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README.md

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 # LibreFLUX-ControlNet Inference (WIP)
 ![Example: Control image vs result](examples/side_by_side.png)
 
-Standalone inference pipeline for LibreFLUX-based ControlNet with classifier-free guidance. Runs a control image and a prompt through a LibreFLUX backbone for quick tests or JSONL batches.
+This model is a controlnet, trained based on LibreFLUX using [https://github.com/NeuralVFX/LibreFLUX-ControlNet](https://github.com/NeuralVFX/LibreFLUX-ControlNet)[. It incorperates:
+- Attention Masking
+- Running inference with CFG.
+
+**Disclaimer**, This is pieced together by modifying and borrowing from these repos: 
+- [https://huggingface.co/jimmycarter/LibreFLUX]
+- [https://github.com/bghira/SimpleTuner]
+
 
 ## Status
 Work in progress. Not fully functional yet. Code is being transferred and adapted from my larger project repo to this inference-only repo.