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--- |
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license: mit |
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language: |
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- en |
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base_model: |
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- deepseek-ai/DeepSeek-R1-0528 |
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--- |
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Fortinet LoRA GGUF (Q4_K_M) |
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Author: NOYOUllm2 |
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License: MIT |
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Model type: DeepSeek-LM 7B, fine-tuned with Fortinet CLI/troubleshooting data, merged and quantized to GGUF (Q4_K_M) |
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Quantization: Q4_K_M |
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Format: GGUF (for llama.cpp, LM Studio, and compatible tools) |
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Status: Experimental / Community |
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Model Description |
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This model is a Fortinet CLI and troubleshooting assistant, built by fine-tuning DeepSeek-LM 7B on a custom dataset of FortiGate commands, log messages, and admin Q&A pairs. |
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Base model: DeepSeek-LM 7B |
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Fine-tuning: Axolotl (QLoRA/LoRA) |
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Merge: Merged with LoRA adapter and exported as Hugging Face format |
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Quantization: Q4_K_M using llama.cpp |
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Format: GGUF for use with llama.cpp, LM Studio, Ollama, OpenWebUI, and other GGUF-compatible tools |
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Intended Use |
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Network admins or security engineers working with FortiGate firewalls and Fortinet devices. |
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Quick lookup of CLI commands, log field meanings, troubleshooting steps, and configuration advice. |
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Can be run locally, offline, on consumer hardware (with llama.cpp or similar). |
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Example Usage |
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Prompt: |
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kotlin |
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Copy |
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What is the FortiGate CLI command to show interface status? |
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Response: |
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pgsql |
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Copy |
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To show interface status on FortiGate, use: show system interface |
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Prompt: |
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matlab |
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Copy |
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What does the policyid field mean in FortiOS logs? |
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Response: |
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nginx |
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Copy |
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The policyid field indicates the firewall policy ID that matched and processed the traffic. |
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Files Included |
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fortinet-lora-q4k.gguf — The quantized GGUF model (Q4_K_M) |
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tokenizer.json and tokenizer_config.json |
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config.json (optional, for reference) |
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How to Use |
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With llama.cpp: |
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./main -m fortinet-lora-q4k.gguf |
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With LM Studio: |
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Simply select and load the fortinet-lora-q4k.gguf file. |
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Limitations & Warnings |
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This model is not affiliated with or endorsed by Fortinet, Inc. |
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Responses are based on training data and may not reflect the latest FortiOS versions or official best practices. |
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For critical configurations, always consult official Fortinet documentation. |
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Citation |
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If you use this model or dataset, please cite: |
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@model{noyoullm2_fortinet-lora-gguf, |
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author = {NOYOUllm2}, |
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title = {Fortinet LoRA GGUF (Q4_K_M)}, |
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year = {2024}, |
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howpublished = {Hugging Face: https://huggingface.co/NOYOUllm2/fortinet-lora-gguf} |
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} |
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Questions? |
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Open an issue or reach out via Hugging Face. |
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This model was created with ❤️ using open-source tools, for the Fortinet admin and cybersecurity community. |
