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原文标题 · EmbeddingGemma 2

我对EmbeddingGemma 2的评论-黑客新闻。我真的很感激EmbeddingGemma 2采用了Apache 2.0许可证。特别是对于嵌入模型来说,我认为使用封闭的、专有的、仅受约束的模型是没有意义的。嵌入模型的大多数应用都涉及计算数千个甚至数百万个嵌入载体并存储它们以供以后比较。如果您的模型是专有的,那么供应商可能有一天会决定停止提供该模型。他们会有一个更好的模型来取代它,但你仍然需要支

来源:Simon Willison · simonwillison.net

正文为英文,可一键机器翻译(仅首次需要等待)

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Comment My comment on EmbeddingGemma 2 — Hacker News

I really appreciate that EmbeddingGemma 2 is under the Apache 2.0 license.

For embedding models in particular, I don't think it makes sense to use a closed, proprietary, hosted-only model.

Most applications of embedding models involve calculating thousands or even millions of embedding vectors and storing them for later comparison.

If your model is proprietary, the vendor is likely someday going to decide to stop offering that model. They'll have a better model to replace it, but you still need to pay to re-calculate those millions of stored existing vectors.

(In April 2024 OpenAI offered to "cover the financial cost of users re-embedding content with these new models" - https://openai.com/index/gpt-4-api-general-availability/ - but I don't think that's something we can rely on from every provider.)

Notably, I don't want to host the model myself . I'd much rather pay a provider for a hosted model while knowing that if they ever stop hosting it I can run the open weights version myself - or find another vendor who can do that for me.

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