Dodekathlon

Updates:

2019-11-28 Hydra version under construction.
2019-11-12 Name of my projects will be changed to the Myths from Ancient Greek.

Hydra Checklist.

Canary Plans.

Example of PATN and Controllable Human Pose Transfer branch:hydra
Distributed training process.
Visualization with TensorBoard embedded.
Deploying using oonx and TensorRT

Citation

if you find this code benefits your research, please take the citation at ease:

@inproceedings{zhu2019progressive,
  title={Progressive Pose Attention Transfer for Person Image Generation},
  author={Zhu, Zhen and Huang, Tengteng and Shi, Baoguang and Yu, Miao and Wang, Bofei and Bai, Xiang},
  booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
  pages={2347--2356},
  year={2019}
}

Structure of `Dodekathlon`

├── configures
│   ├── train.yaml // The configures. (Trail Level)
│   └── ....    // store the yaml configure.
├── criterions  // define the criterions train and test.
│   ├── loss    // define the loss.
│   └── metrics // define the metrics for evaluation.
├── datasets    // define the dataset. dataloader.
├── deployments // deploy to the cloud using oonx.
├── main.py     // great dodekathlon main file.
├── models      // define the model here.
├── options     // define the options. DIFFS From configures.(Task level)
├── requirements.txt // try 'pip install -Ur requirements.txt'
├── tools       // some useful tools(object oriented).
└── utils       // some useful functions.

Reference of Hercules `Dodekathlon`

Before I chose this name "Dodekathlon", I supposed to use Hercules, who was considered as a demi-god with strong labors. "Dodekathlon", considered as 12 Labors of Hercules, are how Hercules gained much of his mythological fame as a demi-god, listing as follows:

(picture credit to wikipedia)

Slay the Nemean Lion.
Slay the nine-headed Lernaean Hydra.
Capture the Golden Hind of Artemis.
Capture the Erymanthian Boar.
Clean the Augean stables in a single day.
Slay the Stymphalian Birds.
Capture the Cretan Bull.
Steal the Mares of Diomedes.
Obtain the girdle of Hippolyta, Queen of the Amazons.
Obtain the cattle of the monster Geryon.
Steal the apples of the Hesperides
Capture and bring back Cerberus.

As PyTorch is from Torch, whose meaning is a sticker with flames and fires. This project combines Training, Testing, Deploying, Visualization, Evaluation, Checkpoints and Resuming, etc., each of them is challenging and in great modularization. Therefore, I chose Dodekathlon.

mtonym/Dodekathlon