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"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
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] |
/blog/binary-quantization/
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[
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[
"Binary Quantization - Andrey Vasnetsov | Vector Space Talks - Qdrant",
"Transcript:"
] |
/blog/binary-quantization/
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p
|
Well, you mentioned that OpenAI’s model is one that obviously works well with binary quantization, but there are models that don’t work well with it, which models have not been very good.
|
[
"blog",
"blog/binary-quantization"
] | 17,501 |
[
"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(38)
|
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p
|
Andrey Vasnetsov:
|
[
"blog",
"blog/binary-quantization"
] | 17,502 |
[
"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(38)
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p
|
So right now we are in the process of experimenting with different models.
|
[
"blog",
"blog/binary-quantization"
] | 17,503 |
[
"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(38)
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p
|
We tried most popular open source models, and unfortunately they are not as good compatible with binary quantization as OpenAI.
|
[
"blog",
"blog/binary-quantization"
] | 17,504 |
[
"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(38)
|
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p
|
We also tried different closed source models, for example Cohere AI, which is on the same level of compatibility with binary quantization as OpenAI, but they actually have much larger dimensionality.
|
[
"blog",
"blog/binary-quantization"
] | 17,505 |
[
"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(38)
|
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p
|
So instead of 1500 they have 4000.
|
[
"blog",
"blog/binary-quantization"
] | 17,506 |
[
"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(38)
|
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] |
p
|
And it’s not yet clear if only dimensionality makes this model compatible.
|
[
"blog",
"blog/binary-quantization"
] | 17,507 |
[
"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(38)
|
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p
|
Or there is something else in training process, but there are open source models which are getting close to OpenAI 1000 dimensions, but they are not nearly as good as Openi in terms of this compression compatibility.
|
[
"blog",
"blog/binary-quantization"
] | 17,508 |
[
"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(39)
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p
|
Demetrios:
|
[
"blog",
"blog/binary-quantization"
] | 17,509 |
[
"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(39)
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p
|
So let that be something that hopefully the community can help us figure out.
|
[
"blog",
"blog/binary-quantization"
] | 17,510 |
[
"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(39)
|
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p
|
Why is it that this works incredibly well with these closed source models, but not with the open source models?
|
[
"blog",
"blog/binary-quantization"
] | 17,511 |
[
"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(39)
|
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p
|
Maybe there is something that we’re missing there.
|
[
"blog",
"blog/binary-quantization"
] | 17,512 |
[
"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(40)
|
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p
|
Andrey Vasnetsov:
|
[
"blog",
"blog/binary-quantization"
] | 17,513 |
[
"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(40)
|
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p
|
Not all closed source models are compatible as well, so some of them work similar as open source, but a few works well.
|
[
"blog",
"blog/binary-quantization"
] | 17,514 |
[
"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(41)
|
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Demetrios:
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[
"blog",
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[
"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(41)
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Interesting.
|
[
"blog",
"blog/binary-quantization"
] | 17,516 |
[
"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(41)
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p
|
Okay, so is there a plan to implement other quantization methods, like four bit quantization or even compressing two floats into one bit?
|
[
"blog",
"blog/binary-quantization"
] | 17,517 |
[
"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(42)
|
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p
|
Andrey Vasnetsov:
|
[
"blog",
"blog/binary-quantization"
] | 17,518 |
[
"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(42)
|
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p
|
Right, so our choice of quantization is mostly defined by available CPU instructions we can apply to perform those computations.
|
[
"blog",
"blog/binary-quantization"
] | 17,519 |
[
"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(42)
|
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p
|
In case of binary quantization, it’s straightforward and very simple.
|
[
"blog",
"blog/binary-quantization"
] | 17,520 |
[
"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(42)
|
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p
|
That’s why we like binary quantization so much.
|
[
"blog",
"blog/binary-quantization"
] | 17,521 |
[
"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(42)
|
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p
|
In case of, for example, four bit quantization, it is not as clear which operation we should use.
|
[
"blog",
"blog/binary-quantization"
] | 17,522 |
[
"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(42)
|
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] |
p
|
It’s not yet clear.
|
[
"blog",
"blog/binary-quantization"
] | 17,523 |
[
"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(42)
|
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p
|
Would it be efficient to convert into four bits and then apply multiplication of four bits?
|
[
"blog",
"blog/binary-quantization"
] | 17,524 |
[
"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(42)
|
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p
|
So this would require additional investigation, and I cannot say that we have immediate plans to do so because still the binary quincellation field is not yet explored on 100% and we think it’s a lot more potential with this than currently unlocked.
|
[
"blog",
"blog/binary-quantization"
] | 17,525 |
[
"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(43)
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p
|
Demetrios:
|
[
"blog",
"blog/binary-quantization"
] | 17,526 |
[
"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(43)
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p
|
Yeah, there’s some low hanging fruits still on the binary quantization field, so tackle those first and then move your way over to four bit and all that fun stuff.
|
[
"blog",
"blog/binary-quantization"
] | 17,527 |
[
"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(43)
|
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p
|
Last question that I’ve got for you is can we remove original vectors and only keep quantized ones in order to save disk space?
|
[
"blog",
"blog/binary-quantization"
] | 17,528 |
[
"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(44)
|
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p
|
Andrey Vasnetsov:
|
[
"blog",
"blog/binary-quantization"
] | 17,529 |
[
"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(44)
|
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p
|
Right?
|
[
"blog",
"blog/binary-quantization"
] | 17,530 |
[
"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(44)
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p
|
So unfortunately Qdrant architecture is not designed and not expecting this type of behavior for several reasons.
|
[
"blog",
"blog/binary-quantization"
] | 17,531 |
[
"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(44)
|
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p
|
First of all, removing of the original vectors will compromise some features like oversampling, like segment building.
|
[
"blog",
"blog/binary-quantization"
] | 17,532 |
[
"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(44)
|
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p
|
And actually removing of those original vectors will only be compatible with some types of quantization for example, it won’t be compatible with scalar quantization because in this case we won’t be able to rebuild index to do maintenance of the system.
|
[
"blog",
"blog/binary-quantization"
] | 17,533 |
[
"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(44)
|
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p
|
And in order to maintain, how would you say, consistency of the API, consistency of the engine, we decided to enforce always enforced storing of the original vectors.
|
[
"blog",
"blog/binary-quantization"
] | 17,534 |
[
"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(44)
|
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p
|
But the good news is that you can always keep original vectors on just disk storage.
|
[
"blog",
"blog/binary-quantization"
] | 17,535 |
[
"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(44)
|
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p
|
It’s very cheap.
|
[
"blog",
"blog/binary-quantization"
] | 17,536 |
[
"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(44)
|
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p
|
Usually it’s ten times or even more times cheaper than RAM, and it already gives you great advantage in terms of price.
|
[
"blog",
"blog/binary-quantization"
] | 17,537 |
[
"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(44)
|
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p
|
That’s answer excellent.
|
[
"blog",
"blog/binary-quantization"
] | 17,538 |
[
"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(45)
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p
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Demetrios:
|
[
"blog",
"blog/binary-quantization"
] | 17,539 |
[
"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(45)
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p
|
Well man, I think that’s about it from this end, and it feels like it’s a perfect spot to end it.
|
[
"blog",
"blog/binary-quantization"
] | 17,540 |
[
"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(45)
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p
|
As I mentioned before, if anyone wants to come and present at our vector space talks, we’re going to be doing these, hopefully biweekly, maybe weekly, if we can find enough people.
|
[
"blog",
"blog/binary-quantization"
] | 17,541 |
[
"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(45)
|
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p
|
And so this is an open invitation for you, and if you come present, I promise I will send you some swag.
|
[
"blog",
"blog/binary-quantization"
] | 17,542 |
[
"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(45)
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p
|
That is my promise to you.
|
[
"blog",
"blog/binary-quantization"
] | 17,543 |
[
"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(45)
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p
|
And if you’re listening after the fact and you have any questions, come into discord on the Qdrant.
|
[
"blog",
"blog/binary-quantization"
] | 17,544 |
[
"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(45)
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Discord.
|
[
"blog",
"blog/binary-quantization"
] | 17,545 |
[
"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(45)
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p
|
And ask myself or Andrey any of the questions that you may have as you’re listening to this talk about binary quantization.
|
[
"blog",
"blog/binary-quantization"
] | 17,546 |
[
"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(45)
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p
|
We will catch you all later.
|
[
"blog",
"blog/binary-quantization"
] | 17,547 |
[
"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(46)
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p
|
Demetrios:
|
[
"blog",
"blog/binary-quantization"
] | 17,548 |
[
"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(46)
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p
|
See ya, have a great day.
|
[
"blog",
"blog/binary-quantization"
] | 17,549 |
[
"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(46)
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p
|
Take care.
|
[
"blog",
"blog/binary-quantization"
] | 17,550 |
[
"Integrations - Qdrant"
] |
/tags/integrations/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(1)
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p
|
Building powerful applications with Qdrant starts with loading vector representations into the system.
|
[
"tags",
"tags/integrations"
] | 17,551 |
[
"Integrations - Qdrant"
] |
/tags/integrations/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(1)
|
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p
|
Traditionally, this involves scraping or extracting data from sources, performing operations such as cleaning, chunking, and generating embeddings, and finally loading it into Qdrant.
|
[
"tags",
"tags/integrations"
] | 17,552 |
[
"Integrations - Qdrant"
] |
/tags/integrations/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(1)
|
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p
|
While this process can be complex, Unstructured.io includes Qdrant as an ingestion destination.
|
[
"tags",
"tags/integrations"
] | 17,553 |
[
"Integrations - Qdrant"
] |
/tags/integrations/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(2)
|
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p
|
In this blog post, we’ll demonstrate how to load data into Qdrant from the channels of a Discord server.
|
[
"tags",
"tags/integrations"
] | 17,554 |
[
"Integrations - Qdrant"
] |
/tags/integrations/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(2)
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] |
p
|
You can use a similar process for the 20+ vetted data sources supported by Unstructured.
|
[
"tags",
"tags/integrations"
] | 17,555 |
[
"Integrations - Qdrant"
] |
/tags/integrations/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > h3:nth-of-type(1)
|
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h3
|
Prerequisites
|
[
"tags",
"tags/integrations"
] | 17,556 |
[
"Integrations - Qdrant",
"Prerequisites"
] |
/tags/integrations/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > ul > li:nth-of-type(1)
|
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li
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A running Qdrant instance.
|
[
"tags",
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] | 17,557 |
[
"Integrations - Qdrant",
"Prerequisites"
] |
/tags/integrations/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > ul > li:nth-of-type(1)
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li
|
Refer to our Quickstart guide to set up an instance.
|
[
"tags",
"tags/integrations"
] | 17,558 |
[
"Integrations - Qdrant",
"Prerequisites"
] |
/tags/integrations/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > ul > li:nth-of-type(2)
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li
|
A Discord bot token.
|
[
"tags",
"tags/integrations"
] | 17,559 |
[
"Integrations - Qdrant",
"Prerequisites"
] |
/tags/integrations/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > ul > li:nth-of-type(2)
|
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li
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Generate one here after adding the bot to your server.
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[
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[
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/tags/integrations/
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html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > ul > li:nth-of-type(3)
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[
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html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > ul > li:nth-of-type(3)
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li
|
For more information, see the Discord Getting Started guide.
|
[
"tags",
"tags/integrations"
] | 17,562 |
[
"Integrations - Qdrant",
"Prerequisites"
] |
/tags/integrations/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > ul > li:nth-of-type(3)
|
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0.06441367417573929,
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] |
li
|
Install it with the following command:
|
[
"tags",
"tags/integrations"
] | 17,563 |
[
"Integrations - Qdrant",
"Prerequisites"
] |
/tags/integrations/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(3)
|
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] |
p
|
Once you have the prerequisites in place, let’s begin the data ingestion.
|
[
"tags",
"tags/integrations"
] | 17,564 |
[
"Integrations - Qdrant"
] |
/tags/integrations/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > h3:nth-of-type(2)
|
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h3
|
Retrieving Data from Discord
|
[
"tags",
"tags/integrations"
] | 17,565 |
[
"Integrations - Qdrant",
"Retrieving Data from Discord"
] |
/tags/integrations/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(4)
|
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p
|
To generate structured data from Discord using the Unstructured CLI, run the following command with the channel IDs:
|
[
"tags",
"tags/integrations"
] | 17,566 |
[
"Integrations - Qdrant",
"Retrieving Data from Discord"
] |
/tags/integrations/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(5)
|
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] |
p
|
This command downloads and structures the data in the "discord-output" directory.
|
[
"tags",
"tags/integrations"
] | 17,567 |
[
"Integrations - Qdrant",
"Retrieving Data from Discord"
] |
/tags/integrations/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(6)
|
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p
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For a complete list of options supported by this source, run:
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[
"tags",
"tags/integrations"
] | 17,568 |
[
"Integrations - Qdrant"
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/tags/integrations/
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html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > h3:nth-of-type(3)
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h3
|
Ingesting into Qdrant
|
[
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[
"Integrations - Qdrant",
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/tags/integrations/
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html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(7)
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p
|
Before loading the data, set up a collection with the information you need for the following REST call.
|
[
"tags",
"tags/integrations"
] | 17,570 |
[
"Integrations - Qdrant",
"Ingesting into Qdrant"
] |
/tags/integrations/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(7)
|
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] |
p
|
In this example we use a local Huggingface model generating 384-dimensional embeddings.
|
[
"tags",
"tags/integrations"
] | 17,571 |
[
"Integrations - Qdrant",
"Ingesting into Qdrant"
] |
/tags/integrations/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(7)
|
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p
|
You can create a Qdrant API key and set names for your Qdrant collections.
|
[
"tags",
"tags/integrations"
] | 17,572 |
[
"Integrations - Qdrant",
"Ingesting into Qdrant"
] |
/tags/integrations/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(8)
|
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p
|
We set up the collection with the following command:
|
[
"tags",
"tags/integrations"
] | 17,573 |
[
"Integrations - Qdrant",
"Ingesting into Qdrant"
] |
/tags/integrations/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(9)
|
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p
|
You should receive a response similar to:
|
[
"tags",
"tags/integrations"
] | 17,574 |
[
"Integrations - Qdrant",
"Ingesting into Qdrant"
] |
/tags/integrations/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(10)
|
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] |
p
|
To ingest the Discord data into Qdrant, run:
|
[
"tags",
"tags/integrations"
] | 17,575 |
[
"Integrations - Qdrant",
"Ingesting into Qdrant"
] |
/tags/integrations/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(11)
|
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] |
p
|
This command loads structured Discord data into Qdrant with sensible defaults.
|
[
"tags",
"tags/integrations"
] | 17,576 |
[
"Integrations - Qdrant",
"Ingesting into Qdrant"
] |
/tags/integrations/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(11)
|
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] |
p
|
You can configure the data fields for which embeddings are generated in the command options.
|
[
"tags",
"tags/integrations"
] | 17,577 |
[
"Integrations - Qdrant",
"Ingesting into Qdrant"
] |
/tags/integrations/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(11)
|
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p
|
Qdrant ingestion also supports partitioning and chunking of your data, configurable directly from the CLI.
|
[
"tags",
"tags/integrations"
] | 17,578 |
[
"Integrations - Qdrant",
"Ingesting into Qdrant"
] |
/tags/integrations/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(11)
|
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p
|
Learn more about it in the Unstructured documentation.
|
[
"tags",
"tags/integrations"
] | 17,579 |
[
"Integrations - Qdrant",
"Ingesting into Qdrant"
] |
/tags/integrations/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(12)
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p
|
To list all the supported options of the Qdrant ingestion destination, run:
|
[
"tags",
"tags/integrations"
] | 17,580 |
[
"Integrations - Qdrant",
"Ingesting into Qdrant"
] |
/tags/integrations/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(13)
|
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p
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Unstructured can also be used programmatically or via the hosted API.
|
[
"tags",
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] | 17,581 |
[
"Integrations - Qdrant",
"Ingesting into Qdrant"
] |
/tags/integrations/
|
html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(13)
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p
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Refer to the Unstructured Reference Manual.
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[
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[
"Integrations - Qdrant",
"Ingesting into Qdrant"
] |
/tags/integrations/
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html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(14)
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p
|
For more information about the Qdrant ingest destination, review how Unstructured.io configures their Qdrant interface.
|
[
"tags",
"tags/integrations"
] | 17,583 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant"
] |
/blog/qdrant-unstructured/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(1) > h1
|
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h1
|
Loading Unstructured.io Data into Qdrant from the Terminal
|
[
"blog",
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] | 17,584 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Loading Unstructured.io Data into Qdrant from the Terminal"
] |
/blog/qdrant-unstructured/
|
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
|
Building powerful applications with Qdrant starts with loading vector representations into the system.
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,585 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Loading Unstructured.io Data into Qdrant from the Terminal"
] |
/blog/qdrant-unstructured/
|
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
|
Traditionally, this involves scraping or extracting data from sources, performing operations such as cleaning, chunking, and generating embeddings, and finally loading it into Qdrant.
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,586 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Loading Unstructured.io Data into Qdrant from the Terminal"
] |
/blog/qdrant-unstructured/
|
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
|
While this process can be complex, Unstructured.io includes Qdrant as an ingestion destination.
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,587 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Loading Unstructured.io Data into Qdrant from the Terminal"
] |
/blog/qdrant-unstructured/
|
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
|
In this blog post, we’ll demonstrate how to load data into Qdrant from the channels of a Discord server.
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,588 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Loading Unstructured.io Data into Qdrant from the Terminal"
] |
/blog/qdrant-unstructured/
|
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
|
You can use a similar process for the 20+ vetted data sources supported by Unstructured.
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,589 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant"
] |
/blog/qdrant-unstructured/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > h3:nth-of-type(1)
|
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] |
h3
|
Prerequisites
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,590 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Prerequisites"
] |
/blog/qdrant-unstructured/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul > li:nth-of-type(1)
|
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li
|
A running Qdrant instance.
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,591 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Prerequisites"
] |
/blog/qdrant-unstructured/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul > li:nth-of-type(1)
|
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li
|
Refer to our Quickstart guide to set up an instance.
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,592 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Prerequisites"
] |
/blog/qdrant-unstructured/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul > li:nth-of-type(2)
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li
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A Discord bot token.
|
[
"blog",
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[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Prerequisites"
] |
/blog/qdrant-unstructured/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul > li:nth-of-type(2)
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li
|
Generate one here after adding the bot to your server.
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,594 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Prerequisites"
] |
/blog/qdrant-unstructured/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul > li:nth-of-type(3)
|
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li
|
Unstructured CLI with the required extras.
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,595 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Prerequisites"
] |
/blog/qdrant-unstructured/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul > li:nth-of-type(3)
|
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li
|
For more information, see the Discord Getting Started guide.
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,596 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Prerequisites"
] |
/blog/qdrant-unstructured/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > ul > li:nth-of-type(3)
|
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li
|
Install it with the following command:
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,597 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant",
"Prerequisites"
] |
/blog/qdrant-unstructured/
|
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
|
Once you have the prerequisites in place, let’s begin the data ingestion.
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,598 |
[
"Loading Unstructured.io Data into Qdrant from the Terminal - Qdrant"
] |
/blog/qdrant-unstructured/
|
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > h3:nth-of-type(2)
|
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] |
h3
|
Retrieving Data from Discord
|
[
"blog",
"blog/qdrant-unstructured"
] | 17,599 |
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