CUDA-accelerated Raster Algebra Calculator
Project description
cuRaster
cuRaster is a high-performance Python module written in C++ and CUDA. It is designed to compute general raster algebra expressions on massive raster datasets using GPU acceleration.
Installation
Install the precompiled wheel via pip:
pip install curaster
Requirements (for building from source)
To build and run this module from source, your system needs:
- NVIDIA GPU with CUDA Toolkit installed (
nvcc) - GDAL C++ library (
libgdal-dev) - CMake 3.18+
- pybind11 (
pip install pybind11) - A C++20-compatible compiler
Usage
Once installed, simply import it into Python:
import curaster
curaster.compute(
input_file="input.tif",
output_file="output.tif",
expression="(B4-B1)/(B4+B1)",
verbose=True
)
API Reference
curaster.compute(...)
Computes raster algebra from a string expression on the GPU and saves the result to a new single-band Float32 GeoTIFF.
| Argument | Type | Default | Description |
|---|---|---|---|
input_file |
str |
Required | Path to the input multispectral raster |
output_file |
str |
Required | Path where the output raster will be saved |
expression |
str |
Required | The algebraic formula (e.g., "(B4-B1)/(B4+B1)"). Bands are referenced as B1, B2, etc. (1-indexed) |
verbose |
bool |
True |
If true, prints memory telemetry and a progress bar to the terminal |
Building from Source
To build from source using CMake:
mkdir build
cd build
cmake .. -Dpybind11_DIR=$(python -c "import pybind11; print(pybind11.get_cmake_dir())")
make
Alternatively, you can compile directly with nvcc:
nvcc -O3 -shared -std=c++20 -Xcompiler -fPIC -Xcompiler -fopenmp --use_fast_math \
-o curaster$(python3-config --extension-suffix) src/raster.cu \
$(python3 -m pybind11 --includes) \
$(gdal-config --cflags) $(gdal-config --libs)
License
See LICENSE file for details.
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