Free up storage in CI #101
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name: E2E Tests | |
on: | |
pull_request: | |
branches: [master, release*] | |
paths: | |
- "**" | |
# - "!.github/**" | |
- "!docs/**" | |
- "!**.md" | |
- ".github/workflows/e2e-test.yml" | |
workflow_dispatch: | |
env: | |
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} | |
concurrency: | |
group: ${{ github.workflow }}-${{ github.ref }} | |
cancel-in-progress: true | |
jobs: | |
kserve-image-build: | |
runs-on: ubuntu-latest | |
steps: | |
- uses: actions/checkout@v3 | |
- name: Build KServe images | |
run: | | |
./test/scripts/gh-actions/build-images.sh | |
docker image ls | |
cat ./config/overlays/test/configmap/inferenceservice.yaml | |
- name: Upload controller image | |
uses: ishworkh/docker-image-artifact-upload@v1 | |
with: | |
image: "kserve/kserve-controller:${{ github.sha }}" | |
- name: Upload agent image | |
uses: ishworkh/docker-image-artifact-upload@v1 | |
with: | |
image: "kserve/agent:${{ github.sha }}" | |
- name: Upload storage initializer image | |
uses: ishworkh/docker-image-artifact-upload@v1 | |
with: | |
image: "kserve/storage-initializer:${{ github.sha }}" | |
- name: Upload router image | |
uses: ishworkh/docker-image-artifact-upload@v1 | |
with: | |
image: "kserve/router:${{ github.sha }}" | |
poetry-check: | |
runs-on: ubuntu-latest | |
steps: | |
- uses: actions/checkout@v3 | |
- uses: actions/setup-python@v4 | |
with: | |
python-version: "3.9" | |
- name: Install Poetry and version plugin | |
run: ./test/scripts/gh-actions/setup-poetry.sh | |
- name: Check poetry lock file consistency | |
run: ./test/scripts/gh-actions/check-poetry-lockfile.sh | |
predictor-runtime-build: | |
runs-on: ubuntu-latest | |
needs: [poetry-check] | |
steps: | |
- uses: actions/checkout@v3 | |
- name: Free-up disk space | |
uses: ./.github/actions/free-up-disk-space | |
- name: Build runtime server images | |
run: | | |
./test/scripts/gh-actions/build-server-runtimes.sh predictor,transformer | |
docker image ls | |
cat ./config/overlays/test/configmap/inferenceservice.yaml | |
- name: Upload sklearn server image | |
uses: ishworkh/docker-image-artifact-upload@v1 | |
with: | |
image: "kserve/sklearnserver:${{ github.sha }}" | |
- name: Upload xgb server image | |
uses: ishworkh/docker-image-artifact-upload@v1 | |
with: | |
image: "kserve/xgbserver:${{ github.sha }}" | |
- name: Upload lgb server image | |
uses: ishworkh/docker-image-artifact-upload@v1 | |
with: | |
image: "kserve/lgbserver:${{ github.sha }}" | |
- name: Upload pmml server image | |
uses: ishworkh/docker-image-artifact-upload@v1 | |
with: | |
image: "kserve/pmmlserver:${{ github.sha }}" | |
- name: Upload paddle image | |
uses: ishworkh/docker-image-artifact-upload@v1 | |
with: | |
image: "kserve/paddleserver:${{ github.sha }}" | |
- name: Upload image transformer image | |
uses: ishworkh/docker-image-artifact-upload@v1 | |
with: | |
image: "kserve/image-transformer:${{ github.sha }}" | |
- name: Upload custom model grpc image | |
uses: ishworkh/docker-image-artifact-upload@v1 | |
with: | |
image: "kserve/custom-model-grpc:${{ github.sha }}" | |
- name: Upload custom model transformer grpc image | |
uses: ishworkh/docker-image-artifact-upload@v1 | |
with: | |
image: "kserve/custom-image-transformer-grpc:${{ github.sha }}" | |
explainer-runtime-build: | |
runs-on: ubuntu-latest | |
needs: [poetry-check] | |
steps: | |
- uses: actions/checkout@v3 | |
- name: Build runtime server images | |
run: | | |
./test/scripts/gh-actions/build-server-runtimes.sh explainer | |
docker image ls | |
cat ./config/overlays/test/configmap/inferenceservice.yaml | |
- name: Upload alibi image | |
uses: ishworkh/docker-image-artifact-upload@v1 | |
with: | |
image: "kserve/alibi-explainer:${{ github.sha }}" | |
- name: Upload art explainer image | |
uses: ishworkh/docker-image-artifact-upload@v1 | |
with: | |
image: "kserve/art-explainer:${{ github.sha }}" | |
graph-tests-images-build: | |
runs-on: ubuntu-latest | |
needs: [poetry-check] | |
steps: | |
- uses: actions/checkout@v3 | |
- name: Free-up disk space | |
uses: ./.github/actions/free-up-disk-space | |
- name: Build test images needed for graph tests | |
run: | | |
./test/scripts/gh-actions/build-graph-tests-images.sh | |
docker image ls | |
- name: Upload success_200_isvc predictor image | |
uses: ishworkh/docker-image-artifact-upload@v1 | |
with: | |
image: "kserve/success-200-isvc:${{ github.sha }}" | |
- name: Upload error_404_isvc predictor image | |
uses: ishworkh/docker-image-artifact-upload@v1 | |
with: | |
image: "kserve/error-404-isvc:${{ github.sha }}" | |
test-fast: | |
runs-on: ubuntu-latest | |
needs: | |
[ | |
kserve-image-build, | |
predictor-runtime-build, | |
explainer-runtime-build, | |
graph-tests-images-build, | |
] | |
steps: | |
- name: Checkout | |
uses: actions/checkout@v3 | |
- name: Setup Go | |
uses: actions/setup-go@v4 | |
with: | |
go-version: "1.21" | |
- name: Setup Python | |
uses: actions/setup-python@v4 | |
with: | |
python-version: "3.9" | |
- name: Free-up disk space | |
uses: ./.github/actions/free-up-disk-space | |
- name: Setup Minikube | |
uses: ./.github/actions/minikube-setup | |
- name: Download base images | |
uses: ./.github/actions/base-download | |
- name: KServe dependency setup | |
uses: ./.github/actions/kserve-dep-setup | |
- name: Download sklearn server image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/sklearnserver:${{ github.sha }}" | |
- name: Download xgb server image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/xgbserver:${{ github.sha }}" | |
- name: Download lgb server image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/lgbserver:${{ github.sha }}" | |
- name: Download pmml image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/pmmlserver:${{ github.sha }}" | |
- name: Download transformer image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/image-transformer:${{ github.sha }}" | |
- name: Download success_200_isvc predictor image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/success-200-isvc:${{ github.sha }}" | |
- name: Download error_404_isvc predictor image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/error-404-isvc:${{ github.sha }}" | |
- name: Install Poetry and version plugin | |
run: ./test/scripts/gh-actions/setup-poetry.sh | |
- name: Install KServe | |
run: | | |
./test/scripts/gh-actions/setup-kserve.sh | |
kubectl get pods -n kserve | |
kubectl describe pods -n kserve | |
- name: Run all E2E tests except graph | |
timeout-minutes: 60 | |
run: | | |
./test/scripts/gh-actions/run-e2e-tests.sh "fast or pmml" "2" | |
- name: Run E2E tests for graph | |
timeout-minutes: 120 | |
run: | | |
./test/scripts/gh-actions/run-e2e-tests.sh "graph" "2" | |
- name: Check system status | |
if: always() | |
run: | | |
./test/scripts/gh-actions/status-check.sh | |
test-path-based-routing: | |
runs-on: ubuntu-latest | |
needs: | |
[ | |
kserve-image-build, | |
predictor-runtime-build, | |
explainer-runtime-build, | |
graph-tests-images-build, | |
] | |
steps: | |
- name: Checkout | |
uses: actions/checkout@v3 | |
- name: Setup Go | |
uses: actions/setup-go@v4 | |
with: | |
go-version: "1.21" | |
- name: Setup Python | |
uses: actions/setup-python@v4 | |
with: | |
python-version: "3.9" | |
- name: Free-up disk space | |
uses: ./.github/actions/free-up-disk-space | |
- name: Setup Minikube | |
uses: ./.github/actions/minikube-setup | |
- name: Download base images | |
uses: ./.github/actions/base-download | |
- name: KServe dependency setup | |
uses: ./.github/actions/kserve-dep-setup | |
- name: Download sklearn server image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/sklearnserver:${{ github.sha }}" | |
- name: Download xgb server image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/xgbserver:${{ github.sha }}" | |
- name: Download lgb server image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/lgbserver:${{ github.sha }}" | |
- name: Download transformer image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/image-transformer:${{ github.sha }}" | |
- name: Install Poetry and version plugin | |
run: ./test/scripts/gh-actions/setup-poetry.sh | |
- name: Install KServe | |
run: | | |
./test/scripts/gh-actions/setup-kserve.sh | |
kubectl get pods -n kserve | |
kubectl describe pods -n kserve | |
- name: Patch inferenceservice config | |
run: | | |
kubectl patch configmaps -n kserve inferenceservice-config --patch-file config/overlays/test/configmap/inferenceservice-ingress.yaml | |
kubectl describe configmaps -n kserve inferenceservice-config | |
- name: Run E2E tests with path-based routing | |
timeout-minutes: 50 | |
run: | | |
./test/scripts/gh-actions/run-e2e-tests.sh "fast" "2" | |
- name: Check system status | |
if: always() | |
run: | | |
./test/scripts/gh-actions/status-check.sh | |
test-slow: | |
runs-on: ubuntu-latest | |
needs: | |
[kserve-image-build, predictor-runtime-build, explainer-runtime-build] | |
steps: | |
- uses: actions/checkout@v3 | |
- uses: actions/setup-go@v4 | |
with: | |
go-version: "1.21" | |
- uses: actions/setup-python@v4 | |
with: | |
python-version: "3.9" | |
- uses: ./.github/actions/free-up-disk-space | |
- uses: ./.github/actions/minikube-setup | |
- uses: ./.github/actions/kserve-dep-setup | |
- uses: ./.github/actions/base-download | |
- name: Download sklearn server image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/sklearnserver:${{ github.sha }}" | |
- name: Download xgb server image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/xgbserver:${{ github.sha }}" | |
- name: Download lgb server image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/lgbserver:${{ github.sha }}" | |
- name: Download paddle image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/paddleserver:${{ github.sha }}" | |
- name: Install Poetry and version plugin | |
run: ./test/scripts/gh-actions/setup-poetry.sh | |
- name: Install KServe | |
run: | | |
./test/scripts/gh-actions/setup-kserve.sh | |
kubectl get pods -n kserve | |
kubectl describe pods -n kserve | |
- name: Run E2E tests | |
timeout-minutes: 90 | |
run: | | |
./test/scripts/gh-actions/run-e2e-tests.sh "slow" "2" | |
- name: Check system status | |
if: always() | |
run: | | |
./test/scripts/gh-actions/status-check.sh | |
test-explainer: | |
runs-on: ubuntu-latest | |
needs: | |
[kserve-image-build, predictor-runtime-build, explainer-runtime-build] | |
steps: | |
- uses: actions/checkout@v3 | |
- uses: actions/setup-go@v4 | |
with: | |
go-version: "1.21" | |
- uses: actions/setup-python@v4 | |
with: | |
python-version: "3.9" | |
- uses: ./.github/actions/free-up-disk-space | |
- uses: ./.github/actions/minikube-setup | |
- uses: ./.github/actions/kserve-dep-setup | |
- uses: ./.github/actions/base-download | |
- name: Download sklearn server image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/sklearnserver:${{ github.sha }}" | |
- name: Download alibi image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/alibi-explainer:${{ github.sha }}" | |
- name: Download art explainer image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/art-explainer:${{ github.sha }}" | |
- name: Install Poetry and version plugin | |
run: ./test/scripts/gh-actions/setup-poetry.sh | |
- name: Install KServe | |
run: | | |
./test/scripts/gh-actions/setup-kserve.sh | |
kubectl get pods -n kserve | |
kubectl describe pods -n kserve | |
- name: Run E2E tests | |
timeout-minutes: 40 | |
run: | | |
./test/scripts/gh-actions/run-e2e-tests.sh "explainer" "2" | |
- name: Check system status | |
if: always() | |
run: | | |
./test/scripts/gh-actions/status-check.sh | |
test-transformer-mms: | |
runs-on: ubuntu-latest | |
needs: | |
[kserve-image-build, predictor-runtime-build, explainer-runtime-build] | |
steps: | |
- name: Free-up disk space | |
uses: ./.github/actions/free-up-disk-space | |
- uses: actions/checkout@v3 | |
- uses: actions/setup-go@v4 | |
with: | |
go-version: "1.21" | |
- uses: actions/setup-python@v4 | |
with: | |
python-version: "3.9" | |
- uses: ./.github/actions/free-up-disk-space | |
- uses: ./.github/actions/minikube-setup | |
- uses: ./.github/actions/kserve-dep-setup | |
- uses: ./.github/actions/base-download | |
- name: Download sklearn server image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/sklearnserver:${{ github.sha }}" | |
- name: Download transformer image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/image-transformer:${{ github.sha }}" | |
- name: Download xgb server image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/xgbserver:${{ github.sha }}" | |
- name: Install Poetry and version plugin | |
run: ./test/scripts/gh-actions/setup-poetry.sh | |
- name: Install KServe | |
run: | | |
./test/scripts/gh-actions/setup-kserve.sh | |
kubectl get pods -n kserve | |
kubectl describe pods -n kserve | |
- name: Run E2E tests | |
timeout-minutes: 40 | |
run: | | |
./test/scripts/gh-actions/run-e2e-tests.sh "transformer or mms or collocation" "2" | |
- name: Check system status | |
if: always() | |
run: | | |
./test/scripts/gh-actions/status-check.sh | |
test-qpext: | |
runs-on: ubuntu-latest | |
needs: [kserve-image-build, predictor-runtime-build] | |
steps: | |
- uses: actions/checkout@v3 | |
- uses: actions/setup-go@v4 | |
with: | |
go-version: "1.21" | |
- uses: actions/setup-python@v4 | |
with: | |
python-version: "3.9" | |
- uses: ./.github/actions/free-up-disk-space | |
- uses: ./.github/actions/minikube-setup | |
- uses: ./.github/actions/kserve-dep-setup | |
- uses: ./.github/actions/base-download | |
- name: Build queue proxy extension image | |
run: | | |
./test/scripts/gh-actions/build-qpext-image.sh | |
docker image ls | |
- name: Download sklearn server image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/sklearnserver:${{ github.sha }}" | |
- name: Install Poetry and version plugin | |
run: ./test/scripts/gh-actions/setup-poetry.sh | |
- name: Install KServe | |
run: | | |
./test/scripts/gh-actions/setup-kserve.sh | |
kubectl get pods -n kserve | |
kubectl describe pods -n kserve | |
- name: Patch qpext image | |
run: | | |
kubectl patch configmaps -n knative-serving config-deployment --patch '{"data": {"queue-sidecar-image": "kserve/qpext:${{ github.sha }}"}}' | |
kubectl describe configmaps -n knative-serving config-deployment | |
- name: Run queue proxy extension E2E tests | |
timeout-minutes: 30 | |
run: | | |
./test/scripts/gh-actions/run-qpext-test.sh | |
- name: Check system status | |
if: always() | |
run: | | |
./test/scripts/gh-actions/status-check.sh | |
test-grpc: | |
runs-on: ubuntu-latest | |
needs: | |
[kserve-image-build, predictor-runtime-build, explainer-runtime-build] | |
steps: | |
- uses: actions/checkout@v3 | |
- uses: actions/setup-go@v4 | |
with: | |
go-version: "1.21" | |
- uses: actions/setup-python@v4 | |
with: | |
python-version: "3.9" | |
- uses: ./.github/actions/free-up-disk-space | |
- uses: ./.github/actions/minikube-setup | |
- uses: ./.github/actions/kserve-dep-setup | |
- uses: ./.github/actions/base-download | |
- name: Download custom model grpc image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/custom-model-grpc:${{ github.sha }}" | |
- name: Download custom transformer image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/image-transformer:${{ github.sha }}" | |
- name: Download custom transformer grpc image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/custom-image-transformer-grpc:${{ github.sha }}" | |
- name: Download xgb server image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/xgbserver:${{ github.sha }}" | |
- name: Download lgb server image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/lgbserver:${{ github.sha }}" | |
- name: Install Poetry and version plugin | |
run: ./test/scripts/gh-actions/setup-poetry.sh | |
- name: Install KServe | |
run: | | |
./test/scripts/gh-actions/setup-kserve.sh | |
kubectl get pods -n kserve | |
kubectl describe pods -n kserve | |
- name: Run E2E tests | |
timeout-minutes: 40 | |
run: | | |
./test/scripts/gh-actions/run-e2e-tests.sh "grpc" "2" | |
- name: Check system status | |
if: always() | |
run: | | |
./test/scripts/gh-actions/status-check.sh | |
test-with-helm: | |
runs-on: ubuntu-latest | |
needs: | |
[kserve-image-build, predictor-runtime-build, explainer-runtime-build] | |
steps: | |
- uses: actions/checkout@v3 | |
- uses: actions/setup-go@v4 | |
with: | |
go-version: "1.21" | |
- uses: actions/setup-python@v4 | |
with: | |
python-version: "3.9" | |
- uses: ./.github/actions/free-up-disk-space | |
- uses: ./.github/actions/minikube-setup | |
- uses: ./.github/actions/kserve-dep-setup | |
- uses: ./.github/actions/base-download | |
- name: Install Poetry and version plugin | |
run: ./test/scripts/gh-actions/setup-poetry.sh | |
- name: Install Kserve from helm | |
run: | | |
./test/scripts/gh-actions/setup-modelmesh-dep.sh | |
./test/scripts/gh-actions/setup-kserve-helm.sh | |
kubectl get pods -n kserve | |
kubectl describe pods -n kserve | |
- name: Run E2E tests | |
timeout-minutes: 50 | |
run: | | |
./test/scripts/gh-actions/run-e2e-tests.sh "helm" | |
kubectl get pods -n kserve | |
- name: Check system status | |
if: always() | |
run: | | |
./test/scripts/gh-actions/status-check.sh | |
test-raw: | |
runs-on: ubuntu-latest | |
needs: | |
[kserve-image-build, predictor-runtime-build, explainer-runtime-build] | |
steps: | |
- uses: actions/checkout@v3 | |
- uses: actions/setup-go@v4 | |
with: | |
go-version: "1.21" | |
- uses: actions/setup-python@v4 | |
with: | |
python-version: "3.9" | |
- uses: ./.github/actions/free-up-disk-space | |
- uses: ./.github/actions/minikube-setup | |
- uses: ./.github/actions/kserve-dep-setup | |
- uses: ./.github/actions/base-download | |
- name: Download sklearn server image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/sklearnserver:${{ github.sha }}" | |
- name: Download transformer image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/image-transformer:${{ github.sha }}" | |
- name: Install Poetry and version plugin | |
run: ./test/scripts/gh-actions/setup-poetry.sh | |
- name: Install KServe | |
run: | | |
./test/scripts/gh-actions/setup-kserve.sh | |
kubectl get pods -n kserve | |
kubectl describe pods -n kserve | |
- name: Run E2E tests | |
timeout-minutes: 40 | |
run: | | |
./test/scripts/gh-actions/run-e2e-tests.sh "raw" "2" | |
- name: Check system status | |
if: always() | |
run: | | |
./test/scripts/gh-actions/status-check.sh | |
test-kourier: | |
runs-on: ubuntu-latest | |
needs: | |
[kserve-image-build, predictor-runtime-build, graph-tests-images-build] | |
steps: | |
- uses: actions/checkout@v2 | |
- uses: actions/setup-go@v2 | |
with: | |
go-version: "1.21" | |
- uses: actions/setup-python@v4 | |
with: | |
python-version: "3.9" | |
- uses: ./.github/actions/free-up-disk-space | |
- uses: ./.github/actions/minikube-setup | |
- uses: ./.github/actions/kserve-dep-setup | |
with: | |
network-layer: "kourier" | |
- uses: ./.github/actions/base-download | |
- name: Download sklearn server image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/sklearnserver:${{ github.sha }}" | |
- name: Download xgb server image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/xgbserver:${{ github.sha }}" | |
- name: Download success_200_isvc predictor image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/success-200-isvc:${{ github.sha }}" | |
- name: Download error_404_isvc predictor image | |
uses: ishworkh/docker-image-artifact-download@v1 | |
with: | |
image: "kserve/error-404-isvc:${{ github.sha }}" | |
- name: Install Poetry and version plugin | |
run: ./test/scripts/gh-actions/setup-poetry.sh | |
- name: Install KServe | |
run: | | |
./test/scripts/gh-actions/setup-kserve.sh | |
kubectl get pods -n kserve | |
kubectl describe pods -n kserve | |
- name: Patch inferenceservice config to disable istio | |
run: | | |
kubectl patch configmaps -n kserve inferenceservice-config --patch-file config/overlays/test/configmap/inferenceservice-disable-istio.yaml | |
kubectl describe configmaps -n kserve inferenceservice-config | |
- name: Run E2E tests | |
timeout-minutes: 120 | |
run: | | |
export KSERVE_INGRESS_HOST_PORT=$(kubectl get pod -n knative-serving -l "app=3scale-kourier-gateway" \ | |
--output=jsonpath="{.items[0].status.podIP}"):$(kubectl get pod -n knative-serving -l "app=3scale-kourier-gateway" \ | |
--output=jsonpath="{.items[0].spec.containers[0].ports[0].containerPort}") | |
./test/scripts/gh-actions/run-e2e-tests.sh "kourier" "2" | |
kubectl get pods -n kserve | |
- name: Check system status | |
if: always() | |
run: | | |
./test/scripts/gh-actions/status-check.sh "kourier" |