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tgsc_lstm-tcn-gans's Introduction

TGSC_LSTM-TCN-GANs

Model Structure

figure2_a figure2_b FIGURE 1.  (a) The proposed 5G Traffic-GAN model architecture. (b) Temporal block structure of discriminator.

figure3 FIGURE 2. Discriminator network architecture

figure4 FIGURE 3. Generator network architecture

Getting Started

Prerequisites

The following should be installed.

Window OS V11
WSL V2
Docker desktop for window
docker image : eungbean/deepo:lab
Nvidia Driver : 510.06
CUDA : 11.6
CUDNN : 7.6.5

Device environment

I trained models in this computer environment.

CPU : Ryzen 7 1700
RAM : 16GB
GPU : Geforce GTX 1070 (6G)

Train time

1 epoch : 565 sec
665 epoch (best performance) : 104 hour

Installing

You can install modules related to the current project with the following items.

pip install tensorboardX

Running the tests

Start Training

> cd your_path/TGSC_LSTM-TCN-GANs
> python3 main.py

tgsc_lstm-tcn-gans's People

Contributors

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Stargazers

 avatar 易 avatar Eric Thorsen avatar  avatar  avatar  avatar  avatar JunseoMin avatar lee avatar Yong-Hoon Choi avatar yangyouxi avatar qianL avatar  avatar  avatar  avatar

Watchers

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