snowflake-arctic-embed

A suite of text embedding models by Snowflake, optimized for performance.

Embedding 22m 33m 110m 137m 335m

Hızlı Kurulum (Ollama kuruluysa)

ollama run snowflake-arctic-embed

Ollama kurulu değil mi? ollama.com/download — Windows, macOS ve Linux için ücretsiz. İlk çalıştırmada model indirilir, sonrası tamamen çevrimdışıdır.

Varyantlar

Boyut büyüdükçe kalite artar, donanım ihtiyacı yükselir. Başlangıç için küçük varyantı deneyin.

Etiket	Boyut	Bağlam	Girdi	Komut
latest	669MB	512	Text	`ollama run snowflake-arctic-embed:latest`
l	669MB	512	Text	`ollama run snowflake-arctic-embed:l`
m	219MB	512	Text	`ollama run snowflake-arctic-embed:m`
s	67MB	512	Text	`ollama run snowflake-arctic-embed:s`
xs	46MB	512	Text	`ollama run snowflake-arctic-embed:xs`
22m	46MB	512	Text	`ollama run snowflake-arctic-embed:22m`
33m	67MB	512	Text	`ollama run snowflake-arctic-embed:33m`
110m	219MB	512	Text	`ollama run snowflake-arctic-embed:110m`
137m	274MB	2K	Text	`ollama run snowflake-arctic-embed:137m`
335m	669MB	512	Text	`ollama run snowflake-arctic-embed:335m`
22m-xs-fp16	46MB	512	Text	`ollama run snowflake-arctic-embed:22m-xs-fp16`
33m-s-fp16	67MB	512	Text	`ollama run snowflake-arctic-embed:33m-s-fp16`
110m-m-fp16	219MB	512	Text	`ollama run snowflake-arctic-embed:110m-m-fp16`
137m-m-long-fp16	274MB	2K	Text	`ollama run snowflake-arctic-embed:137m-m-long-fp16`
335m-l-fp16	669MB	512	Text	`ollama run snowflake-arctic-embed:335m-l-fp16`
m-long	274MB	2K	Text	`ollama run snowflake-arctic-embed:m-long`

Model Detayları ve Benchmarklar (kaynak: ollama.com)

snowflake-arctic-embed is a suite of text embedding models that focuses on creating high-quality retrieval models optimized for performance.

The models are trained by leveraging existing open-source text representation models, such as bert-base-uncased, and are trained in a multi-stage pipeline to optimize their retrieval performance.

This model is available in 5 parameter sizes:

snowflake-arctic-embed:335m (default)
snowflake-arctic-embed:137m
snowflake-arctic-embed:110m
snowflake-arctic-embed:33m
snowflake-arctic-embed:22m

Reference

Blog Post

HuggingFace