Deeplake

* Update code snippets (1088) istranic
* [refactor] encoders base class (1082) mccrearyd
* Alias "jpg" to "jpeg" (1073) benchislett
* Updated readme (1085) istranic
* [small] implement `hub.like` in new api (1083) mccrearyd
* Bugout reporting update (1081) istranic
* Info fixes (1080) farizrahman4u
* BUGGER_OFF=true when running tests in Circle CI. (1079) zomglings
* [small] Remove dataset link during creation of Hub datasets (1078) dhiganthrao
* Enable search in pdoc (1074) benchislett
* Added "dataset" class for interacting with underlying "Dataset" class (1063) AbhinavTuli
* [small] turn off activeloop reporting during circleci tests (1076) mccrearyd
* dataset/tensor `info` alongside `meta` (1066) mccrearyd
* [small] fix hub cloud throttling for tests (1077) mccrearyd
* Add back the history of master into main (1061) benchislett
* [Small PR] Removes tfds tests (1070) AbhinavTuli
* Old pytorch multiprocessing bug fix (1068) AbhinavTuli
* [Small PR] Renames hub.load to hub.read (1064) AbhinavTuli
* Made Dataset and LRUCache objects pickleable (1049) AbhinavTuli
* Alternate fix for tensor creation bug (1065) AbhinavTuli
⚙️ Who Contributes
AbhinavTuli, benchislett, davidbuniat, dhiganthrao, farizrahman4u, istranic, mccrearyd, tatevikh and zomglings

🎁 What's New
* We mostly focused on refactoring and minor bugs.
* .pytorch() now works with pubic datasets hosted by team Activeloop (e.g. hub://activeloop/mnist-train).
* Underlying data format is now better! Since the new format is incompatible with the prior release, you should update to the new release using `pip3 install --upgrade hub `.
🧭 What's Changed
* version update (1062) davidbuniat
* Fixes an issue in which reporting configuration file was not being created if its parent directory didn't exist. (1058) zomglings
* Update PR template to new format (1059) benchislett
* Add back PR template from master (1034) benchislett
* Update htype docs (1030) benchislett
* Validate indexing when given, not at compute-time (1033) benchislett
* Update readme (1057) istranic
* fix meta non-persistence bug (adds test) (1053) mccrearyd
* Updating old pytorch warning message (1055) AbhinavTuli
* Changed from master to main (1052) Anselmoo
* [refactor] Tests/update fixtures (1046) mccrearyd
* NPZ replacement format (only) (1047) farizrahman4u
* Auto cast (1041) farizrahman4u
* Bring back tuple mode, this time serializable (1028) farizrahman4u
* Array interface for Tensor (1042) farizrahman4u
* Windows always uses old pytorch integration now (1044) AbhinavTuli
* [small] remove chunk sizes from htypes (1037) mccrearyd
* Small fix for Pytorch shared memory leak (1040) AbhinavTuli
* Fixes dataset creation bug with s3/hub cloud datasets having similar names (1045) AbhinavTuli
* [small] Update/2.0/hub cloud test (1023) mccrearyd
* Fix tensor creation bug (1043) farizrahman4u
* Refactor/fstrings (1035) dhiganthrao
* update sample compression API (1038) mccrearyd
* [small] Silence tensorflow logs in tests (1029) benchislett
* [small] update scalar test (1022) mccrearyd

🐛 Bug Fixes

* [small] pytorch readonly error bug fix (1026) mccrearyd
* [small] Fix/2.0/readonly (1024) mccrearyd

🔗 Dependency Updates

* Bump pillow from 7.2.0 to 8.2.0 in /requirements (1018) dependabot
⚙️ Who Contributes
AbhinavTuli, Anselmoo, benchislett, davidbuniat, dependabot, dhiganthrao, farizrahman4u, istranic, mccrearyd, tatevikh and zomglings

What's New
* Hub core was redesigned to enable blazing-fast dataset creation. You can create a Hub dataset faster than copy/pasting files on your local machine

Features
* Super simple API
* Easy creation of datasets and hosting on Activellop Storage or S3
* Rapid dataset streaming to any machine
* Simple dataset integration to pytorch with no boilerplate code (Windows support will be added in the next release)

🚀 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