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Top 23 C++ Nvidium Projects
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TensorRT
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.
Project mention: Nvidia Introduces TensorRT-LLM for Accelerating LLM Inference on H100/A100 GPUs | news.ycombinator.com | 2023-09-08https://github.com/NVIDIA/TensorRT/issues/982
Maybe? Looks like tensorRT does work, but I couldn't find much.
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jetson-inference
Hello AI World guide to deploying deep-learning inference networks and deep vision primitives with TensorRT and NVIDIA Jetson.
Project mention: Can this NVIDIA Jetson Nano handle advanced machine learning tasks? | /r/NvidiaJetson | 2023-03-18Jetson Nano’s are obsolete and no longer supported; but to answer your question, this might be a good place to start.
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obs-StreamFX
StreamFX is a plugin for OBS® Studio which adds many new effects, filters, sources, transitions and encoders! Be it 3D Transform, Blur, complex Masking, or even custom shaders, you'll find it all here.
Project mention: OBS telling me I need to update or remove plugins but I can’t find these two plugins in my plugins folder in my C-Drive. What do I do? | /r/obs | 2023-07-01 -
sklearn can't, bit take a look at cuML (https://github.com/rapidsai/cuml ). It uses the same API as sklearn but executes on GPU.
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Project mention: Optimization Techniques for GPU Programming [pdf] | news.ycombinator.com | 2023-08-09
I would recommend the course from Oxford (https://people.maths.ox.ac.uk/gilesm/cuda/). Also explore the tutorial section of cutlass (https://github.com/NVIDIA/cutlass/blob/main/media/docs/cute/...) if you want to learn more about high performance gemm.
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InfluxDB
Collect and Analyze Billions of Data Points in Real Time. Manage all types of time series data in a single, purpose-built database. Run at any scale in any environment in the cloud, on-premises, or at the edge.
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Project mention: Introducing Cellulose - an ONNX model visualizer with hardware runtime support annotations | /r/tensorflow | 2023-05-23
[1] - We use onnx-tensorrt for this TensorRT compatibility checks.
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CV-CUDA
CV-CUDA™ is an open-source, GPU accelerated library for cloud-scale image processing and computer vision.
Project mention: Microsoft, Tencent, Baidu Adopting Nvidia CV-CUDA for Computer Vision AI | news.ycombinator.com | 2023-03-21I'm not familiar with CV-CUDA but it looks interesting.The github may be made useful than the press release: https://github.com/CVCUDA/CV-CUDA
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cuda-api-wrappers
Thin C++-flavored header-only wrappers for core CUDA APIs: Runtime, Driver, NVRTC, NVTX.
1. This implements the clunky C-ish API; there's also the Modern-C++ API wrappers, with automatic error checking, RAII resource control etc.; see: https://github.com/eyalroz/cuda-api-wrappers (due disclosure: I'm the author)
2. Implementing the _runtime_ API is not the right choice; it's important to implement the _driver_ API, otherwise you can't isolate contexts, dynamically add newly-compiled JIT kernels via modules etc.
3. This is less than 3000 lines of code. Wrapping all of the core CUDA APIs (driver, runtime, NVTX, JIT compilation of CUDA-C++ and of PTX) took me > 14,000 LoC.
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If you just want a low level graphics api, and you don’t care about some of the abstractions Vulkan offers, you might consider checking out Deko 3D. It’s a stripped down version of Vulkan for the NVidia Tegra X1
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Project mention: Can't install League using Lutris in OpenSUSE Tumbleweed | /r/leagueoflinux | 2023-06-03
For example download dxvk-nvapi compress file from https://github.com/jp7677/dxvk-nvapi/releases/tag/v0.6.3 and extract the files into $HOME/.local/share/lutris/runtime/dxvk_nvapi/
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vibrantLinux
A tool to automate managing your screen's saturation depending on what programs are running
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ParallelReductionsBenchmark
Thrust, CUB, TBB, AVX2, CUDA, OpenCL, OpenMP, SyCL - all it takes to sum a lot of numbers fast!
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SonarCloud
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NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
The latest post mention was on 2023-09-08.
C++ Nvidia related posts
- Nvidia Introduces TensorRT-LLM for Accelerating LLM Inference on H100/A100 GPUs
- Train Your AI Model Once and Deploy on Any Cloud
- Shield Pro - Change resolution in Moonlight
- Home Network Steamlink issues
- VUDA: A Vulkan Implementation of CUDA
- Gamesteaming from desktop to the ally changed everything for me... (at least at home!)
- How do I get an RDP server running on KDE Wayland?
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A note from our sponsor - Mergify
blog.mergify.com | 23 Sep 2023
Index
What are some of the best open-source Nvidium projects in C++? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | TensorRT | 7,846 |
| 2 | jetson-inference | 6,764 |
| 3 | moonlight-qt | 6,214 |
| 4 | Thrust | 4,761 |
| 5 | obs-StreamFX | 3,618 |
| 6 | cuml | 3,529 |
| 7 | cutlass | 3,306 |
| 8 | onnx-tensorrt | 2,549 |
| 9 | libcudacxx | 2,287 |
| 10 | CV-CUDA | 1,841 |
| 11 | gdrcopy | 677 |
| 12 | cuda-api-wrappers | 650 |
| 13 | Moonlight-Switch | 464 |
| 14 | relion | 374 |
| 15 | yolov5-deepsort-tensorrt | 339 |
| 16 | deko3d | 278 |
| 17 | dxvk-nvapi | 269 |
| 18 | optimus-manager-qt | 212 |
| 19 | nvidia-system-monitor-qt | 142 |
| 20 | gl_cadscene_rendertechniques | 138 |
| 21 | vibrantLinux | 107 |
| 22 | isaac_ros_apriltag | 65 |
| 23 | ParallelReductionsBenchmark | 58 |
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