tenzen-y steps down from Katib approver role (#2561)

Signed-off-by: Yuki Iwai <yuki.iwai.tz@gmail.com>

.github/workflows/e2e-test-tune-api.yaml

@@ -22,6 +22,11 @@ jobs:
         with:
           kubernetes-version: ${{ matrix.kubernetes-version }}
       
+      - name: Install Katib SDK with extra requires
+        shell: bash
+        run: |
+          pip install --prefer-binary -e 'sdk/python/v1beta1[huggingface]'
+      
       - name: Run e2e test with tune API
         uses: ./.github/workflows/template-e2e-test
         with:

.github/workflows/free-up-disk-space/action.yaml

@@ -0,0 +1,49 @@
+name: Free-Up Disk Space
+description: Remove Non-Essential Tools And Move Docker Data Directory to /mnt/docker
+
+runs:
+  using: composite
+  steps:
+    # This step is a Workaround to avoid the "No space left on device" error.
+    # ref: https://github.com/actions/runner-images/issues/2840
+    - name: Remove unnecessary files
+      shell: bash
+      run: |
+        echo "Disk usage before cleanup:"
+        df -hT
+
+        sudo rm -rf /usr/share/dotnet
+        sudo rm -rf /opt/ghc
+        sudo rm -rf /usr/local/share/boost
+        sudo rm -rf "$AGENT_TOOLSDIRECTORY"
+        sudo rm -rf /usr/local/lib/android
+        sudo rm -rf /usr/local/share/powershell
+        sudo rm -rf /usr/share/swift
+
+        echo "Disk usage after cleanup:"
+        df -hT
+
+    - name: Prune docker images
+      shell: bash
+      run: |
+        docker image prune -a -f
+        docker system df
+        df -hT
+
+    - name: Move docker data directory
+      shell: bash
+      run: |
+        echo "Stopping docker service ..."
+        sudo systemctl stop docker
+        DOCKER_DEFAULT_ROOT_DIR=/var/lib/docker
+        DOCKER_ROOT_DIR=/mnt/docker
+        echo "Moving ${DOCKER_DEFAULT_ROOT_DIR} -> ${DOCKER_ROOT_DIR}"
+        sudo mv ${DOCKER_DEFAULT_ROOT_DIR} ${DOCKER_ROOT_DIR}
+        echo "Creating symlink ${DOCKER_DEFAULT_ROOT_DIR} -> ${DOCKER_ROOT_DIR}"
+        sudo ln -s ${DOCKER_ROOT_DIR} ${DOCKER_DEFAULT_ROOT_DIR}
+        echo "$(sudo ls -l ${DOCKER_DEFAULT_ROOT_DIR})"
+        echo "Starting docker service ..."
+        sudo systemctl daemon-reload
+        sudo systemctl start docker
+        echo "Docker service status:"
+        sudo systemctl --no-pager -l -o short status docker

.github/workflows/template-setup-e2e-test/action.yaml

@@ -17,19 +17,8 @@ runs:
   steps:
     # This step is a Workaround to avoid the "No space left on device" error.
     # ref: https://github.com/actions/runner-images/issues/2840
-    - name: Remove unnecessary files
+    - name: Free-Up Disk Space
-      shell: bash
+      uses: ./.github/workflows/free-up-disk-space
-      run: |
-        sudo rm -rf /usr/share/dotnet
-        sudo rm -rf /opt/ghc
-        sudo rm -rf "/usr/local/share/boost"
-        sudo rm -rf "$AGENT_TOOLSDIRECTORY"
-        sudo rm -rf /usr/local/lib/android
-        sudo rm -rf /usr/local/share/powershell
-        sudo rm -rf /usr/share/swift
-
-        echo "Disk usage after cleanup:"
-        df -h
 
     - name: Setup kubectl
       uses: azure/setup-kubectl@v4

.github/workflows/trigger-rerun-test.yaml

@@ -1,16 +0,0 @@
-name: Re-Run PR Tests
-
-on:
-  issue_comment:
-    types: [created]
-
-jobs:
-  rerun_pr_tests:
-    name: rerun_pr_tests
-    if: ${{ github.event.issue.pull_request }}
-    runs-on: ubuntu-20.04
-    steps:
-      - uses: estroz/rerun-actions@main
-        with:
-          repo_token: ${{ secrets.GITHUB_TOKEN }}
-          comment_id: ${{ github.event.comment.id }}

CHANGELOG.md

@@ -1,5 +1,222 @@
 # Changelog
 
+# [v0.18.0](https://github.com/kubeflow/katib/tree/v0.18.0) (2025-03-25)
+
+## Breaking Changes
+
+- Move Katib manifest image references to ghcr ([#2535](https://github.com/kubeflow/katib/pull/2535) by [@saileshd1402](https://github.com/saileshd1402))
+- Migrate docker images to ghcr ([#2531](https://github.com/kubeflow/katib/pull/2531) by [@mahdikhashan](https://github.com/mahdikhashan))
+- Upgrade Kubernetes to v1.31.3 ([#2478](https://github.com/kubeflow/katib/pull/2478) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- Upgrade Kubernetes to v1.30.7 ([#2463](https://github.com/kubeflow/katib/pull/2463) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- Drop Python 3.7 and Support Python 3.11 in the SDK ([#2337](https://github.com/kubeflow/katib/pull/2337) by [@tenzen-y](https://github.com/tenzen-y))
+
+## New Features
+
+### Hyperparameter Optimization for LLMs
+
+- [DOCS] move llm hyperparameter optimisation design image to the proposal directory and rename it ([#2472](https://github.com/kubeflow/katib/pull/2472) by [@mahdikhashan](https://github.com/mahdikhashan))
+- [GSoC] Update `tune` API for LLM hyperparameters optimization ([#2393](https://github.com/kubeflow/katib/pull/2393) by [@helenxie-bit](https://github.com/helenxie-bit))
+- [GSoC] Create LLM Hyperparameters Optimization API Proposal ([#2333](https://github.com/kubeflow/katib/pull/2333) by [@helenxie-bit](https://github.com/helenxie-bit))
+
+### Support for Advanced Distributions for HPO
+
+- [GSOC] `optuna` suggestion service logic update ([#2446](https://github.com/kubeflow/katib/pull/2446) by [@shashank-iitbhu](https://github.com/shashank-iitbhu))
+- [GSOC] `hyperopt` suggestion service logic update ([#2412](https://github.com/kubeflow/katib/pull/2412) by [@shashank-iitbhu](https://github.com/shashank-iitbhu))
+- [GSOC] Add validator for feasible space distribution ([#2404](https://github.com/kubeflow/katib/pull/2404) by [@shashank-iitbhu](https://github.com/shashank-iitbhu))
+- [GSOC] added Unknown distribution and convertDistribution in suggestion client ([#2403](https://github.com/kubeflow/katib/pull/2403) by [@shashank-iitbhu](https://github.com/shashank-iitbhu))
+- [GSOC] Support for various Parameter distributions in Katib ([#2334](https://github.com/kubeflow/katib/pull/2334) by [@shashank-iitbhu](https://github.com/shashank-iitbhu))
+- [GSoC] Added `DistributionType` to Experiment API ([#2377](https://github.com/kubeflow/katib/pull/2377) by [@shashank-iitbhu](https://github.com/shashank-iitbhu))
+
+### Push-based Metrics Collector
+
+- [GSoC] Provide a PyTorch MNIST Example for Push-based Metrics Collection ([#2437](https://github.com/kubeflow/katib/pull/2437) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- [GSoC] Compatibility Changes in Trial Controller ([#2394](https://github.com/kubeflow/katib/pull/2394) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- [GSoC] New Interface `report_metrics` in Python SDK ([#2371](https://github.com/kubeflow/katib/pull/2371) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- [GSoC] KEP for Project 6: Push-based Metrics Collection for Katib ([#2328](https://github.com/kubeflow/katib/pull/2328) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- [GSoC] Add New Parameter in `tune` ([#2369](https://github.com/kubeflow/katib/pull/2369) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+
+### SDK Updates
+
+- [SDK] Support PyTorchJob as a Trial Worker ([#2512](https://github.com/kubeflow/katib/pull/2512) by [@andreyvelich](https://github.com/andreyvelich))
+- [SDK] test: Add e2e test for tune function. ([#2399](https://github.com/kubeflow/katib/pull/2399) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- [SDK] improve PVC creation name error ([#2496](https://github.com/kubeflow/katib/pull/2496) by [@mahdikhashan](https://github.com/mahdikhashan))
+- [SDK] Fix empty list for env variables and numpy version ([#2360](https://github.com/kubeflow/katib/pull/2360) by [@andreyvelich](https://github.com/andreyvelich))
+- [SDK] Explain Python version support cycle ([#2354](https://github.com/kubeflow/katib/pull/2354) by [@andreyvelich](https://github.com/andreyvelich))
+
+## Bug Fixes
+
+- fix(webhook): fix validation message in experiment webhook ([#2507](https://github.com/kubeflow/katib/pull/2507) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- Install typing-extensions v4.10.0 to fix Python test error ([#2504](https://github.com/kubeflow/katib/pull/2504) by [@helenxie-bit](https://github.com/helenxie-bit))
+- [SDK] Update `tune` API ([#2497](https://github.com/kubeflow/katib/pull/2497) by [@helenxie-bit](https://github.com/helenxie-bit))
+- fix(api): resolve all api voilation exceptions in katib api ([#2482](https://github.com/kubeflow/katib/pull/2482) by [@truc0](https://github.com/truc0))
+- fix(trial): use propagated gomega to improve debuggability. ([#2432](https://github.com/kubeflow/katib/pull/2432) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- fix(ui): update None Collector with Push Collector. ([#2418](https://github.com/kubeflow/katib/pull/2418) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- fix: Resolve errors in e2e tests for cypress in Katib UI ([#2384](https://github.com/kubeflow/katib/pull/2384) by [@tariq-hasan](https://github.com/tariq-hasan))
+- doc(example): fix the broken link. ([#2433](https://github.com/kubeflow/katib/pull/2433) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- fix: remove remaining MXNet dependency. ([#2456](https://github.com/kubeflow/katib/pull/2456) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- Remove Dropout layer from ENAS Trial container to fix E2E tests ([#2455](https://github.com/kubeflow/katib/pull/2455) by [@andreyvelich](https://github.com/andreyvelich))
+- [SDK] fix grpc related bugs in Python SDK ([#2398](https://github.com/kubeflow/katib/pull/2398) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- [SDK] Fix types error ([#2424](https://github.com/kubeflow/katib/pull/2424) by [@helenxie-bit](https://github.com/helenxie-bit))
+- fix: remove the dependency of `protocmp` in `google.golang.org/protobuf/testing/protocmp`. ([#2391](https://github.com/kubeflow/katib/pull/2391) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- Fix TestReconcileBatchJob ([#2350](https://github.com/kubeflow/katib/pull/2350) by [@forsaken628](https://github.com/forsaken628))
+- Fix apple silicon rosetta error when building images from the source code ([#2342](https://github.com/kubeflow/katib/pull/2342) by [@helenxie-bit](https://github.com/helenxie-bit))
+- fix katib use crds token pipeline trail template guide ([#2330](https://github.com/kubeflow/katib/pull/2330) by [@Jerry-yz](https://github.com/Jerry-yz))
+- Fix Scikit-Learn Version for Skopt Tests ([#2336](https://github.com/kubeflow/katib/pull/2336) by [@andreyvelich](https://github.com/andreyvelich))
+
+## Misc
+
+- Support old-style TensorFlow events (tensorboard) ([#2517](https://github.com/kubeflow/katib/pull/2517) by [@garymm](https://github.com/garymm))
+- Set experiment names at a max of 40 characters. ([#2468](https://github.com/kubeflow/katib/pull/2468) by [@AydanPirani](https://github.com/AydanPirani))
+- [CI] optimize katib ui dockerfile ([#2505](https://github.com/kubeflow/katib/pull/2505) by [@mahdikhashan](https://github.com/mahdikhashan))
+- Sort experiments by descending creation date by default in katib-ui ([#2498](https://github.com/kubeflow/katib/pull/2498) by [@Doris-xm](https://github.com/Doris-xm))
+- [GSoC] Add unit tests for `tune` API ([#2423](https://github.com/kubeflow/katib/pull/2423) by [@helenxie-bit](https://github.com/helenxie-bit))
+- Update MutatingWebhookConfiguration: Switch from objectSelector to AdmissionWebhookMatchConditions ([#2241](https://github.com/kubeflow/katib/pull/2241) by [@lianghao208](https://github.com/lianghao208))
+- chore: supporting the listen-address parameter on db-manager ([#2465](https://github.com/kubeflow/katib/pull/2465) by [@caiofralmeida](https://github.com/caiofralmeida))
+- Upgrade klog to v2 ([#2470](https://github.com/kubeflow/katib/pull/2470) by [@Doris-xm](https://github.com/Doris-xm))
+- Ignore cache exporting errors in the image building workflows ([#2487](https://github.com/kubeflow/katib/pull/2487) by [@Doris-xm](https://github.com/Doris-xm))
+- Upgrade grpcio version to v1.64.1 ([#2483](https://github.com/kubeflow/katib/pull/2483) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- docs: remove katib workflow ([#2443](https://github.com/kubeflow/katib/pull/2443) by [@gonmmarques](https://github.com/gonmmarques))
+- Migrate KatibCertGenerator to OPA CertController ([#2345](https://github.com/kubeflow/katib/pull/2345) by [@forsaken628](https://github.com/forsaken628))
+- Promote @Electronic-Waste and @helenxie-bit as Katib reviewers ([#2439](https://github.com/kubeflow/katib/pull/2439) by [@andreyvelich](https://github.com/andreyvelich))
+- Update README and out-of-date docs ([#2438](https://github.com/kubeflow/katib/pull/2438) by [@andreyvelich](https://github.com/andreyvelich))
+- Changes isort profile to black, to be fully compatible and adds 'pkg' dir for black and flake8 ([#2413](https://github.com/kubeflow/katib/pull/2413) by [@Ygnas](https://github.com/Ygnas))
+- Introduced error constants and replaced reflect with cmp ([#2289](https://github.com/kubeflow/katib/pull/2289) by [@tariq-hasan](https://github.com/tariq-hasan))
+- [Test] Refactor `inject_webhook_test.go` according to the Developer Guide ([#2401](https://github.com/kubeflow/katib/pull/2401) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- Enhance pre-commit hooks with flake8 and black ([#2407](https://github.com/kubeflow/katib/pull/2407) by [@Ygnas](https://github.com/Ygnas))
+- added `Distribution` field to feasibleSpace in `api.proto` ([#2397](https://github.com/kubeflow/katib/pull/2397) by [@shashank-iitbhu](https://github.com/shashank-iitbhu))
+- Begin enabling pre-commit hooks ([#2242](https://github.com/kubeflow/katib/pull/2242) by [@droctothorpe](https://github.com/droctothorpe))
+- Update Instructions for Argo Workflows ([#2382](https://github.com/kubeflow/katib/pull/2382) by [@jaffe-fly](https://github.com/jaffe-fly))
+- docs: update suggestion.md ([#2387](https://github.com/kubeflow/katib/pull/2387) by [@eltociear](https://github.com/eltociear))
+- Add command to re-run GitHub Actions tests ([#2385](https://github.com/kubeflow/katib/pull/2385) by [@andreyvelich](https://github.com/andreyvelich))
+- Bump Katib Python SDK to 0.17.0 version ([#2379](https://github.com/kubeflow/katib/pull/2379) by [@andreyvelich](https://github.com/andreyvelich))
+- Add Changelog for Katib v0.17.0 ([#2380](https://github.com/kubeflow/katib/pull/2380) by [@andreyvelich](https://github.com/andreyvelich))
+- Replaced hpcloud with nxadm for tail package in Go ([#2375](https://github.com/kubeflow/katib/pull/2375) by [@tariq-hasan](https://github.com/tariq-hasan))
+- Use ErrorList for experiment validator ([#2329](https://github.com/kubeflow/katib/pull/2329) by [@ckcd](https://github.com/ckcd))
+- Add Changelog for Katib v0.17.0-rc.1 ([#2370](https://github.com/kubeflow/katib/pull/2370) by [@andreyvelich](https://github.com/andreyvelich))
+- Remove default caBundle value ([#2368](https://github.com/kubeflow/katib/pull/2368) by [@vihangm](https://github.com/vihangm))
+- Bump Katib Python SDK to 0.17.0rc1 version ([#2365](https://github.com/kubeflow/katib/pull/2365) by [@andreyvelich](https://github.com/andreyvelich))
+- Add unit test for `create_experiment` in the `katib_client` module ([#2325](https://github.com/kubeflow/katib/pull/2325) by [@tariq-hasan](https://github.com/tariq-hasan))
+- Remove code generation from release script ([#2363](https://github.com/kubeflow/katib/pull/2363) by [@andreyvelich](https://github.com/andreyvelich))
+- Upgrade the protobuf version to >=4.21.12,<5 ([#2358](https://github.com/kubeflow/katib/pull/2358) by [@tenzen-y](https://github.com/tenzen-y))
+- Replace gRPC code generation tool from Znly/protoc to Buf ([#2344](https://github.com/kubeflow/katib/pull/2344) by [@forsaken628](https://github.com/forsaken628))
+- Replace already closed github.com/golang/mock with go.uber.org/mock ([#2357](https://github.com/kubeflow/katib/pull/2357) by [@forsaken628](https://github.com/forsaken628))
+- Use cache-dependency-path in actions/setup-go for CI workflow ([#2355](https://github.com/kubeflow/katib/pull/2355) by [@forsaken628](https://github.com/forsaken628))
+- Update Slack Invitation ([#2349](https://github.com/kubeflow/katib/pull/2349) by [@andreyvelich](https://github.com/andreyvelich))
+- Update GitHub template to better triage Issues ([#2335](https://github.com/kubeflow/katib/pull/2335) by [@andreyvelich](https://github.com/andreyvelich))
+- Add Changelog for Katib v0.17.0-rc.0 ([#2319](https://github.com/kubeflow/katib/pull/2319) by [@andreyvelich](https://github.com/andreyvelich))
+- Update outdated actions ([#2324](https://github.com/kubeflow/katib/pull/2324) by [@Mersho](https://github.com/Mersho))
+- Make test fields private in Go unit tests ([#2316](https://github.com/kubeflow/katib/pull/2316) by [@tariq-hasan](https://github.com/tariq-hasan))
+- Bump Katib Python SDK to 0.17.0rc0 Version ([#2318](https://github.com/kubeflow/katib/pull/2318) by [@andreyvelich](https://github.com/andreyvelich))
+
+[Full Changelog](https://github.com/kubeflow/katib/compare/v0.17.0...v0.18.0)
+
+# [v0.18.0-rc.0](https://github.com/kubeflow/katib/tree/v0.18.0-rc.0) (2025-02-13)
+
+## Breaking Changes
+
+- Upgrade Kubernetes to v1.31.3 ([#2478](https://github.com/kubeflow/katib/pull/2478) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- Upgrade Kubernetes to v1.30.7 ([#2463](https://github.com/kubeflow/katib/pull/2463) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- Drop Python 3.7 and Support Python 3.11 in the SDK ([#2337](https://github.com/kubeflow/katib/pull/2337) by [@tenzen-y](https://github.com/tenzen-y))
+
+## New Features
+
+### Hyperparameter Optimization for LLMs
+
+- [DOCS] move llm hyperparameter optimisation design image to the proposal directory and rename it ([#2472](https://github.com/kubeflow/katib/pull/2472) by [@mahdikhashan](https://github.com/mahdikhashan))
+- [GSoC] Update `tune` API for LLM hyperparameters optimization ([#2393](https://github.com/kubeflow/katib/pull/2393) by [@helenxie-bit](https://github.com/helenxie-bit))
+- [GSoC] Create LLM Hyperparameters Optimization API Proposal ([#2333](https://github.com/kubeflow/katib/pull/2333) by [@helenxie-bit](https://github.com/helenxie-bit))
+
+### Support for Advanced Distributions for HPO
+
+- [GSOC] `optuna` suggestion service logic update ([#2446](https://github.com/kubeflow/katib/pull/2446) by [@shashank-iitbhu](https://github.com/shashank-iitbhu))
+- [GSOC] `hyperopt` suggestion service logic update ([#2412](https://github.com/kubeflow/katib/pull/2412) by [@shashank-iitbhu](https://github.com/shashank-iitbhu))
+- [GSOC] Add validator for feasible space distribution ([#2404](https://github.com/kubeflow/katib/pull/2404) by [@shashank-iitbhu](https://github.com/shashank-iitbhu))
+- [GSOC] added Unknown distribution and convertDistribution in suggestion client ([#2403](https://github.com/kubeflow/katib/pull/2403) by [@shashank-iitbhu](https://github.com/shashank-iitbhu))
+- [GSOC] Support for various Parameter distributions in Katib ([#2334](https://github.com/kubeflow/katib/pull/2334) by [@shashank-iitbhu](https://github.com/shashank-iitbhu))
+- [GSoC] Added `DistributionType` to Experiment API ([#2377](https://github.com/kubeflow/katib/pull/2377) by [@shashank-iitbhu](https://github.com/shashank-iitbhu))
+
+### Push-based Metrics Collector
+
+- [GSoC] Provide a PyTorch MNIST Example for Push-based Metrics Collection ([#2437](https://github.com/kubeflow/katib/pull/2437) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- [GSoC] Compatibility Changes in Trial Controller ([#2394](https://github.com/kubeflow/katib/pull/2394) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- [GSoC] New Interface `report_metrics` in Python SDK ([#2371](https://github.com/kubeflow/katib/pull/2371) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- [GSoC] KEP for Project 6: Push-based Metrics Collection for Katib ([#2328](https://github.com/kubeflow/katib/pull/2328) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- [GSoC] Add New Parameter in `tune` ([#2369](https://github.com/kubeflow/katib/pull/2369) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+
+### SDK Updates
+
+- [SDK] Support PyTorchJob as a Trial Worker ([#2512](https://github.com/kubeflow/katib/pull/2512) by [@andreyvelich](https://github.com/andreyvelich))
+- [SDK] test: Add e2e test for tune function. ([#2399](https://github.com/kubeflow/katib/pull/2399) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- [SDK] improve PVC creation name error ([#2496](https://github.com/kubeflow/katib/pull/2496) by [@mahdikhashan](https://github.com/mahdikhashan))
+- [SDK] Fix empty list for env variables and numpy version ([#2360](https://github.com/kubeflow/katib/pull/2360) by [@andreyvelich](https://github.com/andreyvelich))
+- [SDK] Explain Python version support cycle ([#2354](https://github.com/kubeflow/katib/pull/2354) by [@andreyvelich](https://github.com/andreyvelich))
+
+## Bug Fixes
+
+- fix(webhook): fix validation message in experiment webhook ([#2507](https://github.com/kubeflow/katib/pull/2507) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- Install typing-extensions v4.10.0 to fix Python test error ([#2504](https://github.com/kubeflow/katib/pull/2504) by [@helenxie-bit](https://github.com/helenxie-bit))
+- [SDK] Update `tune` API ([#2497](https://github.com/kubeflow/katib/pull/2497) by [@helenxie-bit](https://github.com/helenxie-bit))
+- fix(api): resolve all api voilation exceptions in katib api ([#2482](https://github.com/kubeflow/katib/pull/2482) by [@truc0](https://github.com/truc0))
+- fix(trial): use propagated gomega to improve debuggability. ([#2432](https://github.com/kubeflow/katib/pull/2432) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- fix(ui): update None Collector with Push Collector. ([#2418](https://github.com/kubeflow/katib/pull/2418) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- fix: Resolve errors in e2e tests for cypress in Katib UI ([#2384](https://github.com/kubeflow/katib/pull/2384) by [@tariq-hasan](https://github.com/tariq-hasan))
+- doc(example): fix the broken link. ([#2433](https://github.com/kubeflow/katib/pull/2433) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- fix: remove remaining MXNet dependency. ([#2456](https://github.com/kubeflow/katib/pull/2456) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- Remove Dropout layer from ENAS Trial container to fix E2E tests ([#2455](https://github.com/kubeflow/katib/pull/2455) by [@andreyvelich](https://github.com/andreyvelich))
+- [SDK] fix grpc related bugs in Python SDK ([#2398](https://github.com/kubeflow/katib/pull/2398) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- [SDK] Fix types error ([#2424](https://github.com/kubeflow/katib/pull/2424) by [@helenxie-bit](https://github.com/helenxie-bit))
+- fix: remove the dependency of `protocmp` in `google.golang.org/protobuf/testing/protocmp`. ([#2391](https://github.com/kubeflow/katib/pull/2391) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- Fix TestReconcileBatchJob ([#2350](https://github.com/kubeflow/katib/pull/2350) by [@forsaken628](https://github.com/forsaken628))
+- Fix apple silicon rosetta error when building images from the source code ([#2342](https://github.com/kubeflow/katib/pull/2342) by [@helenxie-bit](https://github.com/helenxie-bit))
+- fix katib use crds token pipeline trail template guide ([#2330](https://github.com/kubeflow/katib/pull/2330) by [@Jerry-yz](https://github.com/Jerry-yz))
+- Fix Scikit-Learn Version for Skopt Tests ([#2336](https://github.com/kubeflow/katib/pull/2336) by [@andreyvelich](https://github.com/andreyvelich))
+
+## Misc
+
+- Set experiment names at a max of 40 characters. ([#2468](https://github.com/kubeflow/katib/pull/2468) by [@AydanPirani](https://github.com/AydanPirani))
+- [CI] optimize katib ui dockerfile ([#2505](https://github.com/kubeflow/katib/pull/2505) by [@mahdikhashan](https://github.com/mahdikhashan))
+- Sort experiments by descending creation date by default in katib-ui ([#2498](https://github.com/kubeflow/katib/pull/2498) by [@Doris-xm](https://github.com/Doris-xm))
+- [GSoC] Add unit tests for `tune` API ([#2423](https://github.com/kubeflow/katib/pull/2423) by [@helenxie-bit](https://github.com/helenxie-bit))
+- Update MutatingWebhookConfiguration: Switch from objectSelector to AdmissionWebhookMatchConditions ([#2241](https://github.com/kubeflow/katib/pull/2241) by [@lianghao208](https://github.com/lianghao208))
+- chore: supporting the listen-address parameter on db-manager ([#2465](https://github.com/kubeflow/katib/pull/2465) by [@caiofralmeida](https://github.com/caiofralmeida))
+- Upgrade klog to v2 ([#2470](https://github.com/kubeflow/katib/pull/2470) by [@Doris-xm](https://github.com/Doris-xm))
+- Ignore cache exporting errors in the image building workflows ([#2487](https://github.com/kubeflow/katib/pull/2487) by [@Doris-xm](https://github.com/Doris-xm))
+- Upgrade grpcio version to v1.64.1 ([#2483](https://github.com/kubeflow/katib/pull/2483) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- docs: remove katib workflow ([#2443](https://github.com/kubeflow/katib/pull/2443) by [@gonmmarques](https://github.com/gonmmarques))
+- Migrate KatibCertGenerator to OPA CertController ([#2345](https://github.com/kubeflow/katib/pull/2345) by [@forsaken628](https://github.com/forsaken628))
+- Promote @Electronic-Waste and @helenxie-bit as Katib reviewers ([#2439](https://github.com/kubeflow/katib/pull/2439) by [@andreyvelich](https://github.com/andreyvelich))
+- Update README and out-of-date docs ([#2438](https://github.com/kubeflow/katib/pull/2438) by [@andreyvelich](https://github.com/andreyvelich))
+- Changes isort profile to black, to be fully compatible and adds 'pkg' dir for black and flake8 ([#2413](https://github.com/kubeflow/katib/pull/2413) by [@Ygnas](https://github.com/Ygnas))
+- Introduced error constants and replaced reflect with cmp ([#2289](https://github.com/kubeflow/katib/pull/2289) by [@tariq-hasan](https://github.com/tariq-hasan))
+- [Test] Refactor `inject_webhook_test.go` according to the Developer Guide ([#2401](https://github.com/kubeflow/katib/pull/2401) by [@Electronic-Waste](https://github.com/Electronic-Waste))
+- Enhance pre-commit hooks with flake8 and black ([#2407](https://github.com/kubeflow/katib/pull/2407) by [@Ygnas](https://github.com/Ygnas))
+- added `Distribution` field to feasibleSpace in `api.proto` ([#2397](https://github.com/kubeflow/katib/pull/2397) by [@shashank-iitbhu](https://github.com/shashank-iitbhu))
+- Begin enabling pre-commit hooks ([#2242](https://github.com/kubeflow/katib/pull/2242) by [@droctothorpe](https://github.com/droctothorpe))
+- Update Instructions for Argo Workflows ([#2382](https://github.com/kubeflow/katib/pull/2382) by [@jaffe-fly](https://github.com/jaffe-fly))
+- docs: update suggestion.md ([#2387](https://github.com/kubeflow/katib/pull/2387) by [@eltociear](https://github.com/eltociear))
+- Add command to re-run GitHub Actions tests ([#2385](https://github.com/kubeflow/katib/pull/2385) by [@andreyvelich](https://github.com/andreyvelich))
+- Bump Katib Python SDK to 0.17.0 version ([#2379](https://github.com/kubeflow/katib/pull/2379) by [@andreyvelich](https://github.com/andreyvelich))
+- Add Changelog for Katib v0.17.0 ([#2380](https://github.com/kubeflow/katib/pull/2380) by [@andreyvelich](https://github.com/andreyvelich))
+- Replaced hpcloud with nxadm for tail package in Go ([#2375](https://github.com/kubeflow/katib/pull/2375) by [@tariq-hasan](https://github.com/tariq-hasan))
+- Use ErrorList for experiment validator ([#2329](https://github.com/kubeflow/katib/pull/2329) by [@ckcd](https://github.com/ckcd))
+- Add Changelog for Katib v0.17.0-rc.1 ([#2370](https://github.com/kubeflow/katib/pull/2370) by [@andreyvelich](https://github.com/andreyvelich))
+- Remove default caBundle value ([#2368](https://github.com/kubeflow/katib/pull/2368) by [@vihangm](https://github.com/vihangm))
+- Bump Katib Python SDK to 0.17.0rc1 version ([#2365](https://github.com/kubeflow/katib/pull/2365) by [@andreyvelich](https://github.com/andreyvelich))
+- Add unit test for `create_experiment` in the `katib_client` module ([#2325](https://github.com/kubeflow/katib/pull/2325) by [@tariq-hasan](https://github.com/tariq-hasan))
+- Remove code generation from release script ([#2363](https://github.com/kubeflow/katib/pull/2363) by [@andreyvelich](https://github.com/andreyvelich))
+- Upgrade the protobuf version to >=4.21.12,<5 ([#2358](https://github.com/kubeflow/katib/pull/2358) by [@tenzen-y](https://github.com/tenzen-y))
+- Replace gRPC code generation tool from Znly/protoc to Buf ([#2344](https://github.com/kubeflow/katib/pull/2344) by [@forsaken628](https://github.com/forsaken628))
+- Replace already closed github.com/golang/mock with go.uber.org/mock ([#2357](https://github.com/kubeflow/katib/pull/2357) by [@forsaken628](https://github.com/forsaken628))
+- Use cache-dependency-path in actions/setup-go for CI workflow ([#2355](https://github.com/kubeflow/katib/pull/2355) by [@forsaken628](https://github.com/forsaken628))
+- Update Slack Invitation ([#2349](https://github.com/kubeflow/katib/pull/2349) by [@andreyvelich](https://github.com/andreyvelich))
+- Update GitHub template to better triage Issues ([#2335](https://github.com/kubeflow/katib/pull/2335) by [@andreyvelich](https://github.com/andreyvelich))
+- Add Changelog for Katib v0.17.0-rc.0 ([#2319](https://github.com/kubeflow/katib/pull/2319) by [@andreyvelich](https://github.com/andreyvelich))
+- Update outdated actions ([#2324](https://github.com/kubeflow/katib/pull/2324) by [@Mersho](https://github.com/Mersho))
+- Make test fields private in Go unit tests ([#2316](https://github.com/kubeflow/katib/pull/2316) by [@tariq-hasan](https://github.com/tariq-hasan))
+- Bump Katib Python SDK to 0.17.0rc0 Version ([#2318](https://github.com/kubeflow/katib/pull/2318) by [@andreyvelich](https://github.com/andreyvelich))
+
+[Full Changelog](https://github.com/kubeflow/katib/compare/v0.17.0...v0.18.0-rc.0)
+
 # [v0.17.0](https://github.com/kubeflow/katib/tree/v0.17.0) (2024-07-12)
 
 ## Breaking Changes

CITATION.cff

@@ -0,0 +1,43 @@
+cff-version: 1.2.0
+message: "If you use Katib in your scientific publication, please cite it as below."
+authors:
+  - family-names: "George"
+    given-names: "Johnu"
+  - family-names: "Gao"
+    given-names: "Ce"
+  - family-names: "Liu"
+    given-names: "Richard"
+  - family-names: "Liu"
+    given-names: "Hou Gang"
+  - family-names: "Tang"
+    given-names: "Yuan"
+  - family-names: "Pydipaty"
+    given-names: "Ramdoot"
+  - family-names: "Saha"
+    given-names: "Amit Kumar"
+title: "Katib"
+type: software
+repository-code: "https://github.com/kubeflow/katib"
+preferred-citation:
+  type: misc
+  title: "A Scalable and Cloud-Native Hyperparameter Tuning System"
+  authors:
+    - family-names: "George"
+      given-names: "Johnu"
+    - family-names: "Gao"
+      given-names: "Ce"
+    - family-names: "Liu"
+      given-names: "Richard"
+    - family-names: "Liu"
+      given-names: "Hou Gang"
+    - family-names: "Tang"
+      given-names: "Yuan"
+    - family-names: "Pydipaty"
+      given-names: "Ramdoot"
+    - family-names: "Saha"
+      given-names: "Amit Kumar"
+  year: 2020
+  url: "https://arxiv.org/abs/2006.02085"
+  identifiers:
+    - type: "other"
+      value: "arXiv:2006.02085"

Makefile

@@ -33,7 +33,7 @@ fmt:
 
 lint:
 ifndef HAS_LINT
-	go install github.com/golangci/golangci-lint/cmd/golangci-lint@v1.57.2
+	go install github.com/golangci/golangci-lint/cmd/golangci-lint@v1.64.7
 	$(info "golangci-lint has been installed")
 endif
 	hack/verify-golangci-lint.sh

OWNERS

@@ -1,9 +1,10 @@
 approvers:
   - andreyvelich
   - gaocegege
-  - tenzen-y
   - johnugeorge
 reviewers:
   - anencore94
   - c-bata
   - Electronic-Waste
+emeritus_approvers:
+  - tenzen-y

README.md

@@ -1,15 +1,18 @@
-<h1 align="center">
+# Kubeflow Katib
-    <img src="./docs/images/logo-title.png" alt="logo" width="200">
-  <br>
-</h1>
 
 [![Build Status](https://github.com/kubeflow/katib/actions/workflows/test-go.yaml/badge.svg?branch=master)](https://github.com/kubeflow/katib/actions/workflows/test-go.yaml?branch=master)
 [![Coverage Status](https://coveralls.io/repos/github/kubeflow/katib/badge.svg?branch=master)](https://coveralls.io/github/kubeflow/katib?branch=master)
 [![Go Report Card](https://goreportcard.com/badge/github.com/kubeflow/katib)](https://goreportcard.com/report/github.com/kubeflow/katib)
 [![Releases](https://img.shields.io/github/release-pre/kubeflow/katib.svg?sort=semver)](https://github.com/kubeflow/katib/releases)
 [![Slack Status](https://img.shields.io/badge/slack-join_chat-white.svg?logo=slack&style=social)](https://www.kubeflow.org/docs/about/community/#kubeflow-slack-channels)
+[![OpenSSF Best Practices](https://www.bestpractices.dev/projects/9941/badge)](https://www.bestpractices.dev/projects/9941)
 
-Katib is a Kubernetes-native project for automated machine learning (AutoML).
+<h1 align="center">
+    <img src="./docs/images/logo-title.png" alt="logo" width="200">
+  <br>
+</h1>
+
+Kubeflow Katib is a Kubernetes-native project for automated machine learning (AutoML).
 Katib supports
 [Hyperparameter Tuning](https://en.wikipedia.org/wiki/Hyperparameter_optimization),
 [Early Stopping](https://en.wikipedia.org/wiki/Early_stopping) and

SECURITY.md

@@ -0,0 +1,64 @@
+# Security Policy
+
+## Supported Versions
+
+Kubeflow Katib versions are expressed as `vX.Y.Z`, where X is the major version,
+Y is the minor version, and Z is the patch version, following the
+[Semantic Versioning](https://semver.org/) terminology.
+
+The Kubeflow Katib project maintains release branches for the most recent two minor releases.
+Applicable fixes, including security fixes, may be backported to those two release branches,
+depending on severity and feasibility.
+
+Users are encouraged to stay updated with the latest releases to benefit from security patches and
+improvements.
+
+## Reporting a Vulnerability
+
+We're extremely grateful for security researchers and users that report vulnerabilities to the
+Kubeflow Open Source Community. All reports are thoroughly investigated by Kubeflow projects owners.
+
+You can use the following ways to report security vulnerabilities privately:
+
+- Using the Kubeflow Katib repository [GitHub Security Advisory](https://github.com/kubeflow/katib/security/advisories/new).
+- Using our private Kubeflow Steering Committee mailing list: ksc@kubeflow.org.
+
+Please provide detailed information to help us understand and address the issue promptly.
+
+## Disclosure Process
+
+**Acknowledgment**: We will acknowledge receipt of your report within 10 business days.
+
+**Assessment**: The Kubeflow projects owners will investigate the reported issue to determine its
+validity and severity.
+
+**Resolution**: If the issue is confirmed, we will work on a fix and prepare a release.
+
+**Notification**: Once a fix is available, we will notify the reporter and coordinate a public
+disclosure.
+
+**Public Disclosure**: Details of the vulnerability and the fix will be published in the project's
+release notes and communicated through appropriate channels.
+
+## Prevention Mechanisms
+
+Kubeflow Katib employs several measures to prevent security issues:
+
+**Code Reviews**: All code changes are reviewed by maintainers to ensure code quality and security.
+
+**Dependency Management**: Regular updates and monitoring of dependencies (e.g. Dependabot) to
+address known vulnerabilities.
+
+**Continuous Integration**: Automated testing and security checks are integrated into the CI/CD pipeline.
+
+**Image Scanning**: Container images are scanned for vulnerabilities.
+
+## Communication Channels
+
+For the general questions please join the following resources:
+
+- Kubeflow [Slack channels](https://www.kubeflow.org/docs/about/community/#kubeflow-slack-channels).
+
+- Kubeflow discuss [mailing list](https://www.kubeflow.org/docs/about/community/#kubeflow-mailing-list).
+
+Please **do not report** security vulnerabilities through public channels.

conformance/run.sh

@@ -2,7 +2,7 @@
 
 # Run conformance test and generate test report.
 python test/e2e/v1beta1/scripts/gh-actions/run-e2e-experiment.py --experiment-path examples/v1beta1/hp-tuning/random.yaml --namespace kf-conformance \
---trial-pod-annotations '{"sidecar.istio.io/inject": "false"}' | tee /tmp/katib-conformance.log
+--trial-pod-labels '{"sidecar.istio.io/inject": "false"}' | tee /tmp/katib-conformance.log
 
 
 # Create the done file.

docs/proposals/1214-custom-crd-in-trial/README.md

@@ -180,7 +180,7 @@ SucceededCondition: Succeeded
 Previously, we had problems with Istio sidecar containers,
 check [kubeflow/issue#1081](https://github.com/kubeflow/kubeflow/issues/4742).
 In some cases, it is unable to properly download datasets in training pod.
-It was fixed by adding annotation `sidecar.istio.io/inject: false` to appropriate Trial job in Katib controller.
+It was fixed by adding label `sidecar.istio.io/inject: false` to appropriate Trial job in Katib controller.
 
 Various CRD can have unified design and it is hard to understand where annotation must be specified
 to disable Istio injection for the running pods.

docs/proposals/README.md

@@ -0,0 +1,6 @@
+# Proposals
+
+Kubeflow uses the KEP process to document large scale changes to the project.
+
+Details on the process (including the KEP template, recommendations, etc.) can be found at
+[kubeflow/community/proposals](https://github.com/kubeflow/community/blob/master/proposals/README.md)

examples/v1beta1/argo/argo-workflow.yaml

@@ -74,7 +74,7 @@ spec:
                 - name: epochs
             container:
               name: model-training
-              image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:v0.18.0
+              image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:latest
               command:
                 - "python3"
                 - "/opt/pytorch-mnist/mnist.py"

examples/v1beta1/early-stopping/median-stop-with-json-format.yaml

@@ -62,7 +62,7 @@ spec:
           spec:
             containers:
               - name: training-container
-                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:v0.18.0
+                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:latest
                 command:
                   - "python3"
                   - "/opt/pytorch-mnist/mnist.py"

examples/v1beta1/early-stopping/median-stop.yaml

@@ -52,7 +52,7 @@ spec:
           spec:
             containers:
               - name: training-container
-                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:v0.18.0
+                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:latest
                 command:
                   - "python3"
                   - "/opt/pytorch-mnist/mnist.py"

examples/v1beta1/hp-tuning/bayesian-optimization.yaml

@@ -45,7 +45,7 @@ spec:
           spec:
             containers:
               - name: training-container
-                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:v0.18.0
+                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:latest
                 command:
                   - "python3"
                   - "/opt/pytorch-mnist/mnist.py"

examples/v1beta1/hp-tuning/cma-es.yaml

@@ -45,7 +45,7 @@ spec:
           spec:
             containers:
               - name: training-container
-                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:v0.18.0
+                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:latest
                 command:
                   - "python3"
                   - "/opt/pytorch-mnist/mnist.py"

examples/v1beta1/hp-tuning/grid.yaml

@@ -44,7 +44,7 @@ spec:
           spec:
             containers:
               - name: training-container
-                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:v0.18.0
+                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:latest
                 command:
                   - "python3"
                   - "/opt/pytorch-mnist/mnist.py"

examples/v1beta1/hp-tuning/hyperband.yaml

@@ -57,7 +57,7 @@ spec:
           spec:
             containers:
               - name: training-container
-                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:v0.18.0
+                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:latest
                 command:
                   - "python3"
                   - "/opt/pytorch-mnist/mnist.py"

examples/v1beta1/hp-tuning/hyperopt-distribution.yaml

@@ -63,7 +63,7 @@ spec:
           spec:
             containers:
               - name: training-container
-                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:v0.18.0
+                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:latest
                 command:
                   - "python3"
                   - "/opt/pytorch-mnist/mnist.py"

examples/v1beta1/hp-tuning/multivariate-tpe.yaml

@@ -42,7 +42,7 @@ spec:
           spec:
             containers:
               - name: training-container
-                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:v0.18.0
+                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:latest
                 command:
                   - "python3"
                   - "/opt/pytorch-mnist/mnist.py"

examples/v1beta1/hp-tuning/optuna-distribution.yaml

@@ -63,7 +63,7 @@ spec:
           spec:
             containers:
               - name: training-container
-                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:v0.18.0
+                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:latest
                 command:
                   - "python3"
                   - "/opt/pytorch-mnist/mnist.py"

examples/v1beta1/hp-tuning/random.yaml

@@ -42,7 +42,7 @@ spec:
           spec:
             containers:
               - name: training-container
-                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:v0.18.0
+                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:latest
                 command:
                   - "python3"
                   - "/opt/pytorch-mnist/mnist.py"

examples/v1beta1/hp-tuning/simple-pbt.yaml

@@ -43,7 +43,7 @@ spec:
           spec:
             containers:
               - name: training-container
-                image: ghcr.io/kubeflow/katib/simple-pbt:v0.18.0
+                image: ghcr.io/kubeflow/katib/simple-pbt:latest
                 command:
                   - "python3"
                   - "/opt/pbt/pbt_test.py"

examples/v1beta1/hp-tuning/sobol.yaml

@@ -42,7 +42,7 @@ spec:
           spec:
             containers:
               - name: training-container
-                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:v0.18.0
+                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:latest
                 command:
                   - "python3"
                   - "/opt/pytorch-mnist/mnist.py"

examples/v1beta1/hp-tuning/tpe.yaml

@@ -42,7 +42,7 @@ spec:
           spec:
             containers:
               - name: training-container
-                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:v0.18.0
+                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:latest
                 command:
                   - "python3"
                   - "/opt/pytorch-mnist/mnist.py"

examples/v1beta1/kubeflow-pipelines/early-stopping.ipynb

@@ -222,7 +222,7 @@
     "    \"spec\": {\n",
     "        \"template\": {\n",
     "            \"metadata\": {\n",
-    "                \"annotations\": {\n",
+    "                \"labels\": {\n",
     "                     \"sidecar.istio.io/inject\": \"false\"\n",
     "                }\n",
     "            },\n",

examples/v1beta1/kubeflow-pipelines/kubeflow-e2e-mnist.ipynb

@@ -210,7 +210,7 @@
     "                    \"restartPolicy\": \"OnFailure\",\n",
     "                    \"template\": {\n",
     "                        \"metadata\": {\n",
-    "                            \"annotations\": {\n",
+    "                            \"labels\": {\n",
     "                                \"sidecar.istio.io/inject\": \"false\"\n",
     "                            }\n",
     "                        },\n",
@@ -236,7 +236,7 @@
     "                    \"restartPolicy\": \"OnFailure\",\n",
     "                    \"template\": {\n",
     "                        \"metadata\": {\n",
-    "                            \"annotations\": {\n",
+    "                            \"labels\": {\n",
     "                                \"sidecar.istio.io/inject\": \"false\"\n",
     "                            }\n",
     "                        },\n",
@@ -360,7 +360,7 @@
     "        \"restartPolicy\": \"OnFailure\",\n",
     "        \"template\": {\n",
     "            \"metadata\": {\n",
-    "                \"annotations\": {\n",
+    "                \"labels\": {\n",
     "                    \"sidecar.istio.io/inject\": \"false\"\n",
     "                }\n",
     "            },\n",
@@ -401,7 +401,7 @@
     "        \"restartPolicy\": \"OnFailure\",\n",
     "        \"template\": {\n",
     "            \"metadata\": {\n",
-    "                \"annotations\": {\n",
+    "                \"labels\": {\n",
     "                    \"sidecar.istio.io/inject\": \"false\"\n",
     "                }\n",
     "            },\n",
@@ -600,7 +600,7 @@
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAAA1ElEQVR4nN3QPwtBYRQG8EMU0e0uZLIw+QKXRZlMGC0GX8CglE0pk0VxPwQmE5YrJYPVIjYMlImSwXNiMOi97319AM/6O6fzh+g/Y5hr5mrRNByseAZba4D7EnlSN8wy3uAYXJOwDEw0ohKwD9mtxehqRLQBCnZr8GPkJ/Ll79y0m37GiIjiK2AQsGMYiIbryyvjmZO20U9gAIcjTg43GhfethOROToO+En6xRUlZhnSjd+I6BY7xVIRY79w4XapR9IOSTWWYSWUqE0xlH771R7UrULefm5U2pxVCt0AAAAASUVORK5CYII=\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAAA1ElEQVR4nN3QPwtBYRQG8EMU0e0uZLIw+QKXRZlMGC0GX8CglE0pk0VxPwQmE5YrJYPVIjYMlImSwXNiMOi97319AM/6O6fzh+g/Y5hr5mrRNByseAZba4D7EnlSN8wy3uAYXJOwDEw0ohKwD9mtxehqRLQBCnZr8GPkJ/Ll79y0m37GiIjiK2AQsGMYiIbryyvjmZO20U9gAIcjTg43GhfethOROToO+En6xRUlZhnSjd+I6BY7xVIRY79w4XapR9IOSTWWYSWUqE0xlH771R7UrULefm5U2pxVCt0AAAAASUVORK5CYII=",
       "text/plain": [
        "<PIL.BmpImagePlugin.BmpImageFile image mode=L size=28x28 at 0x7F9A711F33A0>"
       ]

examples/v1beta1/kubeflow-pipelines/mpi-job-horovod.py

@@ -96,9 +96,7 @@ def horovod_mnist_hpo(
                 "Launcher": {
                     "replicas": 1,
                     "template": {
-                        "metadata": {
+                        "metadata": {"labels": {"sidecar.istio.io/inject": "false"}},
-                            "annotations": {"sidecar.istio.io/inject": "false"}
-                        },
                         "spec": {
                             "containers": [
                                 {
@@ -141,9 +139,7 @@ def horovod_mnist_hpo(
                 "Worker": {
                     "replicas": 2,
                     "template": {
-                        "metadata": {
+                        "metadata": {"labels": {"sidecar.istio.io/inject": "false"}},
-                            "annotations": {"sidecar.istio.io/inject": "false"}
-                        },
                         "spec": {
                             "containers": [
                                 {

examples/v1beta1/kubeflow-training-operator/pytorchjob-mnist.yaml

@@ -46,7 +46,7 @@ spec:
               spec:
                 containers:
                   - name: pytorch
-                    image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:v0.18.0
+                    image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:latest
                     command:
                       - "python3"
                       - "/opt/pytorch-mnist/mnist.py"
@@ -61,7 +61,7 @@ spec:
               spec:
                 containers:
                   - name: pytorch
-                    image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:v0.18.0
+                    image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:latest
                     command:
                       - "python3"
                       - "/opt/pytorch-mnist/mnist.py"

examples/v1beta1/kubeflow-training-operator/tfjob-mnist-with-summaries.yaml

@@ -56,7 +56,7 @@ spec:
               spec:
                 containers:
                   - name: tensorflow
-                    image: ghcr.io/kubeflow/katib/tf-mnist-with-summaries:v0.18.0
+                    image: ghcr.io/kubeflow/katib/tf-mnist-with-summaries:latest
                     command:
                       - "python"
                       - "/opt/tf-mnist-with-summaries/mnist.py"

examples/v1beta1/metrics-collector/custom-metrics-collector.yaml

@@ -67,7 +67,7 @@ spec:
           spec:
             containers:
               - name: training-container
-                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:v0.18.0
+                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:latest
                 command:
                   - "python3"
                   - "/opt/pytorch-mnist/mnist.py"

examples/v1beta1/metrics-collector/file-metrics-collector-with-json-format.yaml

@@ -52,7 +52,7 @@ spec:
           spec:
             containers:
               - name: training-container
-                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:v0.18.0
+                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:latest
                 command:
                   - "python3"
                   - "/opt/pytorch-mnist/mnist.py"

examples/v1beta1/metrics-collector/file-metrics-collector.yaml

@@ -54,7 +54,7 @@ spec:
           spec:
             containers:
               - name: training-container
-                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:v0.18.0
+                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:latest
                 command:
                   - "python3"
                   - "/opt/pytorch-mnist/mnist.py"

examples/v1beta1/metrics-collector/metrics-collection-strategy.yaml

@@ -49,7 +49,7 @@ spec:
           spec:
             containers:
               - name: training-container
-                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:v0.18.0
+                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:latest
                 command:
                   - "python3"
                   - "/opt/pytorch-mnist/mnist.py"

examples/v1beta1/nas/darts-cpu.yaml

@@ -60,7 +60,7 @@ spec:
           spec:
             containers:
               - name: training-container
-                image: ghcr.io/kubeflow/katib/darts-cnn-cifar10-cpu:v0.18.0
+                image: ghcr.io/kubeflow/katib/darts-cnn-cifar10-cpu:latest
                 command:
                   - python3
                   - run_trial.py

examples/v1beta1/nas/darts-gpu.yaml

@@ -77,7 +77,7 @@ spec:
           spec:
             containers:
               - name: training-container
-                image: ghcr.io/kubeflow/katib/darts-cnn-cifar10-gpu:v0.18.0
+                image: ghcr.io/kubeflow/katib/darts-cnn-cifar10-gpu:latest
                 command:
                   - python3
                   - run_trial.py

examples/v1beta1/nas/enas-cpu.yaml

@@ -139,7 +139,7 @@ spec:
           spec:
             containers:
               - name: training-container
-                image: ghcr.io/kubeflow/katib/enas-cnn-cifar10-cpu:v0.18.0
+                image: ghcr.io/kubeflow/katib/enas-cnn-cifar10-cpu:latest
                 command:
                   - python3
                   - -u

examples/v1beta1/nas/enas-gpu.yaml

@@ -136,7 +136,7 @@ spec:
           spec:
             containers:
               - name: training-container
-                image: ghcr.io/kubeflow/katib/enas-cnn-cifar10-gpu:v0.18.0
+                image: ghcr.io/kubeflow/katib/enas-cnn-cifar10-gpu:latest
                 command:
                   - python3
                   - -u

examples/v1beta1/resume-experiment/from-volume-resume.yaml

@@ -43,7 +43,7 @@ spec:
           spec:
             containers:
               - name: training-container
-                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:v0.18.0
+                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:latest
                 command:
                   - "python3"
                   - "/opt/pytorch-mnist/mnist.py"

examples/v1beta1/resume-experiment/long-running-resume.yaml

@@ -43,7 +43,7 @@ spec:
           spec:
             containers:
               - name: training-container
-                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:v0.18.0
+                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:latest
                 command:
                   - "python3"
                   - "/opt/pytorch-mnist/mnist.py"

examples/v1beta1/sdk/cmaes-and-resume-policies.ipynb

@@ -125,7 +125,7 @@
     "    \"spec\": {\n",
     "        \"template\": {\n",
     "            \"metadata\": {\n",
-    "                \"annotations\": {\n",
+    "                \"labels\": {\n",
     "                    \"sidecar.istio.io/inject\": \"false\"\n",
     "                }\n",
     "            },\n",

examples/v1beta1/sdk/nas-with-darts.ipynb

@@ -224,7 +224,7 @@
     "    \"spec\": {\n",
     "        \"template\": {\n",
     "            \"metadata\": {\n",
-    "                \"annotations\": {\n",
+    "                \"labels\": {\n",
     "                    \"sidecar.istio.io/inject\": \"false\"\n",
     "                }\n",
     "            },\n",

examples/v1beta1/tekton/pipeline-run.yaml

@@ -88,7 +88,7 @@ spec:
                     description: Number of epochs
                 steps:
                   - name: model-training
-                    image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:v0.18.0
+                    image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:latest
                     command:
                       - "python3"
                       - "/opt/pytorch-mnist/mnist.py"

examples/v1beta1/trial-template/trial-metadata-substitution.yaml

@@ -66,7 +66,7 @@ spec:
           spec:
             containers:
               - name: training-container
-                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:v0.18.0
+                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:latest
                 command:
                   - "python3"
                   - "/opt/pytorch-mnist/mnist.py"

go.mod

@@ -1,6 +1,6 @@
 module github.com/kubeflow/katib
 
-go 1.22.0
+go 1.23.0
 
 require (
 	github.com/DATA-DOG/go-sqlmock v1.5.0
@@ -83,7 +83,7 @@ require (
 	github.com/go-openapi/jsonreference v0.21.0 // indirect
 	github.com/go-openapi/swag v0.23.0 // indirect
 	github.com/gogo/protobuf v1.3.2 // indirect
-	github.com/golang-jwt/jwt/v4 v4.5.1 // indirect
+	github.com/golang-jwt/jwt/v4 v4.5.2 // indirect
 	github.com/golang/groupcache v0.0.0-20210331224755-41bb18bfe9da // indirect
 	github.com/golang/protobuf v1.5.4 // indirect
 	github.com/google/gnostic-models v0.6.8 // indirect
@@ -128,15 +128,15 @@ require (
 	go.uber.org/atomic v1.11.0 // indirect
 	go.uber.org/multierr v1.11.0 // indirect
 	go.uber.org/zap v1.26.0 // indirect
-	golang.org/x/crypto v0.31.0 // indirect
+	golang.org/x/crypto v0.35.0 // indirect
 	golang.org/x/exp v0.0.0-20240719175910-8a7402abbf56 // indirect
 	golang.org/x/mod v0.20.0 // indirect
 	golang.org/x/net v0.33.0 // indirect
 	golang.org/x/oauth2 v0.21.0 // indirect
-	golang.org/x/sync v0.10.0 // indirect
+	golang.org/x/sync v0.11.0 // indirect
-	golang.org/x/sys v0.28.0 // indirect
+	golang.org/x/sys v0.30.0 // indirect
-	golang.org/x/term v0.27.0 // indirect
+	golang.org/x/term v0.29.0 // indirect
-	golang.org/x/text v0.21.0 // indirect
+	golang.org/x/text v0.22.0 // indirect
 	golang.org/x/time v0.6.0 // indirect
 	golang.org/x/tools v0.24.0 // indirect
 	gomodules.xyz/jsonpatch/v2 v2.4.0 // indirect

go.sum

@@ -243,8 +243,8 @@ github.com/gogo/protobuf v1.3.2/go.mod h1:P1XiOD3dCwIKUDQYPy72D8LYyHL2YPYrpS2s69
 github.com/golang-jwt/jwt/v4 v4.0.0/go.mod h1:/xlHOz8bRuivTWchD4jCa+NbatV+wEUSzwAxVc6locg=
 github.com/golang-jwt/jwt/v4 v4.2.0/go.mod h1:/xlHOz8bRuivTWchD4jCa+NbatV+wEUSzwAxVc6locg=
 github.com/golang-jwt/jwt/v4 v4.5.0/go.mod h1:m21LjoU+eqJr34lmDMbreY2eSTRJ1cv77w39/MY0Ch0=
-github.com/golang-jwt/jwt/v4 v4.5.1 h1:JdqV9zKUdtaa9gdPlywC3aeoEsR681PlKC+4F5gQgeo=
+github.com/golang-jwt/jwt/v4 v4.5.2 h1:YtQM7lnr8iZ+j5q71MGKkNw9Mn7AjHM68uc9g5fXeUI=
-github.com/golang-jwt/jwt/v4 v4.5.1/go.mod h1:m21LjoU+eqJr34lmDMbreY2eSTRJ1cv77w39/MY0Ch0=
+github.com/golang-jwt/jwt/v4 v4.5.2/go.mod h1:m21LjoU+eqJr34lmDMbreY2eSTRJ1cv77w39/MY0Ch0=
 github.com/golang-sql/civil v0.0.0-20190719163853-cb61b32ac6fe/go.mod h1:8vg3r2VgvsThLBIFL93Qb5yWzgyZWhEmBwUJWevAkK0=
 github.com/golang/freetype v0.0.0-20170609003504-e2365dfdc4a0/go.mod h1:E/TSTwGwJL78qG/PmXZO1EjYhfJinVAhrmmHX6Z8B9k=
 github.com/golang/glog v0.0.0-20160126235308-23def4e6c14b/go.mod h1:SBH7ygxi8pfUlaOkMMuAQtPIUF8ecWP5IEl/CR7VP2Q=
@@ -728,8 +728,8 @@ golang.org/x/crypto v0.0.0-20210921155107-089bfa567519/go.mod h1:GvvjBRRGRdwPK5y
 golang.org/x/crypto v0.0.0-20211215153901-e495a2d5b3d3/go.mod h1:IxCIyHEi3zRg3s0A5j5BB6A9Jmi73HwBIUl50j+osU4=
 golang.org/x/crypto v0.0.0-20220722155217-630584e8d5aa/go.mod h1:IxCIyHEi3zRg3s0A5j5BB6A9Jmi73HwBIUl50j+osU4=
 golang.org/x/crypto v0.6.0/go.mod h1:OFC/31mSvZgRz0V1QTNCzfAI1aIRzbiufJtkMIlEp58=
-golang.org/x/crypto v0.31.0 h1:ihbySMvVjLAeSH1IbfcRTkD/iNscyz8rGzjF/E5hV6U=
+golang.org/x/crypto v0.35.0 h1:b15kiHdrGCHrP6LvwaQ3c03kgNhhiMgvlhxHQhmg2Xs=
-golang.org/x/crypto v0.31.0/go.mod h1:kDsLvtWBEx7MV9tJOj9bnXsPbxwJQ6csT/x4KIN4Ssk=
+golang.org/x/crypto v0.35.0/go.mod h1:dy7dXNW32cAb/6/PRuTNsix8T+vJAqvuIy5Bli/x0YQ=
 golang.org/x/exp v0.0.0-20180321215751-8460e604b9de/go.mod h1:CJ0aWSM057203Lf6IL+f9T1iT9GByDxfZKAQTCR3kQA=
 golang.org/x/exp v0.0.0-20180807140117-3d87b88a115f/go.mod h1:CJ0aWSM057203Lf6IL+f9T1iT9GByDxfZKAQTCR3kQA=
 golang.org/x/exp v0.0.0-20190121172915-509febef88a4/go.mod h1:CJ0aWSM057203Lf6IL+f9T1iT9GByDxfZKAQTCR3kQA=
@@ -853,8 +853,8 @@ golang.org/x/sync v0.0.0-20201020160332-67f06af15bc9/go.mod h1:RxMgew5VJxzue5/jJ
 golang.org/x/sync v0.0.0-20201207232520-09787c993a3a/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.0.0-20210220032951-036812b2e83c/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.0.0-20220722155255-886fb9371eb4/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
-golang.org/x/sync v0.10.0 h1:3NQrjDixjgGwUOCaF8w2+VYHv0Ve/vGYSbdkTa98gmQ=
+golang.org/x/sync v0.11.0 h1:GGz8+XQP4FvTTrjZPzNKTMFtSXH80RAzG+5ghFPgK9w=
-golang.org/x/sync v0.10.0/go.mod h1:Czt+wKu1gCyEFDUtn0jG5QVvpJ6rzVqr5aXyt9drQfk=
+golang.org/x/sync v0.11.0/go.mod h1:Czt+wKu1gCyEFDUtn0jG5QVvpJ6rzVqr5aXyt9drQfk=
 golang.org/x/sys v0.0.0-20180823144017-11551d06cbcc/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
 golang.org/x/sys v0.0.0-20180830151530-49385e6e1522/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
 golang.org/x/sys v0.0.0-20180905080454-ebe1bf3edb33/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
@@ -930,13 +930,13 @@ golang.org/x/sys v0.0.0-20220825204002-c680a09ffe64/go.mod h1:oPkhp1MJrh7nUepCBc
 golang.org/x/sys v0.0.0-20220906165534-d0df966e6959/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20220908164124-27713097b956/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.5.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
-golang.org/x/sys v0.28.0 h1:Fksou7UEQUWlKvIdsqzJmUmCX3cZuD2+P3XyyzwMhlA=
+golang.org/x/sys v0.30.0 h1:QjkSwP/36a20jFYWkSue1YwXzLmsV5Gfq7Eiy72C1uc=
-golang.org/x/sys v0.28.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
+golang.org/x/sys v0.30.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
 golang.org/x/term v0.0.0-20201126162022-7de9c90e9dd1/go.mod h1:bj7SfCRtBDWHUb9snDiAeCFNEtKQo2Wmx5Cou7ajbmo=
 golang.org/x/term v0.0.0-20210927222741-03fcf44c2211/go.mod h1:jbD1KX2456YbFQfuXm/mYQcufACuNUgVhRMnK/tPxf8=
 golang.org/x/term v0.5.0/go.mod h1:jMB1sMXY+tzblOD4FWmEbocvup2/aLOaQEp7JmGp78k=
-golang.org/x/term v0.27.0 h1:WP60Sv1nlK1T6SupCHbXzSaN0b9wUmsPoRS9b61A23Q=
+golang.org/x/term v0.29.0 h1:L6pJp37ocefwRRtYPKSWOWzOtWSxVajvz2ldH/xi3iU=
-golang.org/x/term v0.27.0/go.mod h1:iMsnZpn0cago0GOrHO2+Y7u7JPn5AylBrcoWkElMTSM=
+golang.org/x/term v0.29.0/go.mod h1:6bl4lRlvVuDgSf3179VpIxBF0o10JUpXWOnI7nErv7s=
 golang.org/x/text v0.0.0-20170915032832-14c0d48ead0c/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
 golang.org/x/text v0.3.0/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
 golang.org/x/text v0.3.1-0.20180807135948-17ff2d5776d2/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
@@ -947,8 +947,8 @@ golang.org/x/text v0.3.5/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
 golang.org/x/text v0.3.6/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
 golang.org/x/text v0.3.7/go.mod h1:u+2+/6zg+i71rQMx5EYifcz6MCKuco9NR6JIITiCfzQ=
 golang.org/x/text v0.7.0/go.mod h1:mrYo+phRRbMaCq/xk9113O4dZlRixOauAjOtrjsXDZ8=
-golang.org/x/text v0.21.0 h1:zyQAAkrwaneQ066sspRyJaG9VNi/YJ1NfzcGB3hZ/qo=
+golang.org/x/text v0.22.0 h1:bofq7m3/HAFvbF51jz3Q9wLg3jkvSPuiZu/pD1XwgtM=
-golang.org/x/text v0.21.0/go.mod h1:4IBbMaMmOPCJ8SecivzSH54+73PCFmPWxNTLm+vZkEQ=
+golang.org/x/text v0.22.0/go.mod h1:YRoo4H8PVmsu+E3Ou7cqLVH8oXWIHVoX0jqUWALQhfY=
 golang.org/x/time v0.0.0-20181108054448-85acf8d2951c/go.mod h1:tRJNPiyCQ0inRvYxbN9jk5I+vvW/OXSQhTDSoE431IQ=
 golang.org/x/time v0.0.0-20190308202827-9d24e82272b4/go.mod h1:tRJNPiyCQ0inRvYxbN9jk5I+vvW/OXSQhTDSoE431IQ=
 golang.org/x/time v0.0.0-20191024005414-555d28b269f0/go.mod h1:tRJNPiyCQ0inRvYxbN9jk5I+vvW/OXSQhTDSoE431IQ=

hack/verify-golangci-lint.sh

@@ -25,4 +25,4 @@ if [ -z "$(command -v golangci-lint)" ]; then
 fi
 
 echo 'Running golangci-lint'
-golangci-lint run --timeout 5m --go 1.22
+golangci-lint run --timeout 5m --go 1.23

manifests/v1beta1/components/controller/controller.yaml

@@ -15,10 +15,10 @@ spec:
     metadata:
       labels:
         katib.kubeflow.org/component: controller
+        sidecar.istio.io/inject: "false"
       annotations:
         prometheus.io/scrape: "true"
         prometheus.io/port: "8080"
-        sidecar.istio.io/inject: "false"
     spec:
       serviceAccountName: katib-controller
       containers:
@@ -58,6 +58,15 @@ spec:
               name: katib-config
               subPath: katib-config.yaml
               readOnly: true
+          securityContext:
+            runAsNonRoot: true
+            allowPrivilegeEscalation: false
+            runAsUser: 1000
+            seccompProfile:
+              type: RuntimeDefault
+            capabilities:
+              drop:
+              - ALL
       volumes:
         - name: cert
           secret:

manifests/v1beta1/components/controller/trial-templates.yaml

@@ -15,7 +15,7 @@ data:
         spec:
           containers:
             - name: training-container
-              image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:v0.18.0
+              image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:latest
               command:
                 - "python3"
                 - "/opt/pytorch-mnist/mnist.py"
@@ -33,7 +33,7 @@ data:
         spec:
           containers:
             - name: training-container
-              image: ghcr.io/kubeflow/katib/enas-cnn-cifar10-cpu:v0.18.0
+              image: ghcr.io/kubeflow/katib/enas-cnn-cifar10-cpu:latest
               command:
                 - python3
                 - -u
@@ -54,7 +54,7 @@ data:
             spec:
               containers:
                 - name: pytorch
-                  image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:v0.18.0
+                  image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:latest
                   command:
                     - "python3"
                     - "/opt/pytorch-mnist/mnist.py"
@@ -68,7 +68,7 @@ data:
             spec:
               containers:
                 - name: pytorch
-                  image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:v0.18.0
+                  image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:latest
                   command:
                     - "python3"
                     - "/opt/pytorch-mnist/mnist.py"

manifests/v1beta1/components/db-manager/db-manager.yaml

@@ -15,7 +15,6 @@ spec:
     metadata:
       labels:
         katib.kubeflow.org/component: db-manager
-      annotations:
         sidecar.istio.io/inject: "false"
     spec:
       containers:
@@ -40,3 +39,12 @@ spec:
             initialDelaySeconds: 10
             periodSeconds: 60
             failureThreshold: 5
+          securityContext:
+            runAsNonRoot: true
+            allowPrivilegeEscalation: false
+            runAsUser: 1000
+            seccompProfile:
+              type: RuntimeDefault
+            capabilities:
+              drop:
+              - ALL

manifests/v1beta1/components/mysql/mysql.yaml

@@ -17,9 +17,11 @@ spec:
     metadata:
       labels:
         katib.kubeflow.org/component: mysql
-      annotations:
         sidecar.istio.io/inject: "false"
     spec:
+      securityContext:
+        fsGroup: 999
+        fsGroupChangePolicy: OnRootMismatch
       containers:
         - name: katib-mysql
           image: mysql:8.0.29
@@ -68,6 +70,16 @@ spec:
           volumeMounts:
             - name: katib-mysql
               mountPath: /var/lib/mysql
+          securityContext:
+            allowPrivilegeEscalation: false
+            seccompProfile:
+              type: RuntimeDefault
+            runAsNonRoot: true
+            runAsUser: 999
+            runAsGroup: 999
+            capabilities:
+              drop:
+              - ALL
       volumes:
         - name: katib-mysql
           persistentVolumeClaim:

manifests/v1beta1/components/postgres/postgres.yaml

@@ -17,8 +17,8 @@ spec:
     metadata:
       labels:
         katib.kubeflow.org/component: postgres
-      annotations:
         sidecar.istio.io/inject: "false"
+      annotations:
     spec:
       containers:
         - name: katib-postgres

manifests/v1beta1/components/ui/ui.yaml

@@ -15,7 +15,6 @@ spec:
     metadata:
       labels:
         katib.kubeflow.org/component: ui
-      annotations:
         sidecar.istio.io/inject: "false"
     spec:
       containers:
@@ -33,4 +32,13 @@ spec:
           ports:
             - name: ui
               containerPort: 8080
+          securityContext:
+            runAsNonRoot: true
+            allowPrivilegeEscalation: false
+            runAsUser: 1000
+            seccompProfile:
+              type: RuntimeDefault
+            capabilities:
+              drop:
+              - ALL
       serviceAccountName: katib-ui

manifests/v1beta1/installs/katib-cert-manager/certificate.yaml

@@ -5,10 +5,10 @@ metadata:
   name: katib-webhook-cert
 spec:
   isCA: true
-  commonName: $(KATIB_SERVICE_NAME).$(KATIB_NAMESPACE).svc
+  commonName: KATIB_SERVICE_NAME_PLACEHOLDER.KATIB_NAMESPACE_PLACEHOLDER.svc
   dnsNames:
-    - $(KATIB_SERVICE_NAME).$(KATIB_NAMESPACE).svc
+    - KATIB_SERVICE_NAME_PLACEHOLDER.KATIB_NAMESPACE_PLACEHOLDER.svc
-    - $(KATIB_SERVICE_NAME).$(KATIB_NAMESPACE).svc.cluster.local
+    - KATIB_SERVICE_NAME_PLACEHOLDER.KATIB_NAMESPACE_PLACEHOLDER.svc.cluster.local
   issuerRef:
     kind: Issuer
     name: katib-selfsigned-issuer

manifests/v1beta1/installs/katib-cert-manager/katib-config.yaml

@@ -13,40 +13,40 @@ init:
 runtime:
   metricsCollectors:
     - kind: StdOut
-      image: ghcr.io/kubeflow/katib/file-metrics-collector:v0.18.0
+      image: ghcr.io/kubeflow/katib/file-metrics-collector:latest
     - kind: File
-      image: ghcr.io/kubeflow/katib/file-metrics-collector:v0.18.0
+      image: ghcr.io/kubeflow/katib/file-metrics-collector:latest
     - kind: TensorFlowEvent
-      image: ghcr.io/kubeflow/katib/tfevent-metrics-collector:v0.18.0
+      image: ghcr.io/kubeflow/katib/tfevent-metrics-collector:latest
       resources:
         limits:
           memory: 1Gi
   suggestions:
     - algorithmName: random
-      image: ghcr.io/kubeflow/katib/suggestion-hyperopt:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-hyperopt:latest
     - algorithmName: tpe
-      image: ghcr.io/kubeflow/katib/suggestion-hyperopt:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-hyperopt:latest
     - algorithmName: grid
-      image: ghcr.io/kubeflow/katib/suggestion-optuna:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-optuna:latest
     - algorithmName: hyperband
-      image: ghcr.io/kubeflow/katib/suggestion-hyperband:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-hyperband:latest
     - algorithmName: bayesianoptimization
-      image: ghcr.io/kubeflow/katib/suggestion-skopt:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-skopt:latest
     - algorithmName: cmaes
-      image: ghcr.io/kubeflow/katib/suggestion-goptuna:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-goptuna:latest
     - algorithmName: sobol
-      image: ghcr.io/kubeflow/katib/suggestion-goptuna:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-goptuna:latest
     - algorithmName: multivariate-tpe
-      image: ghcr.io/kubeflow/katib/suggestion-optuna:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-optuna:latest
     - algorithmName: enas
-      image: ghcr.io/kubeflow/katib/suggestion-enas:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-enas:latest
       resources:
         limits:
           memory: 400Mi
     - algorithmName: darts
-      image: ghcr.io/kubeflow/katib/suggestion-darts:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-darts:latest
     - algorithmName: pbt
-      image: ghcr.io/kubeflow/katib/suggestion-pbt:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-pbt:latest
       persistentVolumeClaimSpec:
         accessModes:
           - ReadWriteMany
@@ -55,4 +55,4 @@ runtime:
             storage: 5Gi
   earlyStoppings:
     - algorithmName: medianstop
-      image: ghcr.io/kubeflow/katib/earlystopping-medianstop:v0.18.0
+      image: ghcr.io/kubeflow/katib/earlystopping-medianstop:latest

manifests/v1beta1/installs/katib-cert-manager/kustomization.yaml

@@ -1,4 +1,3 @@
----
 apiVersion: kustomize.config.k8s.io/v1beta1
 kind: Kustomization
 namespace: kubeflow
@@ -22,48 +21,138 @@ resources:
 images:
 - name: ghcr.io/kubeflow/katib/katib-controller
   newName: ghcr.io/kubeflow/katib/katib-controller
-    newTag: v0.18.0
+  newTag: latest
 - name: ghcr.io/kubeflow/katib/katib-db-manager
   newName: ghcr.io/kubeflow/katib/katib-db-manager
-    newTag: v0.18.0
+  newTag: latest
 - name: ghcr.io/kubeflow/katib/katib-ui
   newName: ghcr.io/kubeflow/katib/katib-ui
-    newTag: v0.18.0
+  newTag: latest
 
-patchesStrategicMerge:
-  - patches/katib-cert-injection.yaml
 
-vars:
-  - fieldref:
-      fieldPath: metadata.namespace
-    name: KATIB_NAMESPACE
-    objref:
-      apiVersion: v1
-      kind: Service
-      name: katib-controller
-  - fieldref:
-      fieldPath: metadata.name
-    name: KATIB_SERVICE_NAME
-    objref:
-      apiVersion: v1
-      kind: Service
-      name: katib-controller
-  - name: KATIB_CERT_NAME
-    objref:
-      kind: Certificate
-      group: cert-manager.io
-      version: v1
-      name: katib-webhook-cert
-    fieldref:
-      fieldpath: metadata.name
 
 configurations:
 - params.yaml
 
 configMapGenerator:
-  - name: katib-config
+- behavior: create
-    behavior: create
   files:
   - katib-config.yaml
+  name: katib-config
   options:
     disableNameSuffixHash: true
+patches:
+- path: patches/katib-cert-injection.yaml
+replacements:
+- source:
+    fieldPath: metadata.namespace
+    kind: Service
+    name: katib-controller
+    version: v1
+  targets:
+  - fieldPaths:
+    - spec.commonName
+    options:
+      delimiter: .
+      index: 1
+    select:
+      group: cert-manager.io
+      kind: Certificate
+      name: katib-webhook-cert
+      version: v1
+  - fieldPaths:
+    - spec.dnsNames.0
+    options:
+      delimiter: .
+      index: 1
+    select:
+      group: cert-manager.io
+      kind: Certificate
+      name: katib-webhook-cert
+      version: v1
+  - fieldPaths:
+    - spec.dnsNames.1
+    options:
+      delimiter: .
+      index: 1
+    select:
+      group: cert-manager.io
+      kind: Certificate
+      name: katib-webhook-cert
+      version: v1
+  - fieldPaths:
+    - metadata.annotations.[cert-manager.io/inject-ca-from]
+    options:
+      delimiter: /
+      create: true
+    select: 
+      group: admissionregistration.k8s.io
+      kind: ValidatingWebhookConfiguration
+      version: v1
+  - fieldPaths:
+    - metadata.annotations.[cert-manager.io/inject-ca-from]
+    options:
+      delimiter: /
+      create: true
+    select:
+      group: admissionregistration.k8s.io
+      kind: MutatingWebhookConfiguration
+      version: v1
+- source:
+    fieldPath: metadata.name
+    kind: Service
+    name: katib-controller
+    version: v1
+  targets:
+  - fieldPaths:
+    - spec.commonName
+    options:
+      delimiter: .
+    select:
+      group: cert-manager.io
+      kind: Certificate
+      name: katib-webhook-cert
+      version: v1
+  - fieldPaths:
+    - spec.dnsNames.0
+    options:
+      delimiter: .
+    select:
+      group: cert-manager.io
+      kind: Certificate
+      name: katib-webhook-cert
+      version: v1
+  - fieldPaths:
+    - spec.dnsNames.1
+    options:
+      delimiter: .
+    select:
+      group: cert-manager.io
+      kind: Certificate
+      name: katib-webhook-cert
+      version: v1
+- source:
+    fieldPath: metadata.name
+    kind: Certificate
+    name: katib-webhook-cert
+  targets:
+  - fieldPaths:
+    - metadata.annotations.[cert-manager.io/inject-ca-from]
+    options:
+      delimiter: /
+      index: 1
+      create: true
+    select:
+      group: admissionregistration.k8s.io
+      kind: ValidatingWebhookConfiguration
+      version: v1
+  - fieldPaths:
+    - metadata.annotations.[cert-manager.io/inject-ca-from]
+    options:
+      delimiter: /
+      index: 1
+      create: true
+    select:
+      group: admissionregistration.k8s.io
+      kind: MutatingWebhookConfiguration
+      version: v1

manifests/v1beta1/installs/katib-cert-manager/patches/katib-cert-injection.yaml

@@ -4,11 +4,11 @@ kind: ValidatingWebhookConfiguration
 metadata:
   name: katib.kubeflow.org
   annotations:
-    cert-manager.io/inject-ca-from: $(KATIB_NAMESPACE)/$(KATIB_CERT_NAME)
+    cert-manager.io/inject-ca-from: KATIB_NAMESPACE_PLACEHOLDER/KATIB_CERT_NAME_PLACEHOLDER
 ---
 apiVersion: admissionregistration.k8s.io/v1
 kind: MutatingWebhookConfiguration
 metadata:
   name: katib.kubeflow.org
   annotations:
-    cert-manager.io/inject-ca-from: $(KATIB_NAMESPACE)/$(KATIB_CERT_NAME)
+    cert-manager.io/inject-ca-from: KATIB_NAMESPACE_PLACEHOLDER/KATIB_CERT_NAME_PLACEHOLDER

manifests/v1beta1/installs/katib-external-db/katib-config.yaml

@@ -15,40 +15,40 @@ init:
 runtime:
   metricsCollectors:
     - kind: StdOut
-      image: ghcr.io/kubeflow/katib/file-metrics-collector:v0.18.0
+      image: ghcr.io/kubeflow/katib/file-metrics-collector:latest
     - kind: File
-      image: ghcr.io/kubeflow/katib/file-metrics-collector:v0.18.0
+      image: ghcr.io/kubeflow/katib/file-metrics-collector:latest
     - kind: TensorFlowEvent
-      image: ghcr.io/kubeflow/katib/tfevent-metrics-collector:v0.18.0
+      image: ghcr.io/kubeflow/katib/tfevent-metrics-collector:latest
       resources:
         limits:
           memory: 1Gi
   suggestions:
     - algorithmName: random
-      image: ghcr.io/kubeflow/katib/suggestion-hyperopt:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-hyperopt:latest
     - algorithmName: tpe
-      image: ghcr.io/kubeflow/katib/suggestion-hyperopt:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-hyperopt:latest
     - algorithmName: grid
-      image: ghcr.io/kubeflow/katib/suggestion-optuna:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-optuna:latest
     - algorithmName: hyperband
-      image: ghcr.io/kubeflow/katib/suggestion-hyperband:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-hyperband:latest
     - algorithmName: bayesianoptimization
-      image: ghcr.io/kubeflow/katib/suggestion-skopt:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-skopt:latest
     - algorithmName: cmaes
-      image: ghcr.io/kubeflow/katib/suggestion-goptuna:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-goptuna:latest
     - algorithmName: sobol
-      image: ghcr.io/kubeflow/katib/suggestion-goptuna:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-goptuna:latest
     - algorithmName: multivariate-tpe
-      image: ghcr.io/kubeflow/katib/suggestion-optuna:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-optuna:latest
     - algorithmName: enas
-      image: ghcr.io/kubeflow/katib/suggestion-enas:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-enas:latest
       resources:
         limits:
           memory: 400Mi
     - algorithmName: darts
-      image: ghcr.io/kubeflow/katib/suggestion-darts:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-darts:latest
     - algorithmName: pbt
-      image: ghcr.io/kubeflow/katib/suggestion-pbt:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-pbt:latest
       persistentVolumeClaimSpec:
         accessModes:
           - ReadWriteMany
@@ -57,4 +57,4 @@ runtime:
             storage: 5Gi
   earlyStoppings:
     - algorithmName: medianstop
-      image: ghcr.io/kubeflow/katib/earlystopping-medianstop:v0.18.0
+      image: ghcr.io/kubeflow/katib/earlystopping-medianstop:latest

manifests/v1beta1/installs/katib-external-db/kustomization.yaml

@@ -1,4 +1,3 @@
----
 apiVersion: kustomize.config.k8s.io/v1beta1
 kind: Kustomization
 namespace: kubeflow
@@ -18,28 +17,28 @@ resources:
 images:
 - name: ghcr.io/kubeflow/katib/katib-controller
   newName: ghcr.io/kubeflow/katib/katib-controller
-    newTag: v0.18.0
+  newTag: latest
 - name: ghcr.io/kubeflow/katib/katib-db-manager
   newName: ghcr.io/kubeflow/katib/katib-db-manager
-    newTag: v0.18.0
+  newTag: latest
 - name: ghcr.io/kubeflow/katib/katib-ui
   newName: ghcr.io/kubeflow/katib/katib-ui
-    newTag: v0.18.0
+  newTag: latest
-patchesStrategicMerge:
-  - patches/db-manager.yaml
 # Modify katib-mysql-secrets with parameters for the DB.
-secretGenerator:
-  - name: katib-mysql-secrets
-    envs:
-      - secrets.env
   # Secret for webhooks certs.
+secretGenerator:
+- envs:
+  - secrets.env
+  name: katib-mysql-secrets
 - name: katib-webhook-cert
   options:
     disableNameSuffixHash: true
 configMapGenerator:
-  - name: katib-config
+- behavior: create
-    behavior: create
   files:
   - katib-config.yaml
+  name: katib-config
   options:
     disableNameSuffixHash: true
+patches:
+- path: patches/db-manager.yaml

manifests/v1beta1/installs/katib-leader-election/katib-config.yaml

@@ -16,40 +16,40 @@ init:
 runtime:
   metricsCollectors:
     - kind: StdOut
-      image: ghcr.io/kubeflow/katib/file-metrics-collector:v0.18.0
+      image: ghcr.io/kubeflow/katib/file-metrics-collector:latest
     - kind: File
-      image: ghcr.io/kubeflow/katib/file-metrics-collector:v0.18.0
+      image: ghcr.io/kubeflow/katib/file-metrics-collector:latest
     - kind: TensorFlowEvent
-      image: ghcr.io/kubeflow/katib/tfevent-metrics-collector:v0.18.0
+      image: ghcr.io/kubeflow/katib/tfevent-metrics-collector:latest
       resources:
         limits:
           memory: 1Gi
   suggestions:
     - algorithmName: random
-      image: ghcr.io/kubeflow/katib/suggestion-hyperopt:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-hyperopt:latest
     - algorithmName: tpe
-      image: ghcr.io/kubeflow/katib/suggestion-hyperopt:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-hyperopt:latest
     - algorithmName: grid
-      image: ghcr.io/kubeflow/katib/suggestion-optuna:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-optuna:latest
     - algorithmName: hyperband
-      image: ghcr.io/kubeflow/katib/suggestion-hyperband:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-hyperband:latest
     - algorithmName: bayesianoptimization
-      image: ghcr.io/kubeflow/katib/suggestion-skopt:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-skopt:latest
     - algorithmName: cmaes
-      image: ghcr.io/kubeflow/katib/suggestion-goptuna:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-goptuna:latest
     - algorithmName: sobol
-      image: ghcr.io/kubeflow/katib/suggestion-goptuna:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-goptuna:latest
     - algorithmName: multivariate-tpe
-      image: ghcr.io/kubeflow/katib/suggestion-optuna:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-optuna:latest
     - algorithmName: enas
-      image: ghcr.io/kubeflow/katib/suggestion-enas:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-enas:latest
       resources:
         limits:
           memory: 400Mi
     - algorithmName: darts
-      image: ghcr.io/kubeflow/katib/suggestion-darts:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-darts:latest
     - algorithmName: pbt
-      image: ghcr.io/kubeflow/katib/suggestion-pbt:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-pbt:latest
       persistentVolumeClaimSpec:
         accessModes:
           - ReadWriteMany
@@ -58,4 +58,4 @@ runtime:
             storage: 5Gi
   earlyStoppings:
     - algorithmName: medianstop
-      image: ghcr.io/kubeflow/katib/earlystopping-medianstop:v0.18.0
+      image: ghcr.io/kubeflow/katib/earlystopping-medianstop:latest

manifests/v1beta1/installs/katib-leader-election/kustomization.yaml

@@ -1,18 +1,17 @@
----
 apiVersion: kustomize.config.k8s.io/v1beta1
 kind: Kustomization
 namespace: kubeflow
+  # rbac for leader-election
 resources:
 - ../katib-standalone
-  # rbac for leader-election
 - leader-election-rbac.yaml
 replicas:
-  - name: katib-controller
+- count: 2
-    count: 2
+  name: katib-controller
 configMapGenerator:
-  - name: katib-config
+- behavior: replace
-    behavior: replace
   files:
   - katib-config.yaml
+  name: katib-config
   options:
     disableNameSuffixHash: true

manifests/v1beta1/installs/katib-openshift/katib-config.yaml

@@ -13,40 +13,40 @@ init:
 runtime:
   metricsCollectors:
     - kind: StdOut
-      image: ghcr.io/kubeflow/katib/file-metrics-collector:v0.18.0
+      image: ghcr.io/kubeflow/katib/file-metrics-collector:latest
     - kind: File
-      image: ghcr.io/kubeflow/katib/file-metrics-collector:v0.18.0
+      image: ghcr.io/kubeflow/katib/file-metrics-collector:latest
     - kind: TensorFlowEvent
-      image: ghcr.io/kubeflow/katib/tfevent-metrics-collector:v0.18.0
+      image: ghcr.io/kubeflow/katib/tfevent-metrics-collector:latest
       resources:
         limits:
           memory: 1Gi
   suggestions:
     - algorithmName: random
-      image: ghcr.io/kubeflow/katib/suggestion-hyperopt:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-hyperopt:latest
     - algorithmName: tpe
-      image: ghcr.io/kubeflow/katib/suggestion-hyperopt:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-hyperopt:latest
     - algorithmName: grid
-      image: ghcr.io/kubeflow/katib/suggestion-optuna:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-optuna:latest
     - algorithmName: hyperband
-      image: ghcr.io/kubeflow/katib/suggestion-hyperband:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-hyperband:latest
     - algorithmName: bayesianoptimization
-      image: ghcr.io/kubeflow/katib/suggestion-skopt:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-skopt:latest
     - algorithmName: cmaes
-      image: ghcr.io/kubeflow/katib/suggestion-goptuna:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-goptuna:latest
     - algorithmName: sobol
-      image: ghcr.io/kubeflow/katib/suggestion-goptuna:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-goptuna:latest
     - algorithmName: multivariate-tpe
-      image: ghcr.io/kubeflow/katib/suggestion-optuna:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-optuna:latest
     - algorithmName: enas
-      image: ghcr.io/kubeflow/katib/suggestion-enas:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-enas:latest
       resources:
         limits:
           memory: 400Mi
     - algorithmName: darts
-      image: ghcr.io/kubeflow/katib/suggestion-darts:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-darts:latest
     - algorithmName: pbt
-      image: ghcr.io/kubeflow/katib/suggestion-pbt:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-pbt:latest
       persistentVolumeClaimSpec:
         accessModes:
           - ReadWriteMany
@@ -55,4 +55,4 @@ runtime:
             storage: 5Gi
   earlyStoppings:
     - algorithmName: medianstop
-      image: ghcr.io/kubeflow/katib/earlystopping-medianstop:v0.18.0
+      image: ghcr.io/kubeflow/katib/earlystopping-medianstop:latest

manifests/v1beta1/installs/katib-openshift/kustomization.yaml

@@ -8,7 +8,6 @@
 # To achieve this, run:
 #
 # `kustomize build ./manifests/v1beta1/installs/katib-openshift | oc apply -f - -l type!=local`
----
 apiVersion: kustomize.config.k8s.io/v1beta1
 kind: Kustomization
 namespace: kubeflow
@@ -30,43 +29,41 @@ resources:
 images:
 - name: ghcr.io/kubeflow/katib/katib-controller
   newName: ghcr.io/kubeflow/katib/katib-controller
-    newTag: v0.18.0
+  newTag: latest
 - name: ghcr.io/kubeflow/katib/katib-db-manager
   newName: ghcr.io/kubeflow/katib/katib-db-manager
-    newTag: v0.18.0
+  newTag: latest
 - name: ghcr.io/kubeflow/katib/katib-ui
   newName: ghcr.io/kubeflow/katib/katib-ui
-    newTag: v0.18.0
+  newTag: latest
 
-patchesJson6902:
+configMapGenerator:
+- behavior: create
+  files:
+  - katib-config.yaml
+  name: katib-config
+  options:
+    disableNameSuffixHash: true
+patches:
 # Annotate Service to delegate TLS-secret generation to OpenShift service controller
 # https://docs.openshift.com/container-platform/4.6/security/certificates/service-serving-certificate.html#add-service-certificate_service-serving-certificate
-  - target:
+- path: patches/service-serving-cert.yaml
-      group: ""
+  target:
-      version: v1
     kind: Service
     name: katib-controller
     namespace: kubeflow
-    path: patches/service-serving-cert.yaml
+    version: v1
  # Annotate WebhookConfigurations to delegate `caBundle` population to OpenShift service controller
 # https://docs.openshift.com/container-platform/4.6/security/certificates/service-serving-certificate.html#add-service-certificate-mutating-webhook_service-serving-certificate
-  - target:
+- path: patches/webhook-inject-cabundle.yaml
+  target:
     group: admissionregistration.k8s.io
-      version: v1
     kind: ValidatingWebhookConfiguration
     name: katib.kubeflow.org
-    path: patches/webhook-inject-cabundle.yaml
-  - target:
-      group: admissionregistration.k8s.io
     version: v1
+- path: patches/webhook-inject-cabundle.yaml
+  target:
+    group: admissionregistration.k8s.io
     kind: MutatingWebhookConfiguration
     name: katib.kubeflow.org
-    path: patches/webhook-inject-cabundle.yaml
+    version: v1
-
-configMapGenerator:
-  - name: katib-config
-    behavior: create
-    files:
-      - katib-config.yaml
-    options:
-      disableNameSuffixHash: true

manifests/v1beta1/installs/katib-standalone-postgres/katib-config.yaml

@@ -15,40 +15,40 @@ init:
 runtime:
   metricsCollectors:
     - kind: StdOut
-      image: ghcr.io/kubeflow/katib/file-metrics-collector:v0.18.0
+      image: ghcr.io/kubeflow/katib/file-metrics-collector:latest
     - kind: File
-      image: ghcr.io/kubeflow/katib/file-metrics-collector:v0.18.0
+      image: ghcr.io/kubeflow/katib/file-metrics-collector:latest
     - kind: TensorFlowEvent
-      image: ghcr.io/kubeflow/katib/tfevent-metrics-collector:v0.18.0
+      image: ghcr.io/kubeflow/katib/tfevent-metrics-collector:latest
       resources:
         limits:
           memory: 1Gi
   suggestions:
     - algorithmName: random
-      image: ghcr.io/kubeflow/katib/suggestion-hyperopt:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-hyperopt:latest
     - algorithmName: tpe
-      image: ghcr.io/kubeflow/katib/suggestion-hyperopt:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-hyperopt:latest
     - algorithmName: grid
-      image: ghcr.io/kubeflow/katib/suggestion-optuna:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-optuna:latest
     - algorithmName: hyperband
-      image: ghcr.io/kubeflow/katib/suggestion-hyperband:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-hyperband:latest
     - algorithmName: bayesianoptimization
-      image: ghcr.io/kubeflow/katib/suggestion-skopt:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-skopt:latest
     - algorithmName: cmaes
-      image: ghcr.io/kubeflow/katib/suggestion-goptuna:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-goptuna:latest
     - algorithmName: sobol
-      image: ghcr.io/kubeflow/katib/suggestion-goptuna:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-goptuna:latest
     - algorithmName: multivariate-tpe
-      image: ghcr.io/kubeflow/katib/suggestion-optuna:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-optuna:latest
     - algorithmName: enas
-      image: ghcr.io/kubeflow/katib/suggestion-enas:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-enas:latest
       resources:
         limits:
           memory: 400Mi
     - algorithmName: darts
-      image: ghcr.io/kubeflow/katib/suggestion-darts:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-darts:latest
     - algorithmName: pbt
-      image: ghcr.io/kubeflow/katib/suggestion-pbt:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-pbt:latest
       persistentVolumeClaimSpec:
         accessModes:
           - ReadWriteMany
@@ -57,4 +57,4 @@ runtime:
             storage: 5Gi
   earlyStoppings:
     - algorithmName: medianstop
-      image: ghcr.io/kubeflow/katib/earlystopping-medianstop:v0.18.0
+      image: ghcr.io/kubeflow/katib/earlystopping-medianstop:latest

manifests/v1beta1/installs/katib-standalone-postgres/kustomization.yaml

@@ -1,4 +1,3 @@
----
 apiVersion: kustomize.config.k8s.io/v1beta1
 kind: Kustomization
 namespace: kubeflow 
@@ -20,25 +19,18 @@ resources:
 images:
 - name: ghcr.io/kubeflow/katib/katib-controller
   newName: ghcr.io/kubeflow/katib/katib-controller
-    newTag: v0.18.0
+  newTag: latest
 - name: ghcr.io/kubeflow/katib/katib-db-manager
   newName: ghcr.io/kubeflow/katib/katib-db-manager
-    newTag: v0.18.0
+  newTag: latest
 - name: ghcr.io/kubeflow/katib/katib-ui
   newName: ghcr.io/kubeflow/katib/katib-ui
-    newTag: v0.18.0
+  newTag: latest
-patchesJson6902:
-  - target:
-      group: apps
-      version: v1
-      kind: Deployment
-      name: katib-db-manager
-    path: ./patches/db-manager.yaml
 configMapGenerator:
-  - name: katib-config
+- behavior: create
-    behavior: create
   files:
   - katib-config.yaml
+  name: katib-config
   options:
     disableNameSuffixHash: true
 # Secret for webhooks certs.
@@ -46,3 +38,10 @@ secretGenerator:
 - name: katib-webhook-cert
   options:
     disableNameSuffixHash: true
+patches:
+- path: ./patches/db-manager.yaml
+  target:
+    group: apps
+    kind: Deployment
+    name: katib-db-manager
+    version: v1

manifests/v1beta1/installs/katib-standalone/katib-config.yaml

@@ -14,40 +14,40 @@ init:
 runtime:
   metricsCollectors:
     - kind: StdOut
-      image: ghcr.io/kubeflow/katib/file-metrics-collector:v0.18.0
+      image: ghcr.io/kubeflow/katib/file-metrics-collector:latest
     - kind: File
-      image: ghcr.io/kubeflow/katib/file-metrics-collector:v0.18.0
+      image: ghcr.io/kubeflow/katib/file-metrics-collector:latest
     - kind: TensorFlowEvent
-      image: ghcr.io/kubeflow/katib/tfevent-metrics-collector:v0.18.0
+      image: ghcr.io/kubeflow/katib/tfevent-metrics-collector:latest
       resources:
         limits:
           memory: 1Gi
   suggestions:
     - algorithmName: random
-      image: ghcr.io/kubeflow/katib/suggestion-hyperopt:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-hyperopt:latest
     - algorithmName: tpe
-      image: ghcr.io/kubeflow/katib/suggestion-hyperopt:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-hyperopt:latest
     - algorithmName: grid
-      image: ghcr.io/kubeflow/katib/suggestion-optuna:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-optuna:latest
     - algorithmName: hyperband
-      image: ghcr.io/kubeflow/katib/suggestion-hyperband:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-hyperband:latest
     - algorithmName: bayesianoptimization
-      image: ghcr.io/kubeflow/katib/suggestion-skopt:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-skopt:latest
     - algorithmName: cmaes
-      image: ghcr.io/kubeflow/katib/suggestion-goptuna:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-goptuna:latest
     - algorithmName: sobol
-      image: ghcr.io/kubeflow/katib/suggestion-goptuna:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-goptuna:latest
     - algorithmName: multivariate-tpe
-      image: ghcr.io/kubeflow/katib/suggestion-optuna:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-optuna:latest
     - algorithmName: enas
-      image: ghcr.io/kubeflow/katib/suggestion-enas:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-enas:latest
       resources:
         limits:
           memory: 400Mi
     - algorithmName: darts
-      image: ghcr.io/kubeflow/katib/suggestion-darts:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-darts:latest
     - algorithmName: pbt
-      image: ghcr.io/kubeflow/katib/suggestion-pbt:v0.18.0
+      image: ghcr.io/kubeflow/katib/suggestion-pbt:latest
       persistentVolumeClaimSpec:
         accessModes:
           - ReadWriteMany
@@ -56,4 +56,4 @@ runtime:
             storage: 5Gi
   earlyStoppings:
     - algorithmName: medianstop
-      image: ghcr.io/kubeflow/katib/earlystopping-medianstop:v0.18.0
+      image: ghcr.io/kubeflow/katib/earlystopping-medianstop:latest

manifests/v1beta1/installs/katib-standalone/kustomization.yaml

@@ -20,13 +20,13 @@ resources:
 images:
   - name: ghcr.io/kubeflow/katib/katib-controller
     newName: ghcr.io/kubeflow/katib/katib-controller
-    newTag: v0.18.0
+    newTag: latest
   - name: ghcr.io/kubeflow/katib/katib-db-manager
     newName: ghcr.io/kubeflow/katib/katib-db-manager
-    newTag: v0.18.0
+    newTag: latest
   - name: ghcr.io/kubeflow/katib/katib-ui
     newName: ghcr.io/kubeflow/katib/katib-ui
-    newTag: v0.18.0
+    newTag: latest
 configMapGenerator:
   - name: katib-config
     behavior: create

manifests/v1beta1/installs/katib-with-kubeflow/kustomization.yaml

@@ -1,4 +1,3 @@
----
 apiVersion: kustomize.config.k8s.io/v1beta1
 kind: Kustomization
 namespace: kubeflow
@@ -11,46 +10,54 @@ resources:
 images:
 - name: ghcr.io/kubeflow/katib/katib-controller
   newName: ghcr.io/kubeflow/katib/katib-controller
-    newTag: v0.18.0
+  newTag: latest
 - name: ghcr.io/kubeflow/katib/katib-db-manager
   newName: ghcr.io/kubeflow/katib/katib-db-manager
-    newTag: v0.18.0
+  newTag: latest
 - name: ghcr.io/kubeflow/katib/katib-ui
   newName: ghcr.io/kubeflow/katib/katib-ui
-    newTag: v0.18.0
+  newTag: latest
-
-patchesStrategicMerge:
-  - patches/remove-namespace.yaml
   
 patches:
 # Extend RBAC permission list of katib-ui so it can
 # create SubjectAccessReview resources.
-  - target:
+- path: patches/ui-rbac.yaml
+  target:
+    group: rbac.authorization.k8s.io
     kind: ClusterRole
     name: katib-ui
-      group: rbac.authorization.k8s.io
     version: v1
-    path: patches/ui-rbac.yaml
 # Enable RBAC authz checks in UI's backend.
-  - target:
+- path: patches/enable-ui-authz-checks.yaml
+  target:
+    kind: Deployment
+    name: katib-ui
     version: v1
-      kind: Deployment
-      name: katib-ui
-    path: patches/enable-ui-authz-checks.yaml
 # Allow istio sidecar injection in katib-UI Pod.
-  - target:
+- path: patches/istio-sidecar-injection.yaml
+  target:
     kind: Deployment
     name: katib-ui
-    path: patches/istio-sidecar-injection.yaml
+- path: patches/remove-namespace.yaml
 
-vars:
-  - fieldref:
-      fieldPath: metadata.namespace
-    name: KATIB_UI_NAMESPACE
-    objref:
-      apiVersion: apps/v1
-      kind: Deployment
-      name: katib-ui
 
 configurations:
 - params.yaml
+replacements:
+- source:
+    fieldPath: metadata.namespace
+    group: apps
+    kind: Deployment
+    name: katib-ui
+    version: v1
+  targets:
+  - fieldPaths:
+    - spec.http.0.route.0.destination.host
+    options:
+      delimiter: .
+      index: 1
+    select:
+      group: networking.istio.io
+      kind: VirtualService
+      name: katib-ui
+      version: v1alpha3

manifests/v1beta1/installs/katib-with-kubeflow/patches/istio-sidecar-injection.yaml

@@ -6,5 +6,5 @@ metadata:
 spec:
   template:
     metadata:
-      annotations:
+      labels:
         sidecar.istio.io/inject: "true"

manifests/v1beta1/installs/katib-with-kubeflow/ui-virtual-service.yaml

@@ -16,6 +16,6 @@ spec:
         uri: /katib/
       route:
         - destination:
-            host: katib-ui.$(KATIB_UI_NAMESPACE).svc.cluster.local
+            host: katib-ui.KATIB_UI_NAMESPACE_PLACEHOLDER.svc.cluster.local
             port:
               number: 80

pkg/controller.v1beta1/consts/const.go

@@ -119,11 +119,11 @@ const (
 	// JobKindJob is the kind of the Kubernetes Job.
 	JobKindJob = "Job"
 
-	// AnnotationIstioSidecarInjectName is the annotation of Istio Sidecar
+	// LabelIstioSidecarInjectName is the label of Istio Sidecar
-	AnnotationIstioSidecarInjectName = "sidecar.istio.io/inject"
+	LabelIstioSidecarInjectName = "sidecar.istio.io/inject"
 
-	// AnnotationIstioSidecarInjectValue is the value of Istio Sidecar annotation
+	// LabelIstioSidecarInjectValue is the value of Istio Sidecar label
-	AnnotationIstioSidecarInjectValue = "false"
+	LabelIstioSidecarInjectValue = "false"
 
 	// LabelTrialTemplateConfigMapName is the label name for the Trial templates configMap
 	LabelTrialTemplateConfigMapName = "katib.kubeflow.org/component"

pkg/controller.v1beta1/suggestion/composer/composer.go

@@ -104,7 +104,7 @@ func (g *General) DesiredDeployment(s *suggestionsv1beta1.Suggestion) (*appsv1.D
 			Template: corev1.PodTemplateSpec{
 				ObjectMeta: metav1.ObjectMeta{
 					Labels:      util.SuggestionLabels(s),
-					Annotations: util.SuggestionAnnotations(s),
+					Annotations: s.Annotations,
 				},
 				Spec: corev1.PodSpec{
 					Containers: g.desiredContainers(s, suggestionConfigData, earlyStoppingConfigData),

pkg/controller.v1beta1/suggestion/composer/composer_test.go

@@ -76,11 +76,11 @@ var (
 		consts.LabelDeploymentName:         suggestionName + "-" + suggestionAlgorithm,
 		consts.LabelExperimentName:         suggestionName,
 		consts.LabelSuggestionName:         suggestionName,
+		consts.LabelIstioSidecarInjectName: consts.LabelIstioSidecarInjectValue,
 	}
 
 	podAnnotations = map[string]string{
 		"custom-annotation": "test",
-		"sidecar.istio.io/inject": "false",
 	}
 
 	namespace       = "kubeflow"

pkg/controller.v1beta1/util/annotations.go

@@ -1,40 +0,0 @@
-/*
-Copyright 2022 The Kubeflow Authors.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License.
-*/
-
-package util
-
-import (
-	suggestionsv1beta1 "github.com/kubeflow/katib/pkg/apis/controller/suggestions/v1beta1"
-	"github.com/kubeflow/katib/pkg/controller.v1beta1/consts"
-)
-
-// SuggestionAnnotations returns the expected suggestion annotations.
-func SuggestionAnnotations(instance *suggestionsv1beta1.Suggestion) map[string]string {
-	return appendAnnotation(
-		instance.Annotations,
-		consts.AnnotationIstioSidecarInjectName,
-		consts.AnnotationIstioSidecarInjectValue)
-}
-
-func appendAnnotation(annotations map[string]string, newAnnotationName string, newAnnotationValue string) map[string]string {
-	res := make(map[string]string)
-	for k, v := range annotations {
-		res[k] = v
-	}
-	res[newAnnotationName] = newAnnotationValue
-
-	return res
-}

pkg/controller.v1beta1/util/labels.go

@@ -22,6 +22,7 @@ import (
 	"github.com/kubeflow/katib/pkg/controller.v1beta1/consts"
 )
 
+// SuggestionLabels returns the expected suggestion labels.
 // SuggestionLabels returns the expected suggestion labels.
 func SuggestionLabels(instance *suggestionsv1beta1.Suggestion) map[string]string {
 	res := make(map[string]string)
@@ -31,7 +32,7 @@ func SuggestionLabels(instance *suggestionsv1beta1.Suggestion) map[string]string
 	res[consts.LabelDeploymentName] = GetSuggestionDeploymentName(instance)
 	res[consts.LabelExperimentName] = instance.Name
 	res[consts.LabelSuggestionName] = instance.Name
-
+	res[consts.LabelIstioSidecarInjectName] = consts.LabelIstioSidecarInjectValue
 	return res
 }
 
@@ -45,3 +46,13 @@ func TrialLabels(instance *experimentsv1beta1.Experiment) map[string]string {
 
 	return res
 }
+
+// AppendIstioSidecarLabel adds the Istio sidecar injection label to a labels map
+func AppendIstioSidecarLabel(labels map[string]string) map[string]string {
+	res := make(map[string]string)
+	for k, v := range labels {
+		res[k] = v
+	}
+	res[consts.LabelIstioSidecarInjectName] = consts.LabelIstioSidecarInjectValue
+	return res
+}

pkg/ui/v1beta1/frontend/package-lock.json

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-          "version": "1.1.11",
+          "version": "1.1.12",
-          "resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-1.1.11.tgz",
+          "resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-1.1.12.tgz",
-          "integrity": "sha512-iCuPHDFgrHX7H2vEI/5xpz07zSHB00TpugqhmYtVmMO6518mCuRMoOYFldEBl0g187ufozdaHgWKcYFb61qGiA==",
+          "integrity": "sha512-9T9UjW3r0UW5c1Q7GTwllptXwhvYmEzFhzMfZ9H7FQWt+uZePjZPjBP/W1ZEyZ1twGWom5/56TF4lPcqjnDHcg==",
           "dev": true,
           "requires": {
             "balanced-match": "^1.0.0",
@@ -28886,9 +28920,9 @@
       },
       "dependencies": {
         "brace-expansion": {
-          "version": "1.1.11",
+          "version": "1.1.12",
-          "resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-1.1.11.tgz",
+          "resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-1.1.12.tgz",
-          "integrity": "sha512-iCuPHDFgrHX7H2vEI/5xpz07zSHB00TpugqhmYtVmMO6518mCuRMoOYFldEBl0g187ufozdaHgWKcYFb61qGiA==",
+          "integrity": "sha512-9T9UjW3r0UW5c1Q7GTwllptXwhvYmEzFhzMfZ9H7FQWt+uZePjZPjBP/W1ZEyZ1twGWom5/56TF4lPcqjnDHcg==",
           "dev": true,
           "requires": {
             "balanced-match": "^1.0.0",
@@ -29349,9 +29383,9 @@
       },
       "dependencies": {
         "brace-expansion": {
-          "version": "1.1.11",
+          "version": "1.1.12",
-          "resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-1.1.11.tgz",
+          "resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-1.1.12.tgz",
-          "integrity": "sha512-iCuPHDFgrHX7H2vEI/5xpz07zSHB00TpugqhmYtVmMO6518mCuRMoOYFldEBl0g187ufozdaHgWKcYFb61qGiA==",
+          "integrity": "sha512-9T9UjW3r0UW5c1Q7GTwllptXwhvYmEzFhzMfZ9H7FQWt+uZePjZPjBP/W1ZEyZ1twGWom5/56TF4lPcqjnDHcg==",
           "dev": true,
           "requires": {
             "balanced-match": "^1.0.0",
@@ -29404,6 +29438,7 @@
       "version": "5.5.0",
       "resolved": "https://registry.npmjs.org/supports-color/-/supports-color-5.5.0.tgz",
       "integrity": "sha512-QjVjwdXIt408MIiAqCX4oUKsgU2EqAGzs2Ppkm4aQYbjm+ZEWEcW4SfFNTr4uMNZma0ey4f5lgLrkB0aX0QMow==",
+      "dev": true,
       "requires": {
         "has-flag": "^3.0.0"
       }
@@ -29617,9 +29652,9 @@
       },
       "dependencies": {
         "brace-expansion": {
-          "version": "1.1.11",
+          "version": "1.1.12",
-          "resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-1.1.11.tgz",
+          "resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-1.1.12.tgz",
-          "integrity": "sha512-iCuPHDFgrHX7H2vEI/5xpz07zSHB00TpugqhmYtVmMO6518mCuRMoOYFldEBl0g187ufozdaHgWKcYFb61qGiA==",
+          "integrity": "sha512-9T9UjW3r0UW5c1Q7GTwllptXwhvYmEzFhzMfZ9H7FQWt+uZePjZPjBP/W1ZEyZ1twGWom5/56TF4lPcqjnDHcg==",
           "dev": true,
           "requires": {
             "balanced-match": "^1.0.0",
@@ -29693,11 +29728,6 @@
         "tmp": "^0.2.0"
       }
     },
-    "to-fast-properties": {
-      "version": "2.0.0",
-      "resolved": "https://registry.npmjs.org/to-fast-properties/-/to-fast-properties-2.0.0.tgz",
-      "integrity": "sha512-/OaKK0xYrs3DmxRYqL/yDc+FxFUVYhDlXMhRmv3z915w2HF1tnN1omB354j8VUGO/hbRzyD6Y3sA7v7GS/ceog=="
-    },
     "to-regex-range": {
       "version": "5.0.1",
       "resolved": "https://registry.npmjs.org/to-regex-range/-/to-regex-range-5.0.1.tgz",
@@ -29808,9 +29838,9 @@
           }
         },
         "brace-expansion": {
-          "version": "1.1.11",
+          "version": "1.1.12",
-          "resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-1.1.11.tgz",
+          "resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-1.1.12.tgz",
-          "integrity": "sha512-iCuPHDFgrHX7H2vEI/5xpz07zSHB00TpugqhmYtVmMO6518mCuRMoOYFldEBl0g187ufozdaHgWKcYFb61qGiA==",
+          "integrity": "sha512-9T9UjW3r0UW5c1Q7GTwllptXwhvYmEzFhzMfZ9H7FQWt+uZePjZPjBP/W1ZEyZ1twGWom5/56TF4lPcqjnDHcg==",
           "dev": true,
           "peer": true,
           "requires": {

sdk/python/v1beta1/kubeflow/katib/api/katib_client.py

@@ -692,8 +692,8 @@ class KatibClient(object):
                 retain_trials,
                 trial_parameters,
                 resources_per_trial,
-                worker_pod_template_spec,
                 master_pod_template_spec,
+                worker_pod_template_spec,
             )
 
         # Add parameters to the Katib Experiment.

sdk/python/v1beta1/kubeflow/katib/api/katib_client_test.py

@@ -95,7 +95,7 @@ def generate_trial_template() -> V1beta1TrialTemplate:
         "kind": "Job",
         "spec": {
             "template": {
-                "metadata": {"annotations": {"sidecar.istio.io/inject": "false"}},
+                "metadata": {"labels": {"sidecar.istio.io/inject": "false"}},
                 "spec": {
                     "containers": [
                         {

sdk/python/v1beta1/setup.py

@@ -56,7 +56,7 @@ if os.path.exists(katib_grpc_svc_file):
 
 setuptools.setup(
     name="kubeflow-katib",
-    version="0.18.0",
+    version="0.18.0rc0",
     author="Kubeflow Authors",
     author_email="premnath.vel@gmail.com",
     license="Apache License Version 2.0",

test/e2e/v1beta1/scripts/gh-actions/run-e2e-tune-api.py

@@ -1,6 +1,8 @@
 import argparse
 import logging
+from pprint import pformat
 
+import kubeflow.katib as katib
 from kubeflow.katib import KatibClient, search
 from kubeflow.katib.types.types import TrainerResources
 from kubernetes import client
@@ -12,7 +14,6 @@ EXPERIMENT_TIMEOUT = 60 * 40
 # The default logging config.
 logging.basicConfig(level=logging.INFO)
 
-
 def run_e2e_experiment_create_by_tune(
     katib_client: KatibClient,
     exp_name: str,
@@ -53,9 +54,8 @@ def run_e2e_experiment_create_by_tune(
     verify_experiment_results(katib_client, experiment, exp_name, exp_namespace)
 
     # Print the Experiment and Suggestion.
-    logging.debug(katib_client.get_experiment(exp_name, exp_namespace))
+    logging.debug("Experiment:\n%s", pformat(katib_client.get_experiment(exp_name, exp_namespace)))
-    logging.debug(katib_client.get_suggestion(exp_name, exp_namespace))
+    logging.debug("Suggestion:\n%s", pformat(katib_client.get_suggestion(exp_name, exp_namespace)))
-
 
 def run_e2e_experiment_create_by_tune_pytorchjob(
     katib_client: KatibClient,
@@ -115,9 +115,85 @@ def run_e2e_experiment_create_by_tune_pytorchjob(
     verify_experiment_results(katib_client, experiment, exp_name, exp_namespace)
 
     # Print the Experiment and Suggestion.
-    logging.debug(katib_client.get_experiment(exp_name, exp_namespace))
+    logging.debug("Experiment:\n%s", pformat(katib_client.get_experiment(exp_name, exp_namespace)))
-    logging.debug(katib_client.get_suggestion(exp_name, exp_namespace))
+    logging.debug("Suggestion:\n%s", pformat(katib_client.get_suggestion(exp_name, exp_namespace)))
 
+def run_e2e_experiment_create_by_tune_with_llm_optimization(
+    katib_client: KatibClient,
+    exp_name: str,
+    exp_namespace: str,
+):
+    import transformers
+    from kubeflow.storage_initializer.hugging_face import (
+        HuggingFaceDatasetParams,
+        HuggingFaceModelParams,
+        HuggingFaceTrainerParams,
+    )
+    from peft import LoraConfig
+
+    # Create Katib Experiment and wait until it is finished.
+    logging.debug("Creating Experiment: {}/{}".format(exp_namespace, exp_name))
+    
+    # Use the test case from fine-tuning API tutorial.
+    # https://www.kubeflow.org/docs/components/training/user-guides/fine-tuning/
+    # Create Katib Experiment.
+    # And Wait until Experiment reaches Succeeded condition.
+    katib_client.tune(
+        name=exp_name,
+        namespace=exp_namespace,
+        # BERT model URI and type of Transformer to train it.
+        model_provider_parameters=HuggingFaceModelParams(
+            model_uri="hf://google-bert/bert-base-cased",
+            transformer_type=transformers.AutoModelForSequenceClassification,
+            num_labels=5,
+        ),
+        # In order to save test time, use 8 samples from Yelp dataset.
+        dataset_provider_parameters=HuggingFaceDatasetParams(
+            repo_id="yelp_review_full",
+            split="train[:8]",
+        ),
+        # Specify HuggingFace Trainer parameters.
+        trainer_parameters=HuggingFaceTrainerParams(
+            training_parameters=transformers.TrainingArguments(
+                output_dir="test_tune_api",
+                save_strategy="no",
+                learning_rate = search.double(min=1e-05, max=5e-05),
+                num_train_epochs=1,
+            ),
+            # Set LoRA config to reduce number of trainable model parameters.
+            lora_config=LoraConfig(
+                r = search.int(min=8, max=32),
+                lora_alpha=8,
+                lora_dropout=0.1,
+                bias="none",
+            ),
+        ),
+        objective_metric_name = "train_loss", 
+        objective_type = "minimize", 
+        algorithm_name = "random",
+        max_trial_count = 1,
+        parallel_trial_count = 1,
+        resources_per_trial=katib.TrainerResources(
+            num_workers=1,
+            num_procs_per_worker=1,
+            resources_per_worker={"cpu": "2", "memory": "10G",},
+        ),
+        storage_config={
+            "size": "10Gi",
+            "access_modes": ["ReadWriteOnce"],
+        },
+        retain_trials=True,
+    )
+    experiment = katib_client.wait_for_experiment_condition(
+        exp_name, exp_namespace, timeout=EXPERIMENT_TIMEOUT
+    )
+
+    # Verify the Experiment results.
+    verify_experiment_results(katib_client, experiment, exp_name, exp_namespace)
+
+    # Print the Experiment and Suggestion.
+    logging.debug("Experiment:\n%s", pformat(katib_client.get_experiment(exp_name, exp_namespace)))
+    logging.debug("Suggestion:\n%s", pformat(katib_client.get_suggestion(exp_name, exp_namespace)))
 
 if __name__ == "__main__":
     parser = argparse.ArgumentParser()
@@ -189,3 +265,19 @@ if __name__ == "__main__":
         logging.info("---------------------------------------------------------------")
         logging.info("---------------------------------------------------------------")
         katib_client.delete_experiment(exp_name, exp_namespace)
+
+    exp_name = "tune-example-llm-optimization"
+    exp_namespace = args.namespace
+    try:
+        run_e2e_experiment_create_by_tune_with_llm_optimization(katib_client, exp_name, exp_namespace)
+        logging.info("---------------------------------------------------------------")
+        logging.info(f"E2E is succeeded for Experiment created by tune: {exp_namespace}/{exp_name}")
+    except Exception as e:
+        logging.info("---------------------------------------------------------------")
+        logging.info(f"E2E is failed for Experiment created by tune: {exp_namespace}/{exp_name}")
+        raise e
+    finally:
+        # Delete the Experiment.
+        logging.info("---------------------------------------------------------------")
+        logging.info("---------------------------------------------------------------")
+        katib_client.delete_experiment(exp_name, exp_namespace)

test/e2e/v1beta1/testdata/invalid-experiment.yaml

@@ -40,7 +40,7 @@ spec:
           spec:
             containers:
               - name: training-container
-                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:v0.18.0
+                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:latest
                 command:
                   - "python3"
                   - "/opt/pytorch-mnist/mnist.py"

test/e2e/v1beta1/testdata/valid-experiment.yaml

@@ -40,7 +40,7 @@ spec:
           spec:
             containers:
               - name: training-container
-                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:v0.18.0
+                image: ghcr.io/kubeflow/katib/pytorch-mnist-cpu:latest
                 command:
                   - "python3"
                   - "/opt/pytorch-mnist/mnist.py"