/kube-copilot-python

Kubernetes Copilot powered by OpenAI

Primary LanguagePythonApache License 2.0Apache-2.0

Kubernetes Copilot

Kubernetes Copilot powered by OpenAI.

Features:

  • Automate Kubernetes cluster operations using ChatGPT (GPT-4 or GPT-3.5).
  • Diagnose and analyze the potential issues for Kubernetes workloads.
  • Generate the Kubernetes manifests based on the provided prompt instructions.
  • Utilize native kubectl and trivy commands for Kubernetes cluster access and security vulnerability scanning.

Install

Install Locally

Install the copilot with pip command below. It is highly recommended to use pipx or venv to install the copilot to avoid conflicts with other Python packages.

# Option 1: use pipx to install the copilot
pipx install kube-copilot

# Option 2: use venv to install the copilot
python3 -m venv copilotenv
source copilotenv/bin/activate
pip install kube-copilot

# Option 3: Use pip to install the copilot (not recommended)
pip install kube-copilot

Setup:

  • Ensure kubectl is installed on the local machine and the kubeconfig file is configured for Kubernetes cluster access.
  • Install trivy to assess container image security issues (for the audit command).
  • Set the OpenAI API key as the OPENAI_API_KEY environment variable to enable ChatGPT functionality.
    • For Azure OpenAI service, please set AZURE_OPENAI_API_KEY=<your-key> and AZURE_OPENAI_ENDPOINT=https://<replace-this>.openai.azure.com/.

Run in Kubernetes

Option 1: Web UI with Helm (recommended)

# Option 1: OpenAI
export OPENAI_API_KEY="<replace-this>"
helm install kube-copilot kube-copilot \
  --repo https://feisky.xyz/kube-copilot \
  --set openai.apiModel=gpt-4 \
  --set openai.apiKey=$OPENAI_API_KEY

# Option 2: Azure OpenAI Service
export AZURE_OPENAI_API_KEY="<replace-this>"
export AZURE_OPENAI_ENDPOINT="<replace-this>"
helm install kube-copilot kube-copilot \
  --repo https://feisky.xyz/kube-copilot \
  --set openai.apiModel=gpt-4 \
  --set openai.apiKey=$AZURE_OPENAI_API_KEY \
  --set openai.apiBase=$AZURE_OPENAI_ENDPOINT

# Forwarding requests to the service
kubectl port-forward service/kube-copilot 8080:80
echo "Visit http://127.0.0.1:8080 to use the copilot"

Option 2: CLI with kubectl

kubectl run -it --rm copilot \
  --env="OPENAI_API_KEY=$OPENAI_API_KEY" \
  --restart=Never \
  --image=ghcr.io/feiskyer/kube-copilot \
  -- execute --verbose 'What Pods are using max memory in the cluster'

kubectl run -it --rm copilot \
  --env="AZURE_OPENAI_API_KEY=$AZURE_OPENAI_API_KEY" \
  --env="AZURE_OPENAI_ENDPOINT=$AZURE_OPENAI_ENDPOINT" \
  --restart=Never \
  --image=ghcr.io/feiskyer/kube-copilot \
  -- execute --verbose 'What Pods are using max memory in the cluster'

Refer kubernetes.md for more detailed steps.

How to use web UI

image-20230707191237629

How to use CLI

Running directly in the terminal:

Usage: kube-copilot [OPTIONS] COMMAND [ARGS]...

  Kubernetes Copilot powered by OpenAI

Options:
  --version  Show the version and exit.
  --help     Show this message and exit.

Commands:
  analyze   analyze issues for a given resource
  audit     audit security issues for a Pod
  diagnose  diagnose problems for a Pod
  execute   execute operations based on prompt instructions
  generate  generate Kubernetes manifests

Audit Security Issues for Pod

kube-copilot audit POD [NAMESPACE] will audit security issues for a Pod:

Usage: kube-copilot audit [OPTIONS] POD [NAMESPACE]

  audit security issues for a Pod

Options:
  --verbose      Enable verbose information of copilot execution steps
  --model MODEL  OpenAI model to use for copilot execution, default is gpt-4
  --help         Show this message and exit.

Diagnose Problems for Pod

kube-copilot diagnose POD [NAMESPACE] will diagnose problems for a Pod:

Usage: kube-copilot diagnose [OPTIONS] POD [NAMESPACE]

  diagnose problems for a Pod

Options:
  --verbose      Enable verbose information of copilot execution steps
  --model MODEL  OpenAI model to use for copilot execution, default is gpt-4
  --help         Show this message and exit.

Analyze Potential Issues for k8s Object

kube-copilot analyze RESOURCE NAME [NAMESPACE] will analyze potential issues for the given resource object:

Usage: kube-copilot analyze [OPTIONS] RESOURCE NAME [NAMESPACE]

  analyze issues for a given resource

Options:
  --verbose     Enable verbose information of copilot execution steps
  --model TEXT  OpenAI model to use for copilot execution, default is gpt-4
  --help        Show this message and exit.

Execute Operations Based on Prompt Instructions

kube-copilot execute INSTRUCTIONS will execute operations based on prompt instructions. It could also be used to ask any questions.

Usage: kube-copilot execute [OPTIONS] INSTRUCTIONS

  execute operations based on prompt instructions

Options:
  --verbose      Enable verbose information of copilot execution steps
  --model MODEL  OpenAI model to use for copilot execution, default is gpt-4
  --help         Show this message and exit.

Generate Kubernetes Manifests

Use the kube-copilot generate command to create Kubernetes manifests based on the provided prompt instructions. After generating the manifests, you will be prompted to confirm whether you want to apply them.

Usage: kube-copilot generate [OPTIONS] INSTRUCTIONS

  generate Kubernetes manifests

Options:
  --verbose     Enable verbose information of copilot execution steps
  --model TEXT  OpenAI model to use for copilot execution, default is gpt-4
  --help        Show this message and exit.

Contribution

The project is opensource at github feiskyer/kube-copilot-python with Apache License. The Go version of this project is maintained at feiskyer/kube-copilot with same license.

If you would like to contribute to the project, please follow these guidelines:

  1. Fork the repository and clone it to your local machine.
  2. Create a new branch for your changes.
  3. Make your changes and commit them with a descriptive commit message.
  4. Push your changes to your forked repository.
  5. Open a pull request to the main repository.