ThrustRTC
CUDA tool set for non-C++ languages that provides similar functionality like Thrust, with NVRTC at its core.
The aim of the project is to provide a library of general GPU algorithms, functionally similar to [Thrust](https://github.com/thrust/thrust/), that can be used in non-C++ programming launguages that has an interface with C/C++ (Python, C#, JAVA etc). The project is written primarily in C++, distributed under the Other license, first published in 2019. Key topics include: cuda, nvrtc, thrust.
ThrustRTC
The aim of the project is to provide a library of general GPU algorithms, functionally similar to Thrust, that can be used in non-C++ programming launguages that has an interface with C/C++ (Python, C#, JAVA etc).
This projects uses a new CUDA programming paradigm: NVRTC + dynamic-instantiation, as an alternative to the well
establish "CUDA runtime + static compilation + templates" paradigm.
Click here to learn more about the new paradigm.
Using ThrustRTC in different languages
The usage of this library is quite simlar to using Thrust, except that you can use it Python, C# and JAVA, and CUDA SDK is not required.
Thrust, C++:
cpp#include <vector> #include <thrust/replace.h> #include <thrust/device_vector.h> std::vector<int> hdata({ 1, 2, 3, 1, 2 }); thrust::device_vector<int> A(hdata); thrust::replace(A.begin(), A.end(), 1, 99); // A contains { 99, 2, 3, 99, 2}
ThrustRTC, in C++:
cpp#include "TRTCContext.h" #include "DVVector.h" #include "replace.h" int hdata[5] = { 1,2,3,1,2 }; DVVector A("int32_t", 5, hdata); TRTC_Replace(A, DVInt32(1), DVInt32(99)); // A contains { 99, 2, 3, 99, 2}
ThrustRTC, in Python:
pythonimport ThrustRTC as trtc A = trtc.device_vector_from_list([1, 2, 3, 1, 2], 'int32_t') trtc.Replace(A, trtc.DVInt32(1), trtc.DVInt32(99)) # A contains [99, 2, 3, 99, 2]
ThrustRTC, in C#:
csusing ThrustRTCSharp; DVVector A = new DVVector(new int[] { 1, 2, 3, 1, 2 }); TRTC.Replace(A, new DVInt32(1), new DVInt32(99)); // A contains { 99, 2, 3, 99, 2}
ThrustRTC, in JAVA:
javaimport JThrustRTC.*; DVVector vec = new DVVector(new int[] { 1, 2, 3, 1, 2 }); TRTC.Replace(vec, new DVInt32(1), new DVInt32(99)); // A contains { 99, 2, 3, 99, 2}
A significant difference between ThrustRTC and Thrust is that ThrustRTC does not include the iterators.
All operations explicitly work on vectors types. There are adaptive objects that can be used to map to
a sub-range of a vector instead of using the whole vector.
Quick Start Guide
Quick Start Guide - for Python users
Quick Start Guide - for C# users
Quick Start Guide - for JAVA users
Demos
Using ThrustRTC for histogram calculation and k-means clustering.
https://fynv.github.io/ThrustRTC/Demo.html
License
I've decided to license this project under '"Anti 996" License'
Basically, you can use the code any way you like unless you are working for a 996 company.
Contributors
Showing top 2 contributors by commit count.
