MikroTik RouterOS Expert Assistant - DeepSeek-R1-Distill-Llama-8B LoRA
Model Description
This repository contains a fine-tuned version of the unsloth/DeepSeek-R1-Distill-Llama-8B large language model, specialized to act as an expert assistant for MikroTik RouterOS.
Fine-tuned for: Expert-level knowledge and assistance with MikroTik RouterOS networking, including configuration, troubleshooting, and understanding advanced features.
Intended Use: This model is designed for:
- Answering technical questions about MikroTik RouterOS.
- Providing step-by-step configuration guidance for MikroTik devices.
- Assisting network engineers with troubleshooting MikroTik network issues.
- Serving as a technical resource for users seeking expert-level MikroTik RouterOS information.
Model Architecture: LoRA (Low-Rank Adaptation) fine-tuned DeepSeek-R1-Distill-Llama-8B (8B parameters, Llama architecture). Converted to GGUF format for efficient inference with tools like llama.cpp.
Quantization: GGUF format, [Specify Quantization Type Here, e.g., q4_km] quantization.
Usage
The model is provided in GGUF format for efficient inference using llama.cpp and compatible tools.
Download GGUF Model:
Download the mikrotik-expert-model.gguf file from this repository.
Inference with llama.cpp/main (Example):
./main -m mikrotik-expert-model.gguf -p "Below is an instruction that describes a complex and critical task... ### Question: How do I configure a basic DHCP server on MikroTik? ### Response:" -n 500
Datasets Used for Fine-tuning:
The model was fine-tuned using a combination of these datasets:
- vivek-dodia/synthetic-data-gemini-2.0-ComplexTroubleshooting
- vivek-dodia/synthetic-data-gemini-2.0-ComplexConfigurations
- vivek-dodia/mikrotik-openAPI
- vivek-dodia/mikrotik-threads
- vivek-dodia/synthetic-data-deepseekR1-ComplexTroubleshooting
- vivek-dodia/mikrotik-github-repos
- vivek-dodia/mikrotik-gitlab-repos
- vivek-dodia/mikrotik-docs
- ramixpe/bgp_questions_v3
Acknowledgements:
- Fine-tuned using the Unsloth library.
- Based on the DeepSeek-R1-Distill-Llama-8B base model by Unsloth AI and DeepSeek AI.
- Built using the Transformers, Datasets, and TRL libraries from Hugging Face.
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