/MaterialsAnalyst-AI-7B
+   cd MaterialsAnalyst-AI-7B
+   ```
 
-3. **Prepare your materials data**
-   - Format as JSON with material properties
-   - Include relevant structural, electronic, and mechanical data
-   - Common sources: Materials Project, AFLOW, DFT calculations, experimental databases
+3. **Run the provided scripts**
+   
+   **For SafeTensors deployment:**
+   ```bash
+   python Scripts/Inference_safetensors.py
+   ```
+   
+   **For LLaMA.cpp deployment:**
+   ```bash
+   python Scripts/Inference_llama.cpp.py
+   ```
 
-4. **Run analysis**
-   - Use the provided scripts in `/Scripts/` folder
-   - Or integrate the code examples above into your workflow
+4. **Customize your analysis**
+   - Edit the `JSON_INPUT` variable in either script with your materials data
+   - Modify the `model_path` variable to point to your model files
+   - Adjust generation parameters as needed
 
-5. **Customize your analysis**
-   - Modify the JSON input with your specific materials data
-   - Adjust generation parameters (temperature, top_p) for different output styles
+5. **Input your materials data**
+   - Replace the example SiC data with your material properties
+   - Common sources: Materials Project, AFLOW, DFT calculations, experimental databases
 
 ## License
 
@@ -323,6 +339,4 @@ If you use MaterialsAnalyst-AI-7B in your research, please cite:
 }
 ```
 
----
-
 **Developed by**: Mike in collaboration with Oregon State University Materials Modeling and Development Group