Hub

🚀 New
* Pytorch data shuffling (827) AbhinavTuli
* Feature: multiple image loader function for extended folder structure in image classification (799) sparkingdark
* Add supervisely integration (777) haiyangdeperci

🐛 Bug Fixes
* GitHub Action CI/CD - Fixed issue 595 (820) Anselmoo
* Fix case with multiple class labels (816) kristinagrig06
* Fixed issue 843 by extending the classifier (844) Anselmoo

🔗 Dependency Updates

* Bump pytest from 6.2.3 to 6.2.4 (830) dependabot-preview
* Bump tiledb from 0.8.7 to 0.8.8 (823) dependabot-preview

🧭 What's Changed
* Added support for google objectron repos stored on GCS (800) AbhinavTuli
* Enhancements to how classlabels are stored (744) kristinagrig06
* Fixed issues with credentials getting expired (784) AbhinavTuli
* Added additional schema check (788) AbhinavTuli
* Changed default text dtype (737) AbhinavTuli


🐛 Bug Fixes
* Update .gitignore for .ddcache (796) Anselmoo
* Added image downloads within the tutorial notebook (773) AbhinavTuli
* Fix issue 778 (794) Anselmoo
* Update requirements-optional for fix issue 797 (798) Anselmoo


🔗 Dependency Updates
* Update fsspec requirement from <1,>=0.8 to >=0.8,<2022 (782) dependabot-preview
* Bump sphinx from 3.5.3 to 3.5.4 (764) dependabot-preview
* Update humbug requirement from <0.2,>=0.1.14 to >=0.1.14,<0.3 (785) dependabot-preview
* Bump boto3 from 1.17.54 to 1.17.59 (808) dependabot-preview
* Bump ray from 1.2.0 to 1.3.0 (792) dependabot-preview
* Bump tiledb from 0.8.6 to 0.8.7 (765) dependabot-preview
* Bump flake8 from 3.9.0 to 3.9.1 (776) dependabot-preview
* Bump boto3 from 1.17.43 to 1.17.54 (787) dependabot-preview

⚙️ Who Contributed
AbhinavTuli, Anselmoo, istranic, kristinagrig06 and mynameisvinn

🐛 Bug Fixes
* Hotfix for pytorch slowdown issues (781) AbhinavTuli
* Fixes issue with image loading in docs (771) thisiseshan
* Fixes Hub conda release (759) haiyangdeperci

🧭 What's Changed
* Restructure webdataset benchmark setup and add new results (767) haiyangdeperci
* Prevent internal imports in setup (769) haiyangdeperci
* Update brew (768) haiyangdeperci
* Unify versioning info source (741) haiyangdeperci
* Notebook introduction to objectron dataset added (749) haiyangdeperci

🚀 New
* Hub now provided a link to the visualizer when a dataset is created (755) Diveafall
* Added WebDataset Hub benchmarks (733) DebadityaPal

🗂 Documentation
* Working with Images documentation (743) thisiseshan

🔗 Dependency Updates
* Bump sphinx-rtd-theme from 0.5.1 to 0.5.2 (750) dependabot-preview

⚙️ Who Contributed
AbhinavTuli, DebadityaPal, Diveafall, haiyangdeperci, mikayelh and thisiseshan

:compass: What's Changed
* to_pytorch now supports a new argument (key_list) that only passes certain tensors to it and speeds up iteration time in case multiple extra tensors are present. (715) AbhinavTuli
* Caching present within to_pytorch has been improved to tensors with dynamic shapes (earlier it was saving only the current sample in the cache) (715) AbhinavTuli
* Added ability to store DatasetView as a new Dataset (740) AbhinavTuli
* Introduces Windows and MacOS tests to circleci (719) haiyangdeperci
* Benchmark restructuring and memory profiling (642) benchislett
* changed default dtype of classlabel from uint16 to uint8 (745) AbhinavTuli
* Updated humbug version (728) zomglings
:card_index_dividers: Documentation
* Add examples of dataset generation and modification using transforms, trainings with TensorFlow and PyTorch (675) kristinagrig06
* Added code and testing notebook for running dataset transforms on a ray cluster. (713) kristinagrig06
:bug: Bug Fixes
* Fixed an issue when overwriting transform datasets (724) AbhinavTuli
:link: Dependency Updates
* Bump boto3 from 1.17.41 to 1.17.43 (742) dependabot-preview
* Bump boto3 from 1.17.40 to 1.17.41 (734) dependabot-preview
* Bump torchvision from 0.9.0 to 0.9.1 (720) dependabot-preview
* Bump boto3 from 1.17.39 to 1.17.40 (730) dependabot-preview
* Bump boto3 from 1.17.36 to 1.17.39 (726) dependabot-preview
* Bump tiledb from 0.8.5 to 0.8.6 (725) dependabot-preview
:gear: Who Contributed
AbhinavTuli, Diveafall, benchislett, haiyangdeperci, imshashank, kristinagrig06 and zomglings