Torchok

What's Changed
* Feature add new features by Animatory in https://github.com/eora-ai/torchok/pull/152
* Fix freeze unfreez for batch norms by PososikTeam in https://github.com/eora-ai/torchok/pull/151
* Feature_onnx_check_backbone by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/148
* Update freeze_unfreeze callback by Animatory in https://github.com/eora-ai/torchok/pull/155
* Fix FreezeUnfreeze callback by Animatory in https://github.com/eora-ai/torchok/pull/158
* Feature resnets no downsample stages by azakhtyamov in https://github.com/eora-ai/torchok/pull/144
* Fix failure on single module at unfreeze stage by Animatory in https://github.com/eora-ai/torchok/pull/159
* Bug Fix checkpoint with onnx top k by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/154
* Feature Object detection by Animatory in https://github.com/eora-ai/torchok/pull/147
* Fix imports for absence of mmdet by Animatory in https://github.com/eora-ai/torchok/pull/160
* Feature fix mlflow logger by kristinarakova in https://github.com/eora-ai/torchok/pull/161
* Torchmetrics retrieval metrics by PososikTeam in https://github.com/eora-ai/torchok/pull/156
* Update environment and configs by Animatory in https://github.com/eora-ai/torchok/pull/163
* Fix bag with metric and add ability to choice if use batch searching or no by PososikTeam in https://github.com/eora-ai/torchok/pull/164
* fix constructor attribute in base task by kristinarakova in https://github.com/eora-ai/torchok/pull/165
* fix memory leak by PososikTeam in https://github.com/eora-ai/torchok/pull/166
* Refactor Tasks by Animatory in https://github.com/eora-ai/torchok/pull/167
* Update environment by Animatory in https://github.com/eora-ai/torchok/pull/170
* Getting started docs by VladVin in https://github.com/eora-ai/torchok/pull/157
* Docs pairwise task by PososikTeam in https://github.com/eora-ai/torchok/pull/171
* Update documentation in classification and detection by Animatory in https://github.com/eora-ai/torchok/pull/172
* Update Detection by Animatory in https://github.com/eora-ai/torchok/pull/168
* Project version increment by VladVin in https://github.com/eora-ai/torchok/pull/173

New Contributors
* azakhtyamov made their first contribution in https://github.com/eora-ai/torchok/pull/144
* kristinarakova made their first contribution in https://github.com/eora-ai/torchok/pull/161

**Full Changelog**: https://github.com/eora-ai/torchok/compare/v0.4.11...v0.4.12

What's Changed
* Add CaiT and XCiT models by Animatory in https://github.com/eora-ai/torchok/pull/1
* Fixes & Improvements from EORA team by VladVin in https://github.com/eora-ai/torchok/pull/6
* Re-engineered basic folders structure by VladVin in https://github.com/eora-ai/torchok/pull/10
* create feature-classification_dataset by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/12
* feature_unsupervised_contrastive_dataset by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/13
* registry write by PososikTeam in https://github.com/eora-ai/torchok/pull/14
* Feature retrieval dataset by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/15
* add flake8 by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/17
* change api base dataset by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/27
* Feature metric manager by PososikTeam in https://github.com/eora-ai/torchok/pull/11
* Constructor by VladVin in https://github.com/eora-ai/torchok/pull/22
* create feature hooks base model by PososikTeam in https://github.com/eora-ai/torchok/pull/19
* Fixed order names of tests for JointLoss by VladVin in https://github.com/eora-ai/torchok/pull/29
* feature-representation_metric by PososikTeam in https://github.com/eora-ai/torchok/pull/16
* add base task by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/18
* Feature ResNet, SEResNet by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/26
* Feature dataset cifar10 by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/32
* Feature ResNet add urls by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/34
* Config structure by PososikTeam in https://github.com/eora-ai/torchok/pull/25
* Hot FIX Metric test by PososikTeam in https://github.com/eora-ai/torchok/pull/30
* Feature arc face head by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/21
* Feature base task bug-fix by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/33
* SOP run by PososikTeam in https://github.com/eora-ai/torchok/pull/36
* Added new requierements by VladVin in https://github.com/eora-ai/torchok/pull/37
* CIFAR-10 run by VladVin in https://github.com/eora-ai/torchok/pull/38
* Updated README for the new concept by VladVin in https://github.com/eora-ai/torchok/pull/40
* Feature HRNet by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/41
* Feature Segmentation Dataset by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/35
* Sphinx documentation by VladVin in https://github.com/eora-ai/torchok/pull/43
* Set joint loss and optimizer as optional by PososikTeam in https://github.com/eora-ai/torchok/pull/50
* featue save_onnx_ckpt by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/49
* Updated all dependencies and Dockerfile by VladVin in https://github.com/eora-ai/torchok/pull/55
* Fixed logging steps in test configs by VladVin in https://github.com/eora-ai/torchok/pull/58
* SOP training by PososikTeam in https://github.com/eora-ai/torchok/pull/53
* Load checkpoint by PososikTeam in https://github.com/eora-ai/torchok/pull/39
* hotfix-classification_task by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/66
* BaseModel class by PososikTeam in https://github.com/eora-ai/torchok/pull/57
* MLFlow Logger by PososikTeam in https://github.com/eora-ai/torchok/pull/54
* MLFlow config by PososikTeam in https://github.com/eora-ai/torchok/pull/67
* Config MLFlow by PososikTeam in https://github.com/eora-ai/torchok/pull/68
* hotfix-onnx_save_checkpoint_callback by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/70
* TorchOk packaging by VladVin in https://github.com/eora-ai/torchok/pull/73
* SwinV2 by PososikTeam in https://github.com/eora-ai/torchok/pull/47
* Segmentation by PososikTeam in https://github.com/eora-ai/torchok/pull/71
* Adapt models from TIMM by Animatory in https://github.com/eora-ai/torchok/pull/76
* Add efficientnet architecture by Animatory in https://github.com/eora-ai/torchok/pull/87
* Add mobilenetv3 backbone by Animatory in https://github.com/eora-ai/torchok/pull/88
* feature-onnxtask by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/48
* Add notebooks by PososikTeam in https://github.com/eora-ai/torchok/pull/89
* Entrypoints by PososikTeam in https://github.com/eora-ai/torchok/pull/77
* hotfix_multilog_dir by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/90
* Feature DaViT by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/56
* Freeze by PososikTeam in https://github.com/eora-ai/torchok/pull/75
* feature-Unet by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/52
* Merge Hydra and PytorchLightning logging by Animatory in https://github.com/eora-ai/torchok/pull/104
* Feature-forward_onnx by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/100
* Fixed deps for Python 3.7 by VladVin in https://github.com/eora-ai/torchok/pull/105
* Global refactor by Animatory in https://github.com/eora-ai/torchok/pull/107
* Fix Hydra logging timestamp by Animatory in https://github.com/eora-ai/torchok/pull/108
* Add Beit backbone by Animatory in https://github.com/eora-ai/torchok/pull/109
* Hotfix warnings by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/113
* Hotfix flake8 by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/111
* Feature github actions by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/112
* Refactor datasets by Animatory in https://github.com/eora-ai/torchok/pull/115
* Hot fix for run all configs without errors by PososikTeam in https://github.com/eora-ai/torchok/pull/116
* Feature_metric_with_utils by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/117
* Feature detection dataset by PososikTeam in https://github.com/eora-ai/torchok/pull/118
* Hotfix python3.7 maintain by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/119
* Feature Pairwise Task by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/110
* Fix flake8 action by VladislavPatrushev in https://github.com/eora-ai/torchok/pull/120
* fixed metric tests by PososikTeam in https://github.com/eora-ai/torchok/pull/125
* Update for new lightning version by Animatory in https://github.com/eora-ai/torchok/pull/127
* Fixed pandas version by VladVin in https://github.com/eora-ai/torchok/pull/128
* Fixed numpy version by VladVin in https://github.com/eora-ai/torchok/pull/129
* support many validation dataloaders by PososikTeam in https://github.com/eora-ai/torchok/pull/130
* Fix COCO by PososikTeam in https://github.com/eora-ai/torchok/pull/133
* implement bce loss by PososikTeam in https://github.com/eora-ai/torchok/pull/131
* Dict support in MetricManager by PososikTeam in https://github.com/eora-ai/torchok/pull/123
* Fix bugs by PososikTeam in https://github.com/eora-ai/torchok/pull/126
* Fix dependencies in pyproject.toml by VladVin in https://github.com/eora-ai/torchok/pull/134
* tests fix by PososikTeam in https://github.com/eora-ai/torchok/pull/136
* Fix library versions by PososikTeam in https://github.com/eora-ai/torchok/pull/137
* Full CI/CD: lint, test, publish by VladVin in https://github.com/eora-ai/torchok/pull/135
* Fix additional tests by PososikTeam in https://github.com/eora-ai/torchok/pull/138
* CI/CD tests fix and package version update by VladVin in https://github.com/eora-ai/torchok/pull/139
* Fixed PyPI publishing trigger in CI/CD by VladVin in https://github.com/eora-ai/torchok/pull/140
* Split CI/CD workflows by VladVin in https://github.com/eora-ai/torchok/pull/141
* Update prerelease version by VladVin in https://github.com/eora-ai/torchok/pull/142
* Remove uploading to TestPyPI from CD process & package update by VladVin in https://github.com/eora-ai/torchok/pull/143

New Contributors
* Animatory made their first contribution in https://github.com/eora-ai/torchok/pull/1
* VladislavPatrushev made their first contribution in https://github.com/eora-ai/torchok/pull/12
* PososikTeam made their first contribution in https://github.com/eora-ai/torchok/pull/14

**Full Changelog**: https://github.com/eora-ai/torchok/commits/v0.4.11