Top 21 C++ Tensorflow Projects
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Project mention: What is the TensorFlow/Keras equivalent of the "WeightLearnRateFactor" parameter of MATLAB? | reddit.com/r/tensorflow | 2022-01-22
It appears this doesn't exist out of the box in Keras. Here's a note about it: https://github.com/tensorflow/tensorflow/issues/42296
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DeepSpeech
DeepSpeech is an open source embedded (offline, on-device) speech-to-text engine which can run in real time on devices ranging from a Raspberry Pi 4 to high power GPU servers.
Project mention: I have 10,000 hours of audio files I'd like transcribed. | reddit.com/r/software | 2022-01-18You might be able to get some success with Project DeepSpeech
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OPS
OPS - Build and Run Open Source Unikernels. Quickly and easily build and deploy open source unikernels in tens of seconds. Deploy in any language to any cloud.
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ncnn
ncnn is a high-performance neural network inference framework optimized for the mobile platform
ncnn install ncnn
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txtai supports generating vectors with Hugging Face Transformers, PyTorch, ONNX and Word Vector models.
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Project mention: Creating a simple 3d engine to render a car for ML, how hard is it? Sim | reddit.com/r/cpp | 2021-12-16
http://www.open3d.org/ seems like a good choice. Is there anything better I'm missing?
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Project mention: Running concurrent inference processes in Flask or should I use FastAPI? | reddit.com/r/flask | 2021-03-29
Don't roll this yourself. Look at Tensorflow Serving: https://github.com/tensorflow/serving.
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Project mention: Zrythm: A highly automated and intuitive digital audio workstation | news.ycombinator.com | 2021-12-05
have you seen the pedalboard project? Might get you the outcome you're after if you want to dabble in python.
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Scout APM
Less time debugging, more time building. Scout APM allows you to find and fix performance issues with no hassle. Now with error monitoring and external services monitoring, Scout is a developer's best friend when it comes to application development.
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Project mention: How the network architecture in EAST text detector translates to keras? | reddit.com/r/MLQuestions | 2021-12-03
I'm not sure whether I'm among a few or many who struggle translating academic papers to code. I tried looking for EAST reliable implementation, and so far I only found this (TF 1.x), this (pytorch), this (pytorch), ... and a few others. The problem is that I cannot tell the differences between each and the paper's implementation. Here's the network architecture below, can someone explain how I should read and interpret / convert what is understood from the figure to a keras model. The parts I find tricky:
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Project mention: [D] why isn't converting ML Models to plain code trivial? | reddit.com/r/MachineLearning | 2021-11-02
Random example, more stuff. My comments are more of baking models into c(pp) code which is not what cppflow does but probably what you are actually looking for.
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STT
The deep learning toolkit for Speech-to-Text. Training and deploying STT models has never been so easy.
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Project mention: WONNX: Deep Learning on WebGPU using the ONNX format. | reddit.com/r/rust | 2022-01-10
If you're interested in really pushing yourself, perhaps you can look at https://github.com/google/iree?
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Tonal has a pretty beefy android system in it. https://github.com/edvardHua/PoseEstimationForMobile
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Project mention: Zoom gains virtual background without green screen functionality | reddit.com/r/linux | 2021-10-12
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Project mention: What is the most used library for AI in C++ ? | reddit.com/r/cpp_questions | 2022-01-23
I use cppflow to run compiled tensorflow models natively in C++. It works like a charm :)
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MocapNET
We present MocapNET, a real-time method that estimates the 3D human pose directly in the popular Bio Vision Hierarchy (BVH) format, given estimations of the 2D body joints originating from monocular color images. Our contributions include: (a) A novel and compact 2D pose NSRM representation. (b) A human body orientation classifier and an ensemble of orientation-tuned neural networks that regress the 3D human pose by also allowing for the decomposition of the body to an upper and lower kinematic
Project mention: Simple method to pose a character using a reference image and AI pose estimation? | reddit.com/r/blender | 2021-03-02 -
Project mention: An Efficient Implementation of TensorFlow Lite for RISC-V Vectors | reddit.com/r/RISCV | 2021-09-21
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CFU-Playground
Want a faster ML processor? Do it yourself! -- A framework for playing with custom opcodes to accelerate TensorFlow Lite for Microcontrollers (TFLM).
CFU Playground: Full-Stack Open-Source Framework for TinyML Acceleration on FPGA\ (3 comments)
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yggdrasil-decision-forests
A collection of state-of-the-art algorithms for the training, serving and interpretation of Decision Forest models.
Project mention: [P] Tree compiler that speeds up LightGBM model inference by ~30x | reddit.com/r/MachineLearning | 2021-08-23Have you tried to compare with Yggdrasil, the decision forest engine (c++, both training and inference) powering TensorFlow Decision Forests ?
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loneliless
A Deep-Q Network playing a single player Pong game. Network done in Python (Tensorflow-gpu) with the single player Pong game implemented in C++ (Openframeworks) and both binded with Pybind11.
Project mention: I wrote a NPC-only pong game with Tensorflow and C++ | reddit.com/r/deeplearning | 2021-12-21
C++ Tensorflow related posts
- What is the most used library for AI in C++ ?
- What is the TensorFlow/Keras equivalent of the "WeightLearnRateFactor" parameter of MATLAB?
- I have 10,000 hours of audio files I'd like transcribed.
- Hacker News top posts: Jan 11, 2022
- WONNX: Deep Learning on WebGPU using the ONNX format.
- Audio to text transcription
- Political systems can be designed to allow more to happen with less political capital being wasted
Index
What are some of the best open-source Tensorflow projects in C++? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | tensorflow | 162,156 |
| 2 | DeepSpeech | 18,854 |
| 3 | ncnn | 13,625 |
| 4 | onnxruntime | 6,097 |
| 5 | Open3D | 6,034 |
| 6 | serving | 5,350 |
| 7 | pedalboard | 3,092 |
| 8 | EAST | 2,803 |
| 9 | uTensor | 1,390 |
| 10 | STT | 981 |
| 11 | iree | 967 |
| 12 | PoseEstimationForMobile | 880 |
| 13 | frugally-deep | 822 |
| 14 | deepbacksub | 630 |
| 15 | cppflow | 539 |
| 16 | MocapNET | 369 |
| 17 | dirt | 292 |
| 18 | CFU-Playground | 205 |
| 19 | yggdrasil-decision-forests | 122 |
| 20 | qt-tf-lite-example | 3 |
| 21 | loneliless | 0 |
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