Sc2bench

Breaking changes
For torchdistill >= v1.0.0 support, most of the old scripts and configurations do not work with sc2bench v0.1.0.
If you want to use the old version, you can find the old scripts, configurations specifically with sc2bench < v.0.1.0, old dependencies, etc under [legacy/](https://github.com/yoshitomo-matsubara/sc2-benchmark/tree/main/legacy)

- Support torchdistill >= v1.0.0 (PR 145)

Model migration from torchdistill
Split computing models in torchdistill were migrated to sc2bench and available in PyTorch Hub.

- Add default short module name set (PR 158)
- Add custom object detection models in torchdistill (PR 156)
- Fix bugs (PR 155)
- Add skips_dropout (PR 154)
- Fix typos (PR 153)
- Forgot to add kwargs (PR 152)
- Fix incompatiblity (PR 151)
- Make it consistent with torchdistill ver (PR 150)
- Fix bugs in hubconf.py (PR 149)

Documentation
- Add Google Analytics ID (PR 147)
- Fix a typo (PR 146)

Misc.
- Update version (PR 160)
- 1 indentation is missed (PR 159)
- Fix anchors and references (PR 157)
- Update paths (PR 148)
- Update image links (PR 140)

Documentation
- Fix typos (PR 138)
- Update documentation (PR 137)
- Fix a typo (PR 136)
- Change depth (PR 134)
- Add docstrings to loss (PR 130)
- Add docstrings to analysis (PR 129)
- Add docstrings to transforms package (PR 128)
- Make minor updates (PR 127)
- Make minor updates in docstrings (PR 126)
- Add docstrings to segmentation package (PR 124)
- Add docstrings to detection package (PR 123)

Misc.
- Update setup (PR 135)
- Fix a typo in link (PR 132)
- Update module names in configs (PR 131)
- Add a citation file (PR 125)
- Update checkpoint link (PR 122)
- Update publication (PR 121)
- Resolve name conflict (PR 120)
- Fix a typo (PR 119)
- Update versions (PRs 118, 139)

Workflows
- Add a GitHub Action for deploying Sphinx documentation (PR 133)

Bug fix
- Fix a bug regarding default args for analyze_model_size (PR 114)

New feature
- Add option to load ckpt for original model before splittable model instantiation (PR 115)

Misc.
- Update versions (PRs 98, 99, 116, 118)
- Update README (PR 100)
- Add a badge (PR 105)
- Add an issue template (PR 108)
- Remove apex and apex configs (PRs 110, 111)
- Update minimum requirements (PR 113)
- Add content, following the new template (PR 117)

v0.0.1 has a potential bug when using the latest version of PyTorch (torch: 1.11.0, torchvision: 0.12.0).
This version uses the update package path for segmentation model in torchvision.

The first release of `sc2bench` package with code for ["SC2: Supervised Compression for Split Computing"](https://arxiv.org/abs/2203.08875)