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chore(deps): bump the python-minor group with 2 updates#299

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chore(deps): bump the python-minor group with 2 updates#299
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Bumps the python-minor group with 2 updates: ruff and ty.

Updates ruff from 0.15.0 to 0.15.1

Release notes

Sourced from ruff's releases.

0.15.1

Release Notes

Released on 2026-02-12.

Preview features

  • [airflow] Add ruff rules to catch deprecated Airflow imports for Airflow 3.1 (AIR321) (#22376)
  • [airflow] Third positional parameter not named ti_key should be flagged for BaseOperatorLink.get_link (AIR303) (#22828)
  • [flake8-gettext] Fix false negatives for plural argument of ngettext (INT001, INT002, INT003) (#21078)
  • [pyflakes] Fix infinite loop in preview fix for unused-import (F401) (#23038)
  • [pygrep-hooks] Detect non-existent mock methods in standalone expressions (PGH005) (#22830)
  • [pylint] Allow dunder submodules and improve diagnostic range (PLC2701) (#22804)
  • [pyupgrade] Improve diagnostic range for tuples (UP024) (#23013)
  • [refurb] Check subscripts in tuple do not use lambda parameters in reimplemented-operator (FURB118) (#23079)
  • [ruff] Detect mutable defaults in field calls (RUF008) (#23046)
  • [ruff] Ignore std cmath.inf (RUF069) (#23120)
  • [ruff] New rule float-equality-comparison (RUF069) (#20585)
  • Don't format unlabeled Markdown code blocks (#23106)
  • Markdown formatting support in LSP (#23063)
  • Support Quarto Markdown language markers (#22947)
  • Support formatting pycon Markdown code blocks (#23112)
  • Use extension mapping to select Markdown code block language (#22934)

Bug fixes

  • Avoid false positive for undefined variables in FAST001 (#23224)
  • Avoid introducing syntax errors for FAST003 autofix (#23227)
  • Avoid suggesting InitVar for __post_init__ that references PEP 695 type parameters (#23226)
  • Deduplicate type variables in generic functions (#23225)
  • Fix exception handler parenthesis removal for Python 3.14+ (#23126)
  • Fix f-string middle panic when parsing t-strings (#23232)
  • Wrap RUF020 target for multiline fixes (#23210)
  • Wrap UP007 target for multiline fixes (#23208)
  • Fix missing diagnostics for last range suppression in file (#23242)
  • [pyupgrade] Fix syntax error on string with newline escape and comment (UP037) (#22968)

Rule changes

  • Use ruff instead of Ruff as the program name in GitHub output format (#23240)
  • [PT006] Fix syntax error when unpacking nested tuples in parametrize fixes (#22441) (#22464)
  • [airflow] Catch deprecated attribute access from context key for Airflow 3.0 (AIR301) (#22850)
  • [airflow] Capture deprecated arguments and a decorator (AIR301) (#23170)
  • [flake8-boolean-trap] Add multiprocessing.Value to excluded functions for FBT003 (#23010)
  • [flake8-bugbear] Add a secondary annotation showing the previous occurrence (B033) (#22634)
  • [flake8-type-checking] Add sub-diagnostic showing the runtime use of an annotation (TC004) (#23091)
  • [isort] Support configurable import section heading comments (#23151)
  • [ruff] Improve the diagnostic for RUF012 (#23202)

Formatter

... (truncated)

Changelog

Sourced from ruff's changelog.

0.15.1

Released on 2026-02-12.

Preview features

  • [airflow] Add ruff rules to catch deprecated Airflow imports for Airflow 3.1 (AIR321) (#22376)
  • [airflow] Third positional parameter not named ti_key should be flagged for BaseOperatorLink.get_link (AIR303) (#22828)
  • [flake8-gettext] Fix false negatives for plural argument of ngettext (INT001, INT002, INT003) (#21078)
  • [pyflakes] Fix infinite loop in preview fix for unused-import (F401) (#23038)
  • [pygrep-hooks] Detect non-existent mock methods in standalone expressions (PGH005) (#22830)
  • [pylint] Allow dunder submodules and improve diagnostic range (PLC2701) (#22804)
  • [pyupgrade] Improve diagnostic range for tuples (UP024) (#23013)
  • [refurb] Check subscripts in tuple do not use lambda parameters in reimplemented-operator (FURB118) (#23079)
  • [ruff] Detect mutable defaults in field calls (RUF008) (#23046)
  • [ruff] Ignore std cmath.inf (RUF069) (#23120)
  • [ruff] New rule float-equality-comparison (RUF069) (#20585)
  • Don't format unlabeled Markdown code blocks (#23106)
  • Markdown formatting support in LSP (#23063)
  • Support Quarto Markdown language markers (#22947)
  • Support formatting pycon Markdown code blocks (#23112)
  • Use extension mapping to select Markdown code block language (#22934)

Bug fixes

  • Avoid false positive for undefined variables in FAST001 (#23224)
  • Avoid introducing syntax errors for FAST003 autofix (#23227)
  • Avoid suggesting InitVar for __post_init__ that references PEP 695 type parameters (#23226)
  • Deduplicate type variables in generic functions (#23225)
  • Fix exception handler parenthesis removal for Python 3.14+ (#23126)
  • Fix f-string middle panic when parsing t-strings (#23232)
  • Wrap RUF020 target for multiline fixes (#23210)
  • Wrap UP007 target for multiline fixes (#23208)
  • Fix missing diagnostics for last range suppression in file (#23242)
  • [pyupgrade] Fix syntax error on string with newline escape and comment (UP037) (#22968)

Rule changes

  • Use ruff instead of Ruff as the program name in GitHub output format (#23240)
  • [PT006] Fix syntax error when unpacking nested tuples in parametrize fixes (#22441) (#22464)
  • [airflow] Catch deprecated attribute access from context key for Airflow 3.0 (AIR301) (#22850)
  • [airflow] Capture deprecated arguments and a decorator (AIR301) (#23170)
  • [flake8-boolean-trap] Add multiprocessing.Value to excluded functions for FBT003 (#23010)
  • [flake8-bugbear] Add a secondary annotation showing the previous occurrence (B033) (#22634)
  • [flake8-type-checking] Add sub-diagnostic showing the runtime use of an annotation (TC004) (#23091)
  • [isort] Support configurable import section heading comments (#23151)
  • [ruff] Improve the diagnostic for RUF012 (#23202)

Formatter

... (truncated)

Commits
  • a2f11d2 Prepare for 0.15.1 (#23253)
  • d29628e Remove docker-run-action (#23254)
  • 8a04266 [ty] Allow discovering dependencies in system Python environments (#22994)
  • 55d06c8 Ensure pending suppression diagnostics are reported (#23242)
  • d056a9f [isort] support for configurable import section heading comments (#23151)
  • e22fa4f [ty] Fix method calls on subclasses of Any (#23248)
  • fa56c15 [ty] Fix bound method access on None (#23246)
  • 4fd07d0 Make range suppression test snapshot actually useful (#23251)
  • 8c63bce [ty] Include conditional symbols (like datetime.UTC) in auto-import in more...
  • 46be943 Exclude WASM artifacts from GitHub releases (#23221)
  • Additional commits viewable in compare view

Updates ty from 0.0.16 to 0.0.17

Release notes

Sourced from ty's releases.

0.0.17

Release Notes

Released on 2026-02-13.

Bug fixes

  • Avoid Literal promotion for constrained TypeVars with Literal bounds (#23209)
  • Fix false positives in TypeVar shadowing checks (#23222)

Core type checking

  • Support generic protocols (#21902)
  • Perform control-flow analysis in loops (#22794)
  • Support typing.Self in attribute annotations (#23108)
  • Support type narrowing in situations with calls to NoReturn functions (#23109)
  • Support type narrowing and reachability analysis based on os.name checks (#23230)
  • Detect overrides of Final class variables in subclasses (#23180)
  • Fix bound method access on None (#23246)
  • Fix method calls on subclasses of Any (#23248)
  • Disallow type variables within PEP-695 type variable bounds and constraints (#22982)
  • Emit error for attribute access on union where some elements lack the attribute (#23042)
  • Emit error for invalid typevar defaults (#23194)
  • Improve display of ParamSpecs in some situations (#23211)

LSP server

  • Add hover and go-to-declaration support for subscript literals (#22837)
  • Assign lower completion ranking to deprecated names in auto import (#23188)
  • Improve spans of references to submodules imported in an __init__.py (#21795)
  • Include conditional symbols (like datetime.UTC) in auto-import in more cases (#23249)
  • Support auto-import for symbols in inlay hints (#22111)
  • Include overload declarations in find-references (#23215)

Performance

  • Avoid UnionBuilder overhead when creating a new union from the filtered elements of an existing union (#22352)

Other changes

  • Allow discovering dependencies in system Python environments (#22994)
  • Apply workspace settings to virtual files (#23228)
  • Add support for --output-format=junit (#22125)
  • Use a smaller diagnostic range for inconsistent-mro diagnostics (#23213)

Contributors

... (truncated)

Changelog

Sourced from ty's changelog.

0.0.17

Released on 2026-02-13.

Bug fixes

  • Avoid Literal promotion for constrained TypeVars with Literal bounds (#23209)
  • Fix false positives in TypeVar shadowing checks (#23222)

Core type checking

  • Support generic protocols (#21902)
  • Perform control-flow analysis in loops (#22794)
  • Support typing.Self in attribute annotations (#23108)
  • Support type narrowing in situations with calls to NoReturn functions (#23109)
  • Support type narrowing and reachability analysis based on os.name checks (#23230)
  • Detect overrides of Final class variables in subclasses (#23180)
  • Fix bound method access on None (#23246)
  • Fix method calls on subclasses of Any (#23248)
  • Disallow type variables within PEP-695 type variable bounds and constraints (#22982)
  • Emit error for attribute access on union where some elements lack the attribute (#23042)
  • Emit error for invalid typevar defaults (#23194)
  • Improve display of ParamSpecs in some situations (#23211)

LSP server

  • Add hover and go-to-declaration support for subscript literals (#22837)
  • Assign lower completion ranking to deprecated names in auto import (#23188)
  • Improve spans of references to submodules imported in an __init__.py (#21795)
  • Include conditional symbols (like datetime.UTC) in auto-import in more cases (#23249)
  • Support auto-import for symbols in inlay hints (#22111)
  • Include overload declarations in find-references (#23215)

Performance

  • Avoid UnionBuilder overhead when creating a new union from the filtered elements of an existing union (#22352)

Other changes

  • Allow discovering dependencies in system Python environments (#22994)
  • Apply workspace settings to virtual files (#23228)
  • Add support for --output-format=junit (#22125)
  • Use a smaller diagnostic range for inconsistent-mro diagnostics (#23213)

Contributors

... (truncated)

Commits
  • 8cec857 [ty] Bump version to 0.0.17 (#2806)
  • 3650f58 docs: Clarify that nvim-lspconfig is the recommended way of using ty in all v...
  • 55b8ff2 Add note about fallback behavior to python in PATH (#2787)
  • See full diff in compare view

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Please fix the above issues or remove invalid values from dependabot.yml.

@dependabot dependabot Bot requested review from Copilot and removed request for Copilot February 16, 2026 23:12
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🎉 Welcome to the Kubeflow SDK! 🎉

Thanks for opening your first PR! We're happy to have you as part of our community 🚀

Here's what happens next:

  • If you haven't already, please check out our Contributing Guide for repo-specific guidelines and the Kubeflow Contributor Guide for general community standards
  • Our team will review your PR soon! cc @kubeflow/kubeflow-sdk-team

Join the community:

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Pull Request Test Coverage Report for Build 22080230848

Details

  • 0 of 0 changed or added relevant lines in 0 files are covered.
  • No unchanged relevant lines lost coverage.
  • Overall coverage remained the same at 76.639%

Totals Coverage Status
Change from base Build 22048455236: 0.0%
Covered Lines: 4301
Relevant Lines: 5612

💛 - Coveralls

Bumps the python-minor group with 2 updates: [ruff](https://github.com/astral-sh/ruff) and [ty](https://github.com/astral-sh/ty).


Updates `ruff` from 0.15.0 to 0.15.1
- [Release notes](https://github.com/astral-sh/ruff/releases)
- [Changelog](https://github.com/astral-sh/ruff/blob/main/CHANGELOG.md)
- [Commits](astral-sh/ruff@0.15.0...0.15.1)

Updates `ty` from 0.0.16 to 0.0.17
- [Release notes](https://github.com/astral-sh/ty/releases)
- [Changelog](https://github.com/astral-sh/ty/blob/main/CHANGELOG.md)
- [Commits](astral-sh/ty@0.0.16...0.0.17)

---
updated-dependencies:
- dependency-name: ruff
  dependency-version: 0.15.1
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: python-minor
- dependency-name: ty
  dependency-version: 0.0.17
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: python-minor
...

Signed-off-by: dependabot[bot] <[email protected]>
Copilot AI review requested due to automatic review settings February 24, 2026 00:04
@dependabot dependabot Bot force-pushed the dependabot/uv/python-minor-4ddbf8e6ec branch from 76b5a02 to 0bd6942 Compare February 24, 2026 00:04
@dependabot dependabot Bot removed the request for review from Copilot February 24, 2026 00:04

@andreyvelich andreyvelich left a comment

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/lgtm
/approve

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[APPROVALNOTIFIER] This PR is APPROVED

This pull-request has been approved by: andreyvelich

The full list of commands accepted by this bot can be found here.

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@google-oss-prow google-oss-prow Bot merged commit 93f5c33 into main Feb 25, 2026
15 of 16 checks passed
@google-oss-prow google-oss-prow Bot added this to the v0.4 milestone Feb 25, 2026
@dependabot dependabot Bot deleted the dependabot/uv/python-minor-4ddbf8e6ec branch February 25, 2026 01:34
digvijay-y pushed a commit to digvijay-y/sdk that referenced this pull request Feb 26, 2026
Bumps the python-minor group with 2 updates: [ruff](https://github.com/astral-sh/ruff) and [ty](https://github.com/astral-sh/ty).

Updates `ruff` from 0.15.0 to 0.15.1
- [Release notes](https://github.com/astral-sh/ruff/releases)
- [Changelog](https://github.com/astral-sh/ruff/blob/main/CHANGELOG.md)
- [Commits](astral-sh/ruff@0.15.0...0.15.1)

Updates `ty` from 0.0.16 to 0.0.17
- [Release notes](https://github.com/astral-sh/ty/releases)
- [Changelog](https://github.com/astral-sh/ty/blob/main/CHANGELOG.md)
- [Commits](astral-sh/ty@0.0.16...0.0.17)

---
updated-dependencies:
- dependency-name: ruff
  dependency-version: 0.15.1
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: python-minor
- dependency-name: ty
  dependency-version: 0.0.17
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: python-minor
...

Signed-off-by: dependabot[bot] <[email protected]>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Signed-off-by: digvijay-y <[email protected]>
openshift-merge-bot Bot pushed a commit to opendatahub-io/kubeflow-sdk that referenced this pull request Mar 11, 2026
* chore!: upgrade to Python 3.10 (kubeflow#282)

This upgrades the minimum Python version for the project from 3.9 to
3.10. Python 3.9 is past end-of-life and dependencies will likely
require a supported version soon.

Signed-off-by: Jon Burdo <[email protected]>

* chore: Confirm that a public ConfigMap exists to check version (kubeflow#250)

* Confirm that a public ConfigMap exists to check version

Signed-off-by: Surya Sameer Datta Vaddadi <[email protected]>

* python 3.9 fix

Co-authored-by: Copilot <[email protected]>
Signed-off-by: Surya Sameer Datta Vaddadi <[email protected]>

* Exceptiom handling better

Co-authored-by: Copilot <[email protected]>
Signed-off-by: Surya Sameer Datta Vaddadi <[email protected]>

* Addressing comments

Signed-off-by: Surya Sameer Datta Vaddadi <[email protected]>

* Update kubeflow/trainer/backends/kubernetes/backend.py

Co-authored-by: Andrey Velichkevich <[email protected]>
Signed-off-by: Surya Sameer Datta Vaddadi <[email protected]>

* Refactored tests into a single function and followed agents.md

Signed-off-by: Surya Sameer Datta Vaddadi <[email protected]>

* CI friendly edit

Signed-off-by: Surya Sameer Datta Vaddadi <[email protected]>

* pre-commit format checked

Signed-off-by: Surya Sameer Datta Vaddadi <[email protected]>

* Modified according to new updates

Signed-off-by: Surya Sameer Datta Vaddadi <[email protected]>

* Ran pre-commit locally to fix formatting

Signed-off-by: Surya Sameer Datta Vaddadi <[email protected]>

* unix2dos CLAUDE.md

Signed-off-by: Surya Sameer Datta Vaddadi <[email protected]>

* Revert CLAUDE.md

Signed-off-by: Surya Sameer Datta Vaddadi <[email protected]>

---------

Signed-off-by: Surya Sameer Datta Vaddadi <[email protected]>
Signed-off-by: Surya Sameer Datta Vaddadi <[email protected]>
Co-authored-by: Copilot <[email protected]>
Co-authored-by: Andrey Velichkevich <[email protected]>

* chore: added sdk docs website to readme (kubeflow#284)

* docs: added sdk docs website to readme

Signed-off-by: Akash Jaiswal <[email protected]>

* format: order of sdk docs

Signed-off-by: Akash Jaiswal <[email protected]>

---------

Signed-off-by: Akash Jaiswal <[email protected]>

* feat(trainer): add dataset and model initializer support to container backend (kubeflow#188)

* feat(trainer): add dataset and model initializer support to container backend

Add support for dataset and model initializers in the container backend
to bring it to feature parity with the Kubernetes backend.

Changes:
- Add utility functions for building initializer commands and environment variables
- Implement _run_initializers() and _run_single_initializer() methods in ContainerBackend
- Run initializers sequentially before training containers start
- Download datasets to /workspace/dataset and models to /workspace/model
- Track initializer containers as separate steps in TrainJob
- Support all initializer types: HuggingFace, S3, and DataCache
- Add comprehensive unit tests for all initializer configurations
- Handle initializer failures with proper cleanup and error messages

Fixes kubeflow#171

Signed-off-by: HKanoje <[email protected]>

* feat(trainer): address reviewer feedback for initializer support

- Make initializer image configurable via ContainerBackendConfig
- Make initializer timeout configurable (default 600 seconds)
- Implement wait API in adapters instead of polling
- Clean up successful initializer containers after completion
- Clean up network on initializer failure
- Raise ValueError for unsupported initializer types (no datacache fallback)

All tests passing (173/173). Addresses all feedback from PR kubeflow#188.

Signed-off-by: HKanoje <[email protected]>

* chore(trainer): add cleanup helper to reduce duplication

Add _cleanup_container_resources() helper method to consolidate
duplicated cleanup logic for stopping/removing containers and
deleting networks. Refactor 5 locations across train(), initializer
handlers, and delete_job() to use this helper.

Signed-off-by: HKanoje <[email protected]>

* fix(trainer): use correct initializer images and working directory

Address feedback for initializer support in container backend:

- Use separate images for dataset/model initializers:
  - kubeflow/dataset-initializer:latest for datasets
  - kubeflow/model-initializer:latest for models
  (instead of kubeflow/training-operator:latest)

- Update python commands to use pkg.initializers module:
  - python -m pkg.initializers.dataset (for dataset)
  - python -m pkg.initializers.model (for model)

- Change initializer working_dir from /workspace to /app
  per Dockerfile convention

Refs: https://github.com/kubeflow/trainer/tree/master/cmd/initializers
Signed-off-by: HKanoje <[email protected]>

* fix(container): address PR review comments for initializer support

- Use GHCR images as default for dataset/model initializers
- Replace suppress with try-except blocks
- Refactor initializer utils with ContainerInitializer dataclass
- Add get_dataset_initializer and get_model_initializer functions
- Remove DataCache support (unsupported in container backend)
- Merge initializer tests into test_train() and test_get_job_logs()
- Remove duplicate test functions

Signed-off-by: HKanoje <[email protected]>

* fix(container): add name field to ContainerInitializer and remove init_type

- Add name field to ContainerInitializer dataclass
- Set name='dataset-initializer' and name='model-initializer' in utils
- Remove init_type parameter from _run_single_initializer()
- Use container_init.name for labels and log messages

Signed-off-by: HKanoje <[email protected]>

---------

Signed-off-by: HKanoje <[email protected]>

* feat: add SparkClient API for SparkConnect session management (kubeflow#225)

* feat(spark): add core types, dataclasses, and constants

- Add SparkConnectInfo, SparkConnectState, Driver, Executor types
- Add type tests for validation
- Add Kubernetes backend constants (CRD group, version, defaults)

Signed-off-by: Shekhar Rajak <[email protected]>

* feat(spark): add backend base class and options pattern

- Add RuntimeBackend abstract base class with session lifecycle methods
- Add options pattern (Name, Image, Timeout, etc.) aligned with trainer SDK
- Add validation utilities for connect parameters
- Add comprehensive option tests

Signed-off-by: Shekhar Rajak <[email protected]>

* feat(spark): add KubernetesBackend for SparkConnect CRD operations

- Implement KubernetesBackend with create/get/list/delete session methods
- Add port-forward support for out-of-cluster connections
- Add CRD builder utilities and URL validation
- Add comprehensive backend and utils tests with parametrized patterns

Signed-off-by: Shekhar Rajak <[email protected]>

* feat(spark): add SparkClient API with KEP-107 compliant connect method

- Implement SparkClient as main user interface for SparkConnect sessions
- Support connect to existing server (base_url) or auto-create new session
- Add public exports for SparkClient, Driver, Executor, options
- Add SparkClient unit tests

Signed-off-by: Shekhar Rajak <[email protected]>

* chore(spark): add test infrastructure and package init files

- Add test common utilities and fixtures
- Add package __init__ files for test directories
- Setup test/e2e/spark structure

Signed-off-by: Shekhar Rajak <[email protected]>

* feat(spark): add example scripts demonstrating SparkClient usage

- Add spark_connect_simple.py with 3 usage levels (minimal, simple, advanced)
- Add spark_advanced_options.py with full configuration examples
- Add connect_existing_session.py for connecting to existing servers
- Add demo and test scripts for local development

Signed-off-by: Shekhar Rajak <[email protected]>

* docs(spark): add documentation for SparkClient and E2E testing

- Add examples/spark/README.md with usage guide
- Add local Spark Connect testing documentation
- Add E2E test README with CI/CD integration guide
- Update KEP-107 proposal documentation

Signed-off-by: Shekhar Rajak <[email protected]>

* test(spark): add E2E test framework with cluster watcher

- Add test_spark_examples.py with example validation tests
- Add cluster_watcher.py for monitoring SparkConnect and pods during tests
- Add run_in_cluster.py for executing examples as K8s Jobs

Signed-off-by: Shekhar Rajak <[email protected]>

* ci(spark): add GitHub Actions workflow and E2E cluster setup

- Add test-spark-examples.yaml workflow for E2E validation
- Add e2e-setup-cluster.sh for Kind cluster with Spark Operator
- Add SparkConnect CRD, Kind config, and E2E runner Dockerfile
- Update Makefile with E2E setup target
- Update PR title check for spark prefix

Signed-off-by: Shekhar Rajak <[email protected]>

* chore(spark): add pyspark[connect] dependency and update lock file

- Add spark extra with pyspark[connect]==3.4.1 for grpcio, pandas, pyarrow
- Update uv.lock with resolved dependencies
- Update .gitignore for spark-related files

Signed-off-by: Shekhar Rajak <[email protected]>

* Update kubeflow/spark/backends/base.py

Co-authored-by: Andrey Velichkevich <[email protected]>
Signed-off-by: Shekhar Prasad Rajak <[email protected]>

* refactor(spark): rename backend.connect_session() to connect()

Signed-off-by: Shekhar Rajak <[email protected]>

* refactor: move session creation flow from SparkClient to backend.create_and_connect()

Signed-off-by: Shekhar Rajak <[email protected]>

---------

Signed-off-by: Shekhar Rajak <[email protected]>
Signed-off-by: Shekhar Prasad Rajak <[email protected]>
Co-authored-by: Andrey Velichkevich <[email protected]>

* chore: bump minimum model-registry version to 0.3.6 (kubeflow#289)

Signed-off-by: Jon Burdo <[email protected]>

* fix: Improve CVE workflow (kubeflow#267)

* fix: Improve CVE workflow

Signed-off-by: Fiona-Waters <[email protected]>

* fix: fix issue with bash compare

Signed-off-by: Fiona-Waters <[email protected]>

* feat: Add workflow to cleanup overrides in pyproject.toml

Signed-off-by: Fiona-Waters <[email protected]>

* fix: address review comments

Signed-off-by: Fiona-Waters <[email protected]>

* chore: refactor to reduce size of cve related workflows

Signed-off-by: Fiona-Waters <[email protected]>

---------

Signed-off-by: Fiona-Waters <[email protected]>

* chore: upgrade code style for python3.10 (kubeflow#288)

* chore: update code style for Python 3.10

This disables a couple ruff rules in pyproject.toml:
```
"UP007", # Use X | Y instead of Union[X, Y] (requires Python 3.10+)
"UP045", # Use X | None instead of Optional[X] (requires Python 3.10+)
```

Then the code changes are made with:
```
uv run ruff check --fix
uv run ruff format
```

Signed-off-by: Jon Burdo <[email protected]>

* fix: handle unions, bools in convert_value

The convert_value function didn't seems to be handling union types
properly and also needs to handle `T | None` similarly to
`Optional[None]` after the upgrade to Python 3.10. This fixes union
types, an issue with bool conversion, and adds tests for this function.

Signed-off-by: Jon Burdo <[email protected]>

---------

Signed-off-by: Jon Burdo <[email protected]>

* chore(ci): bump astral-sh/setup-uv from 5 to 7 (kubeflow#276)

Bumps [astral-sh/setup-uv](https://github.com/astral-sh/setup-uv) from 5 to 7.
- [Release notes](https://github.com/astral-sh/setup-uv/releases)
- [Commits](astral-sh/setup-uv@v5...v7)

---
updated-dependencies:
- dependency-name: astral-sh/setup-uv
  dependency-version: '7'
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <[email protected]>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* chore(deps): bump the python-minor group across 1 directory with 4 updates (kubeflow#291)

Bumps the python-minor group with 4 updates in the / directory: [coverage](https://github.com/coveragepy/coveragepy), [ruff](https://github.com/astral-sh/ruff), [pre-commit](https://github.com/pre-commit/pre-commit) and [ty](https://github.com/astral-sh/ty).


Updates `coverage` from 7.10.7 to 7.13.4
- [Release notes](https://github.com/coveragepy/coveragepy/releases)
- [Changelog](https://github.com/coveragepy/coveragepy/blob/main/CHANGES.rst)
- [Commits](coveragepy/coveragepy@7.10.7...7.13.4)

Updates `ruff` from 0.14.14 to 0.15.0
- [Release notes](https://github.com/astral-sh/ruff/releases)
- [Changelog](https://github.com/astral-sh/ruff/blob/main/CHANGELOG.md)
- [Commits](astral-sh/ruff@0.14.14...0.15.0)

Updates `pre-commit` from 4.3.0 to 4.5.1
- [Release notes](https://github.com/pre-commit/pre-commit/releases)
- [Changelog](https://github.com/pre-commit/pre-commit/blob/main/CHANGELOG.md)
- [Commits](pre-commit/pre-commit@v4.3.0...v4.5.1)

Updates `ty` from 0.0.14 to 0.0.16
- [Release notes](https://github.com/astral-sh/ty/releases)
- [Changelog](https://github.com/astral-sh/ty/blob/main/CHANGELOG.md)
- [Commits](astral-sh/ty@0.0.14...0.0.16)

---
updated-dependencies:
- dependency-name: coverage
  dependency-version: 7.13.4
  dependency-type: direct:development
  update-type: version-update:semver-minor
  dependency-group: python-minor
- dependency-name: ruff
  dependency-version: 0.15.0
  dependency-type: direct:development
  update-type: version-update:semver-minor
  dependency-group: python-minor
- dependency-name: pre-commit
  dependency-version: 4.5.1
  dependency-type: direct:development
  update-type: version-update:semver-minor
  dependency-group: python-minor
- dependency-name: ty
  dependency-version: 0.0.16
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: python-minor
...

Signed-off-by: dependabot[bot] <[email protected]>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* feat: Added examples to the documentation demonstrating different ways to handle ports (kubeflow#243)

* update docs and add test cases.

Signed-off-by: osamaahmed17 <[email protected]>

* pre-commit error solved

Signed-off-by: osamaahmed17 <[email protected]>

* Update kubeflow/hub/api/model_registry_client.py

Co-authored-by: Jon Burdo <[email protected]>
Signed-off-by: Osama Tahir <[email protected]>

* readme updated

Signed-off-by: Osama Tahir <[email protected]>

* Refactor model registry client test cases for clarity

Signed-off-by: Osama Tahir <[email protected]>

---------

Signed-off-by: osamaahmed17 <[email protected]>
Signed-off-by: Osama Tahir <[email protected]>
Co-authored-by: Jon Burdo <[email protected]>

* chore(ci): bump peter-evans/create-pull-request from 6 to 8 (kubeflow#277)

Bumps [peter-evans/create-pull-request](https://github.com/peter-evans/create-pull-request) from 6 to 8.
- [Release notes](https://github.com/peter-evans/create-pull-request/releases)
- [Commits](peter-evans/create-pull-request@v6...v8)

---
updated-dependencies:
- dependency-name: peter-evans/create-pull-request
  dependency-version: '8'
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <[email protected]>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* chore(ci): bump actions/checkout from 4 to 6 (kubeflow#278)

Bumps [actions/checkout](https://github.com/actions/checkout) from 4 to 6.
- [Release notes](https://github.com/actions/checkout/releases)
- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)
- [Commits](actions/checkout@v4...v6)

---
updated-dependencies:
- dependency-name: actions/checkout
  dependency-version: '6'
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <[email protected]>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* feat: Adds a GitHub Actions workflow to check kubeflow/hub/OWNERS. (kubeflow#280)

* Add OWNERS validation

Signed-off-by: muhammadjunaid8047 <[email protected]>

* Update .github/workflows/check-owners.yaml

Co-authored-by: Jon Burdo <[email protected]>
Signed-off-by: Muhammad Junaid <[email protected]>

* Update OWNERS file check in workflow

Signed-off-by: Muhammad Junaid <[email protected]>

* Update paths in check-owners workflow

Signed-off-by: Muhammad Junaid <[email protected]>

---------

Signed-off-by: muhammadjunaid8047 <[email protected]>
Signed-off-by: Muhammad Junaid <[email protected]>
Co-authored-by: Jon Burdo <[email protected]>

* fix: nightly security dependency updates (kubeflow#296)

Co-authored-by: google-oss-prow <[email protected]>

* chore(ci): bump aquasecurity/trivy-action from 0.33.1 to 0.34.0 in the actions group (kubeflow#297)

Bumps the actions group with 1 update: [aquasecurity/trivy-action](https://github.com/aquasecurity/trivy-action).


Updates `aquasecurity/trivy-action` from 0.33.1 to 0.34.0
- [Release notes](https://github.com/aquasecurity/trivy-action/releases)
- [Commits](aquasecurity/trivy-action@0.33.1...0.34.0)

---
updated-dependencies:
- dependency-name: aquasecurity/trivy-action
  dependency-version: 0.34.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <[email protected]>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* chore(deps): bump pytest from 8.4.2 to 9.0.2 (kubeflow#301)

Bumps [pytest](https://github.com/pytest-dev/pytest) from 8.4.2 to 9.0.2.
- [Release notes](https://github.com/pytest-dev/pytest/releases)
- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)
- [Commits](pytest-dev/pytest@8.4.2...9.0.2)

---
updated-dependencies:
- dependency-name: pytest
  dependency-version: 9.0.2
  dependency-type: direct:development
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <[email protected]>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* feat(trainer): Support namespaced TrainingRuntime in the SDK (kubeflow#130)

* feat(backend): Support namespaced TrainingRuntime in the SDK

Signed-off-by: Moeed Shaik <[email protected]>

* Fixed bugs and validated current test cases

Signed-off-by: Moeed Shaik <[email protected]>

* Fixed pre-commit test failure

Signed-off-by: Moeed Shaik <[email protected]>

* Addressed comments

Signed-off-by: Moeed Shaik <[email protected]>

* Fixed no attribute 'DEFAULT_TIMEOUT' error

Signed-off-by: Moeed Shaik <[email protected]>

* Added namespace-scoped runtime to test cases

Signed-off-by: Moeed Shaik <[email protected]>

* Addressed fallback logic bugs

Signed-off-by: Moeed Shaik <[email protected]>

* Added scope field to Runtime

Signed-off-by: Moeed Shaik <[email protected]>

* Improved code

Signed-off-by: Moeed Shaik <[email protected]>

* Fixed copilot's comments

Signed-off-by: Moeed Shaik <[email protected]>

* Shadow duplicate runtimes, priority to ns

Signed-off-by: Moeed Shaik <[email protected]>

* Fixed bug

Signed-off-by: Moeed Shaik <[email protected]>

* Fixed copilot comments

Signed-off-by: Moeed Shaik <[email protected]>

* Improved test cases to validate all possible cases

Signed-off-by: Moeed Shaik <[email protected]>

* small fix

Signed-off-by: Moeed Shaik <[email protected]>

* lint fix

Signed-off-by: Moeed Shaik <[email protected]>

* improved error message

Co-authored-by: Copilot <[email protected]>
Signed-off-by: Moeed <[email protected]>

* refactored code

Signed-off-by: Moeed Shaik <[email protected]>

* improve code

Signed-off-by: Moeed Shaik <[email protected]>

* Removed RuntimeScope

Signed-off-by: Moeed Shaik <[email protected]>

* removed scope references and improved error handling as per kubeflow standards

Signed-off-by: Moeed Shaik <[email protected]>

---------

Signed-off-by: Moeed Shaik <[email protected]>
Signed-off-by: Moeed <[email protected]>
Co-authored-by: Copilot <[email protected]>

* fix: Fix runtime lookup fallback and test local SDK in E2E (kubeflow#307)

* fix: Install SDK locally in E2E workflow and improve error handling for runtime fetching in Kubernetes backend.

Signed-off-by: XploY04 <[email protected]>

* refactor: Explicitly return errors from  and refine exception handling in .

Signed-off-by: XploY04 <[email protected]>

* docs: update comment to clarify Kubeflow SDK installation from source in e2e workflow.

Signed-off-by: XploY04 <[email protected]>

* feat: Enhance runtime retrieval tests to cover Kubernetes API 404/403 errors and partial success for list operations on timeout.

Signed-off-by: XploY04 <[email protected]>

* refactor: Update runtime listing to immediately raise exceptions on failure instead of collecting partial results.

Signed-off-by: XploY04 <[email protected]>

---------

Signed-off-by: XploY04 <[email protected]>

* chore(ci): bump actions/setup-python from 5 to 6 (kubeflow#298)

Bumps [actions/setup-python](https://github.com/actions/setup-python) from 5 to 6.
- [Release notes](https://github.com/actions/setup-python/releases)
- [Commits](actions/setup-python@v5...v6)

---
updated-dependencies:
- dependency-name: actions/setup-python
  dependency-version: '6'
  dependency-type: direct:production
  update-type: version-update:semver-major
...

Signed-off-by: dependabot[bot] <[email protected]>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* chore(deps): bump the python-minor group with 2 updates (kubeflow#299)

Bumps the python-minor group with 2 updates: [ruff](https://github.com/astral-sh/ruff) and [ty](https://github.com/astral-sh/ty).


Updates `ruff` from 0.15.0 to 0.15.1
- [Release notes](https://github.com/astral-sh/ruff/releases)
- [Changelog](https://github.com/astral-sh/ruff/blob/main/CHANGELOG.md)
- [Commits](astral-sh/ruff@0.15.0...0.15.1)

Updates `ty` from 0.0.16 to 0.0.17
- [Release notes](https://github.com/astral-sh/ty/releases)
- [Changelog](https://github.com/astral-sh/ty/blob/main/CHANGELOG.md)
- [Commits](astral-sh/ty@0.0.16...0.0.17)

---
updated-dependencies:
- dependency-name: ruff
  dependency-version: 0.15.1
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: python-minor
- dependency-name: ty
  dependency-version: 0.0.17
  dependency-type: direct:development
  update-type: version-update:semver-patch
  dependency-group: python-minor
...

Signed-off-by: dependabot[bot] <[email protected]>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* fix: improve logging around packages_to_install (kubeflow#269)

* improve logging around packages_to_install

Signed-off-by: Brian Gallagher <[email protected]>

* exit when pip install fails, append errors from both attempts

Signed-off-by: Brian Gallagher <[email protected]>

* Add shlex to address command injection vulnerabilities. Write pip install logfile to cwd

Signed-off-by: Brian Gallagher <[email protected]>

---------

Signed-off-by: Brian Gallagher <[email protected]>

* feat: Add validate lockfile workflow to complement CVE scanning (kubeflow#306)

* feat: Add validate lockfile workflow to complement CVE scanning

Signed-off-by: Fiona-Waters <[email protected]>

* fix: make cve fix pr branch static

Signed-off-by: Fiona-Waters <[email protected]>

---------

Signed-off-by: Fiona-Waters <[email protected]>

* fix(trainer): handle falsy values in get_args_from_peft_config (kubeflow#328)

* fix(trainer): handle falsy values in get_args_from_peft_config

Signed-off-by: krishdef7 <[email protected]>

* fix: apply pre-commit formatting

Signed-off-by: krishdef7 <[email protected]>

* fix: also handle falsy train_on_input in dataset_preprocess_config

Signed-off-by: krishdef7 <[email protected]>

* fix: add missing newline at end of utils_test.py

Signed-off-by: krishdef7 <[email protected]>

* fix: pre-commit formatting

Signed-off-by: krishdef7 <[email protected]>

---------

Signed-off-by: krishdef7 <[email protected]>

* fix(optimizer): prevent input mutation in optimize() (kubeflow#322)

* fix(optimizer): prevent input mutation in optimize()

Signed-off-by: ruskaruma <[email protected]>

* remove unnecessary things

Signed-off-by: ruskaruma <[email protected]>

* rename test

Signed-off-by: ruskaruma <[email protected]>

---------

Signed-off-by: ruskaruma <[email protected]>

* feat: add TrainerClient examples for local PyTorch distributed training (kubeflow#312)

* docs: add TrainerClient examples for local PyTorch distributed training

- Add examples/trainer/pytorch_distributed_simple.py
- Add examples/trainer/README.md
- Demonstrates LocalProcessBackend usage without Kubernetes
- Fixes kubeflow#218

Signed-off-by: Mansi Singh <[email protected]>

* docs: add training examples table to SDK website

Signed-off-by: Mansi Singh <[email protected]>

* docs: expand examples table with PyTorch, MLX, DeepSpeed, and TorchTune examples grouped by framework

Signed-off-by: Mansi Singh <[email protected]>

---------

Signed-off-by: Mansi Singh <[email protected]>

* chore: fix docstrings in TrainerClient (kubeflow#333)

Signed-off-by: Transcendental-Programmer <[email protected]>

* feat(spark): Refactor unit tests to sdk coding standards  (kubeflow#293)

* Refactored unit test

Signed-off-by: digvijay-y <[email protected]>

* Changes made

Signed-off-by: digvijay-y <[email protected]>

* Version

Signed-off-by: digvijay-y <[email protected]>

* Restructured clien_test

Signed-off-by: digvijay-y <[email protected]>

* reformated backend_test.py

Signed-off-by: digvijay-y <[email protected]>

* revert pyproject.toml and uv.lock changes

Signed-off-by: digvijay-y <[email protected]>

* Standarized spark backend tests

Signed-off-by: digvijay-y <[email protected]>

* backend_tests

Signed-off-by: digvijay-y <[email protected]>

---------

Signed-off-by: digvijay-y <[email protected]>

* fix(optimizer): add missing get_job_events() to RuntimeBackend base c… (kubeflow#325)

* fix(optimizer): add missing get_job_events() to RuntimeBackend base class

Signed-off-by: ruskaruma <[email protected]>

* Update kubeflow/optimizer/backends/base.py

Co-authored-by: Copilot <[email protected]>
Signed-off-by: Ruskaruma <[email protected]>

* Update kubeflow/optimizer/backends/base.py

Co-authored-by: Andrey Velichkevich <[email protected]>
Signed-off-by: Ruskaruma <[email protected]>

* fix: add abstractmethod, remove docstrings

Signed-off-by: ruskaruma <[email protected]>

* make get_job_events abstract in RuntimeBackend

Signed-off-by: ruskaruma <[email protected]>

* Update kubeflow/trainer/backends/localprocess/backend.py

Co-authored-by: Andrey Velichkevich <[email protected]>
Signed-off-by: Ruskaruma <[email protected]>

* fix

Signed-off-by: ruskaruma <[email protected]>

---------

Signed-off-by: ruskaruma <[email protected]>
Signed-off-by: Ruskaruma <[email protected]>
Co-authored-by: Copilot <[email protected]>
Co-authored-by: Andrey Velichkevich <[email protected]>

* chore(spark): migrate SDK to kubeflow_spark_api Pydantic models (kubeflow#295)

* chore(spark): add kubeflow-spark-api dependency

Signed-off-by: tariq-hasan <[email protected]>

* chore(spark): migrate options to typed Pydantic models

Signed-off-by: tariq-hasan <[email protected]>

* chore(spark): migrate utils to typed Pydantic models

Signed-off-by: tariq-hasan <[email protected]>

* chore(spark): migrate backend to typed Pydantic models

Signed-off-by: tariq-hasan <[email protected]>

* chore(spark): refactor tests to use typed models and cleanup

Signed-off-by: tariq-hasan <[email protected]>

* chore(spark): rename build_spark_connect_crd to build_spark_connect_cr

Signed-off-by: tariq-hasan <[email protected]>

* fix(spark): use typed model helpers in mock handlers

Signed-off-by: tariq-hasan <[email protected]>

* chore(spark): bump kubeflow-spark-api to 2.4.0

Signed-off-by: tariq-hasan <[email protected]>

---------

Signed-off-by: tariq-hasan <[email protected]>

* feat(docs): Update README with Spark Support  (kubeflow#349)

Signed-off-by: Andrey Velichkevich <[email protected]>

* fix(trainer): return TRAINJOB_COMPLETE when all steps are done (kubeflow#340)

* fix(local): return TRAINJOB_COMPLETE when all steps are done (kubeflow#338)

Signed-off-by: priyank <[email protected]>

* test(trainer): add test case for __get_job_status

Signed-off-by: priyank <[email protected]>

* fix(trainer): early return TRAINJOB_CREATED when job has no steps

Signed-off-by: priyank <[email protected]>

* test(trainer): refactor test_get_job_status with TestCase fixture

Signed-off-by: priyank <[email protected]>

---------

Signed-off-by: priyank <[email protected]>

* fix(trainer): adapt SDK to removal of numProcPerNode from TorchMLPolicySource (kubeflow#360)

Signed-off-by: tariq-hasan <[email protected]>

* fix: Make validate-lockfile action non-blocking (kubeflow#361)

Signed-off-by: Fiona-Waters <[email protected]>

* chore(spark): change pyspark[connect] dependency (kubeflow#357)

Change pyspark[connect] 3.4.1 dependency to pyspark-connect 4.0.1.

This matches the version of Spark in the spark-operator container image
(https://github.com/kubeflow/spark-operator/blob/master/Dockerfile#L17).

Signed-off-by: Ali Maredia <[email protected]>

* chore(spark): remove SDK-side validation from SparkClient (kubeflow#345)

Remove all SDK-side input validation from the spark module.
Validation will be handled server-side by the Spark Operator
admission webhooks (spark-operator#2862).

- Remove validation.py and validation_test.py
- Remove isinstance checks from _create_session()
- Remove ValidationError from public API

Closes: kubeflow#272

Signed-off-by: Yassin Nouh <[email protected]>
Signed-off-by: yassinnouh21 <[email protected]>

* chore: Merge upstream/main (preserving downstream config)

Signed-off-by: Brian Gallagher <[email protected]>

* update workflow to skip requirements generation on merge conflict

Signed-off-by: Brian Gallagher <[email protected]>

* remove compatibility with python 3.9 and udpated tests

Signed-off-by: Brian Gallagher <[email protected]>

* fix tests

Signed-off-by: Brian Gallagher <[email protected]>

---------

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