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