Super-gradients

What's Changed
* Ci fix context and fail on SG by ranrubin in https://github.com/Deci-AI/super-gradients/pull/615
* Feature/sg 000 break inner train loop by shaydeci in https://github.com/Deci-AI/super-gradients/pull/617
* Black on factories and data_interface by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/620
* Apply black on utils by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/619
* Added QARepVGGBlock by spsancti in https://github.com/Deci-AI/super-gradients/pull/562
* fix default value of max_train_batches, max_valid_batches by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/623
* Hotfix/sg 000 transform backward compatibility by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/622
* Added TestTrainingUtils suite to unit tests by BloodAxe in https://github.com/Deci-AI/super-gradients/pull/621
* Apply black by BloodAxe in https://github.com/Deci-AI/super-gradients/pull/624
* New callbacks API by BloodAxe in https://github.com/Deci-AI/super-gradients/pull/607
* Register crashtips automatically by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/626
* Improve env sanity check to be more robust by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/612
* Add dataset instruction by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/602
* Interpollation crash tip by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/616
* Group env variables by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/618
* Remove unintended print (micro PR) by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/630
* [BLACK PR] apply black on tests by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/633
* Skip CI on .md files - SG side by shaydeci in https://github.com/Deci-AI/super-gradients/pull/635
* Feature/sg 624 remove avg from model plots by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/629
* Add metadata to average_model by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/625
* Bug/sg 000 update kd train from config by shaydeci in https://github.com/Deci-AI/super-gradients/pull/638
* Support 1.13 by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/603
* Refactored scheduler callbacks (epoch-based/step-based warmup) by BloodAxe in https://github.com/Deci-AI/super-gradients/pull/568
* Feature/sg 541 auto batch selection by shaydeci in https://github.com/Deci-AI/super-gradients/pull/628
* Hotfix/sg 000 reduce import loops risk by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/636
* Feature/sg 627 add dev option for DeciClient by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/627
* Fixed id_tensor registry, so reparametrization works when .cuda() is called by spsancti in https://github.com/Deci-AI/super-gradients/pull/632
* Added new detection transforms that are used in PPYoloE by BloodAxe in https://github.com/Deci-AI/super-gradients/pull/641
* Feature/sg 493 modelnames instead of strings by shaydeci in https://github.com/Deci-AI/super-gradients/pull/614
* Fix registry exception tip by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/644
* Feature/sg 568 single epoch sanity test for all recipes by shaydeci in https://github.com/Deci-AI/super-gradients/pull/645
* Feature/sg 634 improve deciclient errors by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/648
* UNet registers by lkdci in https://github.com/Deci-AI/super-gradients/pull/646
* Mini change in DeciClient use of SG version by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/651
* Feature/sg 573 pose estimation by BloodAxe in https://github.com/Deci-AI/super-gradients/pull/634
* Fix grad clipping stage + upscale gradients before clipping by shaydeci in https://github.com/Deci-AI/super-gradients/pull/653
* classification regresion tests split into 2 by shaydeci in https://github.com/Deci-AI/super-gradients/pull/656
* Added AdamW optimizer by BloodAxe in https://github.com/Deci-AI/super-gradients/pull/652
* Losses.md docs by shaydeci in https://github.com/Deci-AI/super-gradients/pull/658
* fixed num gpus missing arg for ddp compatibility by shaydeci in https://github.com/Deci-AI/super-gradients/pull/660
* documentation on using configuration files by ofrimasad in https://github.com/Deci-AI/super-gradients/pull/661
* multi gpu mode explicitly mentioned by shaydeci in https://github.com/Deci-AI/super-gradients/pull/665
* Hotfix/sg 000 fix regression tests by shaydeci in https://github.com/Deci-AI/super-gradients/pull/666
* Feature/sg 573 Integrate new EMA decay schedules by BloodAxe in https://github.com/Deci-AI/super-gradients/pull/647
* Hotfix/sg 645 regression tests essential fixes by shaydeci in https://github.com/Deci-AI/super-gradients/pull/669
* Feature/sg 646 rename logs by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/667
* Feature/sg 644 upload big files properly on end by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/671
* Hotfix/sg 000 temporary mute upload print by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/672
* Bug/sg 000 fix lr function scheduling and add deprecation by shaydeci in https://github.com/Deci-AI/super-gradients/pull/675
* Feature/sg 600 metrics tutorial by shaydeci in https://github.com/Deci-AI/super-gradients/pull/673
* apply black formatter to all of "training" directory 2 by ofrimasad in https://github.com/Deci-AI/super-gradients/pull/678
* apply black formatter to all of "common" directory by ofrimasad in https://github.com/Deci-AI/super-gradients/pull/676
* apply black formatter to all of "training" directory by ofrimasad in https://github.com/Deci-AI/super-gradients/pull/677
* Segmentation Readme by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/657
* Add log readme by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/664
* fix by shaydeci in https://github.com/Deci-AI/super-gradients/pull/681


**Full Changelog**: https://github.com/Deci-AI/super-gradients/compare/3.0.6...3.0.7

What's Changed
Bugfixes:
* Make WandB logger not ignore tag by shaydeci in https://github.com/Deci-AI/super-gradients/pull/596
* Add a __version__ variable by ofrimasad in https://github.com/Deci-AI/super-gradients/pull/552
* Save code renamed to _save_code_lines() in wandb logger by shaydeci in https://github.com/Deci-AI/super-gradients/pull/601
* Fix master installation by ofrimasad in https://github.com/Deci-AI/super-gradients/pull/604
* Adding what happens when no rc tag exists by strelok899 in https://github.com/Deci-AI/super-gradients/pull/610
* Version and readme fix by shaydeci in https://github.com/Deci-AI/super-gradients/pull/606
* Bugfix/sg 000 release version verify test fix by ranrubin in https://github.com/Deci-AI/super-gradients/pull/613

Features:
* Feature/sg 521 gpu tests by shaydeci in https://github.com/Deci-AI/super-gradients/pull/587
* Add a decorator that saves the code to file by ofrimasad in https://github.com/Deci-AI/super-gradients/pull/589
* Feature/sg 492 fuzzy logic for get param and factories by shaydeci in https://github.com/Deci-AI/super-gradients/pull/595
* Add model names to Readme.md by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/592
* Feature/sg 456 centralize ddp setup by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/544
* Feature/sg 132 models convert by shaydeci in https://github.com/Deci-AI/super-gradients/pull/598
* Feature/infra 1481 call integration tests by ranrubin in https://github.com/Deci-AI/super-gradients/pull/549
* Feature/sg 193 extend output formator by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/561
* Feature/infra 1571 support new orb by ranrubin in https://github.com/Deci-AI/super-gradients/pull/605
* Feature-OPS-1419_integration-tests-and-docker by strelok899 in https://github.com/Deci-AI/super-gradients/pull/339
* Export message after success + suffix replacement fix by shaydeci in https://github.com/Deci-AI/super-gradients/pull/611

New Contributors
* strelok899 made their first contribution in https://github.com/Deci-AI/super-gradients/pull/591

**Full Changelog**: https://github.com/Deci-AI/super-gradients/compare/3.0.5...3.0.6

What's Changed
* Added warning for drop_last when train_loader is not divisible by batch_size by shaydeci in https://github.com/Deci-AI/super-gradients/pull/586
* fix compute_detection_metrics_per_cls return value when no detection … by ofrimasad in https://github.com/Deci-AI/super-gradients/pull/583
* Quantization infra mods for different calibrators and learnable amax by spsancti in https://github.com/Deci-AI/super-gradients/pull/537
* PLFM-3331 Register experiments with model name by roikoren755 in https://github.com/Deci-AI/super-gradients/pull/585
* fix ignore index for DiceCEEdgeLoss by lkdci in https://github.com/Deci-AI/super-gradients/pull/588


**Full Changelog**: https://github.com/Deci-AI/super-gradients/compare/3.0.4...3.0.5

What's Changed
* Reorganisation README by Shani-Perl in https://github.com/Deci-AI/super-gradients/pull/526
* Apply black formatting on pretrained model zoo by BloodAxe in https://github.com/Deci-AI/super-gradients/pull/524
* Remove imports from factory.__init__ by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/516
* Feature/sg 416 albumentations plugin for classification by shaydeci in https://github.com/Deci-AI/super-gradients/pull/495
* Feature/sg 404 ssd reproduce by BloodAxe in https://github.com/Deci-AI/super-gradients/pull/525
* Added indexing support for meshgrid by BloodAxe in https://github.com/Deci-AI/super-gradients/pull/528
* Feature/al 441 ptq detection by spsancti in https://github.com/Deci-AI/super-gradients/pull/527
* Add DDP doc by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/523
* SG-448- dataset_params and arch_params logging by shaydeci in https://github.com/Deci-AI/super-gradients/pull/532
* Fix clearml comment by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/530
* Bug/sg 000 torch version fix by shaydeci in https://github.com/Deci-AI/super-gradients/pull/535
* fix pplite-seg prep conversion by lkdci in https://github.com/Deci-AI/super-gradients/pull/538
* SGLogger fix - add warning and multiprocess_safe system_monitoring by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/534
* Add _self_ to recipes by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/539
* replace head for UNet module by lkdci in https://github.com/Deci-AI/super-gradients/pull/543
* Rename gpu_mode to multi_gpu and setup_gpu_mode to setup_device by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/517
* Add version_base to hydra to remove warning by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/541
* Hotfix/sg 000 add data structure and link to cityscape desc by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/550
* add stringcase by ofrimasad in https://github.com/Deci-AI/super-gradients/pull/553
* Hotfix/sg 000 add data structure to cityscape desc v2 by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/551
* Improve PascalVOC detection error msg by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/556
* Improve evaluate_from_recipe usability by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/558
* Feature/sg 458 support for any user dataloader using dataset registry by shaydeci in https://github.com/Deci-AI/super-gradients/pull/547
* Features/sg 409 check all params used by BloodAxe in https://github.com/Deci-AI/super-gradients/pull/546
* Split and rename the modules from super_gradients.common.environment by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/548
* Feature/sg 468 detection transform support for any number of channels by shaydeci in https://github.com/Deci-AI/super-gradients/pull/559
* Feature/sg 518 update evaluate from recipe to add output by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/560
* error raised for torch version and formatting by shaydeci in https://github.com/Deci-AI/super-gradients/pull/540
* Feature/sg 356 ddp silent mode and multi process safe docs by shaydeci in https://github.com/Deci-AI/super-gradients/pull/563
* Apply black on some files by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/565
* Fix runtime warning of accessing non-contiguous tensor in mAP metric by BloodAxe in https://github.com/Deci-AI/super-gradients/pull/566
* fix F1 Precision Recall to represent all the defined rage and not onl… by ofrimasad in https://github.com/Deci-AI/super-gradients/pull/564
* Fix Multigpu.OFF factory by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/569
* Import AutoLoggerConfig and ConsoleSink separatly by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/567
* remove user guide from docs by ofrimasad in https://github.com/Deci-AI/super-gradients/pull/570
* new generated docs by ofrimasad in https://github.com/Deci-AI/super-gradients/pull/572
* update documentation by ofrimasad in https://github.com/Deci-AI/super-gradients/pull/573
* Make ConvBNReLU a subclass of ConvBNAct to keep backward compatibililty by BloodAxe in https://github.com/Deci-AI/super-gradients/pull/554
* Update README.md by ofrimasad in https://github.com/Deci-AI/super-gradients/pull/575
* Apply black on losses by Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/576
* Feature/sg 516 support head replacement for local pretrained weights unknown dataset by shaydeci in https://github.com/Deci-AI/super-gradients/pull/578
* Fix bug of not respecting dilation argument in RepVGGBlock by BloodAxe in https://github.com/Deci-AI/super-gradients/pull/555
* Feature/sg 431 check classes by BloodAxe in https://github.com/Deci-AI/super-gradients/pull/531
* register unet cls module by lkdci in https://github.com/Deci-AI/super-gradients/pull/580
* feature: Accept an arbitrary WandB ID by yurkovak in https://github.com/Deci-AI/super-gradients/pull/582
* Bug/sg 512 shuffle bugfix in recipe datalaoders by shaydeci in https://github.com/Deci-AI/super-gradients/pull/581
* Added import of quantized modules so they get registered by spsancti in https://github.com/Deci-AI/super-gradients/pull/542
* Use unpack_batch_items on first batch (Respect additional batch items) by BloodAxe in https://github.com/Deci-AI/super-gradients/pull/584


**Full Changelog**: https://github.com/Deci-AI/super-gradients/compare/3.0.3...3.0.4

- ClearML integration.
- Console logging + upload (Lab visibility).
- Epoch summary (visual improvement).
- Registry for Phase Callbacks and Transforms.
- Infrastructure for crash tips.
- Detection output adapter.
- Train from recipe example- external dataset.
- QAT infrastructure + examples.
- System Logger (i.e device attributes etc).

- dataloaders.get() supports Dataset objects.
- Behind the scenes sampler handling (warning + initialization).
- Black formatter.
- New DetectionBase.
- Logs moved from ~/sg_log/{module_name}
- CSP Resnet Backbone, new place for modules in repo.
- Plenty new factories.
- Message on effective batch size
- External checkpoints resume- fix
- Passing external classes list for CocoDetection
- Fix for loading weights from the platform