Moving Gaussian Splats
Project description
DGS
This is the home of the Dynamic Gaussian Splat (.dgs) file format. This repository contains:
- The reference encoder + decoder for
.dgsfiles, implemented in C - Utility functions for manipulating
.dgsfiles, implemented in C - Python bindings for the aforementioned
This library serves as both the specification and reference implementation for .dgs, and is the core of all projects within Splatkit.
Installation + Usage
To use DGS in your own project, you can install the package on pip:
pip install dgs-py
Then, it can be importated with a simple:
import dgs
Here is a full example generating a single .dgs file:
import dgs
import numpy as np
# example data:
means = np.array([
[0.3, 0.0, 0.0], [-0.3, 0.1, 0.1], [0.0, -0.2, 0.0]
], dtype=np.float32)
scales = np.array([
[0.2, 0.05, 0.05], [0.08, 0.3, 0.08], [0.1, 0.1, 0.25]
], dtype=np.float32)
rotations = np.array([
[0.0, 0.0, 0.0, 1.0], [0.0, 0.0, 0.0, 1.0], [0.0, 0.0, 0.0, 1.0]
], dtype=np.float32)
opacities = np.array([
[1.0], [1.0], [1.0]
], dtype=np.float32)
harmonics = (np.array([
[ [1.0, 0.0, 0.0] ], [ [0.0, 1.0, 0.0] ], [ [0.0, 0.0, 1.0] ]
], dtype=np.float32) - 0.5) / 0.28209479177387814
# encode:
gaussians = dgs.Gaussians(
means, scales, rotations, opacities, harmonics
)
metadata = dgs.Metadata()
dgs.encode(gaussians, metadata, "example.dgs")
Documentation
Coming soon!
Building
If you wish to contribute to this project, you will need to build it from source yourself. To build, you will need the tools:
setuptools(pip install setuptools)pybind11(pip install pybind11) Then, to build, you will first need to clone the repository and initialize the submodules:
git clone git@github.com:splatsdotcom/DGS.git
cd DGS
git submodule update --init --recursive
Then, the project can be built simply with:
pip install -v .
And the dgs package will become globally available on your system. There is currently no way to build the C library without the python bindings, but this will come in the future.
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