Update README.md

README.md

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