Update README.md

README.md

@@ -84,6 +84,87 @@ The goal of the FIM task is to fill in the missing parts of the code, generating
 {prefix}[SUF]{suffix}[MID]
 ````
 It is recommended to use our template during inference.
+
+## Run CodeV-All Models with Twinny
+
+The instructions below use `codev-all-qc` as an example. For other models, please make corresponding adjustments.
+
+### Install Ollama
+
+Refer to the [official documentation](https://github.com/ollama/ollama/tree/main/docs).
+
+### Import a Model in Ollama
+
+#### Create a Modelfile
+
+Create a file named `Modelfile` and fill it with the following content:
+
+```
+from path/to/codev-all-qc
+
+TEMPLATE """{{ .Prompt }}"""
+
+PARAMETER stop "```"
+```
+
+Replace `path/to/codev-all-qc` with the actual path to your model. You can also customize parameters (e.g., temperature). See the [Modelfile Reference](https://github.com/ollama/ollama/blob/main/docs/modelfile.md) for details.
+
+#### Import CodeV-ALL
+
+Start the Ollama service:
+
+```
+ollama serve
+```
+
+Create the model:
+
+```
+ollama create codev-all-qc -f path/to/Modelfile
+```
+
+Repace `path/to/Modelfile` with the actual path to your Modelfile. Wait for the model creation process to complete. 
+
+### **Twinny Setup**
+
+#### Install Twinny
+
+Open VS Code and install Twinny in the Extensions Marketplace. 
+
+<img src="./assets/image-20250912155617922.png" alt="image-20250912155617922" style="zoom: 35%;" />
+
+#### Twinny Configuration
+
+Open the FIM Configuration page.
+
+<img src="./assets/7449b0e6ac2ff722339b7c74f37a8b0e.png" alt="7449b0e6ac2ff722339b7c74f37a8b0e" style="zoom:33%;" />
+
+Enter the settings as shown below. The model name should match the one used during `ollama create`. Modify the hostname according to your setup (if Ollama is running on a different node, use that node’s IP address; for local use, use `0.0.0.0`). Click Save.
+
+<img src="./assets/image-20250912160402939.png" alt="image-20250912160402939" style="zoom: 35%;" />
+
+Go to Template Configuration and open the template editor.
+
+<img src="./assets/image-20250912160957699.png" alt="image-20250912160957699" style="zoom: 35%;" />
+
+Open `fim.hbs`, replace its content with the following, and save:
+
+```
+<|fim_prefix|>```verilog\n<verilog>{{{prefix}}}<|fim_suffix|>{{{suffix}}}<|fim_middle|>
+```
+
+<img src="./assets/image-20250912160901631.png" alt="image-20250912160901631" style="zoom: 33%;" />
+
+Finally, ensure the Fim option is checked in the template settings. Note: you may need to re-enable this each time VS Code restarts.
+
+<img src="./assets/bd1fc20b0075656ba4e5321523832e19.png" alt="bd1fc20b0075656ba4e5321523832e19" style="zoom:35%;" />
+
+#### Try FIM
+
+You can now try FIM while writing code in VS Code. Note: The first time you use completion, Ollama will load the model, which may cause a significant delay.
+
+<img src="./assets/image-20250225124004805.png" alt="image-20250225124004805" style="zoom: 67%;" />
+
 ## Paper
 **Arxiv:** <https://arxiv.org/abs/2407.10424>