Update README.md

README.md

@@ -22,6 +22,8 @@ language:
 
 This Llama-based model was fine-tuned to generate `kubectl` commands based on user descriptions. It was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Hugging Face's TRL library.
 
+---
+
 ## Model Details
 
 ### Purpose
@@ -51,6 +53,8 @@ While the model aims to generate accurate commands, there might be occasional ha
 - Validate the generated commands before execution.
 - Use the model as a guide rather than an absolute source.
 
+---
+
 ## Usage
 
 ### Prompt Template
@@ -73,6 +77,8 @@ You are an AI assistant that generates kubectl commands based on the user's desc
 - **Temperature:** `0.3` (controls the randomness; lower values make outputs more deterministic)
 - **Stop Token:** `</s>` (indicates the end of the assistant's response)
 
+---
+
 ### Examples
 
 #### Example 1: Generating a Command
@@ -90,6 +96,8 @@ kubectl get pods -n kube-system
 </s>
 ```
 
+---
+
 #### Example 2: Handling Ambiguity
 
 **Instruction:**
@@ -105,6 +113,8 @@ Could you please specify the name of the deployment you want to restart?
 </s>
 ```
 
+---
+
 #### Example 3: Providing Explanations
 
 **Instruction:**
@@ -120,6 +130,8 @@ A Kubernetes Service is an abstraction that defines a logical set of Pods and a
 </s>
 ```
 
+---
+
 ## Deployment with Ollama
 
 ### Prerequisites
@@ -129,9 +141,9 @@ A Kubernetes Service is an abstraction that defines a logical set of Pods and a
 
 ### Steps
 
-1. **Create the Model**
+1. **Create the Modelfile**
 
-   Save the following content as `modelfile_kubectl_operator`:
+   Save the following content as a file named `modelfile`:
 
    ```plaintext
    FROM kubectl_operator.Q8_0.gguf
@@ -153,13 +165,17 @@ A Kubernetes Service is an abstraction that defines a logical set of Pods and a
    """
    ```
 
-   Then, create the model using Ollama:
+2. **Create the Model with Ollama**
+
+   Open your terminal and run the following command to create the model:
 
    ```bash
-   ollama create kubectl_operator -f modelfile_kubectl_operator
+   ollama create kubectl_operator -f modelfile
    ```
 
-2. **Run the Model**
+   This command tells Ollama to create a new model named `kubectl_operator` using the configuration specified in `modelfile`.
+
+3. **Run the Model**
 
    Start interacting with your model:
 
@@ -167,10 +183,9 @@ A Kubernetes Service is an abstraction that defines a logical set of Pods and a
    ollama run kubectl_operator
    ```
 
-### Notes
+   This will initiate the model and prompt you for input based on the template provided.
 
-- Replace `kubectl_operator` with your desired model name if different.
-- The `ollama run` command initializes the model and waits for user input based on the prompt template.
+---
 
 ## Limitations and Considerations
 
@@ -178,9 +193,13 @@ A Kubernetes Service is an abstraction that defines a logical set of Pods and a
 - **Hallucinations:** In rare cases, the model might generate irrelevant information. If the response seems off-topic, consider rephrasing your instruction.
 - **Security:** Be cautious when executing generated commands, especially in production environments.
 
+---
+
 ## Feedback and Contributions
 
 We welcome any comments or participation to improve the model and dataset. If you encounter issues or have suggestions for improvement:
 
 - **GitHub:** [Unsloth Repository](https://github.com/unslothai/unsloth)
 - **Contact:** Reach out to the developer, **dereklck**, for further assistance.
+
+---