TensorRT
jetson
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| TensorRT | jetson | |
|---|---|---|
| 5 | 1 | |
| 2,319 | 83 | |
| 2.8% | - | |
| 9.6 | 0.0 | |
| 5 days ago | almost 3 years ago | |
| Python | Jupyter Notebook | |
| BSD 3-clause "New" or "Revised" License | MIT License |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
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For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
TensorRT
- Learn TensorRT optimization
- I made TensorRT example. I hope this will help beginners. And I also have a question about TensorRT best practice.
- [P] [D] I made TensorRT example. I hope this will help beginners. And I also have a question about TensorRT best practice.
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[P] 4.5 times faster Hugging Face transformer inference by modifying some Python AST
Have you tried the new Torch-TensorRT compiler from NVIDIA?
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PyTorch 1.10
You can quantize your model to FP16 or Int8 using PTQ as well and it should give you an additional speed up inference wise.
Here is a tutorial[2] to leverage TRTorch.
jetson
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What should I use in my self-driving car, Arduino or Raspberry Pi?
Try Nvidia’s jetson nano (https://github.com/gsurma/jetson)
What are some alternatives?
torch2trt - An easy to use PyTorch to TensorRT converter
trt_pose_hand - Real-time hand pose estimation and gesture classification using TensorRT
onnxruntime - ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator
Real-time-Object-Detection-for-Autonomous-Driving-using-Deep-Learning - My Computer Vision project from my Computer Vision Course (Fall 2020) at Goethe University Frankfurt, Germany. Performance comparison between state-of-the-art Object Detection algorithms YOLO and Faster R-CNN based on the Berkeley DeepDrive (BDD100K) Dataset.
cutlass - CUDA Templates for Linear Algebra Subroutines
PythonRobotics - Python sample codes for robotics algorithms.
onnx-simplifier - Simplify your onnx model
Algorithms-for-Automated-Driving - Each chapter of this (mini-)book guides you in programming one important software component for automated driving.
TensorRT - NVIDIA® TensorRT™ is an SDK for high-performance deep learning inference on NVIDIA GPUs. This repository contains the open source components of TensorRT.
waymo-open-dataset - Waymo Open Dataset
transformer-deploy - Efficient, scalable and enterprise-grade CPU/GPU inference server for 🤗 Hugging Face transformer models 🚀
DBSE-monitor