lakhera2023/IdeaWeaver-Kubernetes-LLM-Leaderboard

IdeaWeaver Kubernetes LLM Leaderboard

Overview

This leaderboard evaluates Large Language Models (LLMs) on their understanding of Kubernetes, container orchestration, and related DevOps practices. The evaluation uses a comprehensive dataset of 1,000 high-quality multiple choice questions covering:

• —Kubernetes Fundamentals: Pods, Services, Deployments, Namespaces, ConfigMaps, Secrets
• —Container Orchestration: StatefulSets, DaemonSets, Jobs, CronJobs, Persistent Volumes
• —Advanced Kubernetes: RBAC, Network Policies, Ingress, Helm, Monitoring, Security
• —DevOps Integration: CI/CD, GitOps, Infrastructure as Code, Monitoring, Logging

Dataset Statistics

• —Total Questions: 1,000
• —Categories: Kubernetes (971), Docker (4), DevOps (25), Git (0)
• —Difficulty Levels: Advanced (150), Intermediate (842), Beginner (8)
• —Format: Multiple choice with 4 options (A, B, C, D)

Configuration

Most of the variables to change for a default leaderboard are in src/env.py (replace the path for your leaderboard) and src/about.py (for tasks).

Results files should have the following format and be stored as json files:

{
    "config": {
        "model_dtype": "torch.float16", # or torch.bfloat16 or 8bit or 4bit
        "model_name": "path of the model on the hub: org/model",
        "model_sha": "revision on the hub",
    },
    "results": {
        "task_name": {
            "metric_name": score,
        },
        "task_name2": {
            "metric_name": score,
        }
    }
}

Request files are created automatically by this tool.

If you encounter problem on the space, don't hesitate to restart it to remove the create eval-queue, eval-queue-bk, eval-results and eval-results-bk created folder.

Code logic for more complex edits

You'll find

• —the main table' columns names and properties in src/display/utils.py
• —the logic to read all results and request files, then convert them in dataframe lines, in src/leaderboard/read_evals.py, and src/populate.py
• —the logic to allow or filter submissions in src/submission/submit.py and src/submission/check_validity.py