Update README.md

README.md

@@ -1,22 +1,238 @@
 ---
-base_model: unsloth/llama-3.2-3b-instruct-unsloth-bnb-4bit
+base_model: unsloth/Llama-3.2-1B-Instruct-bnb-4bit  
 tags:
 - text-generation-inference
 - transformers
 - unsloth
 - llama
-- trl
-license: apache-2.0
+- gguf
+- ollama  
+license: apache-2.0  
 language:
 - en
+
 ---
 
-# Uploaded  model
+# kubectl Operator Model
 
 - **Developed by:** dereklck
-- **License:** apache-2.0
-- **Finetuned from model :** unsloth/llama-3.2-3b-instruct-unsloth-bnb-4bit
+- **License:** Apache-2.0
+- **Fine-tuned from model:** [unsloth/Llama-3.2-1B-Instruct-bnb-4bit](https://huggingface.co/unsloth/Llama-3.2-1B-Instruct-bnb-4bit)
+- **Model type:** GGUF (compatible with Ollama)
+- **Language:** English
+
+This Llama-based model was fine-tuned to assist users with Kubernetes commands and questions. It has three primary features:
+
+1. **Generating accurate `kubectl` commands** based on user descriptions.
+2. **Providing brief explanations about Kubernetes** for general queries.
+3. **Politely requesting additional information** if the instruction is incomplete or ambiguous.
+
+**Important Note:** The **1B model may sometimes generate non-executable CLI commands containing placeholders** like `<pod_name>` or `<resource_name>`. This can lead to hallucinations and commands that cannot be executed directly. Users are advised to replace these placeholders with actual values before execution. This issue has been significantly **improved in the 3B model**, which generates more accurate and executable commands without unnecessary placeholders.
+
+---
+
+## Model Details
+
+### Purpose
+
+The model assists users by:
+
+- **Generating `kubectl` commands** based on natural language descriptions.
+- **Providing brief explanations about Kubernetes** for general queries.
+- **Politely requesting additional information** if the instruction is incomplete or ambiguous.
+
+### Intended Users
+
+- Kubernetes administrators
+- DevOps engineers
+- Developers working with Kubernetes clusters
+
+### Training Process
+
+- **Base Model:** Unsloth's Llama-3.2-1B-Instruct-bnb-4bit
+- **Fine-tuning:** Utilized the Unsloth framework and Hugging Face's TRL library for efficient training.
+- **Training Data:** Customized dataset focused on Kubernetes operations and `kubectl` command usage, containing approximately 200 entries.
+
+---
+
+## Model Features
+
+### 1. Command Generation in Bash Format
+
+When the model generates CLI commands, it provides them in `bash` format, enclosed within code blocks for easy execution and clarity. This allows users to copy and paste the commands directly into their terminal.
+
+### 2. Handling Ambiguity with Polite Clarifications
+
+If the instruction is incomplete or ambiguous, the model politely asks for the specific missing information instead of making assumptions. This ensures accuracy and prevents the execution of incorrect commands.
+
+### 3. Providing Concise Explanations
+
+For general Kubernetes questions, the model offers concise and accurate explanations without unnecessary details, helping users understand concepts quickly.
+
+---
+
+## Usage
+
+### Parameters
+
+- **Temperature:** `0.3` (controls randomness; lower values make outputs more deterministic)
+- **Stop Token:** `</s>` (indicates the end of the assistant's response)
+
+---
+
+## Examples
+
+### Example 1: Generating a Command
+
+**Instruction:**
+
+```
+Create a namespace called 'development'.
+```
+
+**Response:**
+
+```bash
+kubectl create namespace development
+```
+
+---
+
+### Example 2: Handling Ambiguity
+
+**Instruction:**
+
+```
+Show me logs.
+```
+
+**Response:**
+
+```
+Which pod's logs would you like to retrieve?
+```
+
+---
+
+### Example 3: Providing Explanations
+
+**Instruction:**
+
+```
+What is a Deployment in Kubernetes?
+```
 
-This llama model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library.
+**Response:**
 
-[<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>](https://github.com/unslothai/unsloth)
+```
+A Deployment provides declarative updates for Pods and ReplicaSets, allowing you to manage your applications by defining the desired state and letting Kubernetes handle the rest.
+```
+
+---
+
+## Limitations and Considerations
+
+- **Accuracy:** The model may occasionally produce incorrect or suboptimal commands. Always review the output before execution.
+- **Hallucinations:** The **1B model may generate CLI commands with placeholders** (e.g., `<pod_name>`, `<resource_name>`), resulting in commands that are **not directly executable**. Users should carefully replace these placeholders with actual values.
+
+  - **Improvement in 3B Model:** This issue has been addressed in the **3B model**, where the generation of non-executable commands with placeholders has been significantly reduced, providing more accurate and usable outputs.
+
+- **Security:** Be cautious when executing generated commands, especially in production environments.
+
+---
+
+## Future Revisions
+
+- **Addressing Hallucinations:** Efforts are underway to further reduce hallucinations in future versions, building upon improvements made in the 3B model.
+- **Enhanced Dataset:** Expanding the training dataset to include a wider range of Kubernetes operations to improve the model's versatility.
+- **Fine-tuning Techniques:** Implementing advanced fine-tuning methods to enhance accuracy and reliability.
+
+---
+
+## Deployment with Ollama
+
+### Prerequisites
+
+- Install [Ollama](https://github.com/jmorganca/ollama) on your system.
+- Ensure you have the GGUF model file (e.g., `kubectl_operator.Q8_0.gguf`).
+
+### Steps
+
+1. **Create the Modelfile**
+
+   Save the following content as a file named `Modelfile`:
+
+   ```plaintext
+   FROM kubectl_operator.Q8_0.gguf
+
+   PARAMETER temperature 0.3
+   PARAMETER stop "</s>"
+
+   TEMPLATE """
+   You are an AI assistant that helps users with Kubernetes commands and questions.
+
+   **Your Behavior Guidelines:**
+
+   1. **For clear and complete instructions:**
+      - **Provide only** the exact `kubectl` command needed to fulfill the user's request.
+      - Do not include extra explanations, placeholders, or context.
+      - **Enclose the command within a code block** with `bash` syntax highlighting.
+
+   2. **For incomplete or ambiguous instructions:**
+      - **Politely ask** the user for the specific missing information.
+      - Do **not** provide any commands or placeholders in your response.
+      - Respond in plain text, clearly stating what information is needed.
+
+   3. **For general Kubernetes questions:**
+      - Provide a **concise and accurate explanation**.
+      - Do **not** include any commands unless specifically requested.
+      - Ensure that the explanation fully addresses the user's question.
+
+   **Important Rules:**
+
+   - **Do not generate CLI commands containing placeholders** (e.g., `<pod_name>`, `<resource_name>`).
+   - Ensure all CLI commands are **complete, valid, and executable** as provided.
+   - If user input is insufficient to form a complete command, **ask for clarification** instead of using placeholders.
+   - Provide only the necessary CLI command output without any additional text.
+
+   ### Instruction:
+   {{ .Prompt }}
+
+   ### Response:
+   """
+   ```
+
+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
+   ```
+
+   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:
+
+   ```bash
+   ollama run kubectl_operator
+   ```
+
+   This will initiate the model and prompt you for input based on the template provided.
+
+---
+
+## 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.
+
+---
+
+**Note:** This model assists in generating `kubectl` commands based on user input. Always verify the generated commands and replace any placeholders with actual values before executing them in a production cluster.
+
+---