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p
Thank you so much, Naran.
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p
Thank you, everyone, for coming out.
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15,773
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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(77)
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p
If you want to present, please let us know.
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15,774
[ "FastEmbed - Qdrant", "Transcript:" ]
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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(77)
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p
Hit us up, because we would love to have you at our vector space talks.
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15,775
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(1) > h1
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h1
FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks
[ "blog", "blog/fast-embed-models" ]
15,776
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks" ]
/blog/fast-embed-models/
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
“When things are actually similar or how we define similarity.
[ "blog", "blog/fast-embed-models" ]
15,777
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks" ]
/blog/fast-embed-models/
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
They are close to each other and if they are not, they’re far from each other.
[ "blog", "blog/fast-embed-models" ]
15,778
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks" ]
/blog/fast-embed-models/
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
This is what a model or embedding model tries to do.”–
[ "blog", "blog/fast-embed-models" ]
15,779
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks" ]
/blog/fast-embed-models/
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
Nirant Kasliwal
[ "blog", "blog/fast-embed-models" ]
15,780
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(1)
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p
Heard about FastEmbed?
[ "blog", "blog/fast-embed-models" ]
15,781
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(1)
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p
It’s a game-changer.
[ "blog", "blog/fast-embed-models" ]
15,782
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(1)
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p
Nirant shares tricks on how to improve your embedding models.
[ "blog", "blog/fast-embed-models" ]
15,783
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(1)
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p
You might want to give it a shot!
[ "blog", "blog/fast-embed-models" ]
15,784
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(2)
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p
Nirant Kasliwal, the creator and maintainer of FastEmbed, has made notable contributions to the Finetuning Cookbook at OpenAI Cookbook.
[ "blog", "blog/fast-embed-models" ]
15,785
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(2)
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p
His contributions extend to the field of Natural Language Processing (NLP), with over 5,000 copies of the NLP book sold.
[ "blog", "blog/fast-embed-models" ]
15,786
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(3)
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p
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[ "blog", "blog/fast-embed-models" ]
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[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(3)
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p
You can also watch this episode on YouTube.
[ "blog", "blog/fast-embed-models" ]
15,788
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant" ]
/blog/fast-embed-models/
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/fast-embed-models" ]
15,789
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Top Takeaways:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(4)
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p
Nirant Kasliwal, AI Engineer at Qdrant joins us on Vector Space Talks to dive into FastEmbed, a lightning-quick method for generating embeddings.
[ "blog", "blog/fast-embed-models" ]
15,790
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Top Takeaways:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(5)
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p
In this episode, Nirant shares insights, tips, and innovative ways to enhance embedding generation.
[ "blog", "blog/fast-embed-models" ]
15,791
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Top Takeaways:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(6)
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p
5 Keys to Learning from the Episode:
[ "blog", "blog/fast-embed-models" ]
15,792
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Top Takeaways:" ]
/blog/fast-embed-models/
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
Nirant introduces some hacker tricks for improving embedding models - you won’t want to miss these!
[ "blog", "blog/fast-embed-models" ]
15,793
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Top Takeaways:" ]
/blog/fast-embed-models/
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
Learn how quantized embedding models can enhance CPU performance.
[ "blog", "blog/fast-embed-models" ]
15,794
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Top Takeaways:" ]
/blog/fast-embed-models/
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
Get an insight into future plans for GPU-friendly quantized models.
[ "blog", "blog/fast-embed-models" ]
15,795
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Top Takeaways:" ]
/blog/fast-embed-models/
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
Understand how to select default models in Qdrant based on MTEB benchmark, and how to calibrate them for domain-specific tasks.
[ "blog", "blog/fast-embed-models" ]
15,796
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Top Takeaways:" ]
/blog/fast-embed-models/
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
Find out how Fast Embed, a Python library created by Nirant, can solve common challenges in embedding creation and enhance the speed and efficiency of your workloads.
[ "blog", "blog/fast-embed-models" ]
15,797
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Top Takeaways:" ]
/blog/fast-embed-models/
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: The largest header or adapter used in production is only about 400-500 KBs – proof that bigger doesn’t always mean better!
[ "blog", "blog/fast-embed-models" ]
15,798
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant" ]
/blog/fast-embed-models/
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/fast-embed-models" ]
15,799
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Show Notes:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(7)
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p
00:00 Nirant discusses FastEmbed at Vector Space Talks.05:00 Tokens are expensive and slow in open air.08:40 FastEmbed is fast and lightweight.09:49 Supporting multimodal embedding is our plan.15:21 No findings.
[ "blog", "blog/fast-embed-models" ]
15,800
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Show Notes:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(7)
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p
Enhancing model downloads and performance.16:59 Embed creation on your own compute, not cloud.
[ "blog", "blog/fast-embed-models" ]
15,801
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Show Notes:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(7)
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p
Control and simplicity are prioritized.21:06 Qdrant is fast for embedding similarity search.24:07 Engineer’s mindset: make informed guesses, set budgets.26:11 Optimize embeddings with questions and linear layers.29:55 Fast, cheap inference using mixed precision embeddings.
[ "blog", "blog/fast-embed-models" ]
15,802
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant" ]
/blog/fast-embed-models/
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 Nirant:
[ "blog", "blog/fast-embed-models" ]
15,803
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "More Quotes from Nirant:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(8)
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p
“There is the academic way of looking at and then there is the engineer way of looking at it, and then there is the hacker way of looking at it.
[ "blog", "blog/fast-embed-models" ]
15,804
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "More Quotes from Nirant:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(8)
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p
And I will give you all these three answers in that order.”–
[ "blog", "blog/fast-embed-models" ]
15,805
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "More Quotes from Nirant:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(8)
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p
Nirant Kasliwal
[ "blog", "blog/fast-embed-models" ]
15,806
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "More Quotes from Nirant:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(9)
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p
“The engineer’s mindset now tells you that the best way to build something is to make an informed guess about what workload or challenges you’re going to foresee.
[ "blog", "blog/fast-embed-models" ]
15,807
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "More Quotes from Nirant:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(9)
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p
Right.
[ "blog", "blog/fast-embed-models" ]
15,808
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "More Quotes from Nirant:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(9)
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p
Like a civil engineer builds a bridge around how many cars they expect, they’re obviously not going to build a bridge to carry a shipload, for instance, or a plane load, which are very different.”–
[ "blog", "blog/fast-embed-models" ]
15,809
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "More Quotes from Nirant:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(9)
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Nirant Kasliwal
[ "blog", "blog/fast-embed-models" ]
15,810
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "More Quotes from Nirant:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(10)
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“I think the more correct way to look at it is that we use the CPU better.”–
[ "blog", "blog/fast-embed-models" ]
15,811
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "More Quotes from Nirant:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(10)
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p
Nirant Kasliwal
[ "blog", "blog/fast-embed-models" ]
15,812
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant" ]
/blog/fast-embed-models/
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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Transcript:
[ "blog", "blog/fast-embed-models" ]
15,813
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(11)
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Demetrios:
[ "blog", "blog/fast-embed-models" ]
15,814
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(11)
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p
Welcome back, everyone, to another vector space talks.
[ "blog", "blog/fast-embed-models" ]
15,815
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(11)
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p
Today we’ve got my man Nirant coming to us talking about FastEmbed.
[ "blog", "blog/fast-embed-models" ]
15,816
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(11)
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p
For those, if this is your first time at our vector space talks, we like to showcase some of the cool stuff that the community in Qdrant is doing, the Qdrant community is doing.
[ "blog", "blog/fast-embed-models" ]
15,817
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(11)
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p
And we also like to show off some of the cool stuff that Qdrant itself is coming out with.
[ "blog", "blog/fast-embed-models" ]
15,818
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(11)
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p
And this is one of those times that we are showing off what Qdrant itself came out with with FastEmbed.
[ "blog", "blog/fast-embed-models" ]
15,819
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(11)
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p
And we’ve got my man Nirant around here somewhere.
[ "blog", "blog/fast-embed-models" ]
15,820
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(11)
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p
I am going to bring him on stage and I will welcome him by saying Nirant a little bit about his bio, we could say.
[ "blog", "blog/fast-embed-models" ]
15,821
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(11)
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p
So, Naran, what’s going on, dude?
[ "blog", "blog/fast-embed-models" ]
15,822
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(11)
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p
Let me introduce you real fast before we get cracking.
[ "blog", "blog/fast-embed-models" ]
15,823
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(12)
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p
Demetrios:
[ "blog", "blog/fast-embed-models" ]
15,824
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(12)
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p
And you are a man that wears many hats.
[ "blog", "blog/fast-embed-models" ]
15,825
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(12)
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p
You’re currently working on the Devrel team at Qdrant, right?
[ "blog", "blog/fast-embed-models" ]
15,826
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(12)
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p
I like that shirt that you got there.
[ "blog", "blog/fast-embed-models" ]
15,827
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(12)
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p
And you have worked with ML models and embeddings since 2017.
[ "blog", "blog/fast-embed-models" ]
15,828
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(12)
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p
That is wild.
[ "blog", "blog/fast-embed-models" ]
15,829
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(12)
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p
You are also the creator and maintainer of fast embed.
[ "blog", "blog/fast-embed-models" ]
15,830
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(12)
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p
So you’re the perfect guy to talk to about this very topic that we are doing today.
[ "blog", "blog/fast-embed-models" ]
15,831
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(12)
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p
Now, if anyone has questions, feel free to throw them into the chat and I will ask Nirant as he’s going through it.
[ "blog", "blog/fast-embed-models" ]
15,832
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(12)
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p
I will also take this moment to encourage anyone who is watching to come and join us in discord, if you are not already there for the Qdrant discord.
[ "blog", "blog/fast-embed-models" ]
15,833
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(13)
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p
Demetrios:
[ "blog", "blog/fast-embed-models" ]
15,834
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(13)
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p
And secondly, I will encourage you if you have something that you’ve been doing with Qdrant or in the vector database space, or in the AI application space and you want to show it off, we would love to have you talk at the vector space talks.
[ "blog", "blog/fast-embed-models" ]
15,835
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(13)
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p
So without further ado, Nirant, my man, I’m going to kick it over to you and I am going to start it off with what are the challenges with embedding creation today?
[ "blog", "blog/fast-embed-models" ]
15,836
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(14)
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p
Nirant Kasliwal:
[ "blog", "blog/fast-embed-models" ]
15,837
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(14)
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p
I think embedding creation has it’s not a standalone problem, as you might first think like that’s a first thought that it’s a standalone problem.
[ "blog", "blog/fast-embed-models" ]
15,838
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(14)
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p
It’s actually two problems.
[ "blog", "blog/fast-embed-models" ]
15,839
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(14)
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p
One is a classic compute that how do you take any media?
[ "blog", "blog/fast-embed-models" ]
15,840
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(14)
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p
So you can make embeddings from practically any form of media, text, images, video.
[ "blog", "blog/fast-embed-models" ]
15,841
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(14)
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p
In theory, you could make it from bunch of things.
[ "blog", "blog/fast-embed-models" ]
15,842
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(14)
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p
So I recently saw somebody use soup as a metaphor.
[ "blog", "blog/fast-embed-models" ]
15,843
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(14)
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p
So you can make soup from almost anything.
[ "blog", "blog/fast-embed-models" ]
15,844
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(14)
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p
So you can make embeddings from almost anything.
[ "blog", "blog/fast-embed-models" ]
15,845
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(14)
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p
Now, what do we want to do though?
[ "blog", "blog/fast-embed-models" ]
15,846
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(14)
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p
Embedding are ultimately a form of compression.
[ "blog", "blog/fast-embed-models" ]
15,847
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(15)
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p
Nirant Kasliwal:
[ "blog", "blog/fast-embed-models" ]
15,848
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(15)
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p
So now we want to make sure that the compression captures something of interest to us.
[ "blog", "blog/fast-embed-models" ]
15,849
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(15)
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p
In this case, we want to make sure that embeddings capture some form of meaning of, let’s say, text or images.
[ "blog", "blog/fast-embed-models" ]
15,850
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(15)
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p
And when we do that, what does that capture mean?
[ "blog", "blog/fast-embed-models" ]
15,851
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(15)
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p
We want that when things are actually similar or whatever is our definition of similarity.
[ "blog", "blog/fast-embed-models" ]
15,852
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(15)
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p
They are close to each other and if they are not, they’re far from each other.
[ "blog", "blog/fast-embed-models" ]
15,853
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(15)
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p
This is what a model or embedding model tries to do basically in this piece.
[ "blog", "blog/fast-embed-models" ]
15,854
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(15)
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p
The model itself is quite often trained and built in a way which retains its ability to learn new things.
[ "blog", "blog/fast-embed-models" ]
15,855
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(15)
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p
And you can separate similar embeddings faster and all of those.
[ "blog", "blog/fast-embed-models" ]
15,856
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(15)
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p
But when we actually use this in production, we don’t need all of those capabilities, we don’t need the train time capabilities.
[ "blog", "blog/fast-embed-models" ]
15,857
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(16)
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p
Nirant Kasliwal:
[ "blog", "blog/fast-embed-models" ]
15,858
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(16)
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p
And that means that all the extra compute and features and everything that you have stored for training time are wasted in production.
[ "blog", "blog/fast-embed-models" ]
15,859
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(16)
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p
So that’s almost like saying that every time I have to speak to you I start over with hello, I’m Nirant and I’m a human being.
[ "blog", "blog/fast-embed-models" ]
15,860
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(16)
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p
It’s extremely infuriating but we do this all the time with embedding and that is what fast embed primarily tries to fix.
[ "blog", "blog/fast-embed-models" ]
15,861
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(16)
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p
We say embeddings from the lens of production and we say that how can we make a Python library which is built for speed, efficiency and accuracy?
[ "blog", "blog/fast-embed-models" ]
15,862
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(16)
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p
Those are the core ethos in that sense.
[ "blog", "blog/fast-embed-models" ]
15,863
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(16)
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p
And I think people really find this relatable as a problem area.
[ "blog", "blog/fast-embed-models" ]
15,864
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(16)
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p
So you can see this on our GitHub issues.
[ "blog", "blog/fast-embed-models" ]
15,865
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(16)
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p
For instance, somebody says that oh yeah, we actually does what it says and yes, that’s a good thing.
[ "blog", "blog/fast-embed-models" ]
15,866
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(16)
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p
So for 8 million tokens we took about 3 hours on a MacBook Pro M one while some other Olama embedding took over two days.
[ "blog", "blog/fast-embed-models" ]
15,867
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(17)
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p
Nirant Kasliwal:
[ "blog", "blog/fast-embed-models" ]
15,868
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(17)
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p
You can expect what 8 million tokens would cost on open air and how slow it would be given that they frequently rate limit you.
[ "blog", "blog/fast-embed-models" ]
15,869
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(17)
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p
So for context, we made a 1 million embedding set which was a little more than it was a lot more than 1 million tokens and that took us several hundred of us.
[ "blog", "blog/fast-embed-models" ]
15,870
[ "FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant", "Transcript:" ]
/blog/fast-embed-models/
html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(17)
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p
It was not expensive, but it was very slow.
[ "blog", "blog/fast-embed-models" ]
15,871