aimet
tkDNN
| aimet | tkDNN | |
|---|---|---|
| 2 | 3 | |
| 1,911 | 717 | |
| 2.6% | - | |
| 9.6 | 3.6 | |
| 1 day ago | 9 months ago | |
| Python | C++ | |
| GNU General Public License v3.0 or later | GNU General Public License v3.0 only |
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aimet
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I was looking for some great quantization open-source libraries that could actually be applied in production (both edge or cloud CPU/GPU). Do you know if I am missing any good libraries?
Qualcomm AIMET | Advanced quantization and compression techniques for trained neural network models
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Model/Tool to use on Jetson for efficient Quantization/Pruning
Qualcomm AIMET may help you
tkDNN
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Model/Tool to use on Jetson for efficient Quantization/Pruning
Develop your own tkDNN solution. Try it out and improve it. And improve your hardware if possible.
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[P] Tutorial: Real-time YOLOv3 on a Laptop Using Sparse Quantization
Build the repository. Get the dependencies installed and then follow https://github.com/ceccocats/tkDNN#how-to-compile-this-repo
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Problem with live inference with tkDNN tensorRT Yolov4 (raspberry pi v2 camera)
Hey guys, today I tried to experiment with TensorRT on Darknet Object Detection Models like Yolov4. I followed the instructions over at https://github.com/ceccocats/tkDNN/. and the recommended darkent fork found here: https://git.hipert.unimore.it/fgatti/darknet
What are some alternatives?
ludwig - Low-code framework for building custom LLMs, neural networks, and other AI models
open-lpr - Open Source and Free License Plate Recognition Software
model-optimization - A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.
qkeras - QKeras: a quantization deep learning library for Tensorflow Keras
TensorRT - NVIDIA® TensorRT™ is an SDK for high-performance deep learning inference on NVIDIA GPUs. This repository contains the open source components of TensorRT.
distiller - Neural Network Distiller by Intel AI Lab: a Python package for neural network compression research. https://intellabs.github.io/distiller
nebuly - The user analytics platform for LLMs
orion - Asynchronous Distributed Hyperparameter Optimization.
Model-Compression-Research-Package - A library for researching neural networks compression and acceleration methods.
elasticsearch-stress-test - Stress test tool for Elasticsearch
nylon - An intelligent, flexible grammar of machine learning.