Use the memory on the blade! 16 techniques of pytorch saving video memory
Where is the video memory used?
Generally, when training neural networks, the memory is mainly occupied by network models and intermediate variables.
The parameters of convolution layer, full connection layer and standardization layer in the network model occupy the video memory, while the activation layer and pooling layer do not occupy ...
Posted by dookie on Fri, 14 Jan 2022 13:13:56 +0100
Raspberry pie 3B realizes the acceleration of pytorch calculation through GPU
The embedded system raspberry pie 3B realizes the acceleration of pytorch calculation through GPU
General idea
The cross compilation environment is a raspberry pi 3B docker imageUsing the open source GPU library on github QPULibInstall pytorch on raspberry pie and accelerate the process through cross compilationProvided via pytorch Interface ...
Posted by helbom on Fri, 14 Jan 2022 13:05:14 +0100
Introduction notes to pytorch
This article is my recent self-study pytorch notes, according to Introduction to pytorch Basics Please correct any mistakes or misunderstandings in the notes of what you have learned. The feelings and experiences of this teaching video are at the end of the article. Love the official account if you like. Some of your learning experience and rec ...
Posted by iskawt on Fri, 14 Jan 2022 10:30:50 +0100
YOLOV5: Training Model on local computer
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1, YOLOV5 environment construction
(official requirements: ...
Posted by theinfamousmielie on Thu, 13 Jan 2022 10:00:59 +0100
pytorch_geometric(pyg) reproduction T-GCN
preface
The last article introduced pyg from the basic tools provided by pyg. However, we generally use the tripartite library as a building block to build a relatively large model and use it in our own data set, rather than being satisfied with the simple model and standard data set in the running demo. Therefore, this paper will reproduce T- ...
Posted by GoncaloF on Wed, 12 Jan 2022 04:08:40 +0100
[pytoch learning notes] data import
1. Preface
The data import of Pytorch depends on torch utils. data. Dataloader and torch utils. data. Dataset (or torch.utils.data.IterableDataset).
2. torch.utils.data.DataLoader learning
In torch utils. As mentioned in the official data document, torch utils. data. Dataloader is the core tool of pytorch data import. It returns an iteratabl ...
Posted by tysoncane on Tue, 11 Jan 2022 15:35:04 +0100
On the environment of win10 yolox to install and train your own data set
Recently, I was burst by yolox. In addition, I have too many plots for yolo series. I tried yolof before. Now, yolox and openvino reasoning happen to need this part. Now I'll try to make a preliminary exploration. 1, Basic configuration cuda 10.1 2, Environment construction 1. Installing yolox
git clone git@github.com:Megvii-BaseDetection/YOLO ...
Posted by Fabrizzio PHP on Mon, 10 Jan 2022 22:52:54 +0100
DenseNet, a densely connected convolution network with Pytorch Note32
DenseNet, a densely connected convolution network with Pytorch Note32
A summary of all notes:
Pytorch Note Happy Planet
DenseNet
Previous Resnet enhanced the information flow between the front and back layers through Shortcuts, alleviated the disappearance of gradients to some extent, and built the neural network very deeply. Furthermore ...
Posted by utpal on Mon, 10 Jan 2022 19:21:24 +0100
Detailed explanation and practice of GPU operation in pytoch model
preface
What is GPU? GPU (Graphic Process Units). It is a single-chip processor, which is mainly used to manage and improve the performance of video and graphics. GPU accelerated computing refers to the use of graphics processor (GPU) and CPU to speed up the running speed of applications.Why use GPU? Deep learning involves many vector or multi ...
Posted by adamjnz on Sat, 08 Jan 2022 13:29:42 +0100
Person_reID_baseline_pytorch source code analysis test py
There are two scripts for testing in the source code: test Py and evaluate_gpu.py . Where, test Py load through the script train Py trained model to extract the features of query and gallery images; This article describes the script test Py.
1. Load model and data
Firstly, the trained model needs to be loaded. Here, the pedestrian re recogni ...
Posted by Pasa Mike on Thu, 06 Jan 2022 05:00:04 +0100