CHANGELOG.md

Changelog

v0.13.0 (2022-03-04)

New Features

Algorithms and Components

• Implement validation for Early Stopping (#1709 by @tenzen-y)
• Change namespace label for Metrics Collector injection (#1740 by @andreyvelich)
• Modify gRPC API with Current Request Number (#1728 by @andreyvelich)
• Allow to remove each resource in Katib config (#1729 by @andreyvelich)
• Support leader election for Katib Controller (#1713 by @tenzen-y)
• Change default Metrics Collect format (#1707 by @anencore94)
• Bump Python version to 3.9 (#1731 by @tenzen-y)
• Update Go version to 1.17 (#1683 by @andreyvelich)
• Create Python script to run e2e Argo Workflow (#1674 by @andreyvelich)
• Reimplement Katib Cert Generator in Go (#1662 by @tenzen-y)
• SDK: change list apis to return objects as default (#1630 by @anencore94)

UI Features

• Enhance Katib UI feasible space (#1721 by @seong7)
• Handle missing TrialTemplates in Katib UI (#1652 by @kimwnasptd)
• Add Prettier devDependency in Katib UI (#1629 by @seong7)

Documentation

• Fix a link for GRPC API documentation (#1786 by @tenzen-y)
• Add my presentations that include Katib (#1753 by @terrytangyuan)
• Add Akuity to list of adopters (#1749 by @terrytangyuan)
• Change Argo -> Argo Workflows (#1741 by @terrytangyuan)
• Update Algorithm Service Doc for the new CI script (#1724 by @andreyvelich)
• Update link to Training Operator (#1699 by @terrytangyuan)
• Refactor examples folder structure (#1691 by @andreyvelich)
• Fix README in examples directory (#1687 by @tenzen-y)
• Add Kubeflow MXJob example (#1688 by @andreyvelich)
• Update FPGA examples (#1685 by @eliaskoromilas)
• Refactor README (#1667 by @andreyvelich)
• Change the minimal Kustomize version in the developer guide (#1675 by @tenzen-y)
• Add Katib release process guide (#1641 by @andreyvelich)

Bug Fixes

• Remove unrecognized keys from metadata.yaml in Charmed operators (#1759 by @DnPlas)
• Fix the default Metrics Collector regex (#1755 by @andreyvelich)
• Fix Status Handling in Charmed Operators (#1743 by @DomFleischmann)
• Fix bug on list type HP in Katib UI (#1704 by @seong7)
• Fix Range for Int and Double values in Grid search (#1732 by @andreyvelich)
• Check if parameter references exist in Experiment parameters (#1726 by @henrysecond1)
• Fix same set for HyperParameters in Bayesian Optimization algorithm (#1701 by @fabianvdW)
• Close MySQL statement and rows resources when SQL exec ends (#1720 by @chenwenjun-github)
• Fix Cluster Role of Katib Controller to access image pull secrets (#1725 by @henrysecond1)
• Emit events when fails to reconcile all Trials (#1706 by @henrysecond1)
• Missing metrics port annotation (#1715 by @alexeykaplin)
• Fix absolute value in Katib UI (#1676 by @anencore94)
• Add missing omitempty parameter to APIs (#1645 by @andreyvelich)
• Reconcile semantics for Suggestion Algorithms (#1633 by @johnugeorge)
• Fix default label for Training Operators (#1813 by @andreyvelich)
• Update supported Python version for Katib SDK (#1798 by @tenzen-y)

Misc

• Use release tags for Trial images (#1757 by @andreyvelich)
• Upgrade cert-manager API from v1alpha2 to v1 (#1752 by @haoxins)
• Add Workflow to Publish Katib Images (#1746 by @andreyvelich)
• Update Charmed Katib Operators + CI to 0.12 (#1717 by @knkski)
• Updating Katib CI to use Training Operator (#1710 by @midhun1998)
• Update OWNERS for Charmed operators (#1718 by @ca-scribner)
• Implement some unit tests for the Katib Config package (#1690 by @tenzen-y)
• Add GitHub Actions for Python unit tests (#1677 by @andreyvelich)
• Add OWNERS file for the Katib new UI (#1681 by @kimwnasptd)
• Add envtest to check reconcileRBAC (#1678 by @tenzen-y)
• Use golangci-lint as linter for Go (#1671 by @tenzen-y)

Full Changelog

v0.13.0-rc.1 (2022-02-15)

Bug fixes

• Fix default label for Training Operators (#1813 by @andreyvelich)
• Update supported Python version for Katib SDK (#1798 by @tenzen-y)

Full Changelog

v0.13.0-rc.0 (2022-01-25)

New Features

Algorithms and Components

• Implement validation for Early Stopping (#1709 by @tenzen-y)
• Change namespace label for Metrics Collector injection (#1740 by @andreyvelich)
• Modify gRPC API with Current Request Number (#1728 by @andreyvelich)
• Allow to remove each resource in Katib config (#1729 by @andreyvelich)
• Support leader election for Katib Controller (#1713 by @tenzen-y)
• Change default Metrics Collect format (#1707 by @anencore94)
• Bump Python version to 3.9 (#1731 by @tenzen-y)
• Update Go version to 1.17 (#1683 by @andreyvelich)
• Create Python script to run e2e Argo Workflow (#1674 by @andreyvelich)
• Reimplement Katib Cert Generator in Go (#1662 by @tenzen-y)
• SDK: change list apis to return objects as default (#1630 by @anencore94)

UI Features

• Enhance Katib UI feasible space (#1721 by @seong7)
• Handle missing TrialTemplates in Katib UI (#1652 by @kimwnasptd)
• Add Prettier devDependency in Katib UI (#1629 by @seong7)

Documentation

• Fix a link for GRPC API documentation (#1786 by @tenzen-y)
• Add my presentations that include Katib (#1753 by @terrytangyuan)
• Add Akuity to list of adopters (#1749 by @terrytangyuan)
• Change Argo -> Argo Workflows (#1741 by @terrytangyuan)
• Update Algorithm Service Doc for the new CI script (#1724 by @andreyvelich)
• Update link to Training Operator (#1699 by @terrytangyuan)
• Refactor examples folder structure (#1691 by @andreyvelich)
• Fix README in examples directory (#1687 by @tenzen-y)
• Add Kubeflow MXJob example (#1688 by @andreyvelich)
• Update FPGA examples (#1685 by @eliaskoromilas)
• Refactor README (#1667 by @andreyvelich)
• Change the minimal Kustomize version in the developer guide (#1675 by @tenzen-y)
• Add Katib release process guide (#1641 by @andreyvelich)

Bug Fixes

• Remove unrecognized keys from metadata.yaml in Charmed operators (#1759 by @DnPlas)
• Fix the default Metrics Collector regex (#1755 by @andreyvelich)
• Fix Status Handling in Charmed Operators (#1743 by @DomFleischmann)
• Fix bug on list type HP in Katib UI (#1704 by @seong7)
• Fix Range for Int and Double values in Grid search (#1732 by @andreyvelich)
• Check if parameter references exist in Experiment parameters (#1726 by @henrysecond1)
• Fix same set for HyperParameters in Bayesian Optimization algorithm (#1701 by @fabianvdW)
• Close MySQL statement and rows resources when SQL exec ends (#1720 by @chenwenjun-github)
• Fix Cluster Role of Katib Controller to access image pull secrets (#1725 by @henrysecond1)
• Emit events when fails to reconcile all Trials (#1706 by @henrysecond1)
• Missing metrics port annotation (#1715 by @alexeykaplin)
• Fix absolute value in Katib UI (#1676 by @anencore94)
• Add missing omitempty parameter to APIs (#1645 by @andreyvelich)
• Reconcile semantics for Suggestion Algorithms (#1633 by @johnugeorge)

Misc

• Use release tags for Trial images (#1757 by @andreyvelich)
• Upgrade cert-manager API from v1alpha2 to v1 (#1752 by @haoxins)
• Add Workflow to Publish Katib Images (#1746 by @andreyvelich)
• Update Charmed Katib Operators + CI to 0.12 (#1717 by @knkski)
• Updating Katib CI to use Training Operator (#1710 by @midhun1998)
• Update OWNERS for Charmed operators (#1718 by @ca-scribner)
• Implement some unit tests for the Katib Config package (#1690 by @tenzen-y)
• Add GitHub Actions for Python unit tests (#1677 by @andreyvelich)
• Add OWNERS file for the Katib new UI (#1681 by @kimwnasptd)
• Add envtest to check reconcileRBAC (#1678 by @tenzen-y)
• Use golangci-lint as linter for Go (#1671 by @tenzen-y)

Full Changelog

v0.12.0 (2021-10-05)

New Features

Algorithms and Components

• Add Optuna based suggestion service (#1613 by @g-votte)
• Support Sobol's Quasirandom Sequence using Goptuna. (#1523 by @c-bata)
• Bump the Goptuna version up to v0.8.0 with IPOP-CMA-ES and BIPOP-CMA-ES support. (#1519 by @c-bata)
• Validate possible operations for Grid suggestion (#1205 by @andreyvelich)
• Validate for Bayesian Optimization algorithm settings (#1600 by @anencore94)
• Add Support for Argo Workflows (#1605 by @andreyvelich)
• Add Support for XGBoost Operator with LightGBM example (#1603 by @andreyvelich)
• Allow empty resources for CPU and Memory in Katib config (#1564 by @andreyvelich)
• Add kustomization overlay: katib-openshift (#1513 by @maanur)
• Switch to SDI in Katib Charm (#1555 by @knkski)

UI Features

• Add Multivariate TPE to Katib UI (#1625 by @andreyvelich)
• Update Katib UI with Optuna Algorithm Settings (#1626 by @andreyvelich)
• Change the default image for the new Katib UI (#1608 by @andreyvelich)

Documentation

• Add Katib 2021 ROADMAP (#1524 by @andreyvelich)
• Add AutoML and Training WG Summit July 2021 (#1615 by @andreyvelich)
• Add the new Katib presentations 2021 (#1539 by @andreyvelich)
• Add Doc checklist to PR template (#1568 by @andreyvelich)
• Fix typo in operators/README (#1557 by @evilnick)
• Adds docs on how to use Katib Charm within KF (#1556 by @RFMVasconcelos)
• Fix a link to Kustomize manifest for new Katib UI (#1521 by @c-bata)

Bug Fixes

• Fix UI for handling missing params (#1657 by @kimwnasptd)
• Reconcile semantics for Suggestion Algorithms (#1644 by @johnugeorge)
• Fix Metrics Collector error in case of non-existing Process (#1614 by @andreyvelich)
• Fix mysql version in docker image (#1594 by @munagekar)
• Fix grep in Tekton Experiment Doc (#1578 by @andreyvelich)
• Error messages corrected (#1522 by @himanshu007-creator)
• Install charmcraft 1.0.0 (#1593 by @DomFleischmann)

Misc

• Modify XGBoostJob example for the new Controller (#1623 by @andreyvelich)
• Modify Labels for controller resources (#1621 by @andreyvelich)
• Modify Labels for Katib Components (#1611 by @andreyvelich)
• Upgrade CRDs to apiextensions.k8s.io/v1 (#1610 by @andreyvelich)
• Update Katib SDK with OpenAPI generator (#1572 by @andreyvelich)
• Disable default PV for Experiment with resume from volume (#1552 by @andreyvelich)
• Remove PV from MySQL component (#1527 by @andreyvelich)
• feat: add naming regex check on validating webhook (#1541 by @anencore94)

Full Changelog

v0.12.0-rc.1 (2021-09-07)

Bug Fixes

• Fix UI for handling missing params (#1657 by @kimwnasptd)
• Reconcile semantics for Suggestion Algorithms (#1644 by @johnugeorge)

Full Changelog

v0.12.0-rc.0 (2021-08-19)

New Features

Algorithms and Components

• Add Optuna based suggestion service (#1613 by @g-votte)
• Support Sobol's Quasirandom Sequence using Goptuna. (#1523 by @c-bata)
• Bump the Goptuna version up to v0.8.0 with IPOP-CMA-ES and BIPOP-CMA-ES support. (#1519 by @c-bata)
• Validate possible operations for Grid suggestion (#1205 by @andreyvelich)
• Validate for Bayesian Optimization algorithm settings (#1600 by @anencore94)
• Add Support for Argo Workflows (#1605 by @andreyvelich)
• Add Support for XGBoost Operator with LightGBM example (#1603 by @andreyvelich)
• Allow empty resources for CPU and Memory in Katib config (#1564 by @andreyvelich)
• Add kustomization overlay: katib-openshift (#1513 by @maanur)
• Switch to SDI in Katib Charm (#1555 by @knkski)

UI Features

• Add Multivariate TPE to Katib UI (#1625 by @andreyvelich)
• Update Katib UI with Optuna Algorithm Settings (#1626 by @andreyvelich)
• Change the default image for the new Katib UI (#1608 by @andreyvelich)

Documentation

• Add Katib 2021 ROADMAP (#1524 by @andreyvelich)
• Add AutoML and Training WG Summit July 2021 (#1615 by @andreyvelich)
• Add the new Katib presentations 2021 (#1539 by @andreyvelich)
• Add Doc checklist to PR template (#1568 by @andreyvelich)
• Fix typo in operators/README (#1557 by @evilnick)
• Adds docs on how to use Katib Charm within KF (#1556 by @RFMVasconcelos)
• Fix a link to Kustomize manifest for new Katib UI (#1521 by @c-bata)

Bug Fixes

• Fix Metrics Collector error in case of non-existing Process (#1614 by @andreyvelich)
• Fix mysql version in docker image (#1594 by @munagekar)
• Fix grep in Tekton Experiment Doc (#1578 by @andreyvelich)
• Error messages corrected (#1522 by @himanshu007-creator)
• Install charmcraft 1.0.0 (#1593 by @DomFleischmann)

Misc

• Modify XGBoostJob example for the new Controller (#1623 by @andreyvelich)
• Modify Labels for controller resources (#1621 by @andreyvelich)
• Modify Labels for Katib Components (#1611 by @andreyvelich)
• Upgrade CRDs to apiextensions.k8s.io/v1 (#1610 by @andreyvelich)
• Update Katib SDK with OpenAPI generator (#1572 by @andreyvelich)
• Disable default PV for Experiment with resume from volume (#1552 by @andreyvelich)
• Remove PV from MySQL component (#1527 by @andreyvelich)
• feat: add naming regex check on validating webhook (#1541 by @anencore94)

Full Changelog

v0.11.1 (2021-06-09)

Bug fixes

• Fix Katib manifest for Kubeflow 1.3 (#1503 by @yanniszark)
• Fix Katib release script (#1510 by @andreyvelich)

Enhancements

• Remove Application CR (#1509 by @yanniszark)
• Modify Katib manifest to support newer Kustomize version (#1515 by @DavidSpek)

Full Changelog

v0.11.0 (2021-03-22)

New Features

Core Features

• Disable dynamic Webhook creation (#1450 by @andreyvelich)
• Add the waitAllProcesses flag to the Katib config (#1394 by @robbertvdg)
• Migrate Katib to Go modules (#1438 by @andreyvelich)
• Update Katib SDK with the get_success_trial_details API (#1442 by @Adarsh2910)
• Add release process script (#1473 by @andreyvelich)
• Refactor the Katib installation using Kustomize (#1464 by @andreyvelich)

UI Features and Enhancements

• First step for the Katib new UI implementation (#1427 by @kimwnasptd)
• Add missing fields to the Katib new UI (#1463 by @kimwnasptd)
• Add instructions to install the new Katib UI (#1476 by @kimwnasptd)

Katib Juju operator

• Add Juju operator support for Katib (#1403 by @knkski)
• Add GitHub Actions for the Juju operator (#1407 by @knkski)
• Add install docs for the Juju operator (#1411 by @RFMVasconcelos)
• Modify ClusterRoles for the Juju operator (#1426 by @DomFleischmann)
• Update the Juju operator with the new Katib Webhooks (#1465 by @knkski)

Bug fixes

• Fix compare step for Early Stopping (#1386 by @andreyvelich)
• Fix Early Stopping in the Goptuna Suggestion (#1404 by @andreyvelich)
• Fix SDK examples to work with the Katib 0.10 (#1402 by @andreyvelich)
• Fix links in the TFEvent Metrics Collector (#1417 by @zuston)
• Fix the gRPC build script (#1492 by @andreyvelich)

Documentation

• Modify docs for the Katib 0.10 (#1392 by @andreyvelich)
• Add Katib presentation list (#1446 by @andreyvelich)
• Add Canonical to the Katib Adopters (#1401 by @RFMVasconcelos)
• Update developer guide with the Katib controller flags (#1449 by @annajung)
• Add Fuzhi to the Katib Adopters (#1451 by @Planck0591)
• Fix Katib broken links to the Kubeflow guides (#1477 by @theofpa)
• Add the Katib Webhook docs (#1486 by @andreyvelich)

Misc

• Add recreate strategy for the MySQL deployment (#1393 by @andreyvelich)
• Modify worker image for the Katib AWS CI/CD (#1423 by @PatrickXYS)
• Add the SVG logo for Katib (#1414 by @knkski)
• Verify empty Objective in the Experiment defaults (#1445 by @andreyvelich)
• Move the Katib manifests upstream (#1432 by @yanniszark)
• Build the Trial images in the Katib CI (#1457 by @andreyvelich)
• Add script to update the boilerplates (#1491 by @andreyvelich)

Full Changelog

v0.10.1 (2021-03-02)

Features and Bug Fixes

• add adopter (#1451 by @Planck0591)
• Add katib controller flags to developers guide (#1449 by @annajung)
• Enhance katib client by adding get_success_trial_details() (#1442 by @Adarsh2910)
• Add Katib presentations and community information (#1446 by @andreyvelich)
• Verify nil objective in Experiment defaults (#1445 by @andreyvelich)
• Migrate to Go modules (#1438 by @andreyvelich)
• Change roles to clusterroles for operators (#1426 by @DomFleischmann)
• Migrate katib to new test-infra (#1423 by @PatrickXYS)
• Add SVG logo traced from bitmap logo (#1414 by @knkski)
• Invalid example url (#1417 by @zuston)
• Fix SDK examples for 0.10 version (#1402 by @andreyvelich)
• Add Github Actions CI for charm operators (#1407 by @knkski)
• Add Juju install commands to operators README (#1411 by @RFMVasconcelos)
• Fix indentation in the OWNERS file (#1408 by @andreyvelich)
• Bump Prettier to 2.2.0 for the Katib UI (#1409 by @andreyvelich)
• Add Katib Bundle for Juju (#1403 by @knkski)
• Remove duecredit pkg from the Suggestions (#1406 by @andreyvelich)
• Fix Early Stopped Trials in Goptuna Suggestion (#1404 by @andreyvelich)
• Remove v1alpha3 version (#1396 by @andreyvelich)
• Update docs for Katib 0.10 (#1392 by @andreyvelich)
• Adding to ADOPTERS.md (#1401 by @RFMVasconcelos)
• Feature/waitallprocesses config (#1394 by @robbertvdg)
• Add recreate strategy to MySQL deployment (#1393 by @andreyvelich)
• Move Adopters file (#1391 by @andreyvelich)
• Add Stale config to close inactivity issues (#1390 by @andreyvelich)
• Remove new Trial kind doc (#1388 by @andreyvelich)
• Fix compare step for the early stopping (#1386 by @andreyvelich)

Full Changelog

v0.10.0 (2020-11-07)

New Features

Core Features

• The new Trial template design (#1208 by @andreyvelich)
• Support custom Kubernetes CRD in the Trial template (#1214 by @andreyvelich)
  • Add example for the Tekton Pipeline (#1339 by @andreyvelich)
  • Add example for the Kubeflow MPIJob (#1342 by @andreyvelich)
• Support early stopping with the Median Stopping Rule (#1344 by @andreyvelich)
• Resume Experiment from the volume (#1275 by @andreyvelich)
  • Support volume settings in the Katib config (#1291 by @andreyvelich)
• Extract the Experiment metrics in multiple ways (#1140 by @sperlingxx)
• Update the Python SDK for the v1beta1 version (#1252 by @sperlingxx)

UI Features and Enhancements

• Show the Trial parameters on the submit Experiment page (#1224 by @andreyvelich)
• Enable to set the Trial template YAML from the submit Experiment page (#1363 by @andreyvelich)
• Optimise the Katib UI image (#1232 by @andreyvelich)
• Enable sorting in the Trial list table (#1251 by @andreyvelich)
• Add pages to the Trial list table (#1262 by @andreyvelich)
• Use the V4 version for the Material UI (#1254 by @andreyvelich)
• Automatically delete an empty ConfigMap with Trial templates (#1260 by @andreyvelich)
• Create a ConfigMap with Trial templates (#1265 by @andreyvelich)
• Support metrics strategies on the submit Experiment page (#1364 by @andreyvelich)
• Add the resume policy to the submit Experiment page (#1362 by @andreyvelich)
• Enable to create an early stopping Experiment from the submit Experiment page (#1373 by @andreyvelich)

Bug fixes

• Check the Trials count before deleting it (#1223 by @gaocegege)
• Check that Trials are deleted (#1288 by @andreyvelich)
• Fix the out of range error in the Hyperopt suggestion (#1315 by @andreyvelich)
• Fix the pod ownership to inject the metrics collector (#1303 by @andreyvelich)

Misc

• Switch the test infra to the AWS (#1356 by @andreyvelich)
• Use the docker.io/kubeflowkatib registry to release images (#1372 by @andreyvelich)

Full Changelog

v0.9.0 (2020-06-10)

Features and Bug Fixes

• add clientset/lister/informer generation (#1194 by @sperlingxx)
• New Trial Template API controller implementation (#1202 by @andreyvelich)
• Add citation information (#1210 by @terrytangyuan)
• Python SDK for katib (#1177 by @prem0912)
• Rename algorithm_setting to algorithm_settings in manager (#1204 by @andreyvelich)
• Update doc for training container images with DARTS (#1201 by @andreyvelich)
• Re: Support string metrics values in Controller (#1200 by @andreyvelich)
• Modify new algorithm service doc (#1198 by @andreyvelich)
• Katib v1beta1 version (#1197 by @andreyvelich)
• Add more algorithm settings to DARTS (#1195 by @andreyvelich)
• Fix additional metrics in TF Event metrics collector (#1191 by @andreyvelich)
• UI: Fix comparison of metric values in Metrics Info Plot (#1192 by @andreyvelich)
• Support one and two NN layers in DARTS (#1185 by @andreyvelich)
• Revert 1176 PR (Support string metric values) (#1189 by @andreyvelich)
• Fix Never Resume Policy for Experiment (#1184 by @andreyvelich)
• Change scikit-learn version to 0.22.0 for BO Suggestion (#1187 by @andreyvelich)
• DARTS documentation (#1180 by @andreyvelich)
• Unittest for DARTS Suggestion (#1179 by @andreyvelich)
• Build image for DARTS Suggestion (#1178 by @andreyvelich)
• DARTS Suggestion (#1175 by @andreyvelich)
• Support string metrics values in Controller (#1176 by @andreyvelich)
• Delete Suggestion deployment after Experiment is finished (#1150 by @sperlingxx)
• Fix Cuda version in training container for ENAS (#1172 by @andreyvelich)
• Rename chocolate algorithm names for consistency (#1164 by @c-bata)
• restructure algorithm configuration for hyperopt_service (#1161 by @sperlingxx)
• Refactor suggestion services folder structure (#1166 by @andreyvelich)
• UI: Suggestion view from Experiment page (#1162 by @andreyvelich)
• Add support Kubeflow operators to ROADMAP (#1145 by @andreyvelich)
• Remove Suggestion Request from Update Suggestion (#1158 by @andreyvelich)
• E2E test for CMA-ES Suggestion (#1157 by @andreyvelich)
• Build Goptuna Suggestion image in CI (#1154 by @andreyvelich)
• Add an example of Goptuna suggestion service (#1155 by @c-bata)
• ENAS enable to add None values in algorithm settings (#1153 by @andreyvelich)
• Support Categorical string values in Chocolate Suggestion (#1149 by @andreyvelich)
• katib ui: adapt environment in which cluster role is unavailable (#1141 by @sperlingxx)
• Add Goptuna based suggestion service for CMA-ES. (#1131 by @c-bata)
• ENAS Check Algorithm Settings in Validate Function (#1146 by @andreyvelich)
• Change folder structure for NAS algorithms, rename NASRL to ENAS (#1143 by @andreyvelich)
• Update ENAS Algorithm Settings in Katib UI (#1142 by @andreyvelich)
• Refactor NAS RL Suggestion (#1134 by @andreyvelich)
• Fix duplicated imports (#1133 by @c-bata)
• Remove Anneal from supported algorithms (#1139 by @c-bata)
• Refactor file-metricscollector (#1137 by @c-bata)
• Fix typo in suggestion packages (#1138 by @c-bata)
• Bump up the Go version to 1.14.2 at Travis CI (#1132 by @c-bata)
• Fix NotImplementedError for TPE and Random suggestion. (#1130 by @c-bata)
• Add ENAS enhancements to ROADMAP (#1129 by @andreyvelich)
• feat: Add 2020 roadmap (#1121 by @gaocegege)
• Optimize Chocolate Suggestion (#1116 by @andreyvelich)
• Support step for int parameter in Chocolate and Hyperopt Suggestion (#1123 by @andreyvelich)
• UI: Remove antd package (#1117 by @andreyvelich)
• Fix Katib e2e tests (#1118 by @andreyvelich)
• UI: Close menu on click (#1114 by @andreyvelich)
• UI: Change style for submit Experiment from YAML (#1113 by @andreyvelich)
• Refactor python files in cmd/suggestion (#1105 by @c-bata)
• Update prow config with the latest folders (#1109 by @andreyvelich)
• Fix logger namespace (#1108 by @c-bata)
• chore(deps): Bump tensorflow from 1.14.0 to 1.15.2 in /cmd/suggestion/nasrl/v1alpha3 (#1035 by @dependabot[bot])
• Refactor suggestion-internal-modules (#1106 by @c-bata)
• chore(deps): Bump psutil from 5.2.2 to 5.6.6 in /cmd/metricscollector/v1alpha3/tfevent-metricscollector (#1085 by @dependabot[bot])
• Fix custom Katib DB Manager env variables (#1102 by @andreyvelich)
• Refactor python files of suggestion services (#1107 by @c-bata)
• Add myself to approvers (#1103 by @andreyvelich)
• Enable to add Service Account Name in Katib config (#1092 by @andreyvelich)
• chore(deps): Bump tensorflow-gpu from 1.15.0 to 1.15.2 in /examples/v1alpha3/NAS-training-containers/RL-cifar10 (#1034 by @dependabot[bot])
• chore(deps): Bump tensorflow from 1.15.0 to 1.15.2 in /examples/v1alpha3/NAS-training-containers/RL-cifar10 (#1036 by @dependabot[bot])
• Add ghalton package to Chocolate Suggestion (#1101 by @andreyvelich)
• Enable to run Experiment without Goal (#1065 by @andreyvelich)
• UI: Support Trial Templates in all namespaces and all configMaps (#1083 by @andreyvelich)
• Fix Chocolate mocmaes algorithm name in Suggestion (#1097 by @andreyvelich)
• UI: Add Metrics Collector Spec to Submit Experiment (#1096 by @andreyvelich)
• UI: Add Experiment view for NAS Jobs (#1077 by @andreyvelich)
• Enable Prettier code formatting for the Katib UI (#1078 by @andreyvelich)
• Adding Karrot as adopter (#1074 by @rky0930)
• fix annotations (#1072 by @sperlingxx)
• Add more unit tests in Katib (#1071 by @andreyvelich)
• dynamic jobProvider and suggestionComposer registration (#1069 by @sperlingxx)
• UI: Update supported algorithms (#1070 by @andreyvelich)
• Fix TPE Suggestion (#1063 by @andreyvelich)
• Update Katib docs (#1066 by @andreyvelich)
• UI: Show best metrics in the Trial metrics information plot (#1068 by @andreyvelich)
• Update adopters (#1064 by @janvdvegt)
• Create Optimizer in BO Suggestion only for the first run (#1057 by @andreyvelich)
• Add missing GRPC health probe for arm64 to db-manager (#1059 by @MrXinWang)
• Change tell method for BO Suggestion (#1055 by @andreyvelich)
• MXNet -> Apache MXNet (#1056 by @terrytangyuan)
• Adding error propagation for K8s client creation in KatibClient (#1053 by @akirillov)
• openAPI generation for katib resources (#1054 by @sperlingxx)
• Disable istio sidecar injection in Suggestion and Training Jobs (#1050 by @andreyvelich)
• UI: The best metrics in Trial table (#1048 by @andreyvelich)
• UI: Fix problem with equal time in different Trial metrics (#1047 by @andreyvelich)
• Adding Babylon Health as adopter (#1046 by @jeremievallee)
• Update adopter (#1038 by @ywskycn)
• UI: Add Trial Status to HP Job Table (#1032 by @andreyvelich)
• UI: Experiment view in the Dialog (#1031 by @andreyvelich)
• record TrialNames group by stages in ExperimentStatus (#1023 by @sperlingxx)
• chore: Update docs (#1024 by @gaocegege)
• fix: Ignore trials without metrics (#1028 by @gaocegege)
• UI: Fix Trial Metric in the Plot (#1027 by @andreyvelich)
• feat: Add a flag to support removing GRPC probe at runtime (#1020 by @gaocegege)
• Adding cisco in Katib adopters (#1026 by @johnugeorge)
• add antfin into list of adoptors (#1025 by @sperlingxx)
• Updated links and instructions for Katib API docs (#1022 by @sarahmaddox)
• feat: Add adopters (#1019 by @gaocegege)
• [FileMetricsCollector]skip line without metrics keywords (#1018 by @sperlingxx)
• Added version number and TODO descriptions to API proto (#1017 by @sarahmaddox)
• fix: First check failed condition (#1015 by @gaocegege)
• feat: Do not inject sh -c when it exists (#1010 by @gaocegege)
• Nerual -> Neural (#1000 by @tmielika)
• [Feature] Enable imagePullPolicy in Katib Config (#1013 by @andreyvelich)
• fix: Avoid out-of-range exception (#1012 by @gaocegege)
• E2E Test for NAS RL Suggestion (#1011 by @andreyvelich)
• Example with collecting timestamp of the metrics (#970 by @andreyvelich)
• Add NAS RL training container to kubeflowkatib repository (#1008 by @andreyvelich)
• Fix number of Trials problem in NAS RL Suggestion (#1009 by @andreyvelich)
• Rename katib DB manager (#1006 by @hougangliu)
• chore(deps): Bump tensorflow from 1.12.0 to 1.15.0 in /examples/v1alpha3/NAS-training-containers/RL-cifar10 (#1005 by @dependabot[bot])
• chore(deps): Bump tensorflow-gpu from 1.12.0 to 1.15.0 in /examples/v1alpha3/NAS-training-containers/RL-cifar10 (#978 by @dependabot[bot])
• CPU example for NAS RL cifar10 training container (#999 by @andreyvelich)
• Updated links to docs/github on Katib dashboard (#1003 by @sarahmaddox)
• Fixed a few typos (#1001 by @sarahmaddox)
• fix: Inherit labels and annotations from experiment (#998 by @gaocegege)
• Moved some content and added links to Kubeflow docs (#990 by @sarahmaddox)
• feat: Support resource in sidecar (#991 by @gaocegege)
• fix: Ignore the failure (#996 by @gaocegege)
• UI: Select namespace from Kubeflow dashboard (#982 by @andreyvelich)
• feat: Add a flag to control the logic about sc (#994 by @gaocegege)
• Initialize securityContext in injected metrics container (#964 by @vpavlin)
• add disk setting into suggestionConfiguration (#989 by @sperlingxx)
• Get dbUser from Env or default('root') (#985 by @UrmsOne)
• feat(experiment_status): Add trial name (#986 by @gaocegege)
• feat(config): Add a new config for webhook (#980 by @gaocegege)
• add metrics for trial (#974 by @yeya24)
• Use port higher than 1024 to be able to run as a non-root user (#960 by @vpavlin)
• Remove redundant serviceAccountName assignment (#969 by @hougangliu)
• Increase Suggestion memory limit (#958 by @andreyvelich)
• User root user explicitely for DB readinessProbe (#962 by @vpavlin)
• Fix typo in getKabitJob function name (#965 by @vpavlin)
• Use port 8080 for Katib UI (#967 by @vpavlin)
• Validate experiment (#957 by @hougangliu)
• UI: Support namespace selection in experiment monitor (#950 by @andreyvelich)
• Delete v1alpha2 api (#953 by @johnugeorge)
• Resume experiment with extra trials from last checkpoint (#952 by @johnugeorge)
• Add a gauge metric for current experiments (#954 by @yeya24)
• feat: Support running (#894 by @gaocegege)
• Use kubeflowkatib repo as image repo of example (#949 by @hougangliu)
• Update API spec for early stopping (#951 by @richardsliu)
• rename counter metrics (#942 by @yeya24)
• update deployment api version (#937 by @yeya24)
• Fix: Empty Trial templates in Katib UI (#938 by @andreyvelich)
• Implement metrics custom filters (#947 by @hougangliu)
• Remove katib webhook when undeploy (#935 by @hougangliu)
• Change web failPolicy to fail instead of default ingore (#933 by @hougangliu)
• feat: Add limit for suggestion pod (#932 by @gaocegege)
• Support multiple metric logs in one line (#925 by @hougangliu)
• Tfevent metriccollector fails when multiple files exist (#920 by @hougangliu)
• Handle metricscollector case worker container have no command (#914 by @hougangliu)
• tfevent-metricscollector support ppc64le (#912 by @hmtai)
• Fix grid suggestion ValidateAlgorithmSettings return (#913 by @hougangliu)
• Fix wrong suggestion service endpoint (#911 by @hougangliu)
• Enable arm64 architecture support for katib images and fix grpc health probe multiarch error. (#897 by @MrXinWang)
• feat: Support custom databases (#910 by @gaocegege)
• Enhance validation for metrics collector (#909 by @hougangliu)
• Support custom metrics collector kind (#908 by @hougangliu)
• support ppc64le (#893 by @hmtai)
• fix: Add Suggestion into CI (#907 by @gaocegege)
• Validate algorithm (#904 by @hougangliu)
• Support restarting training job (#901 by @hougangliu)
• Fix katib-manager crash in kubeflow cluster (#900 by @hougangliu)
• Revert env for katib-db (#899 by @hougangliu)
• feat: Patch to fix running condition (#895 by @gaocegege)
• feat: Add quick start (#878 by @gaocegege)
• Pin operators to 0.7 branch (#885 by @johnugeorge)
• fix: Use 64 instead of 32 since we are using float64 (#883 by @gaocegege)
• fix: Use as instead of , to support python 3 in tfevent metrics collector (#881 by @gaocegege)
• feat: Add event when the reconcile is failed (#879 by @gaocegege)
• feat: Add events in experiment (#880 by @gaocegege)
• Remove unused katib-manager-rest (#876 by @hougangliu)
• feat: Refactor to make it easy to extend new kinds (#865 by @gaocegege)
• feat: Support random state in random search (#873 by @gaocegege)
• Add prometheus metrics for experiment and trial (#870 by @hougangliu)
• fix: Use binary in test (#875 by @gaocegege)
• feat: Support env in mysql (#868 by @gaocegege)
• feat: Add liveness probe for DB (#871 by @gaocegege)
• Remove unused files (#869 by @hougangliu)
• feat: Add doc about algorithm (#867 by @gaocegege)
• feat: Add doc about how to add a new kind in trial (#844 by @gaocegege)
• Adding metric unavailability to events (#864 by @johnugeorge)
• Fix worker error silent (#863 by @hougangliu)
• feat: Show experiment status in json (#853 by @gaocegege)
• Finish reconcile only after running trials are complete (#861 by @johnugeorge)
• Update Readme (#860 by @johnugeorge)
• fix: Fix docs about metrics collection and suggestion design (#858 by @gaocegege)
• Adding events to trials (#852 by @johnugeorge)
• chore: Add dockerignore, enhance liveness for manager (#851 by @gaocegege)
• fix: Reorder to skip observation collection (#847 by @gaocegege)
• feat: Set default namespace and template for trial (#850 by @gaocegege)
• fix: Use namespace to get trial list (#846 by @gaocegege)
• [docs] Add suggestion proposal (#726 by @gaocegege)
• feat: Add doc for implementing new algorithms (#769 by @gaocegege)
• feat: Support namespace in NAS UI (#839 by @gaocegege)
• feat: Show all experiments in monitor (#835 by @gaocegege)
• Delete jobs when trials are completed (#838 by @johnugeorge)
• Remove unused manager message definition (#837 by @hougangliu)
• Add tfjob and pytorch examples to e2e (#820 by @johnugeorge)
• fix: Update liveness probe to avoid problems (#833 by @gaocegege)
• Remove used katib-manager code (#836 by @hougangliu)
• File metrics collector end to end test (#832 by @hougangliu)
• feat: support namespace for trial template (#827 by @gaocegege)
• Remove metrics in DB when delete trial (#830 by @hougangliu)
• Update status conditions during reconcile error (#831 by @johnugeorge)
• feat: Use env var for namespace (#829 by @gaocegege)
• Make sure experiment namespace can inject metriccollector sidecar (#828 by @hougangliu)
• Doc about katib workflow design (#824 by @hougangliu)
• fix: Support multiple namespaces when using kubectl (#826 by @gaocegege)
• feat: Support step when using grid in UI (#821 by @gaocegege)
• fix: Build e2e-runner (#822 by @gaocegege)
• Fix stdout of worker container show nothing (#819 by @hougangliu)
• feat: Remove useless APIs (#818 by @gaocegege)
• feat: Add validation for grid (#812 by @gaocegege)
• Adding additional printer columns for better debugging (#817 by @johnugeorge)
• metrics-collector role is not useful any more (#816 by @hougangliu)
• Rename algorithm deployment and service (#814 by @hougangliu)
• fix: Fix the type (#813 by @gaocegege)
• feat: Add tpe e2e test case (#809 by @gaocegege)
• Remove unused field from Experiment Spec (#806 by @johnugeorge)
• feat: Add HyperBand (#787 by @gaocegege)
• Removing unnecessary config from examples (#803 by @johnugeorge)
• feat: Add NAS RL based algorithm (#793 by @gaocegege)
• fix: Remove copy (#802 by @gaocegege)
• Using example as the default trial (#801 by @johnugeorge)
• Removing metric collector templates from UI (#800 by @johnugeorge)
• fix: Use commitid (#799 by @gaocegege)
• Use common metricsCollector struct (#798 by @hougangliu)
• build: Support arguments (#795 by @gaocegege)
• feat: Rename algorithms (#794 by @gaocegege)
• feat: Add events in suggestion (#796 by @gaocegege)
• UI: Fix problems (#786 by @gaocegege)
• Implement tfevent collector (#792 by @hougangliu)
• Run e2e tests parallel (#790 by @johnugeorge)
• Mark trial as failed when job fails (#791 by @johnugeorge)
• Adding javascripts locally (#789 by @johnugeorge)
• feat: Add grid with the help of chocolate (#780 by @gaocegege)
• feat: Add bayesian (#777 by @gaocegege)
• Implement file metrics collector (#783 by @hougangliu)
• feat: Remove useless algorithms (#782 by @gaocegege)
• Adding algorithm deployment status to Suggestion status (#784 by @johnugeorge)
• Wait for GRPC server to be up (#785 by @johnugeorge)
• feat: Add GRPC health check in suggestions (#779 by @gaocegege)
• feat: Add more output in e2e test for debug purpose and fix test cases (#775 by @gaocegege)

Full Changelog

v0.6.0-rc.0 (2019-06-28)

Features and Bug Fixes

• Add npm build to the UI Dockerfile (#665 by @andreyvelich)
• MetricController: Run only a single job per task (#660 by @epa095)
• Build images for nasrl training container (#669 by @andreyvelich)
• UI: Add delete experiment functionality (#654 by @andreyvelich)
• UI: Change adding a template (#656 by @andreyvelich)
• UI: Select Objective Type from the list (#653 by @andreyvelich)
• Add e2e test to presubmit (#652 by @johnugeorge)
• fix: Do not use webhook in UT (#657 by @gaocegege)
• Enhancing katib client apis (#650 by @johnugeorge)
• Wrong mock file name (#651 by @johnugeorge)
• UI: Show only succeeded Trials (#646 by @andreyvelich)
• v1alpha2 hyperband suggestion service validation (#648 by @hougangliu)
• refactor: Remove requests check for most test cases (#626 by @gaocegege)
• feat(experiment): Delete dup trials (#647 by @gaocegege)
• UI: Add bayesianoptimization algorithm in selectlist (#645 by @andreyvelich)
• Fix v1alpha1 hyperband algorithm mismatch (#634 by @hougangliu)
• v1alpha2 hyperband suggestion service (#631 by @hougangliu)
• Upgrade Job operators to v1 (#635 by @johnugeorge)
• Fix sql syntax for UpdateAlgorithmExtraSettings (#633 by @hougangliu)
• Update Algorithm extra settings during experiment creation (#630 by @johnugeorge)
• Adding cascading delete of pods when jobs are deleted (#632 by @johnugeorge)
• Add tests for grid suggestion algorithm (#628 by @johnugeorge)
• Fixing tag for Suggestion BO (#627 by @johnugeorge)
• Training Container for NAS RL Suggestion in v1alpha2 (#614 by @andreyvelich)
• Implementing v1alpha2 grid search suggestion algorithm (#622 by @johnugeorge)
• feat: Support bayesianoptimization in v1alpha2 (#595 by @gaocegege)
• NAS RL Suggestion for v1alpha2 (#613 by @andreyvelich)
• Fix problems in the UI for v1alpha2 (#623 by @andreyvelich)
• Updated help message for golint. (#621 by @gyliu513)
• Fix Scheme in Katib Client for v1alpha2 (#620 by @andreyvelich)
• Set trial completion status only after metric collection (#616 by @johnugeorge)
• go unit tests from presubmits (#618 by @johnugeorge)
• Skip creating trials if add count is zero (#617 by @johnugeorge)
• Fix nasrl example in v1alpha2 (#609 by @andreyvelich)
• Enabled make check in travis. (#608 by @gyliu513)
• fix make check (#606 by @gyliu513)
• Fine-grained docker image build. (#605 by @gyliu513)
• Restructuring manifests (#602 by @johnugeorge)
• Fixing latest tag (#603 by @johnugeorge)
• Minor changes to metric collector manifest (#601 by @johnugeorge)
• Mini fix for v1alpha1 metricsCollector (#600 by @hougangliu)
• Check error in OpenSQLConnection (#588 by @andreyvelich)
• Fix issue of hyperband suggestion service cannot move on (#596 by @hougangliu)
• doc: Update readme (#593 by @gaocegege)
• Reverse logic of Less in hyperband v1alpha1 (#592 by @hougangliu)
• Mini fix for getExperimentConf (#594 by @hougangliu)
• feat: Add UI in manifests v1alpha2 (#591 by @gaocegege)
• feat: Support flags in UI (#590 by @gaocegege)
• Default make target to v1alpha2. (#585 by @gyliu513)
• Change undeploy script (#587 by @andreyvelich)
• Added undeploy for katib. (#579 by @gyliu513)
• feat(trial): Add more failure test cases (#570 by @gaocegege)
• Add categories for katib CRDs (#576 by @hougangliu)
• Add Validate Algorithm Settings in v1alpha2 (#574 by @andreyvelich)
• Updated makefile by adding more targets for developer. (#575 by @gyliu513)
• feat(experiment): Add more test cases (#563 by @gaocegege)
• refactor: Use manager client to get log for test (#569 by @gaocegege)
• Adding go tools scripts - part 1 (#573 by @gyliu513)
• Retain for job and metricsCollector (#572 by @hougangliu)
• Fix finalizer cannot work (#571 by @hougangliu)
• Implement GetExperimentInDB (#558 by @hougangliu)
• refactor: Unify the interface (#568 by @gaocegege)
• Implement trial observation metrics (#564 by @johnugeorge)
• fix: Check if the deletion time is nil or zero (#567 by @gaocegege)
• feat(experiment-validator): Inject client (#561 by @gaocegege)
• Change path for yaml file and NAS training containers (#566 by @andreyvelich)
• Added metric name to GetObservationLogRequest (#559 by @johnugeorge)
• Reducing the Prow workflow name length (#562 by @johnugeorge)
• chore: Add code coverage test (#560 by @gaocegege)
• feat(experiment): Add test cases (#556 by @gaocegege)
• chore: Refactor nasenvelopenet (#492 by @gaocegege)
• feat(trial): Refactor trial controller and add basic test cases (#528 by @gaocegege)
• Add status for experiment and trial in additionalPrinterColumns (#555 by @hougangliu)
• Fix default metricsController wrong args (#550 by @hougangliu)
• Add NAS RL yaml example for v1alpha2 (#554 by @andreyvelich)
• Fix trial requestNumber error (#553 by @hougangliu)
• Adding test for random suggestion algorithm (#552 by @johnugeorge)
• Adding minor styles changes (#548 by @johnugeorge)
• Fix nil pointer error when create trial (#547 by @hougangliu)
• Used klog for katib - part 1. (#526 by @gyliu513)
• Implement GetSuggestions for general suggestion (#546 by @hougangliu)
• fix: Fix the conflicts in UI backend (#545 by @gaocegege)
• Earlystopping changes trigger CI based on version (#544 by @hougangliu)
• Adding manifests for manager rest (#542 by @johnugeorge)
• Katib UI for v1alpha2 (#486 by @andreyvelich)
• Enable suggestion-random image build and push in CI (#543 by @hougangliu)
• fix(status): Define status handler (#518 by @gaocegege)
• Include suggestion manager based on version in prow (#541 by @hougangliu)
• Adding random suggestion algorithm implementation and manifests (#540 by @johnugeorge)
• fix: Add test cases for validator and manifest generator (#508 by @gaocegege)
• Update trial status DB operation (#537 by @hougangliu)
• [v1alpha2] Add labels for TFjob and PytorchJob in Metrics Collector (#539 by @richardsliu)
• v1alpha2 TFEvent metrics collector (#538 by @richardsliu)
• Register Trial in DB (#530 by @andreyvelich)
• Restructuring docker files to build images per version (#527 by @johnugeorge)
• Dep ensure to sync up vendor. (#535 by @gyliu513)
• fix: Avoid side effect (#532 by @gaocegege)
• Include vendor dir instead of Gopkg in prow config (#536 by @hougangliu)
• Update experiment status DB operation (#534 by @hougangliu)
• feat(api): Add total number of trials (#501 by @gaocegege)
• Fix wrong error-handling logic in db interface (#529 by @hougangliu)
• chore: Remove dep ensure in CI (#525 by @gaocegege)
• Delete experiment in DB if in need (#519 by @hougangliu)
• Support for Custom Job resources (#512 by @johnugeorge)
• Fix ut test and enable ut-test of v1alpha2 (#524 by @hougangliu)
• godep: Remove useless dep (#521 by @gaocegege)
• Fix prow to trigger corresponding workflow (#520 by @hougangliu)
• create experiment in db (#509 by @hougangliu)
• refactor(suggestion): Use interface (#502 by @gaocegege)
• feat(CI): Run different flow according to version (#516 by @gaocegege)
• Added PR and Issue template. (#505 by @gyliu513)
• Enabled verbose logging for dev guide. (#504 by @gyliu513)
• v1alpha2 metrics collector - controller (#496 by @richardsliu)
• Update util for experiment in v1alpha2 (#485 by @andreyvelich)
• add common package (#491 by @hougangliu)
• Add metrics collector spec and objective spec to Trial (#489 by @richardsliu)
• Prune katib OWNERS file (#490 by @richardsliu)
• Training container for NAS Envelopenet (#429 by @garganubhav)
• NAS Envelopenet Suggestion and Job Example (#425 by @garganubhav)
• V1alpha2 Metrics collector (part 1) (#484 by @richardsliu)
• enable test for katib-manager (#478 by @hougangliu)
• Remove outdated TODOs in README.md (#468 by @terrytangyuan)
• Get experiment config from the instance (#474 by @andreyvelich)
• Fix KatibClient name in v1alpha2 (#483 by @andreyvelich)
• Add Katib Client in v1alpha2 (#480 by @andreyvelich)
• Add metrics collector spec to v1alpha2 API (#481 by @richardsliu)
• vizier-core does not need any role (#482 by @hougangliu)
• katib manager db error (#476 by @hougangliu)
• share one grpc-health-probe (#477 by @hougangliu)
• validation and mutating webhook for experiment (#473 by @hougangliu)
• enable test for v1alpha2 (#465 by @hougangliu)
• Add serviceAccountName in UI deployment (#469 by @andreyvelich)
• chore: Skip test when code is not changed (#467 by @gaocegege)
• Adding initial v1alpha2 API controller (#457 by @johnugeorge)
• v1alpha2 api server implementation (#456 by @YujiOshima)
• fix(readme): Merge image directory (#455 by @gaocegege)
• Update REAME example links for v1alpha1 (#452 by @alexandraj777)
• fix py client import error (#453 by @hougangliu)
• ClusterRoleBinding doesn't need namespace field (#451 by @hougangliu)
• Update API for NAS in v1alpha2 (#450 by @andreyvelich)
• Restructuring test scripts for v1alpha1 and v1alpha2 (#449 by @johnugeorge)
• Code restructuring to support V1alpha1 and V1alpha2 API (#448 by @johnugeorge)
• Fix labels matching the job operator implementation (#447 by @johnugeorge)
• Updating the pytorch example image (#446 by @johnugeorge)
• Remove redundant lock (#444 by @mrkm4ntr)
• add v1alpha2 grpc api (#427 by @YujiOshima)
• Remove katibcli (#436 by @jdplatt)
• Change datadir for avoid failure due to lost+found (#432 by @mrkm4ntr)
• fix demo link (#434 by @jq)
• Add fault tolerance support for trial failure (#424 by @DeeperMind)
• Test for Bayesian Optimization Algo (#406 by @jdplatt)
• Katib v1alpha2 API for CRDs (#381 by @richardsliu)
• Add NAS team as reviewers (#419 by @andreyvelich)
• Multiple Trials for Reinforcement Learning Suggestion (#416 by @DeeperMind)
• Fix the package version in training container (#418 by @DeeperMind)
• Add validation for NAS job in Katib controller (#398 by @andreyvelich)
• Fix path to API protobuf in developer guide (#415 by @andreyvelich)
• Add support for parallel studyjobs (#404 by @DeeperMind)
• Add separable/depthwise convolution, data augmentation and multiple GPU support (#393 by @DeeperMind)
• Add create time to Trial API (#410 by @andreyvelich)
• Metric collector must fail on error (#405 by @johnugeorge)
• add latest tag for katib images (#409 by @hougangliu)
• add build and test for suggestion nasrl (#401 by @hougangliu)
• Database APIs for NAS updated (#394 by @Akado2009)
• Suggestion for Neural Architecture Search with Reinforcement Learning (#339 by @DeeperMind)
• add validating webhook for studyJob (#383 by @hougangliu)
• Removing Operator specific handling during a StudyJob run (#387 by @johnugeorge)
• Delete modeldb from unit tests (#391 by @andreyvelich)
• show studyjob condition when run kubectl get (#389 by @hougangliu)
• Training Container with Model Constructor for cifar10 (#345 by @DeeperMind)
• add studyjob python client (#379 by @hougangliu)
• fix wrong example (#378 by @hougangliu)
• Upgrading controller runtime and k8s to 1.11.2 (#376 by @johnugeorge)
• Properly initialize CI cluster credential (#360 by @toshiiw)
• Include go dependencies in developer-guide.md (#369 by @alexandraj777)
• fix invalid memory address (#368 by @hougangliu)
• Fix presubmits (#363 by @richardsliu)
• Katib 2019 Roadmap (#348 by @richardsliu)
• Update OWNERS (#350 by @richardsliu)
• Extend Katib API for NAS jobs (#327 by @andreyvelich)
• ignore tfjob/pytorch job if corresponding CRD not created (#335 by @hougangliu)
• Clarify the example UI is generated by random-example. (#333 by @gyliu513)
• only try to delete study info in db when in need (#342 by @hougangliu)
• omit empty fields for studyjob status (#336 by @hougangliu)
• Update pytorch example with latest image (#329 by @TimZaman)
• Fix typo in json API (#330 by @richardsliu)
• Add information how to run TFjob and Pytorch examples in Katib (#321 by @andreyvelich)
• Add xgboost example using Bayesian optimization (#320 by @richardsliu)
• katib should be able to be deployed in any namespace (#324 by @hougangliu)
• Adding distributed pytorch example for katib (#309 by @johnugeorge)
• Minor fixes (#307 by @johnugeorge)
• delete obsolete data in db (#315 by @hougangliu)
• add bestTrialId to statusJob status (#312 by @hougangliu)
• Add api doc (#303 by @YujiOshima)
• validate studyJob when first reconcile it (#308 by @hougangliu)
• add hougangliu as a reviewer (#310 by @hougangliu)
• Adding to OWNERS file (#304 by @johnugeorge)
• sync up worker status all the time (#299 by @hougangliu)
• studyJob with non-kubeflow namespace cannot work (#302 by @hougangliu)
• Adding master pod check for default metric collector (#300 by @johnugeorge)
• reduce some redundant code (#296 by @hougangliu)
• Extend studyjob client API (#288 by @andreyvelich)
• Use same deploy.sh when deploy katib components (#284 by @ytetra)
• update Readme (#295 by @hougangliu)
• fix studyJob status suggestionCount mismatch error (#290 by @hougangliu)
• fix invalid worker kind issue (#287 by @hougangliu)
• get metricscollector by API (#292 by @YujiOshima)
• Support Pytorch job in Katib (#283 by @johnugeorge)
• Update k8s cluster version to 1.10 (#286 by @johnugeorge)
• Enrich GUI (#264 by @YujiOshima)
• update README (#281 by @hougangliu)
• fix typo error for MinikubeDemo (#282 by @hougangliu)
• fix typo error (#280 by @hougangliu)
• add e2eTest of each suggestion algorithm (#265 by @ytetra)
• Allow studyjobcontroller to delete pods (#278 by @richardsliu)
• Fix katib ui resource paths (#277 by @richardsliu)
• Implement gRPC Health Checking Protocol + add readiness/liveness probes to vizier-core (#270 by @lkpdn)
• POC: Katib integration with tf-operator (#267 by @richardsliu)
• fix timing to determine slice size in grid search (#271 by @ytetra)
• Add Update{Study,Trial} (#269 by @toshiiw)
• add Richard Liu to OWNERS (#274 by @YujiOshima)
• fix uncompleted value in ui (#238 by @YujiOshima)
• fix bayesian optimization suggestion (#251 by @YujiOshima)
• Prevent pod restarts caused by slow db boot (#261 by @lkpdn)
• add UT of each suggestion algorithm (#237 by @ytetra)
• Downgrade kubernetes dependency to 1.10.1 (#256 by @richardsliu)
• Fix incorrectly set namespace (#260 by @lkpdn)
• Set MYSQL_ROOT_PASSWORD via Secret (#253 by @lkpdn)
• update UI (#255 by @YujiOshima)
• Refactor studyjobcontroller (#254 by @richardsliu)
• Change deploy.sh for Minikube example (#252 by @andreyvelich)
• Add mysql based unit tests (#243 by @toshiiw)
• Update manifests (#246 by @YujiOshima)
• Add texasmichelle as reviewer (#247 by @texasmichelle)
• Tf event mc (#235 by @YujiOshima)
• Fix typos for json and objective (#242 by @toshiiw)
• Add richardsliu to OWNERS/reviewer (#239 by @richardsliu)
• add starttime and completiontime to worker (#236 by @wukong1992)
• Fix typo (#233 by @ytetra)
• More DB unit tests (#234 by @toshiiw)
• Fix the build script after #208 (#231 by @toshiiw)
• Only retry an INSERT operation on unique constraint violation (#229 by @toshiiw)
• New UI for Katib (#208 by @YujiOshima)
• fix slice range (#226 by @ytetra)
• More db tests (#225 by @toshiiw)
• Fix storelogs (#222 by @toshiiw)
• Check errors in order to avoid SEGV (#219 by @toshiiw)
• Fix reqest count (#214 by @YujiOshima)

Full Changelog

0.2 (2018-08-20)

Features

• pin mxnet/python image version (#139 by @mayankjuneja)
• Move the GKEDemo into kubeflow/examples (#135 by @jlewi)
• update OWNERS (#129 by @mitake)
• Hyperband (#124 by @YujiOshima)
• add releasing workflow (#113 by @YujiOshima)
• API: Add WorkerStatus to GetMetrics and remove unused items (#110 by @YujiOshima)
• Add e2e test (#114 by @YujiOshima)
• use kubectl port-forward in demos (#111 by @YujiOshima)
• docs: Generate CLI documentation (#105 by @gaocegege)
• changelog: Add (#104 by @gaocegege)

Bug Fixes

• Corrected typos in hyperband example yml (#146 by @shibuiwilliam)
• Update status of workers in GetWorkers (#127 by @YujiOshima)
• fix doc link and kubectl port-forward command (#120 by @YujiOshima)
• Fix typo (#123 by @mrkm4ntr)
• Fix indentation to use spaces (instead of a mix of tabs and spaces) (#121 by @vinaykakade)
• docs: Fix wrong command (#108 by @mrkm4ntr)
• Remove dlk from manifests (#107 by @vinaykakade)

Full Changelog

v0.1.2-alpha (2018-06-05)

Full Changelog

Closed issues:

• [request] Invite libbyandhelen as reviewer for algorithm support #82
• cli failed to connect #80
• CreateStudy RPC error: Objective_Value_Name is required #73
• [cli] Use cobra to refactor the cli #54
• Reduce time it takes to build all images #50
• [release] Ksonnet the katib #32

Merged pull requests:

• update docs #103 (YujiOshima)
• cli: Rename to katib-cli #101 (gaocegege)
• Fix dbbug #98 (YujiOshima)
• save logs after check status #95 (YujiOshima)
• Some fix to getting-started.md #94 (lluunn)
• Add katib-cli download command for Mac #93 (vinaykakade)
• fix get service-param-list bug #92 (YujiOshima)
• fix ui bug #91 (YujiOshima)
• Build parallel #85 (YujiOshima)
• reduce build time #84 (YujiOshima)
• OWNERS: Add @libbyandhelen #83 (gaocegege)
• add random forest prior to Bayesian Optimization #81 (libbyandhelen)
• workflows.libsonnet: Fix the image name #75 (gaocegege)
• Refine API #74 (YujiOshima)
• worker: Rename worker_interface to worker #70 (gaocegege)

v0.1.1-alpha (2018-04-24)

Full Changelog

Closed issues:

• [upstream] Update name in kubernetes/test-infra #63
• [go] Update the package name, again #62
• [test] Fix broken unit test cases #58
• Provide a cli binary for macOS / darwin #57
• Error running katib on latest master (04/13) #44
• Upload existing models to modelDB interface #43
• [release] Add cli to v0.1.0-alpha #31
• [discussion] Find a new way to install CLI #26
• [maintainance] Setup the repository #8
• Existing approaches and design for hyperparameter-tuning #2

Merged pull requests:

• Cobra cli #69 (YujiOshima)
• *: Refactor the structure #65 (gaocegege)
• *: Update name #64 (gaocegege)
• Replace kubeflow-images-staging with kubeflow-images-public #61 (ankushagarwal)
• improve frontend #60 (YujiOshima)
• argo: Add unit test #56 (gaocegege)
• main.go: Fix style #55 (gaocegege)
• Fix modelsave #52 (YujiOshima)
• refactor Model API #51 (YujiOshima)
• improve test script #49 (YujiOshima)
• Add Model Management API #48 (YujiOshima)
• reviewers: Add @ddysher @jose5918 @mitake #45 (gaocegege)
• add early stoppping service #41 (YujiOshima)
• bayesian optimization draft #38 (libbyandhelen)
• Dockerfile: Use alpine as base image #37 (gaocegege)
• docs: Update katib-cli #36 (gaocegege)
• New db log schema #35 (YujiOshima)
• Fix CI failures #27 (gaocegege)

v0.1.0-alpha (2018-04-10)

Closed issues:

• [suggestion] Move the logic about random service to random package #18
• [build-release] Reuse the vendor during the image building process #14
• [go] Rename the package from mlkube/katib to this repo #7
• [go] Establish vendor dependencies for go #5
• Rename to hyperparameter-tuning ? #1

Merged pull requests:

• cleanup of README #30 (ddutta)
• delete unnecessary settings #29 (YujiOshima)
• Dockerfile: Support multiple stage build in dlk and frontend #28 (YujiOshima)
• Dockerfile: Support multiple stage build in manager and cli #25 (gaocegege)
• Dockerfile: Use multiple stage builds #23 (gaocegege)
• Ci setup #22 (YujiOshima)
• suggestion: Refactor #21 (gaocegege)
• update packages #19 (YujiOshima)
• README: Add code quality badge #17 (gaocegege)
• Fixing some basic typos in README #13 (ddutta)
• vendor: Add #12 (gaocegege)
• ignore: Add macOS, Windows and Go ignore files #11 (gaocegege)
• Rename packages and move dlk dir #10 (YujiOshima)
• doc: Refactor #9 (gaocegege)
• add katib code #4 (YujiOshima)
• add OWNERS file #3 (YujiOshima)