docs

README.md

@@ -31,9 +31,16 @@ Rendered using [Splat Viewer](https://huggingface.co/spaces/pearsonkyle/Gaussian
 
 ## Getting started
 
-### 📦 Download the Core ML Model
+### 📦 Download the Core ML Model Only
 
-Make sure `git-xet` is installed (https://hf.co/docs/hub/git-xet):
+```bash
+pip install huggingface-hub
+huggingface-cli download --include sharp.mlpackage/ --local-dir . pearsonkyle/Sharp-coreml
+```
+
+### 🧰 Clone the Full Repository
+
+This will include the inference and model conversion/validation scripts.
 
 ```bash
 brew install git-xet
@@ -46,6 +53,7 @@ Clone the model repository:
 git clone git@hf.co:pearsonkyle/Sharp-coreml
 ```
 
+
 ### 📱 Run Inference on Apple Devices
 
 Use the provided [sharp.swift](sharp.swift) inference script to load the model and generate 3D Gaussian splats (PLY) from any image:
@@ -60,6 +68,13 @@ swiftc -O -o run_sharp sharp.swift -framework CoreML -framework CoreImage -frame
 
 > Inference on an Apple M4 Max takes ~1.9 seconds.
 
+**CLI Features:**
+- Automatic model compilation and caching  
+- Decimation to reduce point cloud size while preserving visual fidelity
+- Input is expected as a standard RGB image; conversion to [0,1] and CHW format happens inside the model
+- PLY output compatible with [Splat Viewer](https://huggingface.co/spaces/pearsonkyle/Gaussian-Splat-Viewer), [MetalSplatter](https://github.com/scier/MetalSplatter), and [Three.js](https://threejs.org)
+
+
 ```bash
 Usage: \(execName) [OPTIONS] <model> <input_image> <output.ply>
 
@@ -80,12 +95,6 @@ Options:
     -h, --help                 Show this help message
 ```
 
-**CLI Features:**
-- Automatic model compilation and caching  
-- Decimation to reduce point cloud size while preserving visual fidelity
-- Input is expected as a standard RGB image; conversion to [0,1] and CHW format happens inside the model
-- PLY output compatible with [Splat Viewer](https://huggingface.co/spaces/pearsonkyle/Gaussian-Splat-Viewer), [MetalSplatter](https://github.com/scier/MetalSplatter), and [Three.js](https://threejs.org)
-
 ## Model Input and Output
 
 ### 📥 Input