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About

EmbeddingGemma 2 is an open, lightweight multimodal embedding model designed to map text, code, images, video, and audio into a shared embedding space for search, retrieval, classification, routing, and RAG applications. Built on the Gemma 4 architecture and released under the Apache 2.0 license, it has 740 million parameters and is optimized for on-device inference. Its modular design can use as little as 270M parameters for text-only workloads, with optional vision and audio encoders for full multimodal support. Matryoshka Representation Learning lets developers reduce output vectors from 768 dimensions to 512, 256, or 128, lowering storage and memory requirements for local vector databases. The model supports an 8K-token context window and can process up to 5.5 minutes of audio, 29 images, 58 video frames, or interleaved combinations on local hardware.

About

Runware is an AI inference platform that gives developers a single, unified, enterprise API for image, video, audio, LLM, vision, and 3D generation. Its custom-built Sonic Inference Engine runs models on proprietary hardware, delivering sub-second inference for image generation and fast turnaround across video and audio tasks. The catalog spans over 400,000 models, including LoRAs, ControlNets, and IP-Adapters, with instant switching between them. Supported tasks include text-to-image, image-to-image, inpainting, outpainting, upscaling, background removal, text-to-video, voice and audio generation, text-to-3D, and vision tasks like OCR and object detection. The API supports both REST and WebSocket connections, so teams can integrate generative AI without provisioning GPUs or hiring ML specialists. Runware's pricing is usage-based with no minimum commitment contract.

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

Developers and AI teams wanting to build private, efficient, on-device multimodal search, retrieval, RAG, and semantic indexing systems

Audience

Any user seeking a solution to integrate high-speed, scalable AI-powered image generation and manipulation capabilities into their applications

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

API

Offers API Supported

API

Offers API Supported

Screenshots and Videos

Screenshots and Videos

Pricing

No information available.
Free Version Not Supported
Free Trial Not Supported

Pricing

$0.0006 per image
Free Version Not Supported
Free Trial Not Supported

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 Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Company Information

Google
Founded: 1998
United States
blog.google/innovation-and-ai/technology/developers-tools/embeddinggemma-2/

Company Information

Runware
Founded: 2023
United States
runware.ai/

Alternatives

Alternatives

VideoPoet

VideoPoet

Google
txtai

txtai

NeuML

Categories

Embedding Models Supported

Categories

Integrations

Civitai Not Supported
ElectroNeek Not Supported
JSON Not Supported
JavaScript Not Supported
Kling AI Not Supported
Picsart Enterprise Not Supported
Python Not Supported
websockets Not Supported

Integrations

Civitai Supported
ElectroNeek Supported
JSON Supported
JavaScript Supported
Kling AI Supported
Picsart Enterprise Supported
Python Supported
websockets Supported
Claim EmbeddingGemma 2 and update features and information
Claim EmbeddingGemma 2 and update features and information
Claim Runware and update features and information
Claim Runware and update features and information