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@dbrian57 dbrian57 commented Sep 26, 2025

Description

This adds documentation for the new W&B Training Serverless RL service. It includes:

  • A general guide about the service
  • An API reference
  • A Redoc integration so that we can render the engineering team's OpenAPI spec

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Latest commit: 8682337
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Preview URL: https://77b9f641.docodile.pages.dev
Branch Preview URL: https://docs-training-serverless-rl.docodile.pages.dev

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github-actions bot commented Sep 26, 2025

PR Preview: Changed content

Base preview: https://docs-training-serverless-rl.docodile.pages.dev

Added

Title Path
Manage team settings content/en/guides/models/app/settings-page/team-settings.md
W&B Training content/en/guides/training/_index.md
API Reference content/en/guides/training/api-reference.md
Prerequisites content/en/guides/training/prerequisites.md
Serverless RL content/en/guides/training/serverless-rl/_index.md
Available models content/en/guides/training/serverless-rl/available-models.md
Use Serverless RL content/en/guides/training/serverless-rl/serverless-rl.md
Usage information and limits content/en/guides/training/serverless-rl/usage-limits.md
Use your trained models content/en/guides/training/serverless-rl/use-trained-models.md
W&B Training API content/en/ref/training.md
チーム設定を管理する content/ja/guides/models/app/settings-page/team-settings.md
Manage team settings content/ko/guides/models/app/settings-page/team-settings.md
Name=Training assets/icons/Name=Training
Mode=Dark.Png Mode=Dark.png
Name=Training assets/icons/Name=Training
Mode=Dark.Svg Mode=Dark.svg
Redoc.Html layouts/redoc.html

Modified

Title Path
Why is a run marked crashed in W&B when it’s training fine locally? content/en/_index.md
Guides content/en/guides/_index.md
W&B Core content/en/guides/core/_index.md
Manage artifact data retention content/en/guides/core/artifacts/manage-data/ttl.md
Create an automation content/en/guides/core/automations/create-automations/_index.md
Configure registry access content/en/guides/core/registry/configure_registry.md
Secrets content/en/guides/core/secrets.md
W&B Platform content/en/guides/hosting/_index.md
Access management content/en/guides/hosting/iam/access-management/_index.md
Manage your organization content/en/guides/hosting/iam/access-management/manage-organization.md
W&B Inference content/en/guides/inference/_index.md
Available Models content/en/guides/inference/models.md
Integrations content/en/guides/integrations/_index.md
W&B Models content/en/guides/models/_index.md
Settings content/en/guides/models/app/settings-page/_index.md
Manage teams content/en/guides/models/app/settings-page/teams.md
Manage sweeps with the CLI content/en/guides/models/sweeps/pause-resume-and-cancel-sweeps.md
Log distributed training experiments content/en/guides/models/track/log/distributed-training.md
What are runs? content/en/guides/models/track/runs/_index.md
Get Started with W&B Models content/en/guides/models_quickstart.md
W&B Quickstart content/en/guides/quickstart.md
W&B Weave content/en/guides/weave/_index.md
アーティファクトデータ保持の管理 content/ja/guides/core/artifacts/manage-data/ttl.md
自動化の作成 content/ja/guides/core/automations/create-automations/_index.md
Secrets content/ja/guides/core/secrets.md
アクセス管理 content/ja/guides/hosting/iam/access-management/_index.md
あなたの組織を管理する content/ja/guides/hosting/iam/access-management/manage-organization.md
設定 content/ja/guides/models/app/settings-page/_index.md
チームを管理する content/ja/guides/models/app/settings-page/teams.md
Manage artifact data retention content/ko/guides/core/artifacts/manage-data/ttl.md
Create an automation content/ko/guides/core/automations/create-automations/_index.md
Secrets content/ko/guides/core/secrets.md
Access management content/ko/guides/hosting/iam/access-management/_index.md
Manage your organization content/ko/guides/hosting/iam/access-management/manage-organization.md
Settings content/ko/guides/models/app/settings-page/_index.md
Manage teams content/ko/guides/models/app/settings-page/teams.md
Redirects static/_redirects
Architecture.Png assets/images/general/architecture.png
Body End.Html layouts/partials/hooks/body-end.html

@dbrian57 dbrian57 requested a review from a team as a code owner October 6, 2025 22:57
@mdlinville
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  1. Something looks off about the image names and the imgrefs. I don't think the mode stuff should be there.
  2. I don't know why I'm not getting a preview link for guides/_index.md but it now says that there are 3 major products and then goes on to list 4. https://docs-training-serverless-rl.docodile.pages.dev/guides/
  3. Now, there are two separate TOC entries that both load up the quickstart. https://docs-training-serverless-rl.docodile.pages.dev/quickstart/ and https://docs-training-serverless-rl.docodile.pages.dev/guides/models_quickstart/
  4. https://docs-training-serverless-rl.docodile.pages.dev/guides/models/ doesn't mention Inference outside of the marchitecture diagram.
  5. https://docs-training-serverless-rl.docodile.pages.dev/guides/training/prerequisites/ is not ideal. Why not add the prereqs to https://docs-training-serverless-rl.docodile.pages.dev/guides/training/serverless-rl/serverless-rl/ (note the duplicated URL components) and/or https://docs-training-serverless-rl.docodile.pages.dev/guides/training/serverless-rl/using-trained-models/
  6. Detailed pricing info belongs on https://wandb.ai/site/pricing/, probably not on https://docs-training-serverless-rl.docodile.pages.dev/guides/training/serverless-rl/usage-limits/. Understood if the current situation is temporary.
  7. It might be better to combine https://docs-training-serverless-rl.docodile.pages.dev/guides/training/serverless-rl/available-models/ into https://docs-training-serverless-rl.docodile.pages.dev/guides/training/serverless-rl/using-trained-models/ unless I'm misunderstanding the contents.

@mdlinville
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1. Something looks off about the image names and the imgrefs. I don't think the mode stuff should be there. Update: This is fine and works.
2. I don't know why I'm not getting a preview link for guides/_index.md but it now says that there are 3 major products and then goes on to list 4. https://docs-training-serverless-rl.docodile.pages.dev/guides/
3. Now, there are two separate TOC entries that both load up the quickstart. https://docs-training-serverless-rl.docodile.pages.dev/quickstart/ and https://docs-training-serverless-rl.docodile.pages.dev/guides/models_quickstart/
4. https://docs-training-serverless-rl.docodile.pages.dev/guides/models/ doesn't mention Inference outside of the marchitecture diagram.
5. https://docs-training-serverless-rl.docodile.pages.dev/guides/training/prerequisites/ is not ideal. Why not add the prereqs to https://docs-training-serverless-rl.docodile.pages.dev/guides/training/serverless-rl/serverless-rl/ (note the duplicated URL components) and/or https://docs-training-serverless-rl.docodile.pages.dev/guides/training/serverless-rl/using-trained-models/
6. Detailed pricing info belongs on https://wandb.ai/site/pricing/, probably not on https://docs-training-serverless-rl.docodile.pages.dev/guides/training/serverless-rl/usage-limits/. Understood if the current situation is temporary.
7. It might be better to combine https://docs-training-serverless-rl.docodile.pages.dev/guides/training/serverless-rl/available-models/ into https://docs-training-serverless-rl.docodile.pages.dev/guides/training/serverless-rl/using-trained-models/ unless I'm misunderstanding the contents.


## Geographic restrictions

Serverless RL is only available in supported geographic locations. For more information, see the [Terms of Service](https://docs.coreweave.com/docs/policies/terms-of-service/terms-of-use#geographic-restrictions).
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Just confirming that this is the correct page to link to? It doesn't mention Serverless RL or Training and it's a CoreWeave page, not a W&B page.

weight: 10
---

Serverless RL is supported through [OpenPipe's ART framework](https://art.openpipe.ai/getting-started/about) and the W&B Training API.
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(Suggestion feel free to ignore) Since the content on this page is so short, we can add this as an H2 (for now) on the training/serverless-rl/_index.md page. I agree that the TOC navigation is appealing, though.

The model's endpoint uses the following schema:

```
wandb-artifact:///<entity>/<project>/<model-name>:<step>
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If the entity isn't currently supported, does that change this?

@ngrayluna ngrayluna self-requested a review October 7, 2025 03:17
@dbrian57 dbrian57 merged commit 672ea82 into main Oct 8, 2025
5 of 6 checks passed
@dbrian57 dbrian57 deleted the docs/training-serverless-rl branch October 8, 2025 16:57
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4 participants