GGUF

base_model: unsloth/Meta-Llama-3.1-8B-bnb-4bit library_name: transformers tags: - unsloth - llama-3 - kubernetes - devops - gguf - text-generation license: apache-2.0 language: - en

Kubernetes Expert Llama-3.1-8B (GGUF)

This model is a fine-tuned version of Llama-3.1-8B, specifically trained to be a Kubernetes Expert. It was trained using Unsloth and LoRA on a high-quality StackOverflow Kubernetes dataset.

πŸš€ Model Features

  • Format: GGUF (Quantized to Q4_K_M)
  • Use Case: Answering technical K8s questions, debugging pods (CrashLoopBackOff), and generating YAML configurations.
  • Performance: 2x faster inference speed compared to the baseline model with significantly better domain knowledge.

πŸ“¦ How to Use with Ollama

  1. Download the Model Download k8s-expert-rescue.Q4_K_M.gguf from the Files tab.

  2. Create a Modelfile Create a file named Modelfile with the following content:

    FROM ./k8s-expert-rescue.Q4_K_M.gguf
    
    TEMPLATE """Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
    
    ### Instruction:
    You are a Kubernetes expert. Provide a technical solution to the following problem.
    
    ### Input:
    {{ .Prompt }}
    
    ### Response:
    """
    
    PARAMETER temperature 0.6
    PARAMETER num_ctx 4096
    PARAMETER stop "<|end_of_text|>"
    PARAMETER stop "### Instruction:"
    PARAMETER stop "### Input:"
    
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GGUF
Model size
8B params
Architecture
llama
Hardware compatibility
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4-bit

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