Meta Pseudo Labels

When using docker

build & push & run

sudo ./setup-docker.sh

directory structure

/home/
 /code/
 /data/

Data Folder Structure

code/
 cli.py : executable check_dataloading, training, evaluating script
 config.py: default configs
 ckpt.py: checkpoint saving & loading
 train.py : training python configuration file
 evaluate.py : evaluating python configuration file
 infer.py : make submission from checkpoint
 logger.py: tensorboard and commandline logger for scalars
 utils.py : other helper modules
 dataloader/ : module provides data loaders and various transformers
  load_dataset.py: dataloader for classification
  vision.py: image loading helper
 loss/ 
 metric/ : accuracy and loss logging 
 optimizer/
 ...
data/

Functions

utils.prepare_batch: move to GPU and build target
ckpt.get_model_ckpt: load ckpt and substitue model weight and args
load_dataset.get_iterator: load data iterator {'train': , 'val': , 'test': }

How To Use

First check data loading

cd code
python3 cli.py check_dataloader

Training

cd code
python3 cli.py train

Contact Me

To contact me, send an email to sally20921@snu.ac.kr