Geti SDK v2.0.0

New features

This release introduces a new feature related to model deployment: post-inference hooks! A post-inference hook can be added to any Deployment, and will be executed after every inference request (i.e. every call to deployment.infer()). The hooks allow you to define specific actions to take under certain conditions. For example, a hook could implement the following behaviour:
If the confidence level of one of the predictions for the image is less than 20%, then upload the image to the Intel® Geti™ project in which the model was trained.

This could be useful for improving your model with a next training round, because including such 'low confidence images' in the training dataset might help to improve model accuracy.
Additional examples of post-inference hooks, and instructions for configuring them, can be found in the newly added notebook 012 in this repository.

Breaking changes

This major release of the Intel® Geti™ SDK breaks backwards compatibility with Intel® Geti™ servers of version v1.14 and below. Please make sure that your Intel® Geti™ server is updated to the latest version of the Intel® Geti™ platform, to prevent compatibility issues.

What's Changed

• Update Video data model with annotation statistics by @ljcornel in #391
• Record Legacy and Develop cassette in separate steps instead of pipelines by @igor-davidyuk in #387
• Remove dependency on OTX by @igor-davidyuk in #393
• Add model_storage_id to models when fetching model group by @ljcornel in #399
• Add Python 3.11 support; Deprecate Python 3.8 by @igor-davidyuk in #398
• Add last_annotator_id field to media data model by @igor-davidyuk in #403
• Documentation Update 2.0 by @igor-davidyuk in #402
• End support for Platforms versions lower than 1.15 by @igor-davidyuk in #397
• Bump imageio-ffmpeg from 0.4.8 to 0.4.9 in /requirements by @dependabot in #404
• Update python version in github workflows by @ljcornel in #405
• Update requirement for tqdm to >=4.66.3 by @ljcornel in #407
• Add PostInferenceHook feature initial implementation and notebook by @ljcornel in #355
• [StepSecurity] Apply security best practices by @step-security-bot in #408
• Define permissions on job level for cassette record workflow by @ljcornel in #409
• Update pytest-recording requirement from ==0.12.* to ==0.13.* in /requirements by @dependabot in #406
• Update pytest requirement from ==7.4.* to ==8.2.* in /requirements by @dependabot in #401
• Update cryptography requirement to >=42.0.7 by @ljcornel in #410
• Update requirement for joblib to >=1.2.0 by @ljcornel in #411
• Update certifi requirement to >=2024.2.2 by @ljcornel in #412
• Update ipython requirement from ==8.12.* to ==8.18.* in /requirements by @dependabot in #400
• Update vcrpy requirement from ==4.4.* to ==6.0.* in /requirements by @dependabot in #318
• Remove dead code in training client by @ljcornel in #413
• Update requests requirement from ==2.31.* to ==2.32.* in /requirements by @dependabot in #415
• Update pytest-html requirement from ==3.2.* to ==4.1.* in /requirements by @dependabot in #418
• Update pytest-cov requirement from ==4.1.* to ==5.0.* in /requirements by @dependabot in #416
• Add initial support for Tiling inference [synchronous mode only] by @ljcornel in #414

New Contributors

• @step-security-bot made their first contribution in #408

Full Changelog: v1.16.1...v2.0.0