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Google EmbeddingGemma 2

An open, lightweight multimodal embedding model

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blog.google
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2026年10月13日
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2026年10月13日

条目包含的信息

  • 概述
  • 4 项核心功能
  • 3 个使用场景

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Google EmbeddingGemma 2 preview

Google EmbeddingGemma 2 是什么

EmbeddingGemma 2 is Google DeepMind's open, lightweight multimodal embedding model. It maps text, code, images, video, and audio into a single shared embedding space, enabling cross-modal search from one query. At 740M parameters it is designed to run on-device, with weights released under the Apache 2.0 license on Hugging Face and Kaggle.

核心功能

Multimodal embeddings across text, code, images, video, and audio in one shared space
Lightweight 740M-parameter model that can run on-device
Open weights under the Apache 2.0 license, available on Hugging Face and Kaggle
Optimized for privacy-first use cases

使用场景

  • Cross-modal semantic search across text, images, video, and audio
  • On-device applications requiring local, privacy-preserving embeddings
  • Retrieval and search features built on open embedding models

创业公司为什么需要这个工具?

Startups can integrate an open, Apache 2.0-licensed multimodal embedding model without heavy infrastructure, enabling privacy-first, on-device search and retrieval features across multiple media types.

常见问题

Google EmbeddingGemma 2 的替代品

OpenAI Embeddings
Cohere Embed
Sentence Transformers