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About

EmbeddingGemma is a 308-million-parameter multilingual text embedding model, lightweight yet powerful, optimized to run entirely on everyday devices such as phones, laptops, and tablets, enabling fast, offline embedding generation that protects user privacy. Built on the Gemma 3 architecture, it supports over 100 languages, processes up to 2,000 input tokens, and leverages Matryoshka Representation Learning (MRL) to offer flexible embedding dimensions (768, 512, 256, or 128) for tailored speed, storage, and precision. Its GPU-and EdgeTPU-accelerated inference delivers embeddings in milliseconds, under 15 ms for 256 tokens on EdgeTPU, while quantization-aware training keeps memory usage under 200 MB without compromising quality. This makes it ideal for real-time, on-device tasks such as semantic search, retrieval-augmented generation (RAG), classification, clustering, and similarity detection, whether for personal file search, mobile chatbots, or custom domain use.

About

​Moondream is an open source vision language model designed for efficient image understanding across various devices, including servers, PCs, mobile phones, and edge devices. It offers two primary variants, Moondream 2B, a 1.9-billion-parameter model providing robust performance for general-purpose tasks, and Moondream 0.5B, a compact 500-million-parameter model optimized for resource-constrained hardware. Both models support quantization formats like fp16, int8, and int4, allowing for reduced memory usage without significant performance loss. Moondream's capabilities include generating detailed image captions, answering visual queries, performing object detection, and pinpointing specific items within images. Its design emphasizes versatility and accessibility, enabling deployment across a wide range of platforms. ​

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Developers interested in a solution providing multilingual embeddings that run offline and respect privacy

Audience

Developers and researchers in search of a solution for integrating advanced image understanding into applications across diverse devices

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

No information available.
Free Version
Free Trial

Pricing

Free
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Google
Founded: 1998
United States
ai.google.dev/gemma/docs/embeddinggemma

Company Information

Moondream
Founded: 2024
United States
moondream.ai/

Alternatives

Alternatives

SmolVLM

SmolVLM

Hugging Face
Pixtral Large

Pixtral Large

Mistral AI
Mistral Small

Mistral Small

Mistral AI
GLM-4.1V

GLM-4.1V

Zhipu AI

Categories

Categories

Integrations

Gemma 3
Gemma 4
Lens
Photon

Integrations

Gemma 3
Gemma 4
Lens
Photon
Claim EmbeddingGemma and update features and information
Claim EmbeddingGemma and update features and information
Claim Moondream and update features and information
Claim Moondream and update features and information