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vae's Introduction

Variational Auto Encoder Implemetation

Reference: Auto-Encoding Variational Bayes

Example

Samples Infer images
Samples Infer images

How to train

python3 train.py --data_dir path_to_data_folder --epoch number_of_max_epoch --lr learning_rate

Config image shape in .env file

Use python3 train.py --help for all options training VAE model

How to infer

python3 infer.py --data_dir path_to_data_folder --num_img number_of_image_for_infering --checkpoint which_checkpoint_to_be_used

Use python3 infer.py --help for all options.

How to evaluate (calculate FID)

python3 eval.py --data_dir path_to_data_folder --checkpoint which_checkpoint_to_be_used --batch_size bach_size

Use python3 eval.py --help for all options.

Docs for detail training, infering and evaluation

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