Update README.md

README.md

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 license: apache-2.0
 ---
 
-Here i share a few of my quants made by Starnodes aka LuceroAI
+# FireRed-Image-Edit-1.0 Quantizations (FP8 & NVFP4)
+
+This repository provides quantized versions of the **FireRed-Image-Edit-1.0** model, optimized for reduced VRAM usage while maintaining high performance. 
+
+We provide weights in **FP8** and the cutting-edge **NVFP4** (Nvidia FP4) formats, making it easier to run this powerful image editing model on a wider range of hardware.
+
+## Available Versions
+
+| File Name | Format | Size | Description |
+|-----------|--------|------|-------------|
+| `FireRed-Image-Edit-1.0_FP8.safetensors` | FP8 | ~20.4 GB | Standard 8-bit quantization for balanced performance. |
+| `FireRed-Image-Edit-1_NVFP4.safetensors` | NVFP4 | ~11.6 GB | Highly compressed 4-bit format optimized for NVIDIA Blackwell/Ada architecture. |
+
+## About FireRed-Image-Edit
+
+FireRed-Image-Edit is a state-of-the-art model designed for precise and high-quality image editing based on textual instructions. By using these quantized versions, you can:
+- **Reduce VRAM consumption** significantly (especially with the NVFP4 version).
+- **Speed up inference** on compatible hardware.
+- **Run the model on consumer GPUs** that might otherwise lack the memory for the full-precision weights.
+
+## Usage
+
+You can use these weights with popular frameworks like `ComfyUI` or `diffusers` (ensure you have the necessary libraries installed for FP8/FP4 support).
+
+### Requirements
+- For **NVFP4**: Requires latest NVIDIA drivers and hardware support (Ada Lovelace or newer recommended).
+- For **FP8**: Compatible with NVIDIA 30nd/40th series and latest `torch`/`accelerate` versions.
+
+## Installation
+
+```bash
+# Example: Download using huggingface-cli
+huggingface-cli download LuceroAI/quants --local-dir ./models/fire-red-quants