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[WIP] feat: Implement controller support for polling and tracking training job progression#17

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[WIP] feat: Implement controller support for polling and tracking training job progression#17
abhijeet-dhumal wants to merge 122 commits intoopendatahub-io:mainfrom
abhijeet-dhumal:add-experimental-trainer2

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@abhijeet-dhumal abhijeet-dhumal commented Nov 11, 2025

What this PR does / why we need it:
RHOAIENG-38273
Implement controller support for polling and tracking training job progression from HTTP metrics endpoints exposed by experimental trainers (e.g., TransformersTrainer).

Related to :
opendatahub-io/kubeflow-sdk#21

Blocked by :
#16

Checklist:

  • Docs included if any changes are user facing

kramaranya and others added 30 commits June 11, 2025 08:18
* fix(docs): convert commits to list in changelog.py for compatibility

Signed-off-by: kramaranya <kramaranya15@gmail.com>

* chore(docs): add Changelog for Trainer v2.0.0-rc.0

Signed-off-by: kramaranya <kramaranya15@gmail.com>

---------

Signed-off-by: kramaranya <kramaranya15@gmail.com>
…nShift (kubeflow#2682)

Signed-off-by: Antonin Stefanutti <antonin@stefanutti.fr>
Signed-off-by: Antonin Stefanutti <antonin@stefanutti.fr>
…#2685)

* chore(runtime): Bump Torch to 2.7.1 and DeepSpeed to 0.17.1

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Update cuda to 12.8

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

---------

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>
…w#2382)

* Add the manifests overlay for Kubeflow Training V2

Signed-off-by: Xinmin Du <10803082+doris-xm@user.noreply.gitee.com>
Signed-off-by: Xinmin Du <2812493086@qq.com>

* Update manifest: adjust permissions, and format changes

Signed-off-by: Xinmin Du <10803082+doris-xm@user.noreply.gitee.com>
Signed-off-by: Xinmin Du <2812493086@qq.com>

* Update manifest: rename overlay, adjust event permissions

Signed-off-by: Xinmin Du <10803082+doris-xm@user.noreply.gitee.com>
Signed-off-by: Xinmin Du <2812493086@qq.com>

* Update manifest: make namespace configurable

Signed-off-by: Xinmin Du <10803082+doris-xm@user.noreply.gitee.com>
Signed-off-by: Xinmin Du <2812493086@qq.com>

* Update manifest: move standalone, only-manager installation in namespace: kubeflow-system

Signed-off-by: Xinmin Du <10803082+doris-xm@user.noreply.gitee.com>
Signed-off-by: Xinmin Du <2812493086@qq.com>

* Update manifest: add overlay for Kubeflow Platform installation

Signed-off-by: Xinmin Du <2812493086@qq.com>

* add permission for pods log read & rm persistentvolumeclaims

Signed-off-by: Xinmin Du <2812493086@qq.com>

* create the runtimes before the webhooks

Signed-off-by: Xinmin Du <2812493086@qq.com>

* Specify sorting order: fifo

Signed-off-by: Xinmin Du <2812493086@qq.com>

* Deploy jobset first

Signed-off-by: Xinmin Du <2812493086@qq.com>

* remove edit permissions to runtimes; install runtimes after crds

Signed-off-by: Xinmin Du <2812493086@qq.com>

* remove pretraining directory

Signed-off-by: Xinmin Du <2812493086@qq.com>

* patch runtimes images

Signed-off-by: Xinmin Du <2812493086@qq.com>

* fix: correct image

Signed-off-by: Xinmin Du <2812493086@qq.com>

* add image patch for more runtimes

Signed-off-by: Xinmin Du <2812493086@qq.com>

* Update manifests/overlays/kubeflow-platform/kubeflow-trainer-roles.yaml

Co-authored-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>
Signed-off-by: Du Xinmin <2812493086@qq.com>

* Update manifests/overlays/kubeflow-platform/kubeflow-trainer-roles.yaml

Co-authored-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>
Signed-off-by: Du Xinmin <2812493086@qq.com>

* Update manifests/overlays/kubeflow-platform/kubeflow-trainer-roles.yaml

Co-authored-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>
Signed-off-by: Du Xinmin <2812493086@qq.com>

* Update manifests/overlays/kubeflow-platform/kubeflow-trainer-roles.yaml

Co-authored-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>
Signed-off-by: Du Xinmin <2812493086@qq.com>

* Update manifests/overlays/kubeflow-platform/kubeflow-trainer-roles.yaml

Co-authored-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>
Signed-off-by: Du Xinmin <2812493086@qq.com>

* role_bind for notebook & profile

Signed-off-by: Xinmin Du <2812493086@qq.com>

* fix: reorder images

Signed-off-by: Xinmin Du <2812493086@qq.com>

* fix: reuse overlay/manager & runtimes

Signed-off-by: Xinmin Du <2812493086@qq.com>

* fix: remove namespace with patch

Signed-off-by: Xinmin Du <2812493086@qq.com>

---------

Signed-off-by: Xinmin Du <10803082+doris-xm@user.noreply.gitee.com>
Signed-off-by: Xinmin Du <2812493086@qq.com>
Signed-off-by: Du Xinmin <2812493086@qq.com>
Co-authored-by: Xinmin Du <10803082+doris-xm@user.noreply.gitee.com>
Co-authored-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>
…ith CTR and TrainJob yaml files (kubeflow#2669)

* chore(mainfests): include torchtune runtimes.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* fix(manifests): Update torchtune runtimes.:

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* chore(manifests): Update mounting path in CTRs.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* fix(manifests): Update output_dir.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* fix(manifests): Update numProcPerNode to auto.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

---------

Signed-off-by: Electronic-Waste <2690692950@qq.com>
…w#2675)

* fix(plugins): fix errors in trainer command mutation of torchtune.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* fix(plugins): remove config file format suffix.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* fix(test): update UTs.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* fix(initializer): Update the workspace of dataset/model initializer.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* fix(plugins): parse nproc_per_node from GPU resource.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* fix(torchtune): Add bitsandbytes dependency in requirements.txt

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* fix(lint): fix lint error.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* fix(torchtune): Remove unnecessary num_proc_per_node calculation.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* test(torch): Update invalid parameters.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

---------

Signed-off-by: Electronic-Waste <2690692950@qq.com>
Signed-off-by: Yuki Iwai <yuki.iwai.tz@gmail.com>
* feat: Mutable PodSpecOverrides for suspended TrainJob

Signed-off-by: Antonin Stefanutti <antonin@stefanutti.fr>

* Include @tenzen-y review

Signed-off-by: Antonin Stefanutti <antonin@stefanutti.fr>

* Add unit tests

Signed-off-by: Antonin Stefanutti <antonin@stefanutti.fr>

---------

Signed-off-by: Antonin Stefanutti <antonin@stefanutti.fr>
* feat(example): Add alpaca-trianjob-yaml.ipynb.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* fix(example): Update the overview of the torchtune llama3_2 example.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* fix(example): Update the pvc description.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* chore(example): Add the get the fine-tuned model section.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* fix(example): Fix some errors.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* fix(example): fix some errors.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* fix(manifests): Fix debug tag.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* fix(example): Change PVC creation method to Python SDK.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* fix(example): Remove config load.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

---------

Signed-off-by: Electronic-Waste <2690692950@qq.com>
Signed-off-by: Antonin Stefanutti <antonin@stefanutti.fr>
* feat: Add schedulingGates to PodSpecOverrides

Signed-off-by: Antonin Stefanutti <antonin@stefanutti.fr>

* Change desired job to target job in PodSpecOverrides comments

Signed-off-by: Antonin Stefanutti <antonin@stefanutti.fr>

---------

Signed-off-by: Antonin Stefanutti <antonin@stefanutti.fr>
* fix(module): Change Go module name to v2

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Bump x/net to v0.38.0

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

---------

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>
Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>
* chore(docs): Add Changelog for v2.0.0-rc.1

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Move example to misc

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

---------

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>
* Add Red Hat to ADOPTERS.md

Signed-off-by: Yuan Tang <terrytangyuan@gmail.com>

* Update ADOPTERS.md

Signed-off-by: Yuan Tang <terrytangyuan@gmail.com>

---------

Signed-off-by: Yuan Tang <terrytangyuan@gmail.com>
…d to job (kubeflow#2719)

Signed-off-by: rudeigerc <rudeigerc@gmail.com>
Signed-off-by: Antonin Stefanutti <antonin@stefanutti.fr>
Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>
* chore(ci): Add GitHub action to verify PR titles

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Use operator scope

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Add examples scope

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Add scripts to scope

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Add exporter

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* add wip ignore label

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Add PR title to the contrib guide

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Ignore dependencies label

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Fix text

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Use action only on master branch

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

---------

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>
…ue template (kubeflow#2732)

Signed-off-by: rudeigerc <rudeigerc@gmail.com>
… jobset (kubeflow#2734)

Signed-off-by: rudeigerc <rudeigerc@gmail.com>
Signed-off-by: Koray Oksay <koray.oksay@gmail.com>
* chore(docs): Add Changelog for Kubeflow Trainer v2.0.0

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Add links for blog post and migration guide

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Add links for blog post and website

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

---------

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>
* feat(docs): Kubeflow Trainer ROADMAP 2025

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Update roadmap

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Add issue for Trainer UI

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Add issues for MPI and plugin extension

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Add issues for builtin trainers

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

---------

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>
Signed-off-by: Antonin Stefanutti <antonin@stefanutti.fr>
Co-authored-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>
Signed-off-by: Antonin Stefanutti <antonin@stefanutti.fr>
…ubeflow#2754)

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>
akshaychitneni and others added 21 commits October 18, 2025 00:50
…s for data_cache (kubeflow#2890)

Signed-off-by: Akshay Chitneni <achitneni@apple.com>
Co-authored-by: Akshay Chitneni <achitneni@apple.com>
…obs (kubeflow#2653)

* feat(runtime): add support for launcher resource allocation in MPI jobs

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Add unit tests

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Set numProcPerNode for MPI plugin

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Move util func to runtime package

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Fix torchtune plugin

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Inline if for GPU check

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Assign container resources once

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Add todo for test wrappers

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

---------

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>
Co-authored-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>
…obs (kubeflow#2722)

* feat(webhook): Add validation for required containers in replicatedJobs.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* test(webhook): Add UTs for validation in required containers.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* fix(lint): fix lint error.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

* fix(webhook): add global map & remove launcher check.

Signed-off-by: Electronic-Waste <2690692950@qq.com>

---------

Signed-off-by: Electronic-Waste <2690692950@qq.com>
* feat(manager): add controller manager configuration and configmap support

Signed-off-by: kapil27 <knema@redhat.com>

* refactor: update configmap naming and leader election configuration

Signed-off-by: kapil27 <knema@redhat.com>

* chore: clean up unused lines in configmap and test files

Signed-off-by: kapil27 <knema@redhat.com>

---------

Signed-off-by: kapil27 <knema@redhat.com>
Signed-off-by: Antonin Stefanutti <antonin@stefanutti.fr>
Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>
Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>
Co-authored-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>
kubeflow#2911)

* feat(initializer): add s3 model and dataset initializers

Signed-off-by: rudeigerc <rudeigerc@gmail.com>

* chore: refactor with opendal

Signed-off-by: rudeigerc <rudeigerc@gmail.com>

* chore: support `role_arn` and add `ignore_patterns` field in the Initializers configs

Signed-off-by: rudeigerc <rudeigerc@gmail.com>

---------

Signed-off-by: rudeigerc <rudeigerc@gmail.com>
Co-authored-by: rudeigerc <rudeigerc@gmail.com>
…ubeflow#2912)

* chore(operator): Use SSA throughout runtime framework

Signed-off-by: Antonin Stefanutti <antonin@stefanutti.fr>

* Fix lint error

Signed-off-by: Antonin Stefanutti <antonin@stefanutti.fr>

* Update go.mod file

Signed-off-by: Antonin Stefanutti <antonin@stefanutti.fr>

---------

Signed-off-by: Antonin Stefanutti <antonin@stefanutti.fr>
Co-authored-by: Antonin Stefanutti <antonin@stefanutti.fr>
…harts (kubeflow#2914)

Signed-off-by: Antonin Stefanutti <antonin@stefanutti.fr>
Co-authored-by: Antonin Stefanutti <antonin@stefanutti.fr>
…branch (kubeflow#2917)

* feat(manifests): Publish Trainer Helm Charts (kubeflow#2906)

* Solve Remaining Error and bugs

Signed-off-by: adity1raut <araut7798@gmail.com>

* Solve the confige

Signed-off-by: adity1raut <araut7798@gmail.com>

* Update The Suggest Change

Signed-off-by: adity1raut <araut7798@gmail.com>

* Update After REview

Signed-off-by: adity1raut <araut7798@gmail.com>

* Update the Helm publish action

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Update release doc

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Use 0.0.0 version for master branch

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Update release doc

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

---------

Signed-off-by: adity1raut <araut7798@gmail.com>
Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>
Co-authored-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* fix(manifests): Fix Helm charts image name (kubeflow#2915)

* fix(manifests): Fix Helm charts image name

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Always insert appVersion to the Chart.yaml file

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Fix comment

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Simplify action

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

---------

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* fix(manifests): Remove the default tag from the controller image (kubeflow#2916)

* fix(manifests): Remove the default tag from the controller image

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Fix README template

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

---------

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

---------

Signed-off-by: adity1raut <araut7798@gmail.com>
Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>
Co-authored-by: Aditya Raut <159172287+adity1raut@users.noreply.github.com>
Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>
…cache nodes (kubeflow#2920)

Signed-off-by: Akshay Chitneni <achitneni@apple.com>
Co-authored-by: Akshay Chitneni <achitneni@apple.com>
…#2924)

* add local docker training example

Signed-off-by: Brian Gallagher <briangal@gmail.com>

* feat: Adding local execution example notebook Co-authored-by Brian Gallagher <bgallagh@redhat.com>

Signed-off-by: Fiona Waters <fiwaters6@gmail.com>

---------

Signed-off-by: Brian Gallagher <briangal@gmail.com>
Signed-off-by: Fiona Waters <fiwaters6@gmail.com>
Co-authored-by: Brian Gallagher <briangal@gmail.com>
Co-authored-by: Fiona Waters <fiwaters6@gmail.com>
…ubeflow#2927)

* fix(ci): Fix the Kubeflow SDK installation with Docker

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Uncomment delete job in local Notebooks

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

* Update .github/workflows/test-e2e.yaml

Co-authored-by: Anya Kramar <akramar@redhat.com>
Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

---------

Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>
Co-authored-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>
Co-authored-by: Anya Kramar <akramar@redhat.com>
…e and example (kubeflow#2928)

Signed-off-by: Akshay Chitneni <achitneni@apple.com>
Co-authored-by: Akshay Chitneni <achitneni@apple.com>
Signed-off-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>
* created github workflow for trainer

* added workflow dispatcher

* updating temp quay token in github

* Remove odh-kfto-sdk-notebooks-sync workflow

* updated build pipeline to use rhoai docker file

* removed pre-build commands from build and publish

* added multiarch docker file

* fixed typo for multiarch

* fixed multiarch file

* temporary quay push

* reverted local build image testing creds

* Update Dockerfile.rhoai

* update dockerfile.rhoai to dockerfile.odh

* fixed nitpick comments

* removed odh-release.yaml
- Add RHOAI specific Dockerfile for Trainer V2 controller image
- Add RHOAI overlay manifests for Trainer V2
- Add custom training runtimes in rhoai overlay
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@abhijeet-dhumal abhijeet-dhumal changed the title [WIP] Add experimental trainer2 [WIP] feat: Implement controller support for polling and tracking training job progression Nov 11, 2025
@abhijeet-dhumal abhijeet-dhumal force-pushed the add-experimental-trainer2 branch from e0a5baf to 2542c69 Compare November 11, 2025 06:15
…ementation

Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>
@abhijeet-dhumal abhijeet-dhumal force-pushed the add-experimental-trainer2 branch from 2542c69 to 6be6a80 Compare November 11, 2025 06:28
@kapil27 kapil27 deleted the branch opendatahub-io:main November 12, 2025 17:14
@kapil27 kapil27 closed this Nov 12, 2025
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