9,604 research outputs found

    Jonathan Ned Katz Author Event: The Daring Life and Dangerous Times of Eve Adam

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    “The Daring Life and Dangerous Times of Eve Adams,” interview with author, Jonathan Ned Katz, moderated by Emily Weiner (WWU) and organized by Congregation Beth Israel

    Contemporary Literature. Analysis of Jonathan Bazzi's novels

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    openDopo una breve panoramica della letteratura italiana degli ultimi vent’anni si analizzano i due romanzi di Jonathan Bazzi "Febbre" e "Corpi minori" dai punti di vista formale, stilistico e tematico. Si discute inoltre il rapporto tra social media, autofiction e autore; nel capitolo 4 si riporta l'intervista che Bazzi ci ha gentilmente concesso, in cui questi argomenti vengono ripresi. Si individuano alcune differenze che i testi mostrano rispetto alla letteratura moderna, e gli aspetti che hanno in comune con quella contemporanea; nel fare questo si accennano quindi alcune caratteristiche della società che li ha prodotti.The paper starts off with a brief overview of the contemporary Italian literature; then the reader is guided through an analysis of Jonathan Bazzi's novels, "Febbre" ("Fever") and "Corpi minori" ("Minor bodies"), both translated in English and published by Scribe. The relationship between author, autofiction and social media will also be discussed; in chapter four the reader will find the interview Bazzi kindly granted us

    Administration and Curricula of the Introductory Graduate Music Research Course

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    The introductory research course is an integral part of many graduate music programs, yet there have been few studies that discuss its curricula across institutions. A questionnaire was sent to instructors of the course to identify shared pedagogical approaches among North American schools of music. The survey was divided into sections that prompted respondents to identify issues discussed in the course, including the types and titles of resources, research methodologies, and library use topics. With a response rate of over 40 percent, the survey also contains valuable data concerning the professional identifications of instructors, assignments used for grading, common textbooks, perception of the course’s efficacy, and more. Shared features of the course included the importance of electronic resources; the minimal use of Internet-mediated instruction formats; a strong preference for English-language materials; and a focus on resources such as databases, style guides, collected works, monuments of music, and thematic catalogs over and above others such as repertoire guides, discographies, directories, and iconographies.Peer reviewedThis publication first appeared in Notes Volume 71, Number 3, March 2015, pp. 448-478. This material may not be copied or reposted without explicit permission. Copyright 2015, Jonathan Sauceda

    Citizen participation in news

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    The process of producing news has changed significantly due to the advent of the Web, which has enabled the increasing involvement of citizens in news production. This trend has been given many names, including participatory journalism, produsage, and crowd-sourced journalism, but these terms are ambiguous and have been applied inconsistently, making comparison of news systems difficult. In particular, it is problematic to distinguish the levels of citizen involvement, and therefore the extent to which news production has genuinely been opened up. In this paper we perform an analysis of 32 online news systems, comparing them in terms of how much power they give to citizens at each stage of the news production process. Our analysis reveals a diverse landscape of news systems and shows that they defy simplistic categorisation, but it also provides the means to compare different approaches in a systematic and meaningful way. We combine this with four case studies of individual stories to explore the ways that news stories can move and evolve across this landscape. Our conclusions are that online news systems are complex and interdependent, and that most do not involve citizens to the extent that the terms used to describe them imply

    To what extent is Lemuel Gulliver in Gulliver’s Travels by Jonathan Swift a reflection of the writer with regard to political and religious views, and attitudes toward women and the concept of family?

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    This extended essay is an examination of the extent to which the protagonist Lemuel Gulliver in Gulliver’s Travels is a reflection of Jonathan Swift. It involves the exploration of this research question in terms of politics, religion, attitude to women and family; with references to this piece of literature and some secondary resources when necessary. The quotations from published literary criticism are either refuted by examples from the novel or supported in the light of evidence from the novel. Other secondary resources include Swift’s two other prose works, The Modest Proposal and A Letter to a Very Young Lady on Her Marriage, which are referred to briefly for clarification of the evidence. The purpose of this study is to analyse in what ways and to what extent the protagonist is an author-surrogate in the abovementioned ways. This essay is comprised of two sections, namely “politics and religion” and “women and family”, each focusing on a particular aspect of the investigation. In the first section, Swift’s political and religious standpoint is discussed extensively in order to correctly evaluate Gulliver’s paradigm. By making connections between the beliefs of the author and those of Gulliver, the relation between the two is established to support the claim of this essay. In the second section, the female figures in the novel and Gulliver’s perception of them are inspected. The plot is also taken into consideration in this part of the inquiry although the central focus is on the persona. In the conclusion, it is validated that Gulliver is a reflection of Jonathan Swift with regard to political and religious vision, and attitude towards women and family, by juxtaposing and assembling the main elements of personification of Gulliver and Jonathan Swift’s personal ideas and experiences

    Deci-AI/super-gradients: 3.1.0

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    What's Changed Hotfix/sg 000 fix predict show by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/846 Feature/sg 814 support yoloformat loader by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/847 Feature/sg 812 return dictionary from test by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/848 Feature/sg src add examples to init by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/849 ppyoloe model names in model zoo by @Shani-Perl in https://github.com/Deci-AI/super-gradients/pull/851 Add gif support on predict by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/853 pixel shuffle in unet decoder by @lkdci in https://github.com/Deci-AI/super-gradients/pull/707 Feature/sg 810 recipe shortcuts by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/852 Improve visualization of detection by drawing semi-transparent bboxes… by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/858 Fix non-registered (and crashing) unit test for DEKR Target generator by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/859 Fix default dtype to np.float32 instead of np.float by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/857 Move utility functions to modules.utils to fix import issues when using from other models by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/860 Fix trainer test by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/867 Add option to show yolo parser warnings or not by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/866 remove unnecessary login to codeartifact on normal branch by @ranrubin in https://github.com/Deci-AI/super-gradients/pull/871 Draw fix by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/868 Add DagsHub Logger to Super Gradients by @deanp70 in https://github.com/Deci-AI/super-gradients/pull/869 Generate docs by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/863 version bumped by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/874 Feature/sg 761 yolo nas by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/875 Hotfix/sg 000 fix yolonas predicts by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/877 Change Documentation Link by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/876 Feature/sg 000 update model urls by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/878 New Contributors @deanp70 made their first contribution in https://github.com/Deci-AI/super-gradients/pull/869 Full Changelog: https://github.com/Deci-AI/super-gradients/compare/3.0.9...3.1.

    Deci-AI/super-gradients: 3.0.8

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    What's Changed Feature/sg 609 add ddp readme by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/662 Removed enable_onnx_checker from export to be compatible with torch 1.11+ by @spsancti in https://github.com/Deci-AI/super-gradients/pull/684 Feature/sg 614 ema docs by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/682 Improve DeciClient code readability by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/649 Feature/sg 654 add optimizer by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/687 Feature/sg 631 add registry collate funcs samplers by @eran-deci in https://github.com/Deci-AI/super-gradients/pull/668 add sg_logger registry by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/685 Data tutorial by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/663 add clearml & wandb by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/670 Feature/sg 592 classification example doc by @eran-deci in https://github.com/Deci-AI/super-gradients/pull/686 Feature/sg 597 model readme by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/679 PhaseCallbacks.md by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/690 Add AMP tuto by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/691 Bugfix/INFRA-1707_fixing-docker-publish by @strelok899 in https://github.com/Deci-AI/super-gradients/pull/683 Rename filename to remove : symbol by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/694 Optimizer readme by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/680 created external model example MD file with images by @eran-deci in https://github.com/Deci-AI/super-gradients/pull/692 Rename file to not have semicolon by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/698 DDRNet39 module and cityscapes results by @lkdci in https://github.com/Deci-AI/super-gradients/pull/637 Feature/sg 000 mapillary dataset by @NatanBagrov in https://github.com/Deci-AI/super-gradients/pull/594 Fixes- checkpoint loading by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/700 registered custom stdc by @NatanBagrov in https://github.com/Deci-AI/super-gradients/pull/701 Feature/sg 661 fix type factory import error by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/696 fix the way unet loads params + some recipe facory strings by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/695 Added qat_from_recipe script by @spsancti in https://github.com/Deci-AI/super-gradients/pull/659 Feature/sg 606 lr scheduling tutorial by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/706 PPYolo-E by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/643 Feature/sg 647 checkpoints tutorial by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/703 Support evaluate_from_recipe when working with pretrained_weight by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/712 Feature/sg 550 support checkoints without init by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/639 Feature/sg 572 pose estimation loss function by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/709 Fix AccessCounterMixin by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/705 Fix mapilliary_dataset yaml by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/716 added docs on PTQ and QAT by @spsancti in https://github.com/Deci-AI/super-gradients/pull/711 Feature/sg 678 centralize and improve how SG loads cfg from yaml by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/715 Add Troubleshooting md by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/699 Feature/sg 591 basic toolkit by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/718 installation tutorial by @ofrimasad in https://github.com/Deci-AI/super-gradients/pull/721 KD.md by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/713 added an option to use context module as part of unet classification by @NatanBagrov in https://github.com/Deci-AI/super-gradients/pull/708 Feature/sg 636 pose estimation metrics by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/717 Fix filename typo by @NatanBagrov in https://github.com/Deci-AI/super-gradients/pull/697 UNet aux heads customization by @lkdci in https://github.com/Deci-AI/super-gradients/pull/728 add crowd to recipes by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/724 Update the way we load config file with DeciClient by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/714 Add "resume" option when resuming DeciPlatformClient by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/702 Introduce transfer_weights and StrictLoad.KEY_MATCHING mode by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/733 Fix the case when strict value could be just a boolean variable. by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/734 Feature/sg 574 pose estimation model by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/727 Set load_backbone=False in QATTrainer by @spsancti in https://github.com/Deci-AI/super-gradients/pull/738 welcome to the family by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/737 Channel wise distillation by @lkdci in https://github.com/Deci-AI/super-gradients/pull/731 fix: Center detection affine by @yurkovak in https://github.com/Deci-AI/super-gradients/pull/741 feature: Add DetectionStandardize by @yurkovak in https://github.com/Deci-AI/super-gradients/pull/742 Feature/sg 564 explicit how to adapt dataset to SG by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/732 root in regression tests updated by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/745 Feature/sg 576 add regression tests by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/739 Bug/sg 689 pre prediciton callback override bug by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/749 Feature/quantizable stdc by @spsancti in https://github.com/Deci-AI/super-gradients/pull/599 Overwrite dataset params properly by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/748 Feature/sg 691 register losses dynamically by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/740 Feature/sg 680 lion optimizer by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/750 Pose estimation docs by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/753 Feature/infra 1746 adding cloud running ci by @strelok899 in https://github.com/Deci-AI/super-gradients/pull/747 Feature/sg 684 benchmark ppyoloe by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/743 add params to get_params by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/726 Added calib_dl, reset_calibrators and switch for augs by @spsancti in https://github.com/Deci-AI/super-gradients/pull/752 Feature/sg 672 add onnx simplifier by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/755 unet binary segmentation example by @lkdci in https://github.com/Deci-AI/super-gradients/pull/756 Feature/sg 544 docker docs by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/720 inputsize passed to prep model for conversion by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/751 Feature/infra 0000 updating sg test docker version by @strelok899 in https://github.com/Deci-AI/super-gradients/pull/759 Feature/sg 620 improve contributing md by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/729 Feature/sg 635 fix dataloader multiprocessing by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/757 Fix requirements by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/761 fix strict_load not being passed in evaluate_from_recipe by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/764 Remove InfiniteSampler from base configs for COCO by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/768 Feature/sg 704 pose estimation base model by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/758 fixed import by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/772 Added time factor to pre launch callback - batch size selector by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/763 Minor fixes and changes on detection dataset by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/776 fix models init by @ofrimasad in https://github.com/Deci-AI/super-gradients/pull/775 model zoo by @ofrimasad in https://github.com/Deci-AI/super-gradients/pull/725 New Transforms: DetectionPadToSize, DetectionImagePermute by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/780 modelzoo link fix in readme.md by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/784 Improve test for KeypointsRandomAffineTransform by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/781 Moving module_utils from super_gradients/training/utils to super_gradients/modules by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/774 fix: Prevent a wrong warning by @yurkovak in https://github.com/Deci-AI/super-gradients/pull/779 Feature/sg 691 register dynamically metrics and datasets by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/744 fix: Correct albumentations import log by @yurkovak in https://github.com/Deci-AI/super-gradients/pull/787 Feature/sg 729 abstract cocodataset by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/777 Ensure that we have imported_albumentations_failure variable before u… by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/788 Add entry point train_from_recipe by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/771 Feature/sg 737 register model in deci plat by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/770 Feature/alg 1132 od md by @yurkovak in https://github.com/Deci-AI/super-gradients/pull/789 wellcome page by @ofrimasad in https://github.com/Deci-AI/super-gradients/pull/730 Feature/sg 700 fix params format - Part 1 by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/767 Fix incorrect tensor type & device when entire batch has no targets by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/796 Allow activation factory type to take resolved type as input by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/797 Feature/sg 700 fix params format part2 by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/792 Feature/sg 700 fix params format part3 by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/794 Feature/sg 713 ppyolo L & X models to model zoo by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/798 Upload checkpoints to platform by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/799 Update regnet.py by @eran-deci in https://github.com/Deci-AI/super-gradients/pull/786 fix image in welcome by @ofrimasad in https://github.com/Deci-AI/super-gradients/pull/800 fixed broken import by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/805 pose estimation wrong config name in sanity test fixed by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/806 added pose estimation run to accuracy test by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/808 fixed yaml name by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/809 fixed version by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/810 New Contributors @eran-deci made their first contribution in https://github.com/Deci-AI/super-gradients/pull/668 Full Changelog: https://github.com/Deci-AI/super-gradients/compare/3.0.7...3.0.

    Deci-AI/super-gradients: 3.1.2

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    What's Changed Hotfix/sg 000 fix doc typo rf100 by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/897 Fixed false-positive warning message by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/886 Update deprecate -> deprecated by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/906 Fix not-closed tqdm by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/909 Update of PoseEstimation model by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/872 Update the notebooks to install super_gradients==3.1 by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/924 Fix the bug with YOLONAS of not supporting overriding in_channels by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/923 Feature/sg 000 no explicit pil by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/908 Force predictions as list by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/945 Feature/sg 850 support torch 2.0 by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/944 Bug/sg 764 wrong ckpt when resuming with external ckpt root dir by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/948 Fix typo in welcome.html by @eltociear in https://github.com/Deci-AI/super-gradients/pull/941 Add detection prediction tutorial by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/943 Update YoloNASQuickstart.md by @avideci in https://github.com/Deci-AI/super-gradients/pull/970 Fix preprocessing by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/972 Fix train_loader not initalized properly by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/981 Fix empty mask in MaskAttentionLoss by @lkdci in https://github.com/Deci-AI/super-gradients/pull/982 changed requirement by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/1002 Fix convert_to_onnx to correctly handle case when input_shape is None by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/989 Feature/sg 757 resume for spots by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/870 Cityscapes AutoLabelling dataset by @lkdci in https://github.com/Deci-AI/super-gradients/pull/1000 Predict on fused model by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/998 Proposal of issue template by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/1018 Fix doc by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/1019 Fixed missing encoding (Issue #999) by @T0T4R4 in https://github.com/Deci-AI/super-gradients/pull/1044 Cache model from platform locally by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1009 Feature/infra 000 nightly by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/1051 Added CoreML export notebook & method for Apple devices. by @avideci in https://github.com/Deci-AI/super-gradients/pull/1068 Bug/sg 861 decouple qat from train from config by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/1001 updated contributing.md by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/965 Draw most likely bbox on top (#1061) by @laszlovandenhoek in https://github.com/Deci-AI/super-gradients/pull/1063 replace documentation 'onnx' with 'coreml' by @shanibenbaruch in https://github.com/Deci-AI/super-gradients/pull/1074 Fix deprecated usage of pycocotools by @fcakyon in https://github.com/Deci-AI/super-gradients/pull/1052 YoloNAS benchmarking tutorial by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/1076 Fix arch_param deprecated by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/1084 fix deprecated naming for stdc by @ofrimasad in https://github.com/Deci-AI/super-gradients/pull/1094 fix: Plot boxes by @yurkovak in https://github.com/Deci-AI/super-gradients/pull/1097 Added link to new QAT fine-tuning notebook (YoloNAS) + removed github notebooks by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/1100 Hotfix/sg 000 fix breaking changes in some imports by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1101 Hotfix/sg 000 dekr weights hotfix by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1102 Fixed resuming training with DDP when average_best_models=true by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/1111 Update deci-lab-client usage by @roikoren755 in https://github.com/Deci-AI/super-gradients/pull/1047 Feature/sg 815 fix override dataset params by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1092 Bug/sg 896 add deprecation for previous breaking changes by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/1121 Actualize pose estimatino zoo. by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1114 Typo fix in modify_params_for_qat by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/1129 Bug/sg 897 support for min samples with ddp by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/1128 strict_load fixed in recipe default checkpoint_params by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/1130 bump version by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/1132 Update Weights & Biases Integration + Add Prediction Visualization for Object Detection by @soumik12345 in https://github.com/Deci-AI/super-gradients/pull/1010 Bug/sg 000 fix tests by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/1131 New Contributors @eltociear made their first contribution in https://github.com/Deci-AI/super-gradients/pull/941 @T0T4R4 made their first contribution in https://github.com/Deci-AI/super-gradients/pull/1044 @laszlovandenhoek made their first contribution in https://github.com/Deci-AI/super-gradients/pull/1063 @fcakyon made their first contribution in https://github.com/Deci-AI/super-gradients/pull/1052 @soumik12345 made their first contribution in https://github.com/Deci-AI/super-gradients/pull/1010 Full Changelog: https://github.com/Deci-AI/super-gradients/compare/3.1.1...3.1.

    Deci-AI/super-gradients: 3.1.3

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    What's Changed Hotfix/alg 1470 drop boxes padding by @yurkovak in https://github.com/Deci-AI/super-gradients/pull/1107 replace image by @ofrimasad in https://github.com/Deci-AI/super-gradients/pull/1149 Update README.md by @ofrimasad in https://github.com/Deci-AI/super-gradients/pull/1150 predict() support for pose estimation models by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1142 removed old docs generated by sphinx by @ofrimasad in https://github.com/Deci-AI/super-gradients/pull/1164 Fix evaluate from recipe by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/1170 fixed bug of whitespace by @ofrimasad in https://github.com/Deci-AI/super-gradients/pull/1173 Fix collections.Iterable -> typing.Iterable to fix crash in python 3.10 by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1178 Fix missing encoding by @allankouidri in https://github.com/Deci-AI/super-gradients/pull/1185 Feature/sg 708 time units by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1181 default quantization params set in qat from config by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/1192 Feature/sg 858 ignore multiple labels segmentation metrics support by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/1177 Fix mkdirs in checkpoint by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/1198 Remove casting to uint8 during resize by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1202 Unify image extension by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/1203 Fixed typo 'perfroming' -> 'performing' by @djm93dev in https://github.com/Deci-AI/super-gradients/pull/1199 Fix links in tutorials by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/1213 Add Classification Prediction by @danielafrimi in https://github.com/Deci-AI/super-gradients/pull/1220 Feature/sg 000 yolo nas dropout support by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1221 Allow passing tuple of [low, high] to iou_thresholds parameter in DetectionMetrics. by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1223 Remove self.dataset_params by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/1225 Rewrite _set_preprocessing_from_valid_loader to _get_preprocessing_from_valid_loader by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/1222 Make loading pretrained weights from the platform optional + fix head replacement for unknown datasets weights in platform by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/1196 Return Dict of loss/metrics instead of Tuple in the Trainer by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/1218 Fix DEKR's replace_head & improve repr for keypoints transforms by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1227 Getting rid of "module." heritage by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1184 Update mkdocs.yml by @RanZilberstein in https://github.com/Deci-AI/super-gradients/pull/1228 Feature/sg 686 torch compile by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1172 Fix LayerNorm have a bias parameter attribute but is not instance of torch primitive modules by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1229 added find_detection_score_threshold by @itaylevy-deci in https://github.com/Deci-AI/super-gradients/pull/973 Add DetectionVerticalFlip by @LukeAI in https://github.com/Deci-AI/super-gradients/pull/1237 Feature/sg 000 introduce class agnoistic nms option by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1232 Remove duplicated context by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1233 Add CodeQL workflow by @jorgectf in https://github.com/Deci-AI/super-gradients/pull/1240 Feature/sg 946 simpify torch schedulers integration by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/1230 Feature/sg 000 classwise ap by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1238 support single output in YoloX nms by @lkdci in https://github.com/Deci-AI/super-gradients/pull/813 fixed typos by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/1251 Adding test loaders by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/1241 version update by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/1258 fix numpy typing by @ofrimasad in https://github.com/Deci-AI/super-gradients/pull/1274 Update model_factory.py by @jacobmarks in https://github.com/Deci-AI/super-gradients/pull/1278 Update checkpoint_utils.py by @jacobmarks in https://github.com/Deci-AI/super-gradients/pull/1277 moved exceptions from training by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/1260 Add batch_size option to predict by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/1273 Update checkpoint_utils.py by @jacobmarks in https://github.com/Deci-AI/super-gradients/pull/1276 Added explicit casting of input in predict pipeline. by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1281 kd ema model unrwap model fix by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/1283 test skipped for 3.1.3 by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/1286 New Contributors @allankouidri made their first contribution in https://github.com/Deci-AI/super-gradients/pull/1185 @djm93dev made their first contribution in https://github.com/Deci-AI/super-gradients/pull/1199 @danielafrimi made their first contribution in https://github.com/Deci-AI/super-gradients/pull/1220 @RanZilberstein made their first contribution in https://github.com/Deci-AI/super-gradients/pull/1228 @itaylevy-deci made their first contribution in https://github.com/Deci-AI/super-gradients/pull/973 @LukeAI made their first contribution in https://github.com/Deci-AI/super-gradients/pull/1237 @jorgectf made their first contribution in https://github.com/Deci-AI/super-gradients/pull/1240 @jacobmarks made their first contribution in https://github.com/Deci-AI/super-gradients/pull/1278 Full Changelog: https://github.com/Deci-AI/super-gradients/compare/3.1.2...3.1.
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