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16,372
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
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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.
[ "tags", "tags/quantized-emdedding-models" ]
16,373
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(27)
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p
And that speed comes from being able to be light.
[ "tags", "tags/quantized-emdedding-models" ]
16,374
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(27)
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p
And that is why Fast Embed is very light.
[ "tags", "tags/quantized-emdedding-models" ]
16,375
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(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.
[ "tags", "tags/quantized-emdedding-models" ]
16,376
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(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?
[ "tags", "tags/quantized-emdedding-models" ]
16,377
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(27)
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p
Right?
[ "tags", "tags/quantized-emdedding-models" ]
16,378
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(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?
[ "tags", "tags/quantized-emdedding-models" ]
16,379
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(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.
[ "tags", "tags/quantized-emdedding-models" ]
16,380
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(27)
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p
We don’t sacrifice a lot of performance.
[ "tags", "tags/quantized-emdedding-models" ]
16,381
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(27)
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p
Everyone with me?
[ "tags", "tags/quantized-emdedding-models" ]
16,382
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(27)
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p
I need some audio to you.
[ "tags", "tags/quantized-emdedding-models" ]
16,383
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(28)
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p
Demetrios:
[ "tags", "tags/quantized-emdedding-models" ]
16,384
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(28)
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p
I’m totally with you.
[ "tags", "tags/quantized-emdedding-models" ]
16,385
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(28)
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p
There is a question that came through the chat if this is the moment to ask it.
[ "tags", "tags/quantized-emdedding-models" ]
16,386
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(29)
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p
Nirant Kasliwal:
[ "tags", "tags/quantized-emdedding-models" ]
16,387
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(29)
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p
Yes, please go for it.
[ "tags", "tags/quantized-emdedding-models" ]
16,388
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(30)
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p
Demetrios:
[ "tags", "tags/quantized-emdedding-models" ]
16,389
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(30)
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p
All right it’s from a little bit back like a few slides ago.
[ "tags", "tags/quantized-emdedding-models" ]
16,390
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(30)
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p
So I’m just warning you.
[ "tags", "tags/quantized-emdedding-models" ]
16,391
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(30)
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p
Are there any plans to support audio or image sources in fast embed?
[ "tags", "tags/quantized-emdedding-models" ]
16,392
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(31)
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p
Nirant Kasliwal:
[ "tags", "tags/quantized-emdedding-models" ]
16,393
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(31)
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p
If there is a request for that we do have a plan to support multimodal embedding.
[ "tags", "tags/quantized-emdedding-models" ]
16,394
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(31)
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p
We would love to do that.
[ "tags", "tags/quantized-emdedding-models" ]
16,395
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(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.
[ "tags", "tags/quantized-emdedding-models" ]
16,396
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(31)
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p
So yeah, that’s the idea.
[ "tags", "tags/quantized-emdedding-models" ]
16,397
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(31)
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p
We need specific suggestions so that we keep adding it.
[ "tags", "tags/quantized-emdedding-models" ]
16,398
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(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.
[ "tags", "tags/quantized-emdedding-models" ]
16,399
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(31)
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p
Why do we prioritize that?
[ "tags", "tags/quantized-emdedding-models" ]
16,400
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(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.
[ "tags", "tags/quantized-emdedding-models" ]
16,401
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(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.
[ "tags", "tags/quantized-emdedding-models" ]
16,402
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(32)
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p
Nirant Kasliwal:
[ "tags", "tags/quantized-emdedding-models" ]
16,403
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(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.
[ "tags", "tags/quantized-emdedding-models" ]
16,404
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(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.
[ "tags", "tags/quantized-emdedding-models" ]
16,405
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(32)
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p
And the search is also very straightforward.
[ "tags", "tags/quantized-emdedding-models" ]
16,406
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(32)
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p
The entire search query is basically just two params.
[ "tags", "tags/quantized-emdedding-models" ]
16,407
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(32)
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p
You could even see a very familiar integration which is let’s say langchain.
[ "tags", "tags/quantized-emdedding-models" ]
16,408
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(32)
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p
I think most people here would have looked at this in some shape or form earlier.
[ "tags", "tags/quantized-emdedding-models" ]
16,409
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(32)
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p
This is also very familiar and very straightforward.
[ "tags", "tags/quantized-emdedding-models" ]
16,410
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(32)
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p
And under the hood what are we doing is just this one line.
[ "tags", "tags/quantized-emdedding-models" ]
16,411
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(33)
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p
Nirant Kasliwal:
[ "tags", "tags/quantized-emdedding-models" ]
16,412
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(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.
[ "tags", "tags/quantized-emdedding-models" ]
16,413
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(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.
[ "tags", "tags/quantized-emdedding-models" ]
16,414
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(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.
[ "tags", "tags/quantized-emdedding-models" ]
16,415
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(33)
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p
So in the case of this model, which is BGE base, that is 512 BGE tokens.
[ "tags", "tags/quantized-emdedding-models" ]
16,416
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(34)
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Demetrios:
[ "tags", "tags/quantized-emdedding-models" ]
16,417
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(34)
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p
One thing on this, we had Neil’s from Cohere on last week and he was talking about Cohere’s embed version three, I think, or V three, he was calling it.
[ "tags", "tags/quantized-emdedding-models" ]
16,418
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(34)
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p
How does this play with that?
[ "tags", "tags/quantized-emdedding-models" ]
16,419
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(34)
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p
Does it is it supported or no?
[ "tags", "tags/quantized-emdedding-models" ]
16,420
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(35)
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p
Nirant Kasliwal:
[ "tags", "tags/quantized-emdedding-models" ]
16,421
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(35)
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p
As of now, we only support models which are open source so that we can serve those models directly.
[ "tags", "tags/quantized-emdedding-models" ]
16,422
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(35)
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p
Embed V three is cloud only at the moment, so that is why it is not supported yet.
[ "tags", "tags/quantized-emdedding-models" ]
16,423
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(35)
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p
But that said, we are not opposed to it.
[ "tags", "tags/quantized-emdedding-models" ]
16,424
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(35)
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p
In case there’s a requirement for that, we are happy to support that so that people can use it seamlessly with Qdrant and fast embed does the heavy lifting of passing it to Qdrant, structuring the schema and all of those for you.
[ "tags", "tags/quantized-emdedding-models" ]
16,425
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(35)
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p
So that’s perfectly fair.
[ "tags", "tags/quantized-emdedding-models" ]
16,426
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(35)
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p
As I ask, if we have folks who would love to try coherent embed V three, we’d use that.
[ "tags", "tags/quantized-emdedding-models" ]
16,427
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(35)
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p
Also, I think Nils called out that coherent embed V three is compatible with binary quantization.
[ "tags", "tags/quantized-emdedding-models" ]
16,428
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(35)
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p
And I think that’s the only embedding which officially supports that.
[ "tags", "tags/quantized-emdedding-models" ]
16,429
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(36)
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p
Nirant Kasliwal:
[ "tags", "tags/quantized-emdedding-models" ]
16,430
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(36)
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p
Okay, we are binary quantization aware and they’ve been trained for it.
[ "tags", "tags/quantized-emdedding-models" ]
16,431
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(36)
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p
Like compression awareness is, I think, what it was called.
[ "tags", "tags/quantized-emdedding-models" ]
16,432
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(36)
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p
So Qdrant supports that.
[ "tags", "tags/quantized-emdedding-models" ]
16,433
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(36)
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p
So please of that might be worth it because it saves about 30 x in memory costs.
[ "tags", "tags/quantized-emdedding-models" ]
16,434
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(36)
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p
So that’s quite powerful.
[ "tags", "tags/quantized-emdedding-models" ]
16,435
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(37)
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p
Demetrios:
[ "tags", "tags/quantized-emdedding-models" ]
16,436
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(37)
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p
Excellent.
[ "tags", "tags/quantized-emdedding-models" ]
16,437
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(38)
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p
Nirant Kasliwal:
[ "tags", "tags/quantized-emdedding-models" ]
16,438
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(38)
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p
All right, so behind the scenes, I think this is my favorite part of this.
[ "tags", "tags/quantized-emdedding-models" ]
16,439
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(38)
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p
It’s also very short.
[ "tags", "tags/quantized-emdedding-models" ]
16,440
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(38)
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p
We do literally two things.
[ "tags", "tags/quantized-emdedding-models" ]
16,441
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(38)
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p
Why are we fast?
[ "tags", "tags/quantized-emdedding-models" ]
16,442
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(38)
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p
We use ONNX runtime as of now, our configurations are such that it runs on CPU and we are still very fast.
[ "tags", "tags/quantized-emdedding-models" ]
16,443
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(38)
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p
And that’s because of all the multiple processing and ONNX runtime itself at some point in the future.
[ "tags", "tags/quantized-emdedding-models" ]
16,444
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(38)
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p
We also want to support GPUs.
[ "tags", "tags/quantized-emdedding-models" ]
16,445
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(38)
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p
We had some configuration issues on different Nvidia configurations.
[ "tags", "tags/quantized-emdedding-models" ]
16,446
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(38)
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p
As the GPU changes, the OnX runtime does not seamlessly change the GPU.
[ "tags", "tags/quantized-emdedding-models" ]
16,447
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(39)
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p
Nirant Kasliwal:
[ "tags", "tags/quantized-emdedding-models" ]
16,448
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(39)
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p
So that is why we do not allow that as a provider.
[ "tags", "tags/quantized-emdedding-models" ]
16,449
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(39)
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p
But you can pass that.
[ "tags", "tags/quantized-emdedding-models" ]
16,450
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(39)
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p
It’s not prohibited, it’s just not a default.
[ "tags", "tags/quantized-emdedding-models" ]
16,451
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(39)
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p
We want to make sure your default is always available and will be available in the happy path, always.
[ "tags", "tags/quantized-emdedding-models" ]
16,452
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(39)
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p
And we quantize the models for you.
[ "tags", "tags/quantized-emdedding-models" ]
16,453
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(39)
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p
So when we quantize, what it means is we do a bunch of tricks supported by a huge shout out to hugging faces optimum.
[ "tags", "tags/quantized-emdedding-models" ]
16,454
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(39)
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p
So we do a bunch of optimizations in the quantization, which is we compress some activations, for instance, gelu.
[ "tags", "tags/quantized-emdedding-models" ]
16,455
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(39)
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p
We also do some graph optimizations and we don’t really do a lot of dropping the bits, which is let’s say 32 to 16 or 64 to 32 kind of quantization only where required.
[ "tags", "tags/quantized-emdedding-models" ]
16,456
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(40)
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p
Nirant Kasliwal:
[ "tags", "tags/quantized-emdedding-models" ]
16,457
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(40)
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p
Most of these gains come from the graph optimizations themselves.
[ "tags", "tags/quantized-emdedding-models" ]
16,458
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(40)
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p
So there are different modes which optimum itself calls out.
[ "tags", "tags/quantized-emdedding-models" ]
16,459
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(40)
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p
And if there are folks interested in that, happy to share docs and details around that.
[ "tags", "tags/quantized-emdedding-models" ]
16,460
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(40)
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p
Yeah, that’s about it.
[ "tags", "tags/quantized-emdedding-models" ]
16,461
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(40)
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p
Those are the two things which we do from which we get bulk of these speed gains.
[ "tags", "tags/quantized-emdedding-models" ]
16,462
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(40)
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p
And I think this goes back to the question which you opened with.
[ "tags", "tags/quantized-emdedding-models" ]
16,463
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(40)
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p
Yes, we do want to support multimodal.
[ "tags", "tags/quantized-emdedding-models" ]
16,464
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(40)
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p
We are looking at how we can do an on and export of Clip, which is as robust as Clip.
[ "tags", "tags/quantized-emdedding-models" ]
16,465
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(41)
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p
Nirant Kasliwal:
[ "tags", "tags/quantized-emdedding-models" ]
16,466
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(41)
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p
So far we have not found anything.
[ "tags", "tags/quantized-emdedding-models" ]
16,467
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(41)
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p
I’ve spent some time looking at this, the quality of life upgrades.
[ "tags", "tags/quantized-emdedding-models" ]
16,468
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(41)
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p
So far, most of our model downloads have been through Google cloud storage hosted by Qdrant.
[ "tags", "tags/quantized-emdedding-models" ]
16,469
[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(41)
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p
We want to support hugging Face hub so that we can launch new models much, much faster.
[ "tags", "tags/quantized-emdedding-models" ]
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[ "Quantized Emdedding Models - Qdrant", "Transcript:" ]
/tags/quantized-emdedding-models/
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(41)
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p
So we will do that soon.
[ "tags", "tags/quantized-emdedding-models" ]
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