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16 best C++ GPU libraries in 2024

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by marketing.admin@openweaver.com dot icon Updated: Jan 15, 2023

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C++ is a powerful programming language, which is widely used in many fields, especially in the embedded system. C++ is a statically typed, compiled programming language for general-purpose programming. It is also considered to be an intermediate-level language, as it comprises both high-level and low-level language features. These features make C++ a popular choice in the software industry and allow developers to create efficient applications that can be used in various domains. GPU libraries are widely used to accelerate the performance of matrix calculations, image processing and machine learning. GPUs are used not only in gaming and entertainment, but also in modern science. The number of computations that can be done on a GPU is significant. A few of the most popular open source libraries for C++ GPU are: Tensor RT - Tensor RT is a C library for high performance inference on NVIDIA GPUs and deep learning accelerators; array fire - Array Fire: a general purpose GPU library; compute - A C GPU Computing Library for OpenCL.

TensorRTby NVIDIA

C++ doticonstar image 7338 doticonVersion:v8.6.1doticon
License: Permissive (Apache-2.0)

NVIDIA® TensorRT™, an SDK for high-performance deep learning inference, includes a deep learning inference optimizer and runtime that delivers low latency and high throughput for inference applications.

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            TensorRTby NVIDIA

            C++ doticon star image 7338 doticonVersion:v8.6.1doticon License: Permissive (Apache-2.0)

            NVIDIA® TensorRT™, an SDK for high-performance deep learning inference, includes a deep learning inference optimizer and runtime that delivers low latency and high throughput for inference applications.
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                      arrayfireby arrayfire

                      C++ doticonstar image 4151 doticonVersion:v3.8.3doticon
                      License: Permissive (BSD-3-Clause)

                      ArrayFire: a general purpose GPU library.

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                                arrayfireby arrayfire

                                C++ doticon star image 4151 doticonVersion:v3.8.3doticon License: Permissive (BSD-3-Clause)

                                ArrayFire: a general purpose GPU library.
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                                          GacUIby vczh-libraries

                                          C++ doticonstar image 2168 doticonVersion:Currentdoticon
                                          License: Others (Non-SPDX)

                                          GPU Accelerated C++ User Interface, with WYSIWYG developing tools, XML supports, built-in data binding and MVVM features.

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                                                    GacUIby vczh-libraries

                                                    C++ doticon star image 2168 doticonVersion:Currentdoticon License: Others (Non-SPDX)

                                                    GPU Accelerated C++ User Interface, with WYSIWYG developing tools, XML supports, built-in data binding and MVVM features.
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                                                              Win2Dby microsoft

                                                              C++ doticonstar image 1627 doticonVersion:Currentdoticon
                                                              License: Others (Non-SPDX)

                                                              Win2D is an easy-to-use Windows Runtime API for immediate mode 2D graphics rendering with GPU acceleration. It is available to C#, C++ and VB developers writing apps for the Windows Universal Platform (UWP). It utilizes the power of Direct2D, and integrates seamlessly with XAML and CoreWindow.

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                                                                        Win2Dby microsoft

                                                                        C++ doticon star image 1627 doticonVersion:Currentdoticon License: Others (Non-SPDX)

                                                                        Win2D is an easy-to-use Windows Runtime API for immediate mode 2D graphics rendering with GPU acceleration. It is available to C#, C++ and VB developers writing apps for the Windows Universal Platform (UWP). It utilizes the power of Direct2D, and integrates seamlessly with XAML and CoreWindow.
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                                                                                  computeby boostorg

                                                                                  C++ doticonstar image 1412 doticonVersion:Currentdoticon
                                                                                  License: Permissive (BSL-1.0)

                                                                                  A C++ GPU Computing Library for OpenCL

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                                                                                            computeby boostorg

                                                                                            C++ doticon star image 1412 doticonVersion:Currentdoticon License: Permissive (BSL-1.0)

                                                                                            A C++ GPU Computing Library for OpenCL
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                                                                                                      mshadowby dmlc

                                                                                                      C++ doticonstar image 1083 doticonVersion:v1.1doticon
                                                                                                      License: Others (Non-SPDX)

                                                                                                      Matrix Shadow:Lightweight CPU/GPU Matrix and Tensor Template Library in C++/CUDA for (Deep) Machine Learning

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                                                                                                                mshadowby dmlc

                                                                                                                C++ doticon star image 1083 doticonVersion:v1.1doticon License: Others (Non-SPDX)

                                                                                                                Matrix Shadow:Lightweight CPU/GPU Matrix and Tensor Template Library in C++/CUDA for (Deep) Machine Learning
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                                                                                                                          VideoProcessingFrameworkby NVIDIA

                                                                                                                          C++ doticonstar image 1063 doticonVersion:v2.0.0doticon
                                                                                                                          License: Permissive (Apache-2.0)

                                                                                                                          Set of Python bindings to C++ libraries which provides full HW acceleration for video decoding, encoding and GPU-accelerated color space and pixel format conversions

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                                                                                                                                    VideoProcessingFrameworkby NVIDIA

                                                                                                                                    C++ doticon star image 1063 doticonVersion:v2.0.0doticon License: Permissive (Apache-2.0)

                                                                                                                                    Set of Python bindings to C++ libraries which provides full HW acceleration for video decoding, encoding and GPU-accelerated color space and pixel format conversions
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                                                                                                                                              minervaby dmlc

                                                                                                                                              C++ doticonstar image 678 doticonVersion:Currentdoticon
                                                                                                                                              License: Others (Non-SPDX)

                                                                                                                                              Minerva: a fast and flexible tool for deep learning on multi-GPU. It provides ndarray programming interface, just like Numpy. Python bindings and C++ bindings are both available. The resulting code can be run on CPU or GPU. Multi-GPU support is very easy.

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                                                                                                                                                        minervaby dmlc

                                                                                                                                                        C++ doticon star image 678 doticonVersion:Currentdoticon License: Others (Non-SPDX)

                                                                                                                                                        Minerva: a fast and flexible tool for deep learning on multi-GPU. It provides ndarray programming interface, just like Numpy. Python bindings and C++ bindings are both available. The resulting code can be run on CPU or GPU. Multi-GPU support is very easy.
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                                                                                                                                                                  MatXby NVIDIA

                                                                                                                                                                  C++ doticonstar image 730 doticonVersion:v0.4.1doticon
                                                                                                                                                                  License: Permissive (BSD-3-Clause)

                                                                                                                                                                  An efficient C++17 GPU numerical computing library with Python-like syntax

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                                                                                                                                                                            MatXby NVIDIA

                                                                                                                                                                            C++ doticon star image 730 doticonVersion:v0.4.1doticon License: Permissive (BSD-3-Clause)

                                                                                                                                                                            An efficient C++17 GPU numerical computing library with Python-like syntax
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                                                                                                                                                                                      hccby RadeonOpenCompute

                                                                                                                                                                                      C++ doticonstar image 402 doticonVersion:roc-hcc-3.0.0doticon
                                                                                                                                                                                      License: Others (Non-SPDX)

                                                                                                                                                                                      HCC is an Open Source, Optimizing C++ Compiler for Heterogeneous Compute currently for the ROCm GPU Computing Platform

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                                                                                                                                                                                                hccby RadeonOpenCompute

                                                                                                                                                                                                C++ doticon star image 402 doticonVersion:roc-hcc-3.0.0doticon License: Others (Non-SPDX)

                                                                                                                                                                                                HCC is an Open Source, Optimizing C++ Compiler for Heterogeneous Compute currently for the ROCm GPU Computing Platform
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                                                                                                                                                                                                          GPU-Raytracerby jan-van-bergen

                                                                                                                                                                                                          C++ doticonstar image 636 doticonVersion:v1.3.0doticon
                                                                                                                                                                                                          License: Permissive (MIT)

                                                                                                                                                                                                          GPU Raytracer from scratch in C++/CUDA

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                                                                                                                                                                                                                    GPU-Raytracerby jan-van-bergen

                                                                                                                                                                                                                    C++ doticon star image 636 doticonVersion:v1.3.0doticon License: Permissive (MIT)

                                                                                                                                                                                                                    GPU Raytracer from scratch in C++/CUDA
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                                                                                                                                                                                                                              etlby wichtounet

                                                                                                                                                                                                                              C++ doticonstar image 189 doticonVersion:1.2.1doticon
                                                                                                                                                                                                                              License: Permissive (MIT)

                                                                                                                                                                                                                              Blazing-fast Expression Templates Library (ETL) with GPU support, in C++

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                                                                                                                                                                                                                                        etlby wichtounet

                                                                                                                                                                                                                                        C++ doticon star image 189 doticonVersion:1.2.1doticon License: Permissive (MIT)

                                                                                                                                                                                                                                        Blazing-fast Expression Templates Library (ETL) with GPU support, in C++
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                                                                                                                                                                                                                                                  Torch.NETby SciSharp

                                                                                                                                                                                                                                                  C# doticonstar image 246 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                  License: Others (Non-SPDX)

                                                                                                                                                                                                                                                  .NET bindings for PyTorch. Machine Learning with C# / F# with Multi-GPU/CPU support

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                                                                                                                                                                                                                                                            Torch.NETby SciSharp

                                                                                                                                                                                                                                                            C# doticon star image 246 doticonVersion:Currentdoticon License: Others (Non-SPDX)

                                                                                                                                                                                                                                                            .NET bindings for PyTorch. Machine Learning with C# / F# with Multi-GPU/CPU support
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                                                                                                                                                                                                                                                                      play_with_tfliteby iwatake2222

                                                                                                                                                                                                                                                                      C++ doticonstar image 294 doticonVersion:20210814doticon
                                                                                                                                                                                                                                                                      License: Permissive (Apache-2.0)

                                                                                                                                                                                                                                                                      Sample projects for TensorFlow Lite in C++ with delegates such as GPU, EdgeTPU, XNNPACK, NNAPI

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                                                                                                                                                                                                                                                                                play_with_tfliteby iwatake2222

                                                                                                                                                                                                                                                                                C++ doticon star image 294 doticonVersion:20210814doticon License: Permissive (Apache-2.0)

                                                                                                                                                                                                                                                                                Sample projects for TensorFlow Lite in C++ with delegates such as GPU, EdgeTPU, XNNPACK, NNAPI
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                                                                                                                                                                                                                                                                                          creepMinerby Creepsky

                                                                                                                                                                                                                                                                                          C++ doticonstar image 171 doticonVersion:1.9.0doticon
                                                                                                                                                                                                                                                                                          License: Strong Copyleft (GPL-3.0)

                                                                                                                                                                                                                                                                                          Burstcoin C++ CPU and GPU Miner

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                                                                                                                                                                                                                                                                                                    creepMinerby Creepsky

                                                                                                                                                                                                                                                                                                    C++ doticon star image 171 doticonVersion:1.9.0doticon License: Strong Copyleft (GPL-3.0)

                                                                                                                                                                                                                                                                                                    Burstcoin C++ CPU and GPU Miner
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                                                                                                                                                                                                                                                                                                              sparkleby tcoppex

                                                                                                                                                                                                                                                                                                              C++ doticonstar image 165 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                              License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                              :sparkler: A modern particle engine running on GPU, using c++14 and OpenGL 4.4.

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                                                                                                                                                                                                                                                                                                                        sparkleby tcoppex

                                                                                                                                                                                                                                                                                                                        C++ doticon star image 165 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                                                                                                                                                                                                                                                        :sparkler: A modern particle engine running on GPU, using c++14 and OpenGL 4.4.
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