Files
680a036285 server : support typed content (vision/audio/video) input for /v1/embeddings endpoint (#29556)
* server : support multimodal input for /v1/embeddings (Qwen3-VL-Embedding)

Accept the OpenAI-style wrapped content array format for multimodal
embedding requests. Each {"content": [...]} object is one input that
produces one embedding; text parts are concatenated and image_url parts
are decoded via handle_media then spliced with process_mtmd_prompt.

The legacy formats (plain string, token arrays, mixed arrays, and the
{prompt_string, multimodal_data} object) continue to work unchanged via
tokenize_input_prompts. Bare content arrays (the unwrapped shape) are
rejected with a migration message.

Also disables KV prefix reuse for stateless embedding/rerank tasks so
that repeated inputs do not incorrectly share cached KV across requests.

Assisted-by: Opencode Qwen3.8 27B

* clean up comments and docs

* refactor

* add tests

* support video and audio inp

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Co-authored-by: timothywang21 <timothywang21@users.noreply.github.com>
Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
2026-09-28 21:40:38 +02:00
..