[docs] Add more references to VL-SFT and SFT notebooks

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

-- For better discoverability

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Towards OPE-911

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [x] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [x] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Eval config change for `deepseek-ai/DeepSeek-R1-Distill-Llama-70B`

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

-- Revert to `oumi evaluate`.  The updated config leads to CUDA OOM for this model

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes OPE-945, OPE-931

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [x] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [x] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Add missing `-m oumi evaluate` argument in eval config

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

-- Missed in accidentally in a previous change

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes OPE-945

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Add Together Deepseek R1 inference config

# Description

Manually tested

## Related issues

Fixes OPE-936

## Before submitting

- [x] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?


[minor] vlm notebook minor updates (doc referencing, freeze visual backbone)

notebooks/Oumi - Vision Language Models.ipynb

- It links the notebook in our documentation
- Updates the notebook to freeze the vision part of Llama during SFT, and removes the `include_performance_metrics` which is less informative for PEFT/VisionLang models currently.

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # OPE-911

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Update `microsoft/Phi-3-vision-128k-instruct` training config

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

-- Switch to `use_torchdata=True` for both `OUMI` and `TRL_SFT` examples (previousuly only `OUMI`)
-- Remove `limit`  dataset params.  It's uncommon to train on partial datasets except for demo/debugging.

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Towards OPE-951

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [X] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [X] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Misc eval configs cleanup

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

-- Update more models to use `oumi distributed accelerate launch` for consistency
-- Enable multiGPU eval for DeepSeek 8B
-- Add more e2e eval tests for these cases e.g., DeepSeek

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Towards  OPE-945, OPE-909

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [X] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [X] Did you link the issue(s) related to this PR in the section above?
- [X] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Fix citation

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [x] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Documentation: Judge (minor edits)

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->
Documentation: Judge (minor edits)
<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Update Oumi - A Tour.ipynb

Emoji update
Punctuation and mechanics fixes

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [x] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Update all documentation links to the new doc URL

notebooks/Oumi - Evaluation with AlpacaEval 2.0.ipynb

notebooks/Oumi - Evaluation with Oumi.ipynb

notebooks/Oumi - Training CNN on Custom Dataset.ipynb

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->
Our docs moved from `oumi.ai/docs/latest` -> `oumi.ai/docs/en/latest`.

This PR is a FIND-REPLACE of:
FIND: `oumi.ai/docs/latest`
REPLACE: `oumi.ai/docs/en/latest`
<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes OPE-896

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [x] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


[tiny] update website link

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->
- update website link
<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [x] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Documentation: Inference -> List supported models

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->
Adding lists of supported `model_name`s for remote inference engines

Listed supported models for the following Cloud APIs:
- Anthropic
- Google Vertex AI
- Google Gemini API
- OpenAI
- DeepSeek

These 2 have too many to mention (did NOT add any specific models)
- Together
- Parasail.io

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes OPE-942

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Add Deepseek R1 1.5B/32B configs

# Description

Other possible configs include Qwen 7B/14B. I'm skipping for now since they're close in size to existing configs.

## Related issues

Towards OPE-936
## Before submitting

- [x] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?


Set up versioning for our documentation

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->
Sets up a top-bar versioning drop down.

Note: this doesn't work in local builds due to CORS errors when serving `make docs-serve`

During build time, we'll read an environment variable to determine the current version.
<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Towards OPE-773

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [x] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Documentation: Judge | minor edit (bold)

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->
Manos ask
<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [x] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Add pypi release workflow

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->
- Add pypi release workflow
- After each new release, we will automatically upload to test-pypi
- After manual verification, the workflow can be used to upload to pypi

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [x] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [x] Did you link the issue(s) related to this PR in the section above?
- [x] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Update launch.md

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->
Updating from `Code` -> `Jobs`
<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [x] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Update common_workflows.md - Clarify OpenAI is just an example

Nit

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Disable pre-release packages

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->
- Disallow pre-release packages.
- The CI should match how users will install the package to catch any breakages early

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [x] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [x] Did you link the issue(s) related to this PR in the section above?
- [x] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Documentation: Evaluation page (update to highlight multi-modal)

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->
Documentation: Evaluation page update to highlight multi-modal
<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes OPE-947

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [x] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Update index.md to highlight beta stage

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Update README.md to highlight beta stage

Nit: underline "beta" to highlight more

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


[tiny] less strict requirements


# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->
- update pypi release workflow to use trusted env

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [] This PR only changes documentation. (You can ignore the following checks in that case)
- [x] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [x] Did you link the issue(s) related to this PR in the section above?
- [x] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Add Deepseek R1 Distill Llama 8B/70B configs

# Description

For train/eval/infer. Qwen configs to follow. Ran all configs to verify they work.

## Related issues

Towards OPE-936

## Before submitting

- [x] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?


Update workflow names


Documentation: Updates on Evaluation/Judge (based on Manos' feedback)

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [x] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Add pypi release workflow using testpypi

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->
- Add pypi release workflow
<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [x] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [x] Did you link the issue(s) related to this PR in the section above?
- [x] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Add multi-modal (vlm) notebook with Llama 11B

# Description
**Adds a working notebook to explore Oumi's VLM capabilities.**
Specifically,
 - We use LoRA and SFT to train a `Llama-3.2-11B-Vision-Instruct` to produce **succinct** responses on visually grounded questions. We achieve this using the in-house provided `Vqav2SmallDataset` dataset.
 - With a single A100 (40GB) GPU, it takes about _25 minutes_ to train a single epoch of 1,000 subsampled examples - which is enough for the model to pick up the nature of the training dataset.
 - The maximum GPU memory required during training is approx. 30GB.
 - Last, the notebook includes snippets for:
    1. Training with multi-GPU, if available.
    2. Use the CLI to launch the inference instead of the Python API.
    3. Construct one's own question-image input pairs to make inferences on.

__Example of the effect of training__:
Given [this](https://huggingface.co/datasets/merve/vqav2-small?image-viewer=9234F8B064BAAA9746575919E2C9D634EC8B58D8) image and the question: _"Is this boy a good pitcher?"_
The default Model responds:
"The boy in the image is wearing a baseball uniform and appears to be pitching, but it's difficult to determine if he's a good pitcher based on this image alone."
The ground-truth training data is:
"Yes"
The post-tuning model responds:
"Yes"

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # OPE-911

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [x] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [x] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


[docs] more docs feedback

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->
- Misc doc feedback fixes

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [x] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Update Oumi - A Tour.ipynb

Very small verbiage change to center text around what the user can do with our platform, rather than what we can do for them.

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [x] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Update quickstart.md

Emoji Update
Updated Oumi CLI

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [x] This PR only changes documentation. (You can ignore the following checks in that case)
- [x] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [x] Did you link the issue(s) related to this PR in the section above?
- [x] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Update quickstart.md

Emoji update
Updated Prerequisites and removed hyphen

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [x] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Update quickstart.md

Emoji updates:

Updated cloud emoji
Removed second alarm from 2 warning headers
Added compass to What's next

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Update quickstart.md

Updated emoji for Eval  to 📊

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [x] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Add more details to troubleshooting FAQ

# Description

## Related issues

Fixes OPE-280

## Before submitting

- [x] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?


[docs] misc docs feedback

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->
-  misc docs feedback

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [x] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


[tiny] Qwen2-VL activate experimental datapipes

# Description
Activates the `experimental_use_torch_datapipes` in our default training configuration. It turns out that using this, the training becomes significantly faster. E.g., as tested with 4xA100:40GB GPUs it about triple the `train_tokens_per_second`.

<img width="1099" alt="Screenshot 2025-01-26 at 7 34 49 PM" src="https://github.com/user-attachments/assets/af2b3627-a41e-44f2-8776-09c1ca1e6805" />

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Towards OPE-811
Fixes OPE-673

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [X] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [X] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Update training_methods.md - Change compute requirement suggestions

Change compute requirement suggestions to make it more accurate (bigger gap of SFT with pretraining) and less daunting

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Update train.md - nit description change

nit

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Update README.md title to "Join the Community!"

Nit title change

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Update index.md title for "Join the Community!"

Nit

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Update quickstart.md - nit for Oumi support request

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Update our oumi launch documentation.

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->
- Added a quickstart section to the main launch.md
- Removed TOCs from both subdocs
- Removed install instructions from both subdocs
- Moved the section for launching jobs higher
- Removed the "advanced" header from one section

![Screenshot 2025-01-26 at 9 29 48 AM](https://github.com/user-attachments/assets/7633d486-acfd-435f-9c53-db4b3e5a22dd)

![Screenshot 2025-01-26 at 9 29 58 AM](https://github.com/user-attachments/assets/403a9904-cfd4-4f9d-9e87-80de3a292c8c)

![Screenshot 2025-01-26 at 9 30 04 AM](https://github.com/user-attachments/assets/005478d5-fb7d-4afd-927b-a5c6a93f008c)

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes OPE-910

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [x] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Add more e2e evaluation tests

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

-- Add more e2e evaluation test cases
-- Minor updates to launcher script and test names
-- Update checkpoints validations for LoRA adapters

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Towards OPE-926, OPE-909

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [x] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [x] Did you link the issue(s) related to this PR in the section above?
- [x] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Re-enable parallel evaluation for VLM-s

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

-- Using LM-harness's `parallelize=True` ( `shard_for_eval=True`) works OK now on GCP  (couldn't get the previous data parallel recipe work)
-- Removing the outdated `ModelParams` check and comment that `shard_for_eval` is not compatible with `accelerate`. The current documentation suggests using `accelerate` for this: https://github.com/EleutherAI/lm-evaluation-harness

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Towards OPE-926

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [X] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [X] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


[tiny][docs] Update PEFT/LoRA content

# Description
- Adds a configuration example for LoRA.
- Lists the `init_lora_weights ` in the PEFT configuration parameters.

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes #OPE-878

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [x] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


[BugFix] GGUF does not work with VLLM

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->
Problem: GGFU does not work with VLLM
Cause: The tokenizer's code tries to lookup the GGFU model name in HF and throws an OS Error since it does NOT exist. It should look up the tokenizer's name instead.

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Add a script to pre-download models for `gpu_tests`

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

-- Add a script to download few models used in GPU tests
-- Update Github Workflow to invoke the script

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Towards OPE-935

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [X] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [X] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Add example distillation notebook

notebooks/Oumi - Distill a Large Model.ipynb

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->
Create example notebook to show how to collect inferences on a larger model, finetune a smaller model, and show measurable improvements on a particular eval.
<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes OPE-912

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [x] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [x] Did you link the issue(s) related to this PR in the section above?
- [x] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


[docs] Update inference engines doc page

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->
- Update inference engines doc page
- Minor bug fixes on index.md

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [x] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Clean-up inference engine builder

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->
- Cleanup inference engines builder class
- Add test to make sure all engines are covered

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [x] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [x] Did you link the issue(s) related to this PR in the section above?
- [x] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

-- Scaffolding and the first testcase for e2e evaluation tests
-- Refactor a couple of common helper utils used in e2e tests
-- Improve logging for OmegaConf merge errors

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Towards OPE-926, OPE-934

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [X] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [X] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


[VLLM Engine] Enabling BitsAndBytes quantization

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->
VLLM Engine: Enabling BitsAndBytes quantization

2 different scenarios tested:
(original model weights for `meta-llama/Llama-3.2-1B-Instruct`: **_2.3185 GB_**; expectation was 1B --> 1 GB* 2 bytes = 2GB)

1) Loading a **_pre-quantized checkpoint_** (`unsloth/Llama-3.2-1B-Instruct-bnb-4bit`)
- [requires](https://docs.vllm.ai/en/latest/features/quantization/bnb.html):  quantization = "bitsandbytes", load_format" = "bitsandbytes"
- quantization (4bit or 8bit) depends on the model itself; it is 4bit by default in this case.
- most bitsandbytes models [discussed in HF](https://huggingface.co/models?other=bitsandbytes) do NOT work as expected, but I validated that this one does.
- model weights reduction 2.37x (**_2.3185 GB --> 0.9786 GB_**), expectation was ~4x (going from 16 bits to 4 bits)
```
WARNING 01-24 00:39:48 config.py:321] bitsandbytes quantization is not fully optimized yet. The speed can be slower than non-quantized models.
INFO 01-24 00:39:50 loader.py:1051] Loading weights with BitsAndBytes quantization.  May take a while ...
INFO 01-24 00:39:51 model_runner.py:1067] Loading model weights took 0.9786 GB
```

2) Leveraging **_Inflight quantization_** (`meta-llama/Llama-3.2-1B-Instruct`)
- [requires](https://docs.vllm.ai/en/latest/features/quantization/bnb.html):  quantization = "bitsandbytes", load_format" = "bitsandbytes"
- quantization can ONLY be 4bit (no option for 8bit, so Oumi's flag `load_in_8bit` will still load in 4 bit)
- model weights reduction 2.37 (**_2.3185 GB --> 0.9785 GB_**), expectation was ~4x (going from 16 bits to 4 bits)
```
WARNING 01-24 00:46:16 config.py:321] bitsandbytes quantization is not fully optimized yet. The speed can be slower than non-quantized models.
INFO 01-24 00:46:18 loader.py:1051] Loading weights with BitsAndBytes quantization.  May take a while ...
INFO 01-24 00:46:19 model_runner.py:1067] Loading model weights took 0.9785 GB
```

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Fixes # (issue)

<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->


Set `use_spot` to False in our JobConfigs

# Description

This is because the VM disappears without clear messaging in cases of preemption, which will be a source of friction. Non-spot instances work as expected from a user's perspective.

The downside is there's less on-demand quota, and the user's job may not schedule, but the error message in this case will be clear. In addition, I add comments for jobs likely to run into quota issues (requesting 8 A100s or 4/8 A100-80GBs) to mention enabling spot VMs.

## Related issues

Fixes OPE-932

## Before submitting

- [x] This PR only changes documentation. (You can ignore the following checks in that case)
- [ ] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [ ] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?


Update ConsoleLogger to write to STDOUT

# Description

<!--
Thank you for contributing to Oumi! Before sending your PR out for review, please take a quick read through this template.

When your PR is merged, its title will appear in our release notes. Make sure your title gives a clear description of your change!

After you've updated your title, please replace this section with a detailed description of your change. Include as much context as possible so your reviewers can easily understand *what* you're changing and *why*.
The more information you provide, the faster we can review your change!
-->
<!--↓↓↓↓↓↓↓↓↓↓ Describe your change below ↓↓↓↓↓↓↓↓↓↓-->

--  Since there are concerns about splitting STDOUT/STDERR logs (https://github.com/oumi-ai/oumi/pull/1219 ), let's write to STDOUT for now

<!--↑↑↑↑↑↑↑↑↑↑ Describe your change above ↑↑↑↑↑↑↑↑↑↑-->

## Related issues

<!--
Make sure to list any relevant related issues to your change. More often than not this will be the single issue fixed by your PR.
-->
<!--↓↓↓↓↓↓↓↓↓↓ List your related issues below ↓↓↓↓↓↓↓↓↓↓-->

Towards OPE-859
<!--↑↑↑↑↑↑↑↑↑↑ List your related issues above ↑↑↑↑↑↑↑↑↑↑-->

## Before submitting

- [ ] This PR only changes documentation. (You can ignore the following checks in that case)
- [X] Did you read the [contributor guideline](https://github.com/oumi-ai/oumi/blob/main/CONTRIBUTING.md) Pull Request guidelines?
- [X] Did you link the issue(s) related to this PR in the section above?
- [ ] Did you add / update tests where needed?

## Reviewers

At least one review from a member of `oumi-ai/oumi-staff` is required.

<!-- Add `oumi-ai/oumi-staff` as a reviewer when your PR is ready for review.

You are also welcome to add individual members of `oumi-ai/oumi-staff` as reviewers.

If no one has reviewed your PR after several days, feel free to add a comment tagging specific reviewers.

 -->