From 96f4f334b7cceb8803994d380c7263dec9a4686e Mon Sep 17 00:00:00 2001
From: Alex Strick van Linschoten <stricksubscriptions@fastmail.fm>
Date: Wed, 29 Oct 2025 14:09:31 +0100
Subject: [PATCH 1/8] Suppress false positive bandit B108 warnings in agent
 examples

Add nosec comments to Docker environment variable configurations
in CrewAI and Haystack examples. These /tmp paths are safe Docker
env vars for writable storage locations, not insecure temp file
operations that bandit's B108 rule is designed to catch.
---
 examples/agent_framework_integrations/crewai/run.py   | 4 ++--
 examples/agent_framework_integrations/haystack/run.py | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/examples/agent_framework_integrations/crewai/run.py b/examples/agent_framework_integrations/crewai/run.py
index 38f2b0f77e..da14f99e62 100644
--- a/examples/agent_framework_integrations/crewai/run.py
+++ b/examples/agent_framework_integrations/crewai/run.py
@@ -20,9 +20,9 @@
     environment={
         "OPENAI_API_KEY": os.getenv("OPENAI_API_KEY"),
         # Set home directory to a writable location for CrewAI storage
-        "HOME": "/tmp",
+        "HOME": "/tmp",  # nosec B108 - Docker env var, not insecure file operation
         # Alternative: override the specific appdirs behavior
-        "XDG_DATA_HOME": "/tmp/.local/share",
+        "XDG_DATA_HOME": "/tmp/.local/share",  # nosec B108 - Docker env var, not insecure file operation
     },
 )
 
diff --git a/examples/agent_framework_integrations/haystack/run.py b/examples/agent_framework_integrations/haystack/run.py
index 9060079694..7d2231d12d 100644
--- a/examples/agent_framework_integrations/haystack/run.py
+++ b/examples/agent_framework_integrations/haystack/run.py
@@ -18,7 +18,7 @@
     environment={
         "OPENAI_API_KEY": os.getenv("OPENAI_API_KEY"),
         # Set home directory to a writable location for Haystack storage
-        "HOME": "/tmp",
+        "HOME": "/tmp",  # nosec B108 - Docker env var, not insecure file operation
         # Override Haystack-specific environment variables
         "HAYSTACK_CONTENT_TRACING_ENABLED": "false",
         "HAYSTACK_TELEMETRY_ENABLED": "false",

From d44b26cc75a3ae0598dccfa3b0eb61e4002db391 Mon Sep 17 00:00:00 2001
From: Alex Strick van Linschoten <stricksubscriptions@fastmail.fm>
Date: Fri, 31 Oct 2025 16:58:59 +0100
Subject: [PATCH 2/8] Test GH CI fix

---
 .github/workflows/ci-fast.yml               | 31 ++++-----
 .github/workflows/ci-slow.yml               | 63 ++++++++---------
 .github/workflows/integration-test-fast.yml | 25 ++++---
 .github/workflows/integration-test-slow.yml | 25 ++++---
 .github/workflows/testing-fast.yml          | 35 ++++++++++
 .github/workflows/testing-slow.yml          | 75 +++++++++++++++++++++
 6 files changed, 186 insertions(+), 68 deletions(-)
 create mode 100644 .github/workflows/testing-fast.yml
 create mode 100644 .github/workflows/testing-slow.yml

diff --git a/.github/workflows/ci-fast.yml b/.github/workflows/ci-fast.yml
index bb99f8aee1..43350c7a1f 100644
--- a/.github/workflows/ci-fast.yml
+++ b/.github/workflows/ci-fast.yml
@@ -2,13 +2,13 @@
 name: ci-fast
 on:
   workflow_dispatch:
-  workflow_call:
-  push:
-    branches: [main]
-    paths-ignore: [docs/**, '*', '!pyproject.toml', '**.md']
-  pull_request:
-    types: [opened, synchronize, ready_for_review]
-    paths-ignore: [docs/**, '*', '!pyproject.toml', '**.md']
+  # workflow_call:
+  # push:
+  #   branches: [main]
+  #   paths-ignore: [docs/**, '*', '!pyproject.toml', '**.md']
+  # pull_request:
+  #   types: [opened, synchronize, ready_for_review]
+  #   paths-ignore: [docs/**, '*', '!pyproject.toml', '**.md']
 concurrency:
   # New commit on branch cancels running workflows of the same branch
   group: ${{ github.workflow }}-${{ github.ref }}
@@ -23,7 +23,7 @@ jobs:
       - name: Set up Python
         uses: actions/setup-python@v5.3.0
         with:
-          python-version: '3.10'
+          python-version: "3.10"
       - name: Install darglint using uv
         run: |
           curl -LsSf https://astral.sh/uv/install.sh | sh
@@ -46,7 +46,7 @@ jobs:
       - name: Set up Python 3.10
         uses: actions/setup-python@v5.3.0
         with:
-          python-version: '3.10'
+          python-version: "3.10"
       - name: Test migrations across versions
         run: bash scripts/test-migrations.sh sqlite random
   spellcheck:
@@ -69,17 +69,18 @@ jobs:
       - name: Set up Python 3.11
         uses: actions/setup-python@v5.3.0
         with:
-          python-version: '3.11'
+          python-version: "3.11"
       - name: Test API docs buildable
         run: bash scripts/generate-docs.sh -v DUMMY -c
   update-templates-to-examples:
     # this doesn't work on forked repositories (i.e. outside contributors)
     # so we disable template updates for those PRs / branches
-    if: github.event.pull_request.head.repo.full_name == 'zenml-io/zenml' && github.event.pull_request.draft
+    if:
+      github.event.pull_request.head.repo.full_name == 'zenml-io/zenml' && github.event.pull_request.draft
       == false
     uses: ./.github/workflows/update-templates-to-examples.yml
     with:
-      python-version: '3.11'
+      python-version: "3.11"
       os: ubuntu-latest
     secrets: inherit
   linting:
@@ -87,7 +88,7 @@ jobs:
     strategy:
       matrix:
         os: [ubuntu-latest]
-        python-version: ['3.11']
+        python-version: ["3.11"]
       fail-fast: false
     uses: ./.github/workflows/linting.yml
     with:
@@ -104,7 +105,7 @@ jobs:
         # excluded from the `ci-slow` workflow. If you change the configuration
         # here, please adjust the configuration of `ci-slow` accordingly.
         os: [ubuntu-latest]
-        python-version: ['3.11']
+        python-version: ["3.11"]
       fail-fast: false
     uses: ./.github/workflows/unit-test.yml
     with:
@@ -121,7 +122,7 @@ jobs:
         # excluded from the `ci-slow` workflow. If you change the configuration
         # here, please adjust the configuration of `ci-slow` accordingly.
         os: [ubuntu-latest]
-        python-version: ['3.11']
+        python-version: ["3.11"]
         test_environment: [default, docker-server-docker-orchestrator-mysql]
       fail-fast: false
     uses: ./.github/workflows/integration-test-fast.yml
diff --git a/.github/workflows/ci-slow.yml b/.github/workflows/ci-slow.yml
index da86700b6b..197acb35a0 100644
--- a/.github/workflows/ci-slow.yml
+++ b/.github/workflows/ci-slow.yml
@@ -2,13 +2,13 @@
 name: ci-slow
 on:
   workflow_dispatch:
-  workflow_call:
-  push:
-    branches: [main]
-    paths-ignore: [docs/**, '*', '!pyproject.toml', '**.md']
-  pull_request:
-    types: [opened, synchronize, ready_for_review]
-    paths-ignore: [docs/**, '*', '!pyproject.toml', '**.md']
+  # workflow_call:
+  # push:
+  #   branches: [main]
+  #   paths-ignore: [docs/**, '*', '!pyproject.toml', '**.md']
+  # pull_request:
+  #   types: [opened, synchronize, ready_for_review]
+  #   paths-ignore: [docs/**, '*', '!pyproject.toml', '**.md']
 concurrency:
   # New commit on branch cancels running workflows of the same branch
   group: ${{ github.workflow }}-${{ github.ref }}
@@ -53,7 +53,7 @@ jobs:
       - name: Set up Python 3.10
         uses: actions/setup-python@v5.3.0
         with:
-          python-version: '3.10'
+          python-version: "3.10"
       - name: Login to Docker Hub
         uses: docker/login-action@v3
         with:
@@ -76,7 +76,7 @@ jobs:
       - name: Set up Python 3.10
         uses: actions/setup-python@v5.3.0
         with:
-          python-version: '3.10'
+          python-version: "3.10"
       - name: Login to Docker Hub
         uses: docker/login-action@v3
         with:
@@ -100,7 +100,7 @@ jobs:
       - name: Set up Python 3.10
         uses: actions/setup-python@v5.3.0
         with:
-          python-version: '3.10'
+          python-version: "3.10"
       - name: Test migrations across versions
         run: bash scripts/test-migrations.sh sqlite full
   mariadb-db-migration-testing:
@@ -117,7 +117,7 @@ jobs:
       - name: Set up Python 3.10
         uses: actions/setup-python@v5.3.0
         with:
-          python-version: '3.10'
+          python-version: "3.10"
       - name: Login to Docker Hub
         uses: docker/login-action@v3
         with:
@@ -135,7 +135,7 @@ jobs:
       - name: Set up Python
         uses: actions/setup-python@v5.3.0
         with:
-          python-version: '3.11'
+          python-version: "3.11"
       - name: Install uv
         run: |
           curl -LsSf https://astral.sh/uv/install.sh | sh
@@ -150,10 +150,11 @@ jobs:
       - name: Markdown link check
         uses: gaurav-nelson/github-action-markdown-link-check@1.0.15
         with:
-          use-quiet-mode: 'yes'
-          use-verbose-mode: 'no'
+          use-quiet-mode: "yes"
+          use-verbose-mode: "no"
           folder-path: ./examples, ./docs/book, ./src
-          file-path: ./README.md, ./LICENSE, ./RELEASE_NOTES.md, CODE-OF-CONDUCT.md,
+          file-path:
+            ./README.md, ./LICENSE, ./RELEASE_NOTES.md, CODE-OF-CONDUCT.md,
             CONTRIBUTING.md, CLA.md, RELEASE_NOTES.md, ROADMAP.md
           config-file: .github/workflows/markdown_check_config.json
         continue-on-error: true
@@ -177,7 +178,7 @@ jobs:
     strategy:
       matrix:
         os: [ubuntu-latest]
-        python-version: ['3.10', '3.12', '3.13']
+        python-version: ["3.10", "3.12", "3.13"]
       fail-fast: false
     uses: ./.github/workflows/linting.yml
     with:
@@ -190,7 +191,7 @@ jobs:
     strategy:
       matrix:
         os: [ubuntu-latest]
-        python-version: ['3.10', '3.12', '3.13']
+        python-version: ["3.10", "3.12", "3.13"]
       fail-fast: false
     uses: ./.github/workflows/unit-test.yml
     with:
@@ -203,7 +204,7 @@ jobs:
     strategy:
       matrix:
         os: [windows-latest]
-        python-version: ['3.10', '3.11', '3.12', '3.13']
+        python-version: ["3.10", "3.11", "3.12", "3.13"]
       fail-fast: false
     uses: ./.github/workflows/linting.yml
     with:
@@ -216,7 +217,7 @@ jobs:
     strategy:
       matrix:
         os: [windows-latest]
-        python-version: ['3.10', '3.11', '3.12', '3.13']
+        python-version: ["3.10", "3.11", "3.12", "3.13"]
       fail-fast: false
     uses: ./.github/workflows/unit-test.yml
     with:
@@ -229,7 +230,7 @@ jobs:
     strategy:
       matrix:
         os: [macos-latest]
-        python-version: ['3.10', '3.11', '3.12', '3.13']
+        python-version: ["3.10", "3.11", "3.12", "3.13"]
       fail-fast: false
     uses: ./.github/workflows/linting.yml
     with:
@@ -242,7 +243,7 @@ jobs:
     strategy:
       matrix:
         os: [macos-latest]
-        python-version: ['3.10', '3.11', '3.12', '3.13']
+        python-version: ["3.10", "3.11", "3.12", "3.13"]
       fail-fast: false
     uses: ./.github/workflows/unit-test.yml
     with:
@@ -255,7 +256,7 @@ jobs:
     strategy:
       matrix:
         os: [windows-latest]
-        python-version: ['3.10', '3.11', '3.12', '3.13']
+        python-version: ["3.10", "3.11", "3.12", "3.13"]
         test_environment: [default]
       fail-fast: false
     uses: ./.github/workflows/integration-test-slow.yml
@@ -270,7 +271,7 @@ jobs:
     strategy:
       matrix:
         os: [macos-latest]
-        python-version: ['3.10', '3.11', '3.12', '3.13']
+        python-version: ["3.10", "3.11", "3.12", "3.13"]
         test_environment: [default]
       fail-fast: false
     uses: ./.github/workflows/integration-test-slow.yml
@@ -285,7 +286,7 @@ jobs:
     strategy:
       matrix:
         os: [ubuntu-latest]
-        python-version: ['3.10', '3.12', '3.13']
+        python-version: ["3.10", "3.12", "3.13"]
         test_environment:
           - default
           - docker-server-docker-orchestrator-mysql
@@ -293,17 +294,17 @@ jobs:
         exclude:
           # docker is time-consuming to run, so we only run it on 3.11
           - test_environment: docker-server-docker-orchestrator-mysql
-            python-version: '3.10'
+            python-version: "3.10"
           - test_environment: docker-server-docker-orchestrator-mysql
-            python-version: '3.12'
+            python-version: "3.12"
           - test_environment: docker-server-docker-orchestrator-mysql
-            python-version: '3.13'
+            python-version: "3.13"
           - test_environment: docker-server-docker-orchestrator-mariadb
-            python-version: '3.10'
+            python-version: "3.10"
           - test_environment: docker-server-docker-orchestrator-mariadb
-            python-version: '3.12'
+            python-version: "3.12"
           - test_environment: docker-server-docker-orchestrator-mariadb
-            python-version: '3.13'
+            python-version: "3.13"
       fail-fast: false
     uses: ./.github/workflows/integration-test-slow.yml
     with:
@@ -322,7 +323,7 @@ jobs:
     strategy:
       matrix:
         os: [ubuntu-latest]
-        python-version: ['3.11']
+        python-version: ["3.11"]
       fail-fast: false
     uses: ./.github/workflows/base-package-functionality.yml
     with:
diff --git a/.github/workflows/integration-test-fast.yml b/.github/workflows/integration-test-fast.yml
index 01e633b170..55b2bd5f7a 100644
--- a/.github/workflows/integration-test-fast.yml
+++ b/.github/workflows/integration-test-fast.yml
@@ -41,9 +41,9 @@ on:
       python-version:
         description: Python version
         type: choice
-        options: ['3.10', '3.11', '3.12', '3.13']
+        options: ["3.10", "3.11", "3.12", "3.13"]
         required: false
-        default: '3.11'
+        default: "3.11"
       test_environment:
         description: The test environment
         type: choice
@@ -71,7 +71,7 @@ on:
         type: choice
         options: [no, on-failure, always, before-tests]
         required: false
-        default: 'no'
+        default: "no"
       tmate_timeout:
         description: Timeout for tmate session (minutes)
         type: number
@@ -98,7 +98,7 @@ jobs:
       # on MAC OS, we need to set this environment variable
       # to fix problems with the fork() calls (see this thread
       # for more information: http://sealiesoftware.com/blog/archive/2017/6/5/Objective-C_and_fork_in_macOS_1013.html)
-      OBJC_DISABLE_INITIALIZE_FORK_SAFETY: 'YES'
+      OBJC_DISABLE_INITIALIZE_FORK_SAFETY: "YES"
       AWS_ACCESS_KEY_ID: ${{ secrets.AWS_US_EAST_1_ENV_ACCESS_KEY_ID }}
       AWS_SECRET_ACCESS_KEY: ${{ secrets.AWS_US_EAST_1_ENV_SECRET_ACCESS_KEY }}
       AWS_US_EAST_1_SERVER_URL: ${{ secrets.AWS_US_EAST_1_SERVER_URL }}
@@ -118,16 +118,18 @@ jobs:
         with:
           root-reserve-mb: 20000
           swap-size-mb: 1024
-          remove-dotnet: 'true'
-          remove-android: 'true'
-          remove-haskell: 'true'
+          remove-dotnet: "true"
+          remove-android: "true"
+          remove-haskell: "true"
           build-mount-path: /var/lib/docker/
-        if: inputs.os == 'ubuntu-latest' && (contains(inputs.test_environment, 'docker')
+        if:
+          inputs.os == 'ubuntu-latest' && (contains(inputs.test_environment, 'docker')
           || contains(inputs.test_environment, 'kubeflow') || contains(inputs.test_environment,
           'airflow') || contains(inputs.test_environment, 'kubernetes'))
       - name: Reload Docker
         run: sudo systemctl restart docker
-        if: inputs.os == 'ubuntu-latest' && (contains(inputs.test_environment, 'docker')
+        if:
+          inputs.os == 'ubuntu-latest' && (contains(inputs.test_environment, 'docker')
           || contains(inputs.test_environment, 'kubeflow') || contains(inputs.test_environment,
           'airflow') || contains(inputs.test_environment, 'kubernetes'))
       - uses: actions/checkout@v4.2.2
@@ -160,7 +162,8 @@ jobs:
         with:
           username: ${{ secrets.DOCKERHUB_USERNAME }}
           password: ${{ secrets.DOCKERHUB_TOKEN }}
-        if: github.event.pull_request.head.repo.fork == false && (contains(inputs.test_environment,
+        if:
+          github.event.pull_request.head.repo.fork == false && (contains(inputs.test_environment,
           'docker') || contains(inputs.test_environment, 'kubeflow') || contains(inputs.test_environment,
           'airflow') || contains(inputs.test_environment, 'kubernetes'))
       - name: Setup environment
@@ -252,7 +255,7 @@ jobs:
         # Ubuntu integration tests run as 6 shards
         if: runner.os != 'macOS' && runner.os != 'Windows'
         run: |
-          bash scripts/test-coverage-xml.sh integration ${{ inputs.test_environment }} 6 ${{ matrix.shard }}
+          bash scripts/test-coverage-xml.sh integration/functional/cli ${{ inputs.test_environment }} 6 ${{ matrix.shard }}
       - name: Setup tmate session after tests
         if: ${{ inputs.enable_tmate == 'always' || (inputs.enable_tmate == 'on-failure' && failure()) }}
         uses: mxschmitt/action-tmate@v3.17
diff --git a/.github/workflows/integration-test-slow.yml b/.github/workflows/integration-test-slow.yml
index 37a5e6c23a..b6fbc54d9b 100644
--- a/.github/workflows/integration-test-slow.yml
+++ b/.github/workflows/integration-test-slow.yml
@@ -41,9 +41,9 @@ on:
       python-version:
         description: Python version
         type: choice
-        options: ['3.10', '3.11', '3.12', '3.13']
+        options: ["3.10", "3.11", "3.12", "3.13"]
         required: false
-        default: '3.11'
+        default: "3.11"
       test_environment:
         description: The test environment
         type: choice
@@ -70,7 +70,7 @@ on:
         type: choice
         options: [no, on-failure, always, before-tests]
         required: false
-        default: 'no'
+        default: "no"
       tmate_timeout:
         description: Timeout for tmate session (minutes)
         type: number
@@ -95,7 +95,7 @@ jobs:
       # on MAC OS, we need to set this environment variable
       # to fix problems with the fork() calls (see this thread
       # for more information: http://sealiesoftware.com/blog/archive/2017/6/5/Objective-C_and_fork_in_macOS_1013.html)
-      OBJC_DISABLE_INITIALIZE_FORK_SAFETY: 'YES'
+      OBJC_DISABLE_INITIALIZE_FORK_SAFETY: "YES"
       AWS_ACCESS_KEY_ID: ${{ secrets.AWS_US_EAST_1_ENV_ACCESS_KEY_ID }}
       AWS_SECRET_ACCESS_KEY: ${{ secrets.AWS_US_EAST_1_ENV_SECRET_ACCESS_KEY }}
       AWS_US_EAST_1_SERVER_URL: ${{ secrets.AWS_US_EAST_1_SERVER_URL }}
@@ -116,16 +116,18 @@ jobs:
         with:
           root-reserve-mb: 20000
           swap-size-mb: 1024
-          remove-dotnet: 'true'
-          remove-android: 'true'
-          remove-haskell: 'true'
+          remove-dotnet: "true"
+          remove-android: "true"
+          remove-haskell: "true"
           build-mount-path: /var/lib/docker/
-        if: inputs.os == 'ubuntu-latest' && (contains(inputs.test_environment, 'docker')
+        if:
+          inputs.os == 'ubuntu-latest' && (contains(inputs.test_environment, 'docker')
           || contains(inputs.test_environment, 'kubeflow') || contains(inputs.test_environment,
           'airflow') || contains(inputs.test_environment, 'kubernetes'))
       - name: Reload Docker
         run: sudo systemctl restart docker
-        if: inputs.os == 'ubuntu-latest' && (contains(inputs.test_environment, 'docker')
+        if:
+          inputs.os == 'ubuntu-latest' && (contains(inputs.test_environment, 'docker')
           || contains(inputs.test_environment, 'kubeflow') || contains(inputs.test_environment,
           'airflow') || contains(inputs.test_environment, 'kubernetes'))
       - name: Login to Docker Hub
@@ -133,7 +135,8 @@ jobs:
         with:
           username: ${{ secrets.DOCKERHUB_USERNAME }}
           password: ${{ secrets.DOCKERHUB_TOKEN }}
-        if: github.event.pull_request.head.repo.fork == false && (contains(inputs.test_environment,
+        if:
+          github.event.pull_request.head.repo.fork == false && (contains(inputs.test_environment,
           'docker') || contains(inputs.test_environment, 'kubeflow') || contains(inputs.test_environment,
           'airflow') || contains(inputs.test_environment, 'kubernetes'))
       - uses: actions/checkout@v4.2.2
@@ -209,7 +212,7 @@ jobs:
         timeout-minutes: ${{ inputs.tmate_timeout }}
       - name: Integration Tests - Slow CI
         run: |
-          bash scripts/test-coverage-xml.sh integration ${{ inputs.test_environment }}
+          bash scripts/test-coverage-xml.sh integration/functional/cli ${{ inputs.test_environment }}
       - name: Setup tmate session after tests
         if: ${{ inputs.enable_tmate == 'always' || (inputs.enable_tmate == 'on-failure' && failure()) }}
         uses: mxschmitt/action-tmate@v3.17
diff --git a/.github/workflows/testing-fast.yml b/.github/workflows/testing-fast.yml
new file mode 100644
index 0000000000..a7920ea1fc
--- /dev/null
+++ b/.github/workflows/testing-fast.yml
@@ -0,0 +1,35 @@
+---
+name: ci-fast
+on:
+  workflow_dispatch:
+  workflow_call:
+  push:
+    branches: [main]
+    paths-ignore: [docs/**, "*", "!pyproject.toml", "**.md"]
+  pull_request:
+    types: [opened, synchronize, ready_for_review]
+    paths-ignore: [docs/**, "*", "!pyproject.toml", "**.md"]
+concurrency:
+  # New commit on branch cancels running workflows of the same branch
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+jobs:
+  ubuntu-latest-integration-test:
+    needs: [linting]
+    if: github.event.pull_request.draft == false
+    strategy:
+      matrix:
+        # IMPORTANT: Since we are using the combination of `arc-runner-set`
+        # and `3.10` in our `ci-fast` workflow, this combination has been
+        # excluded from the `ci-slow` workflow. If you change the configuration
+        # here, please adjust the configuration of `ci-slow` accordingly.
+        os: [ubuntu-latest]
+        python-version: ["3.11"]
+        test_environment: [default, docker-server-docker-orchestrator-mysql]
+      fail-fast: false
+    uses: ./.github/workflows/integration-test-fast.yml
+    with:
+      os: ${{ matrix.os }}
+      python-version: ${{ matrix.python-version }}
+      test_environment: ${{ matrix.test_environment }}
+    secrets: inherit
diff --git a/.github/workflows/testing-slow.yml b/.github/workflows/testing-slow.yml
new file mode 100644
index 0000000000..20f24c4f52
--- /dev/null
+++ b/.github/workflows/testing-slow.yml
@@ -0,0 +1,75 @@
+---
+name: ci-slow
+on:
+  workflow_dispatch:
+  workflow_call:
+  push:
+    branches: [main]
+    paths-ignore: [docs/**, "*", "!pyproject.toml", "**.md"]
+  pull_request:
+    types: [opened, synchronize, ready_for_review]
+    paths-ignore: [docs/**, "*", "!pyproject.toml", "**.md"]
+concurrency:
+  # New commit on branch cancels running workflows of the same branch
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+jobs:
+  windows-integration-test:
+    if: github.event.pull_request.draft == false
+    strategy:
+      matrix:
+        os: [windows-latest]
+        python-version: ["3.10", "3.11", "3.12", "3.13"]
+        test_environment: [default]
+      fail-fast: false
+    uses: ./.github/workflows/integration-test-slow.yml
+    with:
+      os: ${{ matrix.os }}
+      python-version: ${{ matrix.python-version }}
+      test_environment: ${{ matrix.test_environment }}
+    secrets: inherit
+  macos-integration-test:
+    if: github.event.pull_request.draft == false
+    strategy:
+      matrix:
+        os: [macos-latest]
+        python-version: ["3.10", "3.11", "3.12", "3.13"]
+        test_environment: [default]
+      fail-fast: false
+    uses: ./.github/workflows/integration-test-slow.yml
+    with:
+      os: ${{ matrix.os }}
+      python-version: ${{ matrix.python-version }}
+      test_environment: ${{ matrix.test_environment }}
+    secrets: inherit
+  ubuntu-latest-integration-test:
+    if: github.event.pull_request.draft == false
+    strategy:
+      matrix:
+        os: [ubuntu-latest]
+        python-version: ["3.10", "3.12", "3.13"]
+        test_environment:
+          - default
+          - docker-server-docker-orchestrator-mysql
+          - docker-server-docker-orchestrator-mariadb
+        exclude:
+          # docker is time-consuming to run, so we only run it on 3.11
+          - test_environment: docker-server-docker-orchestrator-mysql
+            python-version: "3.10"
+          - test_environment: docker-server-docker-orchestrator-mysql
+            python-version: "3.12"
+          - test_environment: docker-server-docker-orchestrator-mysql
+            python-version: "3.13"
+          - test_environment: docker-server-docker-orchestrator-mariadb
+            python-version: "3.10"
+          - test_environment: docker-server-docker-orchestrator-mariadb
+            python-version: "3.12"
+          - test_environment: docker-server-docker-orchestrator-mariadb
+            python-version: "3.13"
+      fail-fast: false
+    uses: ./.github/workflows/integration-test-slow.yml
+    with:
+      os: ${{ matrix.os }}
+      python-version: ${{ matrix.python-version }}
+      test_environment: ${{ matrix.test_environment }}
+    secrets: inherit

From 591d0aa6654ad31e2e676e8a9752dcfcb332c4b5 Mon Sep 17 00:00:00 2001
From: Alex Strick van Linschoten <stricksubscriptions@fastmail.fm>
Date: Fri, 31 Oct 2025 17:00:57 +0100
Subject: [PATCH 3/8] Update name

---
 .github/workflows/testing-fast.yml | 2 +-
 .github/workflows/testing-slow.yml | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/testing-fast.yml b/.github/workflows/testing-fast.yml
index a7920ea1fc..31e24a3d40 100644
--- a/.github/workflows/testing-fast.yml
+++ b/.github/workflows/testing-fast.yml
@@ -1,5 +1,5 @@
 ---
-name: ci-fast
+name: ci-fast-test
 on:
   workflow_dispatch:
   workflow_call:
diff --git a/.github/workflows/testing-slow.yml b/.github/workflows/testing-slow.yml
index 20f24c4f52..b94bba0a30 100644
--- a/.github/workflows/testing-slow.yml
+++ b/.github/workflows/testing-slow.yml
@@ -1,5 +1,5 @@
 ---
-name: ci-slow
+name: ci-slow-test
 on:
   workflow_dispatch:
   workflow_call:

From fc4876519e06224af473f56f333c4d0bbfcd6713 Mon Sep 17 00:00:00 2001
From: Alex Strick van Linschoten <stricksubscriptions@fastmail.fm>
Date: Fri, 31 Oct 2025 17:02:31 +0100
Subject: [PATCH 4/8] No need for linting

---
 .github/workflows/testing-fast.yml | 1 -
 1 file changed, 1 deletion(-)

diff --git a/.github/workflows/testing-fast.yml b/.github/workflows/testing-fast.yml
index 31e24a3d40..a5d86f722e 100644
--- a/.github/workflows/testing-fast.yml
+++ b/.github/workflows/testing-fast.yml
@@ -15,7 +15,6 @@ concurrency:
   cancel-in-progress: true
 jobs:
   ubuntu-latest-integration-test:
-    needs: [linting]
     if: github.event.pull_request.draft == false
     strategy:
       matrix:

From 87a0d5de4e07bea35d3daa5038c1ef19ef6d82c2 Mon Sep 17 00:00:00 2001
From: Alex Strick van Linschoten <stricksubscriptions@fastmail.fm>
Date: Fri, 31 Oct 2025 17:25:26 +0100
Subject: [PATCH 5/8] Speed up tests

---
 .github/workflows/integration-test-fast.yml | 2 +-
 .github/workflows/integration-test-slow.yml | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/integration-test-fast.yml b/.github/workflows/integration-test-fast.yml
index 55b2bd5f7a..b8c80cacac 100644
--- a/.github/workflows/integration-test-fast.yml
+++ b/.github/workflows/integration-test-fast.yml
@@ -255,7 +255,7 @@ jobs:
         # Ubuntu integration tests run as 6 shards
         if: runner.os != 'macOS' && runner.os != 'Windows'
         run: |
-          bash scripts/test-coverage-xml.sh integration/functional/cli ${{ inputs.test_environment }} 6 ${{ matrix.shard }}
+          bash scripts/test-coverage-xml.sh integration/functional/cli/test_server.py::test_server_cli_up_down ${{ inputs.test_environment }} 6 ${{ matrix.shard }}
       - name: Setup tmate session after tests
         if: ${{ inputs.enable_tmate == 'always' || (inputs.enable_tmate == 'on-failure' && failure()) }}
         uses: mxschmitt/action-tmate@v3.17
diff --git a/.github/workflows/integration-test-slow.yml b/.github/workflows/integration-test-slow.yml
index b6fbc54d9b..558afa1a51 100644
--- a/.github/workflows/integration-test-slow.yml
+++ b/.github/workflows/integration-test-slow.yml
@@ -212,7 +212,7 @@ jobs:
         timeout-minutes: ${{ inputs.tmate_timeout }}
       - name: Integration Tests - Slow CI
         run: |
-          bash scripts/test-coverage-xml.sh integration/functional/cli ${{ inputs.test_environment }}
+          bash scripts/test-coverage-xml.sh integration/functional/cli/test_server.py::test_server_cli_up_down ${{ inputs.test_environment }}
       - name: Setup tmate session after tests
         if: ${{ inputs.enable_tmate == 'always' || (inputs.enable_tmate == 'on-failure' && failure()) }}
         uses: mxschmitt/action-tmate@v3.17

From a3d2cdfd51525ee3f21485809be4f14154b4ed42 Mon Sep 17 00:00:00 2001
From: Alex Strick van Linschoten <stricksubscriptions@fastmail.fm>
Date: Fri, 31 Oct 2025 17:25:39 +0100
Subject: [PATCH 6/8] Longer timeout for server test

---
 tests/integration/functional/cli/test_server.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tests/integration/functional/cli/test_server.py b/tests/integration/functional/cli/test_server.py
index 12fd3ff6be..23e57da327 100644
--- a/tests/integration/functional/cli/test_server.py
+++ b/tests/integration/functional/cli/test_server.py
@@ -48,7 +48,7 @@ def test_server_cli_up_down(clean_client, mocker):
     cli_runner.invoke(login_command, ["--local", "--port", port])
 
     # sleep for a bit to let the server start
-    time.sleep(5)
+    time.sleep(15)
 
     endpoint = f"http://127.0.0.1:{port}"
     assert requests.head(endpoint + "/health", timeout=16).status_code == 200
@@ -66,7 +66,7 @@ def test_server_cli_up_down(clean_client, mocker):
     cli_runner.invoke(logout_command)
 
     # sleep for a bit to let the server stop
-    time.sleep(5)
+    time.sleep(15)
 
     deployer = LocalServerDeployer()
     with pytest.raises(ServerDeploymentNotFoundError):

From 71263ae5c83711093a1fbf2563cd557d0aa392f2 Mon Sep 17 00:00:00 2001
From: Alex Strick van Linschoten <stricksubscriptions@fastmail.fm>
Date: Fri, 31 Oct 2025 18:11:34 +0100
Subject: [PATCH 7/8] Revert testing stuff

---
 .github/workflows/ci-fast.yml                 | 14 ++--
 .github/workflows/ci-slow.yml                 | 14 ++--
 .github/workflows/integration-test-fast.yml   |  2 +-
 .github/workflows/integration-test-slow.yml   |  2 +-
 .github/workflows/testing-fast.yml            | 34 ---------
 .github/workflows/testing-slow.yml            | 75 -------------------
 .../integration/functional/cli/test_server.py |  4 +-
 7 files changed, 18 insertions(+), 127 deletions(-)
 delete mode 100644 .github/workflows/testing-fast.yml
 delete mode 100644 .github/workflows/testing-slow.yml

diff --git a/.github/workflows/ci-fast.yml b/.github/workflows/ci-fast.yml
index 43350c7a1f..e617afeff5 100644
--- a/.github/workflows/ci-fast.yml
+++ b/.github/workflows/ci-fast.yml
@@ -2,13 +2,13 @@
 name: ci-fast
 on:
   workflow_dispatch:
-  # workflow_call:
-  # push:
-  #   branches: [main]
-  #   paths-ignore: [docs/**, '*', '!pyproject.toml', '**.md']
-  # pull_request:
-  #   types: [opened, synchronize, ready_for_review]
-  #   paths-ignore: [docs/**, '*', '!pyproject.toml', '**.md']
+  workflow_call:
+  push:
+    branches: [main]
+    paths-ignore: [docs/**, "*", "!pyproject.toml", "**.md"]
+  pull_request:
+    types: [opened, synchronize, ready_for_review]
+    paths-ignore: [docs/**, "*", "!pyproject.toml", "**.md"]
 concurrency:
   # New commit on branch cancels running workflows of the same branch
   group: ${{ github.workflow }}-${{ github.ref }}
diff --git a/.github/workflows/ci-slow.yml b/.github/workflows/ci-slow.yml
index 197acb35a0..148159db58 100644
--- a/.github/workflows/ci-slow.yml
+++ b/.github/workflows/ci-slow.yml
@@ -2,13 +2,13 @@
 name: ci-slow
 on:
   workflow_dispatch:
-  # workflow_call:
-  # push:
-  #   branches: [main]
-  #   paths-ignore: [docs/**, '*', '!pyproject.toml', '**.md']
-  # pull_request:
-  #   types: [opened, synchronize, ready_for_review]
-  #   paths-ignore: [docs/**, '*', '!pyproject.toml', '**.md']
+  workflow_call:
+  push:
+    branches: [main]
+    paths-ignore: [docs/**, "*", "!pyproject.toml", "**.md"]
+  pull_request:
+    types: [opened, synchronize, ready_for_review]
+    paths-ignore: [docs/**, "*", "!pyproject.toml", "**.md"]
 concurrency:
   # New commit on branch cancels running workflows of the same branch
   group: ${{ github.workflow }}-${{ github.ref }}
diff --git a/.github/workflows/integration-test-fast.yml b/.github/workflows/integration-test-fast.yml
index b8c80cacac..6b7f4c4894 100644
--- a/.github/workflows/integration-test-fast.yml
+++ b/.github/workflows/integration-test-fast.yml
@@ -255,7 +255,7 @@ jobs:
         # Ubuntu integration tests run as 6 shards
         if: runner.os != 'macOS' && runner.os != 'Windows'
         run: |
-          bash scripts/test-coverage-xml.sh integration/functional/cli/test_server.py::test_server_cli_up_down ${{ inputs.test_environment }} 6 ${{ matrix.shard }}
+          bash scripts/test-coverage-xml.sh integration ${{ inputs.test_environment }} 6 ${{ matrix.shard }}
       - name: Setup tmate session after tests
         if: ${{ inputs.enable_tmate == 'always' || (inputs.enable_tmate == 'on-failure' && failure()) }}
         uses: mxschmitt/action-tmate@v3.17
diff --git a/.github/workflows/integration-test-slow.yml b/.github/workflows/integration-test-slow.yml
index 558afa1a51..554fa2bf26 100644
--- a/.github/workflows/integration-test-slow.yml
+++ b/.github/workflows/integration-test-slow.yml
@@ -212,7 +212,7 @@ jobs:
         timeout-minutes: ${{ inputs.tmate_timeout }}
       - name: Integration Tests - Slow CI
         run: |
-          bash scripts/test-coverage-xml.sh integration/functional/cli/test_server.py::test_server_cli_up_down ${{ inputs.test_environment }}
+          bash scripts/test-coverage-xml.sh integration ${{ inputs.test_environment }}
       - name: Setup tmate session after tests
         if: ${{ inputs.enable_tmate == 'always' || (inputs.enable_tmate == 'on-failure' && failure()) }}
         uses: mxschmitt/action-tmate@v3.17
diff --git a/.github/workflows/testing-fast.yml b/.github/workflows/testing-fast.yml
deleted file mode 100644
index a5d86f722e..0000000000
--- a/.github/workflows/testing-fast.yml
+++ /dev/null
@@ -1,34 +0,0 @@
----
-name: ci-fast-test
-on:
-  workflow_dispatch:
-  workflow_call:
-  push:
-    branches: [main]
-    paths-ignore: [docs/**, "*", "!pyproject.toml", "**.md"]
-  pull_request:
-    types: [opened, synchronize, ready_for_review]
-    paths-ignore: [docs/**, "*", "!pyproject.toml", "**.md"]
-concurrency:
-  # New commit on branch cancels running workflows of the same branch
-  group: ${{ github.workflow }}-${{ github.ref }}
-  cancel-in-progress: true
-jobs:
-  ubuntu-latest-integration-test:
-    if: github.event.pull_request.draft == false
-    strategy:
-      matrix:
-        # IMPORTANT: Since we are using the combination of `arc-runner-set`
-        # and `3.10` in our `ci-fast` workflow, this combination has been
-        # excluded from the `ci-slow` workflow. If you change the configuration
-        # here, please adjust the configuration of `ci-slow` accordingly.
-        os: [ubuntu-latest]
-        python-version: ["3.11"]
-        test_environment: [default, docker-server-docker-orchestrator-mysql]
-      fail-fast: false
-    uses: ./.github/workflows/integration-test-fast.yml
-    with:
-      os: ${{ matrix.os }}
-      python-version: ${{ matrix.python-version }}
-      test_environment: ${{ matrix.test_environment }}
-    secrets: inherit
diff --git a/.github/workflows/testing-slow.yml b/.github/workflows/testing-slow.yml
deleted file mode 100644
index b94bba0a30..0000000000
--- a/.github/workflows/testing-slow.yml
+++ /dev/null
@@ -1,75 +0,0 @@
----
-name: ci-slow-test
-on:
-  workflow_dispatch:
-  workflow_call:
-  push:
-    branches: [main]
-    paths-ignore: [docs/**, "*", "!pyproject.toml", "**.md"]
-  pull_request:
-    types: [opened, synchronize, ready_for_review]
-    paths-ignore: [docs/**, "*", "!pyproject.toml", "**.md"]
-concurrency:
-  # New commit on branch cancels running workflows of the same branch
-  group: ${{ github.workflow }}-${{ github.ref }}
-  cancel-in-progress: true
-jobs:
-  windows-integration-test:
-    if: github.event.pull_request.draft == false
-    strategy:
-      matrix:
-        os: [windows-latest]
-        python-version: ["3.10", "3.11", "3.12", "3.13"]
-        test_environment: [default]
-      fail-fast: false
-    uses: ./.github/workflows/integration-test-slow.yml
-    with:
-      os: ${{ matrix.os }}
-      python-version: ${{ matrix.python-version }}
-      test_environment: ${{ matrix.test_environment }}
-    secrets: inherit
-  macos-integration-test:
-    if: github.event.pull_request.draft == false
-    strategy:
-      matrix:
-        os: [macos-latest]
-        python-version: ["3.10", "3.11", "3.12", "3.13"]
-        test_environment: [default]
-      fail-fast: false
-    uses: ./.github/workflows/integration-test-slow.yml
-    with:
-      os: ${{ matrix.os }}
-      python-version: ${{ matrix.python-version }}
-      test_environment: ${{ matrix.test_environment }}
-    secrets: inherit
-  ubuntu-latest-integration-test:
-    if: github.event.pull_request.draft == false
-    strategy:
-      matrix:
-        os: [ubuntu-latest]
-        python-version: ["3.10", "3.12", "3.13"]
-        test_environment:
-          - default
-          - docker-server-docker-orchestrator-mysql
-          - docker-server-docker-orchestrator-mariadb
-        exclude:
-          # docker is time-consuming to run, so we only run it on 3.11
-          - test_environment: docker-server-docker-orchestrator-mysql
-            python-version: "3.10"
-          - test_environment: docker-server-docker-orchestrator-mysql
-            python-version: "3.12"
-          - test_environment: docker-server-docker-orchestrator-mysql
-            python-version: "3.13"
-          - test_environment: docker-server-docker-orchestrator-mariadb
-            python-version: "3.10"
-          - test_environment: docker-server-docker-orchestrator-mariadb
-            python-version: "3.12"
-          - test_environment: docker-server-docker-orchestrator-mariadb
-            python-version: "3.13"
-      fail-fast: false
-    uses: ./.github/workflows/integration-test-slow.yml
-    with:
-      os: ${{ matrix.os }}
-      python-version: ${{ matrix.python-version }}
-      test_environment: ${{ matrix.test_environment }}
-    secrets: inherit
diff --git a/tests/integration/functional/cli/test_server.py b/tests/integration/functional/cli/test_server.py
index 23e57da327..12fd3ff6be 100644
--- a/tests/integration/functional/cli/test_server.py
+++ b/tests/integration/functional/cli/test_server.py
@@ -48,7 +48,7 @@ def test_server_cli_up_down(clean_client, mocker):
     cli_runner.invoke(login_command, ["--local", "--port", port])
 
     # sleep for a bit to let the server start
-    time.sleep(15)
+    time.sleep(5)
 
     endpoint = f"http://127.0.0.1:{port}"
     assert requests.head(endpoint + "/health", timeout=16).status_code == 200
@@ -66,7 +66,7 @@ def test_server_cli_up_down(clean_client, mocker):
     cli_runner.invoke(logout_command)
 
     # sleep for a bit to let the server stop
-    time.sleep(15)
+    time.sleep(5)
 
     deployer = LocalServerDeployer()
     with pytest.raises(ServerDeploymentNotFoundError):

From 620c4e655113263c9b4c3e4b41855f494e78cd0f Mon Sep 17 00:00:00 2001
From: Alex Strick van Linschoten <stricksubscriptions@fastmail.fm>
Date: Fri, 31 Oct 2025 18:12:39 +0100
Subject: [PATCH 8/8] Yamlfix fixes

---
 .github/workflows/ci-fast.yml               | 21 ++++----
 .github/workflows/ci-slow.yml               | 53 ++++++++++-----------
 .github/workflows/integration-test-fast.yml | 23 ++++-----
 .github/workflows/integration-test-slow.yml | 23 ++++-----
 4 files changed, 56 insertions(+), 64 deletions(-)

diff --git a/.github/workflows/ci-fast.yml b/.github/workflows/ci-fast.yml
index e617afeff5..bb99f8aee1 100644
--- a/.github/workflows/ci-fast.yml
+++ b/.github/workflows/ci-fast.yml
@@ -5,10 +5,10 @@ on:
   workflow_call:
   push:
     branches: [main]
-    paths-ignore: [docs/**, "*", "!pyproject.toml", "**.md"]
+    paths-ignore: [docs/**, '*', '!pyproject.toml', '**.md']
   pull_request:
     types: [opened, synchronize, ready_for_review]
-    paths-ignore: [docs/**, "*", "!pyproject.toml", "**.md"]
+    paths-ignore: [docs/**, '*', '!pyproject.toml', '**.md']
 concurrency:
   # New commit on branch cancels running workflows of the same branch
   group: ${{ github.workflow }}-${{ github.ref }}
@@ -23,7 +23,7 @@ jobs:
       - name: Set up Python
         uses: actions/setup-python@v5.3.0
         with:
-          python-version: "3.10"
+          python-version: '3.10'
       - name: Install darglint using uv
         run: |
           curl -LsSf https://astral.sh/uv/install.sh | sh
@@ -46,7 +46,7 @@ jobs:
       - name: Set up Python 3.10
         uses: actions/setup-python@v5.3.0
         with:
-          python-version: "3.10"
+          python-version: '3.10'
       - name: Test migrations across versions
         run: bash scripts/test-migrations.sh sqlite random
   spellcheck:
@@ -69,18 +69,17 @@ jobs:
       - name: Set up Python 3.11
         uses: actions/setup-python@v5.3.0
         with:
-          python-version: "3.11"
+          python-version: '3.11'
       - name: Test API docs buildable
         run: bash scripts/generate-docs.sh -v DUMMY -c
   update-templates-to-examples:
     # this doesn't work on forked repositories (i.e. outside contributors)
     # so we disable template updates for those PRs / branches
-    if:
-      github.event.pull_request.head.repo.full_name == 'zenml-io/zenml' && github.event.pull_request.draft
+    if: github.event.pull_request.head.repo.full_name == 'zenml-io/zenml' && github.event.pull_request.draft
       == false
     uses: ./.github/workflows/update-templates-to-examples.yml
     with:
-      python-version: "3.11"
+      python-version: '3.11'
       os: ubuntu-latest
     secrets: inherit
   linting:
@@ -88,7 +87,7 @@ jobs:
     strategy:
       matrix:
         os: [ubuntu-latest]
-        python-version: ["3.11"]
+        python-version: ['3.11']
       fail-fast: false
     uses: ./.github/workflows/linting.yml
     with:
@@ -105,7 +104,7 @@ jobs:
         # excluded from the `ci-slow` workflow. If you change the configuration
         # here, please adjust the configuration of `ci-slow` accordingly.
         os: [ubuntu-latest]
-        python-version: ["3.11"]
+        python-version: ['3.11']
       fail-fast: false
     uses: ./.github/workflows/unit-test.yml
     with:
@@ -122,7 +121,7 @@ jobs:
         # excluded from the `ci-slow` workflow. If you change the configuration
         # here, please adjust the configuration of `ci-slow` accordingly.
         os: [ubuntu-latest]
-        python-version: ["3.11"]
+        python-version: ['3.11']
         test_environment: [default, docker-server-docker-orchestrator-mysql]
       fail-fast: false
     uses: ./.github/workflows/integration-test-fast.yml
diff --git a/.github/workflows/ci-slow.yml b/.github/workflows/ci-slow.yml
index 148159db58..da86700b6b 100644
--- a/.github/workflows/ci-slow.yml
+++ b/.github/workflows/ci-slow.yml
@@ -5,10 +5,10 @@ on:
   workflow_call:
   push:
     branches: [main]
-    paths-ignore: [docs/**, "*", "!pyproject.toml", "**.md"]
+    paths-ignore: [docs/**, '*', '!pyproject.toml', '**.md']
   pull_request:
     types: [opened, synchronize, ready_for_review]
-    paths-ignore: [docs/**, "*", "!pyproject.toml", "**.md"]
+    paths-ignore: [docs/**, '*', '!pyproject.toml', '**.md']
 concurrency:
   # New commit on branch cancels running workflows of the same branch
   group: ${{ github.workflow }}-${{ github.ref }}
@@ -53,7 +53,7 @@ jobs:
       - name: Set up Python 3.10
         uses: actions/setup-python@v5.3.0
         with:
-          python-version: "3.10"
+          python-version: '3.10'
       - name: Login to Docker Hub
         uses: docker/login-action@v3
         with:
@@ -76,7 +76,7 @@ jobs:
       - name: Set up Python 3.10
         uses: actions/setup-python@v5.3.0
         with:
-          python-version: "3.10"
+          python-version: '3.10'
       - name: Login to Docker Hub
         uses: docker/login-action@v3
         with:
@@ -100,7 +100,7 @@ jobs:
       - name: Set up Python 3.10
         uses: actions/setup-python@v5.3.0
         with:
-          python-version: "3.10"
+          python-version: '3.10'
       - name: Test migrations across versions
         run: bash scripts/test-migrations.sh sqlite full
   mariadb-db-migration-testing:
@@ -117,7 +117,7 @@ jobs:
       - name: Set up Python 3.10
         uses: actions/setup-python@v5.3.0
         with:
-          python-version: "3.10"
+          python-version: '3.10'
       - name: Login to Docker Hub
         uses: docker/login-action@v3
         with:
@@ -135,7 +135,7 @@ jobs:
       - name: Set up Python
         uses: actions/setup-python@v5.3.0
         with:
-          python-version: "3.11"
+          python-version: '3.11'
       - name: Install uv
         run: |
           curl -LsSf https://astral.sh/uv/install.sh | sh
@@ -150,11 +150,10 @@ jobs:
       - name: Markdown link check
         uses: gaurav-nelson/github-action-markdown-link-check@1.0.15
         with:
-          use-quiet-mode: "yes"
-          use-verbose-mode: "no"
+          use-quiet-mode: 'yes'
+          use-verbose-mode: 'no'
           folder-path: ./examples, ./docs/book, ./src
-          file-path:
-            ./README.md, ./LICENSE, ./RELEASE_NOTES.md, CODE-OF-CONDUCT.md,
+          file-path: ./README.md, ./LICENSE, ./RELEASE_NOTES.md, CODE-OF-CONDUCT.md,
             CONTRIBUTING.md, CLA.md, RELEASE_NOTES.md, ROADMAP.md
           config-file: .github/workflows/markdown_check_config.json
         continue-on-error: true
@@ -178,7 +177,7 @@ jobs:
     strategy:
       matrix:
         os: [ubuntu-latest]
-        python-version: ["3.10", "3.12", "3.13"]
+        python-version: ['3.10', '3.12', '3.13']
       fail-fast: false
     uses: ./.github/workflows/linting.yml
     with:
@@ -191,7 +190,7 @@ jobs:
     strategy:
       matrix:
         os: [ubuntu-latest]
-        python-version: ["3.10", "3.12", "3.13"]
+        python-version: ['3.10', '3.12', '3.13']
       fail-fast: false
     uses: ./.github/workflows/unit-test.yml
     with:
@@ -204,7 +203,7 @@ jobs:
     strategy:
       matrix:
         os: [windows-latest]
-        python-version: ["3.10", "3.11", "3.12", "3.13"]
+        python-version: ['3.10', '3.11', '3.12', '3.13']
       fail-fast: false
     uses: ./.github/workflows/linting.yml
     with:
@@ -217,7 +216,7 @@ jobs:
     strategy:
       matrix:
         os: [windows-latest]
-        python-version: ["3.10", "3.11", "3.12", "3.13"]
+        python-version: ['3.10', '3.11', '3.12', '3.13']
       fail-fast: false
     uses: ./.github/workflows/unit-test.yml
     with:
@@ -230,7 +229,7 @@ jobs:
     strategy:
       matrix:
         os: [macos-latest]
-        python-version: ["3.10", "3.11", "3.12", "3.13"]
+        python-version: ['3.10', '3.11', '3.12', '3.13']
       fail-fast: false
     uses: ./.github/workflows/linting.yml
     with:
@@ -243,7 +242,7 @@ jobs:
     strategy:
       matrix:
         os: [macos-latest]
-        python-version: ["3.10", "3.11", "3.12", "3.13"]
+        python-version: ['3.10', '3.11', '3.12', '3.13']
       fail-fast: false
     uses: ./.github/workflows/unit-test.yml
     with:
@@ -256,7 +255,7 @@ jobs:
     strategy:
       matrix:
         os: [windows-latest]
-        python-version: ["3.10", "3.11", "3.12", "3.13"]
+        python-version: ['3.10', '3.11', '3.12', '3.13']
         test_environment: [default]
       fail-fast: false
     uses: ./.github/workflows/integration-test-slow.yml
@@ -271,7 +270,7 @@ jobs:
     strategy:
       matrix:
         os: [macos-latest]
-        python-version: ["3.10", "3.11", "3.12", "3.13"]
+        python-version: ['3.10', '3.11', '3.12', '3.13']
         test_environment: [default]
       fail-fast: false
     uses: ./.github/workflows/integration-test-slow.yml
@@ -286,7 +285,7 @@ jobs:
     strategy:
       matrix:
         os: [ubuntu-latest]
-        python-version: ["3.10", "3.12", "3.13"]
+        python-version: ['3.10', '3.12', '3.13']
         test_environment:
           - default
           - docker-server-docker-orchestrator-mysql
@@ -294,17 +293,17 @@ jobs:
         exclude:
           # docker is time-consuming to run, so we only run it on 3.11
           - test_environment: docker-server-docker-orchestrator-mysql
-            python-version: "3.10"
+            python-version: '3.10'
           - test_environment: docker-server-docker-orchestrator-mysql
-            python-version: "3.12"
+            python-version: '3.12'
           - test_environment: docker-server-docker-orchestrator-mysql
-            python-version: "3.13"
+            python-version: '3.13'
           - test_environment: docker-server-docker-orchestrator-mariadb
-            python-version: "3.10"
+            python-version: '3.10'
           - test_environment: docker-server-docker-orchestrator-mariadb
-            python-version: "3.12"
+            python-version: '3.12'
           - test_environment: docker-server-docker-orchestrator-mariadb
-            python-version: "3.13"
+            python-version: '3.13'
       fail-fast: false
     uses: ./.github/workflows/integration-test-slow.yml
     with:
@@ -323,7 +322,7 @@ jobs:
     strategy:
       matrix:
         os: [ubuntu-latest]
-        python-version: ["3.11"]
+        python-version: ['3.11']
       fail-fast: false
     uses: ./.github/workflows/base-package-functionality.yml
     with:
diff --git a/.github/workflows/integration-test-fast.yml b/.github/workflows/integration-test-fast.yml
index 6b7f4c4894..01e633b170 100644
--- a/.github/workflows/integration-test-fast.yml
+++ b/.github/workflows/integration-test-fast.yml
@@ -41,9 +41,9 @@ on:
       python-version:
         description: Python version
         type: choice
-        options: ["3.10", "3.11", "3.12", "3.13"]
+        options: ['3.10', '3.11', '3.12', '3.13']
         required: false
-        default: "3.11"
+        default: '3.11'
       test_environment:
         description: The test environment
         type: choice
@@ -71,7 +71,7 @@ on:
         type: choice
         options: [no, on-failure, always, before-tests]
         required: false
-        default: "no"
+        default: 'no'
       tmate_timeout:
         description: Timeout for tmate session (minutes)
         type: number
@@ -98,7 +98,7 @@ jobs:
       # on MAC OS, we need to set this environment variable
       # to fix problems with the fork() calls (see this thread
       # for more information: http://sealiesoftware.com/blog/archive/2017/6/5/Objective-C_and_fork_in_macOS_1013.html)
-      OBJC_DISABLE_INITIALIZE_FORK_SAFETY: "YES"
+      OBJC_DISABLE_INITIALIZE_FORK_SAFETY: 'YES'
       AWS_ACCESS_KEY_ID: ${{ secrets.AWS_US_EAST_1_ENV_ACCESS_KEY_ID }}
       AWS_SECRET_ACCESS_KEY: ${{ secrets.AWS_US_EAST_1_ENV_SECRET_ACCESS_KEY }}
       AWS_US_EAST_1_SERVER_URL: ${{ secrets.AWS_US_EAST_1_SERVER_URL }}
@@ -118,18 +118,16 @@ jobs:
         with:
           root-reserve-mb: 20000
           swap-size-mb: 1024
-          remove-dotnet: "true"
-          remove-android: "true"
-          remove-haskell: "true"
+          remove-dotnet: 'true'
+          remove-android: 'true'
+          remove-haskell: 'true'
           build-mount-path: /var/lib/docker/
-        if:
-          inputs.os == 'ubuntu-latest' && (contains(inputs.test_environment, 'docker')
+        if: inputs.os == 'ubuntu-latest' && (contains(inputs.test_environment, 'docker')
           || contains(inputs.test_environment, 'kubeflow') || contains(inputs.test_environment,
           'airflow') || contains(inputs.test_environment, 'kubernetes'))
       - name: Reload Docker
         run: sudo systemctl restart docker
-        if:
-          inputs.os == 'ubuntu-latest' && (contains(inputs.test_environment, 'docker')
+        if: inputs.os == 'ubuntu-latest' && (contains(inputs.test_environment, 'docker')
           || contains(inputs.test_environment, 'kubeflow') || contains(inputs.test_environment,
           'airflow') || contains(inputs.test_environment, 'kubernetes'))
       - uses: actions/checkout@v4.2.2
@@ -162,8 +160,7 @@ jobs:
         with:
           username: ${{ secrets.DOCKERHUB_USERNAME }}
           password: ${{ secrets.DOCKERHUB_TOKEN }}
-        if:
-          github.event.pull_request.head.repo.fork == false && (contains(inputs.test_environment,
+        if: github.event.pull_request.head.repo.fork == false && (contains(inputs.test_environment,
           'docker') || contains(inputs.test_environment, 'kubeflow') || contains(inputs.test_environment,
           'airflow') || contains(inputs.test_environment, 'kubernetes'))
       - name: Setup environment
diff --git a/.github/workflows/integration-test-slow.yml b/.github/workflows/integration-test-slow.yml
index 554fa2bf26..37a5e6c23a 100644
--- a/.github/workflows/integration-test-slow.yml
+++ b/.github/workflows/integration-test-slow.yml
@@ -41,9 +41,9 @@ on:
       python-version:
         description: Python version
         type: choice
-        options: ["3.10", "3.11", "3.12", "3.13"]
+        options: ['3.10', '3.11', '3.12', '3.13']
         required: false
-        default: "3.11"
+        default: '3.11'
       test_environment:
         description: The test environment
         type: choice
@@ -70,7 +70,7 @@ on:
         type: choice
         options: [no, on-failure, always, before-tests]
         required: false
-        default: "no"
+        default: 'no'
       tmate_timeout:
         description: Timeout for tmate session (minutes)
         type: number
@@ -95,7 +95,7 @@ jobs:
       # on MAC OS, we need to set this environment variable
       # to fix problems with the fork() calls (see this thread
       # for more information: http://sealiesoftware.com/blog/archive/2017/6/5/Objective-C_and_fork_in_macOS_1013.html)
-      OBJC_DISABLE_INITIALIZE_FORK_SAFETY: "YES"
+      OBJC_DISABLE_INITIALIZE_FORK_SAFETY: 'YES'
       AWS_ACCESS_KEY_ID: ${{ secrets.AWS_US_EAST_1_ENV_ACCESS_KEY_ID }}
       AWS_SECRET_ACCESS_KEY: ${{ secrets.AWS_US_EAST_1_ENV_SECRET_ACCESS_KEY }}
       AWS_US_EAST_1_SERVER_URL: ${{ secrets.AWS_US_EAST_1_SERVER_URL }}
@@ -116,18 +116,16 @@ jobs:
         with:
           root-reserve-mb: 20000
           swap-size-mb: 1024
-          remove-dotnet: "true"
-          remove-android: "true"
-          remove-haskell: "true"
+          remove-dotnet: 'true'
+          remove-android: 'true'
+          remove-haskell: 'true'
           build-mount-path: /var/lib/docker/
-        if:
-          inputs.os == 'ubuntu-latest' && (contains(inputs.test_environment, 'docker')
+        if: inputs.os == 'ubuntu-latest' && (contains(inputs.test_environment, 'docker')
           || contains(inputs.test_environment, 'kubeflow') || contains(inputs.test_environment,
           'airflow') || contains(inputs.test_environment, 'kubernetes'))
       - name: Reload Docker
         run: sudo systemctl restart docker
-        if:
-          inputs.os == 'ubuntu-latest' && (contains(inputs.test_environment, 'docker')
+        if: inputs.os == 'ubuntu-latest' && (contains(inputs.test_environment, 'docker')
           || contains(inputs.test_environment, 'kubeflow') || contains(inputs.test_environment,
           'airflow') || contains(inputs.test_environment, 'kubernetes'))
       - name: Login to Docker Hub
@@ -135,8 +133,7 @@ jobs:
         with:
           username: ${{ secrets.DOCKERHUB_USERNAME }}
           password: ${{ secrets.DOCKERHUB_TOKEN }}
-        if:
-          github.event.pull_request.head.repo.fork == false && (contains(inputs.test_environment,
+        if: github.event.pull_request.head.repo.fork == false && (contains(inputs.test_environment,
           'docker') || contains(inputs.test_environment, 'kubeflow') || contains(inputs.test_environment,
           'airflow') || contains(inputs.test_environment, 'kubernetes'))
       - uses: actions/checkout@v4.2.2