[Model] Add support for Jina Embeddings V4#20802

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sigridjineth wants to merge 24 commits intovllm-project:mainfrom

sigridjineth:jina-support

Commits on Jul 16, 2025

feat: jina support

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refactor: fail fast

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refactor: exceptions

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refactor: improve jina embeddings v4 model

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refactor: oom

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refactor: Validate lengths match

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refactor: normalize

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refactor: normalize

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refactor: review

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refactor: prehook commits

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fix: Apply isort formatting to jina_embeddings_v4.py
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[ci skip-hooks] Formatting attempt(s)
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Commits on Jul 17, 2025

fix: Resolve yapf/isort conflict with disable comments
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refactor: accept review
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Commits on Jul 18, 2025

refactor: address review feedback for Jina embeddings V4
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refactor: import HAS_TRITON from triton_utils instead of local definition
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refactor: rename example file to follow existing embedding pattern
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Merge remote-tracking branch 'origin/main' into jina-support
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refactor: update JinaVLForEmbedding to comply with new pooling architecture
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refactor: use pooler utility functions to avoid duplicate code
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refactor: address maintainer review comments for JinaVLPooler
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perf: optimize vision token detection using torch.isin
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Commits on Jul 19, 2025

fix: introducing dedicated VisionPooler class
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feat: add vision pooling support for jina embeddings v4
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