Release 1.6.0

New features

• Add zero-shot visual prompting (#2616, #2706, #2753)
• Add support for the training and validation on the XPU devices (#3058)

Enhancements

• Upgrade OpenVINO to 2023.3 (#2879)
• Automate performance benchmark (#2742)
• Bump ONNX version to 1.16.0 to resolve CVE-2022-25882 (#3205)

What's Changed- Full Version

• Enable PTQ for visual prompting model by @sungchul2 in #2519
• Update reg test for Swin-T model by @yunchu in #2527
• [OTX] remove dead code by @Harmjandevries in #2528
• Fix the incorrect progress information when AdaptiveRepeatDataHook is enabled by @sungmanc in #2510
• Migrate anomaly exportable code to modelAPI by @ashwinvaidya17 in #2432
• Fix nncf optimization for anomaly task by @ashwinvaidya17 in #2537
• Enable deit testing by @negvet in #2536
• Remove unused HPO weight while HPO is running by @eunwoosh in #2545
• Add option to attach host path to container's cache by @yunchu in #2546
• Enable resuming with weights.pth saved by visual prompting by @sungchul2 in #2538
• Upgrade MAPI to v 0.1.6 by @sovrasov in #2529
• Add proxy env setting to ci script by @yunchu in #2561
• Mergeback 1.5.0rc1 by @yunchu in #2562
• Add light backbones for visual prompting (#1) by @sungchul2 in #2544
• Update for CI by @yunchu in #2566
• Update OV to 2023.1 by @sovrasov in #2505
• Fix and update Semi-SL Object Detection algorithms by @kprokofi in #2554
• Apply resize cache to non-default models & recipes by @goodsong81 in #2576
• Update det e2e to skip unsupported train type by @yunchu in #2588
• Add missing import pathlib for cls e2e testing by @yunchu in #2610
• Unify logger usage by @eunwoosh in #2612
• Mergeback 1.5.0 to develop by @yunchu in #2633
• Mergeback 1.5.0 to develop by @yunchu in #2642
• Revert "Mergeback 1.5.0 to develop" by @yunchu in #2645
• Mergeback/1.5.0 by @yunchu in #2646
• Add a tool to help conduct experiments by @eunwoosh in #2651
• Revert inference batch size to 1 for instance segmentation by @goodsong81 in #2648
• Remove unnecessary log while building a model by @eunwoosh in #2658
• Fix a minor bug of experiment.py by @eunwoosh in #2662
• Not check avg_time_per_image during test by @eunwoosh in #2665
• Mergeback releases/1.5.0 to develop by @yunchu in #2663
• Update docs for enabling sphinx.ext.autosummary by @yunchu in #2654
• Update PTQ docs by @GalyaZalesskaya in #2672
• Update regression tests for develop by @yunchu in #2652
• Exclude py37 target config for cibuildwheel by @yunchu in #2673
• Add --dryrun option to tools/experiment.py by @goodsong81 in #2674
• Update OTX explain CLI arguments by @GalyaZalesskaya in #2671
• Fix e2e tests for explain by @GalyaZalesskaya in #2681
• Add README.md for experiment.py by @eunwoosh in #2688
• Fix typo in reg test cmd by @yunchu in #2691
• Select more proper model weight file according to commands run just before by @eunwoosh in #2696
• Add visual prompting zero-shot learning (learn & infer) by @sungchul2 in #2616
• Fix unsupported dtype in ov graph constant converter by @sovrasov in #2676
• Skip failure TC with adding issue number ref. by @yunchu in #2717
• Fix visual prompting e2e test by @sungchul2 in #2719
• Remove duplicated variable combination in experiment.py by @eunwoosh in #2713
• Enhance detection & instance segmentation experiment by @goodsong81 in #2710
• Upgrade NNCF & OpenVINO by @sovrasov in #2656
• Fix multilabel classification class index by @sungmanc in #2736
• Refine parsing final score of training in experiment.py by @eunwoosh in #2738
• Make mean teacher algorithm consider distributed training by @eunwoosh in #2729
• Add visual prompting zero-shot learning (export, IR inference) by @sungchul2 in #2706
• Automate performance benchmark by @goodsong81 in #2742
• Update tools/expreiment.py by @eunwoosh in #2751
• Split accuracy & speed benchmark github workflows by @goodsong81 in #2763
• Fix a bug that error is raised when train set size is greater than minimumof batch size in HPO by exactly 1 by @eunwoosh in #2760
• Fix a bug that a process tracking resource usage doesn't exit when main process raises an error by @eunwoosh in #2765
• Support multiple experiments in single recipe for tools/experiment.py by @eunwoosh in #2757
• Enable perf benchmark result logging to mlflow server by @yunchu in #2768
• Bump datumaro version to 1.6.0rc1 by @yunchu in #2784
• Update perf logging by @yunchu in #2785
• Update perf logging workflow to get branch+sha from gh context by @yunchu in #2791
• Add visual prompting zero-shot learning (optimize, documentation, bug fixes) by @sungchul2 in #2753
• Check performance benchmark result with reference by @goodsong81 in #2821
• Mergeback releases/1.5.0 to develop by @yunchu in #2830
• Create OSSF scorecard workflow by @yunchu in #2831
• Fix ossf/scorecard-action version by @yunchu in #2832
• Update perf benchmark reference by @goodsong81 in #2843
• Set default wf permission to read-all by @yunchu in #2882
• Remedy token permission issue by @yunchu in #2888
• Add progress callback interface to HPO by @eunwoosh in #2889
• Restrict configurable parameters to avoid unreasonable cost for SaaS trial by @harimkang in #2891
• Fix more token-permission issues - part3 by @yunchu in #2893
• Resolve pinned-dependency issues on publish_internal workflow by @yunchu in #2907
• Forward unittest workloads to AWS by @yunchu in #2887
• Resolve pinned dependency issues on workflows by @yunchu in #2909
• Fix pinned-dependency issues - part2 by @yunchu in #2911
• Add pinning dependencies by @yunchu in #2916
• Update pip install cmd to use hashes by @yunchu in #2919
• Fix HPO progress callback bug by @eunwoosh in #2908
• Fix pinned-dependencies issues by @yunchu in #2929
• Remove unused test files by @yunchu in #2930
• Update weekly workflow to run perf tests by @yunchu in #2920
• Adjust permission of documentation workflows from pages to contents for writing by @yunchu in #2933
• Add dependabot.yml for auto updating dependencies by @yunchu in #2935
• Bump actions/checkout from 3.6.0 to 4.1.1 by @dependabot in #2949
• Bump github/codeql-action from 2.24.0 to 3.24.3 by @dependabot in #2941
• Bump actions/download-artifact from 3.0.2 to 4.1.2 by @dependabot in #2945
• Bump pypa/gh-action-pypi-publish from 1.7.1 to 1.8.11 by @dependabot in #2947
• Update usage of save_model by @sovrasov in #2932
• Provide iter_time, data_time from anomaly task by @eunwoosh in #2956
• Add ossf-scorecard badge to readme by @yunchu in #2959
• Add codeql workflow by @yunchu in #2963
• Promote numpy version by @sovrasov in #2958
• Update OV by @sovrasov in #2879
• Update visual prompting task (finetuning & zero-shot learning) by @sungchul2 in #2892
• Update ote-ci container image to ote-ci:11.7.1.1-devel-ubuntu20.04 by @yunchu in #2976
• Bump onnx from 1.13.0 to 1.15.0 in /requirements by @dependabot in #2986
• Update pymongo requirement from ==4.5.* to ==4.6.* in /requirements by @dependabot in #2988
• Bump actions/upload-artifact from 3.1.3 to 4.3.1 by @dependabot in #2979
• Bump mlflow version to 2.10.2 to omit XSS issue by @yunchu in #3000
• Update codeql workflow by @yunchu in #3001
• Remove yapf dependency by @dependabot in #2987
• Apply changes to omit artifact upload issue by @yunchu in #2999
• Loose codecov failure checking threshold 0 to 1% by @yunchu in #2995
• Fix weekly workflow issue by @yunchu in #2974
• Update coverage requirement from ==7.3.* to ==7.4.* in /requirements by @dependabot in #2984
• Bump actions/setup-python from 4.7.1 to 5.0.0 by @dependabot in #2981
• Bump ubuntu from a4fab18 to bb1c416 in /docker by @dependabot in #2983
• Add push event to code scanning workflow by @yunchu in #3016
• Add memory usage logging to unittests by @yunchu in #3015
• Hofix weekly workflow by @goodsong81 in #3017
• Bump github/codeql-action from 3.24.3 to 3.24.5 by @dependabot in #2978
• Bump actions/setup-python from 4.7.1 to 5.0.0 by @dependabot in #3022
• Bump actions/stale from 4.1.1 to 9.0.0 by @dependabot in #2982
• Bump ossf/scorecard-action from 2.1.2 to 2.3.1 by @dependabot in #3020
• Update doc for CPU install and MMCV troubleshooting by @goodsong81 in #3033
• Revert MRCNN resize to the state from 1.4 [backported from 1.5] by @sovrasov in #3030
• Bump twine from 4.0.2 to 5.0.0 in /requirements by @dependabot in #2985
• Bump pydata-sphinx-theme from 0.12.0 to 0.15.2 in /requirements by @dependabot in #3025
• Update myst-parser requirement from ==1.0.* to ==2.0.* in /requirements by @dependabot in #3024
• Bump pypa/gh-action-pypi-publish from 1.8.11 to 1.8.12 by @dependabot in #3021
• Bump svenstaro/upload-release-action from 2.7.0 to 2.9.0 by @dependabot in #2980
• Bump sphinx version to 6.2.1 by @yunchu in #3042
• Fix daily tests by @sovrasov in #3050
• Update visual prompting on 1.x by @sungchul2 in #3038
• Refine perf benchmark v1 by @goodsong81 in #3061
• Add support of the Intel dGPUs devices by @kprokofi in #3058
• Add xfails in vpm e2e by @sungchul2 in #3062
• Fix a bug that error is raised when training a model after HPO on multi XPU environment by @eunwoosh in #3081
• Update perf benchmark refererence v1 by @goodsong81 in #3086
• Redirect unittest workflow to local runners by @yunchu in #3088
• Add the documentation for installing OTX on XPU devices by @kprokofi in #3080
• Fix bug on visual prompting by @sungchul2 in #3093
• Update benchmark summary v1 by @goodsong81 in #3100
• Update pytorch-lightning version requirement for XPU by @eunwoosh in #3145
• Run perf benchmark on large-disk host by @goodsong81 in #3157
• Make HPO raise an error once HPO trial exits abnormally by @eunwoosh in #3190
• Remove internal publish workflow by @yunchu in #3192
• Add use ellipse shapes to omz config by @jaegukhyun in #3207
• Bump onnx version to 1.16.0 by @yunchu in #3205
• Change logger in otx.api to default logger by @eunwoosh in #3228
• Update tpp file by @yunchu in #3237
• Mergeback 1.5.2 to 1.6.0 by @yunchu in #3214
• Adaptive batch size supports XPU by @eunwoosh in #3256

Full Changelog: 1.5.2...1.6.0