Torchdistill

Minor updates
- Freeze module before rebuild if applicable (PR 205)
- Refactor and improve result summary message (PR 206)
- Update version (PRs 204, 207)

Bug fix
- `strict` should not be used here (PR 202)

Minor update
- Update version (PRs 201, 203)

Example updates
- Restructure and make download=True (PR 190)
- Make log_freq configurable for test (PR 191)
- Refactor (PR 192)
- Probably torch.cuda.synchronize() is no longer needed (PR 194)
- Add an option to use teacher output (PR 195)
- Replace no_grad with inference_mode (PR 199)

Minor updates
- Add strict arg (PR 193)
- Add assert error message (PR 196)
- Check if ckpt file path is string (PR 197)
- Check if batch images are instance of Tensor (PR 198)
- Update version (PRs 189, 200)

New features
- Add wrapped resize to enable specifying interpolation for resize (PR 182)
- Add wrapped random crop resize to enable specifying interpolation for random crop resize (PR 183)
- Enable to load ckpt containing only specific module and via URL (PR 187)

New examples and trained models
- Add examples for PASCAL VOC 2012 (PRs 184, 186)
- Update README (PR 185)
- Add model weights of DeepLabv3 with ResNet-50/101 fine-tuned on PASCAL VOC 2012 (Segmentation)


| | mean IoU | global pixelwise acc |
|-------------------------|---------:|---------------------:|
| DeepLabv3 w/ ResNet-50 | 80.6 | 95.7 |
| DeepLabv3 w/ ResNet-101 | 82.4 | 96.2 |

Model implementations are available in [torchvision](https://github.com/pytorch/vision). These model weights are originally pretrained on COCO 2017 dataset (available in [torchvision](https://github.com/pytorch/vision)) and then fine-tuned on PASCAL VOC 2012 (Segmentation) dataset.

Minor updates
- Add a version constant (PR 175)
- Rename and add functions for ResNet-50 and ResNet-101 (PR 176)
- Add CITATION file (PR 178)
- Update version (PRs 174, 188)
- Update README (PRs 179, 180)

Minor updates
- Update version (PRs 161, 162, 173)
- Update README (PRs 163, 164)
- Add an option to log config (PR 169)

Bug fix
- In PyTorch v.1.10, `load_state_dict_from_url` is no longer available in `torchvision.models.utils` (PR: 172)

New method
- Add knowledge translation and adaptation + affinity distillation for semantic segmentation (PR 158)

Minor updates
- Update version (PRs 151, 160)
- Update README (PRs 153, 159)
- Stop training when facing NaN or Infinity (PR 157)