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[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(17)
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p
So as a batch process, if you want to embed a large data set, it’s very slow.
[ "blog", "blog/fast-embed-models" ]
15,872
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(17)
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p
I think the more colorful version of this somebody wrote on LinkedIn, Prithvira wrote on LinkedIn that your embeddings will go and I love that idea that we have optimized speed so that it just goes fast.
[ "blog", "blog/fast-embed-models" ]
15,873
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(17)
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p
That’s the idea.
[ "blog", "blog/fast-embed-models" ]
15,874
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(17)
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p
So what do we I mean let’s put names to these things, right?
[ "blog", "blog/fast-embed-models" ]
15,875
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(17)
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p
So one is we want it to be fast and light.
[ "blog", "blog/fast-embed-models" ]
15,876
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(17)
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p
And I’ll explain what do we mean by light?
[ "blog", "blog/fast-embed-models" ]
15,877
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(17)
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p
We want recall to be fast, right?
[ "blog", "blog/fast-embed-models" ]
15,878
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(17)
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p
I mean, that’s what we started with that what are embedding we want to be make sure that similar things are similar.
[ "blog", "blog/fast-embed-models" ]
15,879
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(18)
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p
Nirant Kasliwal:
[ "blog", "blog/fast-embed-models" ]
15,880
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(18)
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p
That’s what we call recall.
[ "blog", "blog/fast-embed-models" ]
15,881
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(18)
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p
We often confuse this with accuracy but in retrieval sense we’ll call it recall.
[ "blog", "blog/fast-embed-models" ]
15,882
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(18)
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p
We want to make sure it’s still easy to use, right?
[ "blog", "blog/fast-embed-models" ]
15,883
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(18)
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p
Like there is no reason for this to get complicated.
[ "blog", "blog/fast-embed-models" ]
15,884
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(18)
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p
And we are fast, I mean we are very fast.
[ "blog", "blog/fast-embed-models" ]
15,885
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(18)
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p
And part of that is let’s say we use BGE small En, the English model only.
[ "blog", "blog/fast-embed-models" ]
15,886
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(18)
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p
And let’s say this is all in tokens per second and the token is model specific.
[ "blog", "blog/fast-embed-models" ]
15,887
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(18)
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p
So for instance, the way BGE would count a token might be different from how OpenAI might count a token because the tokenizers are slightly different and they have been trained on slightly different corporates.
[ "blog", "blog/fast-embed-models" ]
15,888
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(18)
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p
So that’s the idea.
[ "blog", "blog/fast-embed-models" ]
15,889
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(19)
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p
Nirant Kasliwal:
[ "blog", "blog/fast-embed-models" ]
15,890
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(19)
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p
I would love you to try this so that I can actually brag about you trying it.
[ "blog", "blog/fast-embed-models" ]
15,891
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(20)
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p
Demetrios:
[ "blog", "blog/fast-embed-models" ]
15,892
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(20)
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p
What was the fine print on that slide?
[ "blog", "blog/fast-embed-models" ]
15,893
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(20)
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p
Benchmarks are my second most liked way to brag.
[ "blog", "blog/fast-embed-models" ]
15,894
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(20)
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p
What’s your first most liked way to brag?
[ "blog", "blog/fast-embed-models" ]
15,895
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(21)
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p
Nirant Kasliwal:
[ "blog", "blog/fast-embed-models" ]
15,896
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(21)
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p
The best way is that when somebody tells me that they’re using it.
[ "blog", "blog/fast-embed-models" ]
15,897
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(22)
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p
Demetrios:
[ "blog", "blog/fast-embed-models" ]
15,898
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(22)
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p
There we go.
[ "blog", "blog/fast-embed-models" ]
15,899
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(22)
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p
So I guess that’s an easy way to get people to try and use it.
[ "blog", "blog/fast-embed-models" ]
15,900
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(23)
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p
Nirant Kasliwal:
[ "blog", "blog/fast-embed-models" ]
15,901
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(23)
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p
Yeah, I would love it if you try it.
[ "blog", "blog/fast-embed-models" ]
15,902
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(23)
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p
Tell us how it went for you, where it’s working, where it’s broken, all of that.
[ "blog", "blog/fast-embed-models" ]
15,903
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(23)
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p
I love it if you report issue then say I will even appreciate it if you yell at me because that means you’re not ignoring me.
[ "blog", "blog/fast-embed-models" ]
15,904
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(24)
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p
Demetrios:
[ "blog", "blog/fast-embed-models" ]
15,905
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(24)
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That’s it.
[ "blog", "blog/fast-embed-models" ]
15,906
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(24)
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p
There we go.
[ "blog", "blog/fast-embed-models" ]
15,907
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(24)
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p
Bug reports are good to throw off your mojo.
[ "blog", "blog/fast-embed-models" ]
15,908
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(24)
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p
Keep it rolling.
[ "blog", "blog/fast-embed-models" ]
15,909
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(25)
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p
Nirant Kasliwal:
[ "blog", "blog/fast-embed-models" ]
15,910
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(25)
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p
So we said fast and light.
[ "blog", "blog/fast-embed-models" ]
15,911
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(25)
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p
So what does light mean?
[ "blog", "blog/fast-embed-models" ]
15,912
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(25)
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p
So you will see a lot of these Embedding servers have really large image sizes.
[ "blog", "blog/fast-embed-models" ]
15,913
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(25)
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p
When I say image, I mean typically or docker image that can typically go to a few GPS.
[ "blog", "blog/fast-embed-models" ]
15,914
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(25)
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p
For instance, in case of sentence transformers, which somebody’s checked out with Transformers the package and PyTorch, you get a docker image of roughly five GB.
[ "blog", "blog/fast-embed-models" ]
15,915
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(25)
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p
The Ram consumption is not that high by the way.
[ "blog", "blog/fast-embed-models" ]
15,916
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(25)
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p
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[ "blog", "blog/fast-embed-models" ]
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[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(25)
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p
The size is quite large and of that the model is just 400 MB.
[ "blog", "blog/fast-embed-models" ]
15,918
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(25)
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p
So your dependencies are very large.
[ "blog", "blog/fast-embed-models" ]
15,919
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(26)
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p
Nirant Kasliwal:
[ "blog", "blog/fast-embed-models" ]
15,920
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(26)
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And every time you do this on, let’s say an AWS Lambda, or let’s say if you want to do horizontal scaling, your cold start times can go in several minutes.
[ "blog", "blog/fast-embed-models" ]
15,921
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(26)
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p
That is very slow and very inefficient if you are working in a workload which is very spiky.
[ "blog", "blog/fast-embed-models" ]
15,922
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(26)
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p
And if you were to think about it, people have more queries than, let’s say your corpus quite often.
[ "blog", "blog/fast-embed-models" ]
15,923
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(26)
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p
So for instance, let’s say you are in customer support for an ecommerce food delivery app. Bulk of your order volume will be around lunch and dinner timing.
[ "blog", "blog/fast-embed-models" ]
15,924
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(26)
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p
So that’s a very spiky load.
[ "blog", "blog/fast-embed-models" ]
15,925
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(26)
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p
Similarly, ecommerce companies, which are even in fashion quite often see that people check in on their orders every evening and for instance when they leave from office or when they get home.
[ "blog", "blog/fast-embed-models" ]
15,926
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(26)
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p
And that’s another spike.
[ "blog", "blog/fast-embed-models" ]
15,927
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27)
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p
Nirant Kasliwal:
[ "blog", "blog/fast-embed-models" ]
15,928
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27)
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p
So whenever you have a spiky load, you want to be able to scale horizontally and you want to be able to do it fast.
[ "blog", "blog/fast-embed-models" ]
15,929
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27)
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p
And that speed comes from being able to be light.
[ "blog", "blog/fast-embed-models" ]
15,930
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27)
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p
And that is why Fast Embed is very light.
[ "blog", "blog/fast-embed-models" ]
15,931
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27)
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p
So you will see here that we call out that Fast Embed is just half a GB versus five GB.
[ "blog", "blog/fast-embed-models" ]
15,932
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27)
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p
So on the extreme cases, this could be a ten x difference in your docker, image sizes and even Ram consumptions recall how good or bad are these embeddings?
[ "blog", "blog/fast-embed-models" ]
15,933
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27)
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p
Right?
[ "blog", "blog/fast-embed-models" ]
15,934
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27)
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p
So we said we are making them fast but do we sacrifice how much performance do we trade off for that?
[ "blog", "blog/fast-embed-models" ]
15,935
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27)
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p
So we did a cosine similarity test with our default embeddings which was VG small en initially and now 1.5 and they’re pretty robust.
[ "blog", "blog/fast-embed-models" ]
15,936
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27)
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p
We don’t sacrifice a lot of performance.
[ "blog", "blog/fast-embed-models" ]
15,937
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27)
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p
Everyone with me?
[ "blog", "blog/fast-embed-models" ]
15,938
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27)
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p
I need some audio to you.
[ "blog", "blog/fast-embed-models" ]
15,939
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(28)
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p
Demetrios:
[ "blog", "blog/fast-embed-models" ]
15,940
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(28)
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p
I’m totally with you.
[ "blog", "blog/fast-embed-models" ]
15,941
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(28)
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p
There is a question that came through the chat if this is the moment to ask it.
[ "blog", "blog/fast-embed-models" ]
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[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(29)
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p
Nirant Kasliwal:
[ "blog", "blog/fast-embed-models" ]
15,943
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(29)
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p
Yes, please go for it.
[ "blog", "blog/fast-embed-models" ]
15,944
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(30)
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Demetrios:
[ "blog", "blog/fast-embed-models" ]
15,945
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(30)
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p
All right it’s from a little bit back like a few slides ago.
[ "blog", "blog/fast-embed-models" ]
15,946
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(30)
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p
So I’m just warning you.
[ "blog", "blog/fast-embed-models" ]
15,947
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(30)
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p
Are there any plans to support audio or image sources in fast embed?
[ "blog", "blog/fast-embed-models" ]
15,948
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(31)
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p
Nirant Kasliwal:
[ "blog", "blog/fast-embed-models" ]
15,949
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(31)
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p
If there is a request for that we do have a plan to support multimodal embedding.
[ "blog", "blog/fast-embed-models" ]
15,950
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(31)
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p
We would love to do that.
[ "blog", "blog/fast-embed-models" ]
15,951
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(31)
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p
If there’s specific model within those, let’s say you want Clip or Seglip or a specific audio model, please mention that either on that discord or our GitHub so that we can plan accordingly.
[ "blog", "blog/fast-embed-models" ]
15,952
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(31)
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p
So yeah, that’s the idea.
[ "blog", "blog/fast-embed-models" ]
15,953
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(31)
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p
We need specific suggestions so that we keep adding it.
[ "blog", "blog/fast-embed-models" ]
15,954
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(31)
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p
We don’t want to have too many models because then that creates confusion for our end users and that is why we take opinated stance and that is actually a good segue.
[ "blog", "blog/fast-embed-models" ]
15,955
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(31)
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p
Why do we prioritize that?
[ "blog", "blog/fast-embed-models" ]
15,956
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(31)
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p
We want this package to be easy to use so we’re always going to try and make the best default choice for you.
[ "blog", "blog/fast-embed-models" ]
15,957
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(31)
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p
So this is a very Linux way of saying that we do one thing and we try to do that one thing really well.
[ "blog", "blog/fast-embed-models" ]
15,958
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(32)
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p
Nirant Kasliwal:
[ "blog", "blog/fast-embed-models" ]
15,959
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(32)
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p
And here, let’s say for instance, if you were to look at Qdrant client it’s just passing everything as you would.
[ "blog", "blog/fast-embed-models" ]
15,960
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(32)
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p
So docs is a list of strings, metadata is a list of dictionaries and IDs again is a list of IDs valid IDs as per the Qdrant Client spec.
[ "blog", "blog/fast-embed-models" ]
15,961
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(32)
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p
And the search is also very straightforward.
[ "blog", "blog/fast-embed-models" ]
15,962
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(32)
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p
The entire search query is basically just two params.
[ "blog", "blog/fast-embed-models" ]
15,963
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(32)
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p
You could even see a very familiar integration which is let’s say langchain.
[ "blog", "blog/fast-embed-models" ]
15,964
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(32)
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p
I think most people here would have looked at this in some shape or form earlier.
[ "blog", "blog/fast-embed-models" ]
15,965
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(32)
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p
This is also very familiar and very straightforward.
[ "blog", "blog/fast-embed-models" ]
15,966
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(32)
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p
And under the hood what are we doing is just this one line.
[ "blog", "blog/fast-embed-models" ]
15,967
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(33)
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p
Nirant Kasliwal:
[ "blog", "blog/fast-embed-models" ]
15,968
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(33)
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p
We have a dot embed which is a generator and we call a list on that so that we actually get a list of embeddings.
[ "blog", "blog/fast-embed-models" ]
15,969
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(33)
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p
You will notice that we have a passage and query keys here which means that our retrieval model which we have used as default here, takes these into account that if there is a passage and a query they need to be mapped together and a question and answer context is captured in the model training itself.
[ "blog", "blog/fast-embed-models" ]
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[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(33)
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p
The other caveat is that we pass on the token limits or context windows from the embedding model creators themselves.
[ "blog", "blog/fast-embed-models" ]
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