Add Jina-Embeddings-V3 Model

[Sai-Suraj-27]

What does this PR do?

Model Page: https://huggingface.co/jinaai/jina-embeddings-v3
Model Paper: https://huggingface.co/papers/2409.10173
Downloads last month > 5.3M

Completes Part of #42738

Before submitting

• This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case).
• Did you read the contributor guideline,
  Pull Request section?
• Was this discussed/approved via a Github issue or the forum? Please add a link
  to it if that's the case.
• Did you make sure to update the documentation with your changes? Here are the
  documentation guidelines, and
  here are tips on formatting docstrings.
• Did you write any new necessary tests?

Who can review?

@vasqu @ArthurZucker

[vasqu]

Before going through a full review, I noticed that some custom implementation of LoRA was used. Imo, it doesn't really make sense when we have PEFT and especially the loading and saving logic should be handled with these - it's super non-standard and will create a lot of maintenance burden on us.

Is there a way to restructure the models for this? I.e. using PEFT instead with the adapters being separately loadable

[HuggingFaceDocBuilderDev]

The docs for this PR live here. All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.

[vasqu]

Yep, checking internally to get you into a slack channel 🫡 will ping you here when I have updates

[vasqu]

run-slow: jina_embeddings_v3

[github-actions]

Workflow Run ⚙️

This comment contains run-slow, running the specified jobs:

models: ["models/jina_embeddings_v3"]
quantizations: []

[vasqu]

run-slow: jina_embeddings_v3

[github-actions]

CI Results

Workflow Run ⚙️

Commit Info

Context	Commit	Description
RUN	4f68b330	workflow commit (merge commit)
PR	f71b4ba2	branch commit (from PR)
main	4ec84a02	base commit (on main)

⚠️ No test being reported (jobs are skipped or cancelled)!

[vasqu]

run-slow: jina_embeddings_v3

[github-actions]

Workflow Run ⚙️💔 This comment contains run-slow, but unknown error occurred and the workflow run aborted!

[vasqu]

run-slow: jina_embeddings_v3

[github-actions]

Workflow Run ⚙️

This comment contains run-slow, running the specified jobs:

models: ["models/jina_embeddings_v3"]
quantizations: []

[vasqu]

@Sai-Suraj-27

Will wait for tomorrow CI is really struggling and I dont want to merge in this state. Re slack I will ping you here probably when I have updates.

Thanks a lot for contributing 🤗

[github-actions]

[For maintainers] Suggested jobs to run (before merge)

run-slow: auto, jina_embeddings_v3

[github-actions]

CI Results

Workflow Run ⚙️

Commit Info

Context	Commit	Description
RUN	ac2ae0c3	workflow commit (merge commit)
PR	e5c6f354	branch commit (from PR)
main	24a4dc22	base commit (on main)

✅ No failing test specific to this PR 🎉 👏 !

[Sai-Suraj-27]

Yep, checking internally to get you into a slack channel 🫡 will ping you here when I have updates

Will wait for tomorrow CI is really struggling and I dont want to merge in this state. Re slack I will ping you here probably when I have updates.

Thanks a lot for contributing 🤗

Sure. Thank you..👍🏻!

[vasqu]

@Sai-Suraj-27 you should have received an email