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[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(55)
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p
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I told you I was sad.
|
[
"blog",
"blog/human-language-ai-models"
] | 17,300 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(56)
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p
|
Filip Makraduli:
|
[
"blog",
"blog/human-language-ai-models"
] | 17,301 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(56)
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p
|
Yeah.
|
[
"blog",
"blog/human-language-ai-models"
] | 17,302 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(56)
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p
|
You’re predicting not just the songs, but the mood also.
|
[
"blog",
"blog/human-language-ai-models"
] | 17,303 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(57)
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p
|
Demetrios:
|
[
"blog",
"blog/human-language-ai-models"
] | 17,304 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(57)
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p
|
Yeah, totally.
|
[
"blog",
"blog/human-language-ai-models"
] | 17,305 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(58)
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p
|
Filip Makraduli:
|
[
"blog",
"blog/human-language-ai-models"
] | 17,306 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(58)
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You don’t have to type anything, just open the website and you get everything.
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[
"blog",
"blog/human-language-ai-models"
] | 17,307 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(59)
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Demetrios:
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[
"blog",
"blog/human-language-ai-models"
] | 17,308 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(59)
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p
|
Exactly.
|
[
"blog",
"blog/human-language-ai-models"
] | 17,309 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(59)
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p
|
Yeah.
|
[
"blog",
"blog/human-language-ai-models"
] | 17,310 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(59)
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p
|
Give me a few predictions just right off the bat and then maybe later we can figure it out.
|
[
"blog",
"blog/human-language-ai-models"
] | 17,311 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(59)
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p
|
The other thing that I was thinking, could be a nice add on.
|
[
"blog",
"blog/human-language-ai-models"
] | 17,312 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(59)
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p
|
I mean, the infinite feature request, I don’t think you realized you were going to get so many feature requests from me, but let it be known that if you come on here and I like your app, you’ll probably get some feature requests from me.
|
[
"blog",
"blog/human-language-ai-models"
] | 17,313 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(59)
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p
|
So I was thinking about how it would be great if I could just talk to it instead of typing it in, right?
|
[
"blog",
"blog/human-language-ai-models"
] | 17,314 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(59)
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p
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And I could just explain my mood or explain my feeling and even top that off with a few melodies that are going on in my head, or a few singers or songwriters or songs that I really want, something like this, but not this song, and then also add that kind of thing, do the.
|
[
"blog",
"blog/human-language-ai-models"
] | 17,315 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(60)
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p
|
Filip Makraduli:
|
[
"blog",
"blog/human-language-ai-models"
] | 17,316 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(60)
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p
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Humming sound a bit and you play your melody and then you get.
|
[
"blog",
"blog/human-language-ai-models"
] | 17,317 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(61)
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p
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Demetrios:
|
[
"blog",
"blog/human-language-ai-models"
] | 17,318 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(61)
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p
|
Except I hum out of tune, so I don’t think that would work very well.
|
[
"blog",
"blog/human-language-ai-models"
] | 17,319 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(61)
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p
|
I get a lot of random songs, that’s for sure.
|
[
"blog",
"blog/human-language-ai-models"
] | 17,320 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(61)
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p
|
It would probably be just about as accurate as your recommendation engine is right now. Yeah.
|
[
"blog",
"blog/human-language-ai-models"
] | 17,321 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(61)
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p
|
Well, this is awesome, man.
|
[
"blog",
"blog/human-language-ai-models"
] | 17,322 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(61)
|
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p
|
I really appreciate you coming on here.
|
[
"blog",
"blog/human-language-ai-models"
] | 17,323 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(61)
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p
|
I’m just going to make sure that there’s no other questions that came through the chat.
|
[
"blog",
"blog/human-language-ai-models"
] | 17,324 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(61)
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p
|
No, looks like we’re good.
|
[
"blog",
"blog/human-language-ai-models"
] | 17,325 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(62)
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p
|
Demetrios:
|
[
"blog",
"blog/human-language-ai-models"
] | 17,326 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(62)
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p
|
And for everyone out there that is listening, if you want to come on and talk about anything cool that you have built with Qdrant, or how you’re using Qdrant, or different ways that you would like Qdrant to be better, or things that you enjoy, whatever it may be, we’d love to have you on here.
|
[
"blog",
"blog/human-language-ai-models"
] | 17,327 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(62)
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p
|
And I think that is it.
|
[
"blog",
"blog/human-language-ai-models"
] | 17,328 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(62)
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p
|
We’re going to call it a day for the vector space talks, number two.
|
[
"blog",
"blog/human-language-ai-models"
] | 17,329 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(62)
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p
|
We’ll see you all later.
|
[
"blog",
"blog/human-language-ai-models"
] | 17,330 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(62)
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p
|
Philip, thanks so much for coming on.
|
[
"blog",
"blog/human-language-ai-models"
] | 17,331 |
[
"When music just doesn't match our vibe, can AI help? - Filip Makraduli | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/human-language-ai-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(62)
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p
|
It’s.
|
[
"blog",
"blog/human-language-ai-models"
] | 17,332 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(1) > h1
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h1
|
Binary Quantization - Andrey Vasnetsov | Vector Space Talks
|
[
"blog",
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] | 17,333 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > blockquote:nth-of-type(1) > p
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p
|
“Everything changed when we actually tried binary quantization with OpenAI model.”–
|
[
"blog",
"blog/binary-quantization"
] | 17,334 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > blockquote:nth-of-type(1) > p
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p
|
Andrey Vasnetsov
|
[
"blog",
"blog/binary-quantization"
] | 17,335 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(1)
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p
|
Ever wonder why we need quantization for vector indexes?
|
[
"blog",
"blog/binary-quantization"
] | 17,336 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(1)
|
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p
|
Andrey Vasnetsov explains the complexities and challenges of searching through proximity graphs.
|
[
"blog",
"blog/binary-quantization"
] | 17,337 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(1)
|
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p
|
Binary quantization reduces storage size and boosts speed by 30x, but not all models are compatible.
|
[
"blog",
"blog/binary-quantization"
] | 17,338 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(2)
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p
|
Andrey worked as a Machine Learning Engineer most of his career.
|
[
"blog",
"blog/binary-quantization"
] | 17,339 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(2)
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p
|
He prefers practical over theoretical, working demo over arXiv paper.
|
[
"blog",
"blog/binary-quantization"
] | 17,340 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(2)
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p
|
He is currently working as the CTO at Qdrant a Vector Similarity Search Engine, which can be used for semantic search, similarity matching of text, images or even videos, and also recommendations.
|
[
"blog",
"blog/binary-quantization"
] | 17,341 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(3)
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p
|
Listen to the episode on Spotify, Apple Podcast, Podcast addicts, Castbox.
|
[
"blog",
"blog/binary-quantization"
] | 17,342 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(3)
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p
|
You can also watch this episode on YouTube.
|
[
"blog",
"blog/binary-quantization"
] | 17,343 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > h2:nth-of-type(1)
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h2
|
Top Takeaways:
|
[
"blog",
"blog/binary-quantization"
] | 17,344 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Top Takeaways:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(4)
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p
|
Discover how oversampling optimizes precision in real-time, enhancing the accuracy without altering stored data structures in our very first episode of the Vector Space Talks by Qdrant, with none other than the CTO of Qdrant, Andrey Vasnetsov.
|
[
"blog",
"blog/binary-quantization"
] | 17,345 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Top Takeaways:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(5)
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] |
p
|
In this episode, Andrey shares invaluable insights into the world of binary quantization and its profound impact on Vector Space technology.
|
[
"blog",
"blog/binary-quantization"
] | 17,346 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Top Takeaways:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(6)
|
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p
|
5 Keys to Learning from the Episode:
|
[
"blog",
"blog/binary-quantization"
] | 17,347 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Top Takeaways:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ol > li:nth-of-type(1)
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li
|
The necessity of quantization and the complex challenges it helps to overcome.
|
[
"blog",
"blog/binary-quantization"
] | 17,348 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Top Takeaways:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ol > li:nth-of-type(2)
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li
|
The transformative effects of binary quantization on processing speed and storage size reduction.
|
[
"blog",
"blog/binary-quantization"
] | 17,349 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Top Takeaways:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ol > li:nth-of-type(3)
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li
|
A detailed exploration of oversampling and its real-time precision control in query search.
|
[
"blog",
"blog/binary-quantization"
] | 17,350 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Top Takeaways:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ol > li:nth-of-type(4)
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li
|
Understanding the simplicity and effectiveness of binary quantization, especially when compared to more intricate quantization methods.
|
[
"blog",
"blog/binary-quantization"
] | 17,351 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Top Takeaways:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ol > li:nth-of-type(5)
|
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li
|
The ongoing research and potential impact of binary quantization on future models.
|
[
"blog",
"blog/binary-quantization"
] | 17,352 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Top Takeaways:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > blockquote:nth-of-type(2) > p
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p
|
Fun Fact: Binary quantization can deliver processing speeds over 30 times faster than traditional quantization methods, which is a revolutionary advancement in Vector Space technology.
|
[
"blog",
"blog/binary-quantization"
] | 17,353 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > h2:nth-of-type(2)
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h2
|
Show Notes:
|
[
"blog",
"blog/binary-quantization"
] | 17,354 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Show Notes:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(7)
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p
|
00:00 Overview of HNSW vector index.03:57 Efficient storage needed for large vector sizes.07:49 Oversampling controls precision in real-time search.12:21 Comparison of vectors using dot production.15:20 Experimenting with models, OpenAI has compatibility.18:29 Qdrant architecture doesn’t support removing original vectors.
|
[
"blog",
"blog/binary-quantization"
] | 17,355 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > h2:nth-of-type(3)
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h2
|
More Quotes from Andrey:
|
[
"blog",
"blog/binary-quantization"
] | 17,356 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"More Quotes from Andrey:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(8)
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p
|
“Inside Qdrant we use HNSW vector Index, which is essentially a proximity graph.
|
[
"blog",
"blog/binary-quantization"
] | 17,357 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"More Quotes from Andrey:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(8)
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p
|
You can imagine it as a number of vertices where each vertex is representing one vector and links between those vertices representing nearest neighbors.”–
|
[
"blog",
"blog/binary-quantization"
] | 17,358 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"More Quotes from Andrey:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(8)
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p
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Andrey Vasnetsov
|
[
"blog",
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] | 17,359 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"More Quotes from Andrey:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(9)
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p
|
“The main idea is that we convert the float point elements of the vector into binary representation.
|
[
"blog",
"blog/binary-quantization"
] | 17,360 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"More Quotes from Andrey:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(9)
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p
|
So, it’s either zero or one, depending if the original element is positive or negative.”–
|
[
"blog",
"blog/binary-quantization"
] | 17,361 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"More Quotes from Andrey:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(9)
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p
|
Andrey Vasnetsov
|
[
"blog",
"blog/binary-quantization"
] | 17,362 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"More Quotes from Andrey:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(10)
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p
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“We tried most popular open source models, and unfortunately they are not as good compatible with binary quantization as OpenAI.”–
|
[
"blog",
"blog/binary-quantization"
] | 17,363 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"More Quotes from Andrey:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(10)
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p
|
Andrey Vasnetsov
|
[
"blog",
"blog/binary-quantization"
] | 17,364 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > h2:nth-of-type(4)
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h2
|
Transcript:
|
[
"blog",
"blog/binary-quantization"
] | 17,365 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(11)
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p
|
Demetrios:
|
[
"blog",
"blog/binary-quantization"
] | 17,366 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(11)
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p
|
Okay, welcome everyone.
|
[
"blog",
"blog/binary-quantization"
] | 17,367 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(11)
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p
|
This is the first and inaugural vector space talks, and who better to kick it off than the CTO of Qdrant himself?
|
[
"blog",
"blog/binary-quantization"
] | 17,368 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(11)
|
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p
|
Andrey V. Happy to introduce you and hear all about this binary quantization that you’re going to be talking about.
|
[
"blog",
"blog/binary-quantization"
] | 17,369 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(11)
|
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p
|
I’ve got some questions for you, and I know there are some questions that came through in the chat.
|
[
"blog",
"blog/binary-quantization"
] | 17,370 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(11)
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p
|
And the funny thing about this is that we recorded it live on Discord yesterday.
|
[
"blog",
"blog/binary-quantization"
] | 17,371 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(11)
|
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p
|
But the thing about Discord is you cannot trust the recordings on there.
|
[
"blog",
"blog/binary-quantization"
] | 17,372 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(11)
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p
|
And so we only got the audio and we wanted to make this more visual for those of you that are watching on YouTube.
|
[
"blog",
"blog/binary-quantization"
] | 17,373 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(11)
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p
|
Hence here we are recording it again.
|
[
"blog",
"blog/binary-quantization"
] | 17,374 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(12)
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p
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Demetrios:
|
[
"blog",
"blog/binary-quantization"
] | 17,375 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(12)
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p
|
And so I’ll lead us through some questions for you, Andrey.
|
[
"blog",
"blog/binary-quantization"
] | 17,376 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(12)
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p
|
And I have one thing that I ask everyone who is listening to this, and that is if you want to give a talk and you want to showcase either how you’re using Qdrant, how you’ve built a rag, how you have different features or challenges that you’ve overcome with your AI, landscape or ecosystem or stack that you’ve set up, please reach out to myself and I will get you on here and we can showcase what you’ve done and you can give a talk for the vector space talk.
|
[
"blog",
"blog/binary-quantization"
] | 17,377 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(12)
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p
|
So without further ado, let’s jump into this, Andrey, we’re talking about binary quantization, but let’s maybe start a step back.
|
[
"blog",
"blog/binary-quantization"
] | 17,378 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(12)
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p
|
Why do we need any quantization at all?
|
[
"blog",
"blog/binary-quantization"
] | 17,379 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(12)
|
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p
|
Why not just use original vectors?
|
[
"blog",
"blog/binary-quantization"
] | 17,380 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(13)
|
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p
|
Andrey Vasnetsov:
|
[
"blog",
"blog/binary-quantization"
] | 17,381 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(13)
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p
|
Yep.
|
[
"blog",
"blog/binary-quantization"
] | 17,382 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(13)
|
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p
|
Hello, everyone.
|
[
"blog",
"blog/binary-quantization"
] | 17,383 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(13)
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p
|
Hello Demetrios.
|
[
"blog",
"blog/binary-quantization"
] | 17,384 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(13)
|
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p
|
And it’s a good question, and I think in order to answer it, I need to first give a short overview of what is vector index, how it works and what challenges it possess.
|
[
"blog",
"blog/binary-quantization"
] | 17,385 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(13)
|
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p
|
So, inside Qdrant we use so called HNSW vector Index, which is essentially a proximity graph.
|
[
"blog",
"blog/binary-quantization"
] | 17,386 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(13)
|
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p
|
You can imagine it as a number of vertices where each vertex is representing one vector and links between those vertices representing nearest neighbors.
|
[
"blog",
"blog/binary-quantization"
] | 17,387 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(13)
|
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p
|
So in order to search through this graph, what you actually need to do is do a greedy deep depth first search, and you can tune the precision of your search with the beam size of the greedy search process.
|
[
"blog",
"blog/binary-quantization"
] | 17,388 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(13)
|
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p
|
But this structure of the index actually has its own challenges and first of all, its index building complexity.
|
[
"blog",
"blog/binary-quantization"
] | 17,389 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(14)
|
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p
|
Andrey Vasnetsov:
|
[
"blog",
"blog/binary-quantization"
] | 17,390 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(14)
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p
|
Inserting one vector into the index is as complicated as searching for one vector in the graph.
|
[
"blog",
"blog/binary-quantization"
] | 17,391 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(14)
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p
|
And the graph structure overall have also its own limitations.
|
[
"blog",
"blog/binary-quantization"
] | 17,392 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(14)
|
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p
|
It requires a lot of random reads where you can go in any direction.
|
[
"blog",
"blog/binary-quantization"
] | 17,393 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(14)
|
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p
|
It’s not easy to predict which path the graph will take.
|
[
"blog",
"blog/binary-quantization"
] | 17,394 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(14)
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p
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The search process will take in advance.
|
[
"blog",
"blog/binary-quantization"
] | 17,395 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(14)
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p
|
So unlike traditional indexes in traditional databases, like binary trees, like inverted indexes, where we can pretty much serialize everything.
|
[
"blog",
"blog/binary-quantization"
] | 17,396 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(14)
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p
|
In HNSW it’s always random reads and it’s actually always sequential reads, because you need to go from one vertex to another in a sequential manner.
|
[
"blog",
"blog/binary-quantization"
] | 17,397 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(14)
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] |
p
|
And this actually creates a very strict requirement for underlying storage of vectors.
|
[
"blog",
"blog/binary-quantization"
] | 17,398 |
[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(15)
|
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p
|
Andrey Vasnetsov:
|
[
"blog",
"blog/binary-quantization"
] | 17,399 |
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