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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
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] | p | So as a batch process, if you want to embed a large data set, it’s very slow. | [
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(17) | [
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] | p | I think the more colorful version of this somebody wrote on LinkedIn, Prithvira wrote on LinkedIn that your embeddings will go and I love that idea that we have optimized speed so that it just goes fast. | [
"blog",
"blog/fast-embed-models"
] | 15,873 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(17) | [
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] | p | That’s the idea. | [
"blog",
"blog/fast-embed-models"
] | 15,874 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(17) | [
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] | p | So what do we I mean let’s put names to these things, right? | [
"blog",
"blog/fast-embed-models"
] | 15,875 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(17) | [
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] | p | So one is we want it to be fast and light. | [
"blog",
"blog/fast-embed-models"
] | 15,876 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(17) | [
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] | p | And I’ll explain what do we mean by light? | [
"blog",
"blog/fast-embed-models"
] | 15,877 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(17) | [
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] | p | We want recall to be fast, right? | [
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(17) | [
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"blog",
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] | 15,881 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(18) | [
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"blog",
"blog/fast-embed-models"
] | 15,882 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(18) | [
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(18) | [
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"blog",
"blog/fast-embed-models"
] | 15,884 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(18) | [
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] | p | And we are fast, I mean we are very fast. | [
"blog",
"blog/fast-embed-models"
] | 15,885 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(18) | [
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] | p | And part of that is let’s say we use BGE small En, the English model only. | [
"blog",
"blog/fast-embed-models"
] | 15,886 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(18) | [
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] | p | And let’s say this is all in tokens per second and the token is model specific. | [
"blog",
"blog/fast-embed-models"
] | 15,887 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(18) | [
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"blog",
"blog/fast-embed-models"
] | 15,888 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(18) | [
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"Transcript:"
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[
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"Transcript:"
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] | p | I would love you to try this so that I can actually brag about you trying it. | [
"blog",
"blog/fast-embed-models"
] | 15,891 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(20) | [
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
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"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(21) | [
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(21) | [
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] | p | There we go. | [
"blog",
"blog/fast-embed-models"
] | 15,899 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(22) | [
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"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(23) | [
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[
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] | p | Yeah, I would love it if you try it. | [
"blog",
"blog/fast-embed-models"
] | 15,902 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(23) | [
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] | p | Tell us how it went for you, where it’s working, where it’s broken, all of that. | [
"blog",
"blog/fast-embed-models"
] | 15,903 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
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[
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"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(24) | [
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[
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"Transcript:"
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] | p | There we go. | [
"blog",
"blog/fast-embed-models"
] | 15,907 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(24) | [
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"blog",
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(24) | [
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"blog",
"blog/fast-embed-models"
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(25) | [
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"Transcript:"
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"Transcript:"
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(25) | [
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] | p | So you will see a lot of these Embedding servers have really large image sizes. | [
"blog",
"blog/fast-embed-models"
] | 15,913 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(25) | [
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] | p | When I say image, I mean typically or docker image that can typically go to a few GPS. | [
"blog",
"blog/fast-embed-models"
] | 15,914 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(25) | [
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] | 15,915 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(25) | [
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"blog",
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] | 15,916 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(25) | [
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"blog",
"blog/fast-embed-models"
] | 15,917 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(25) | [
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(25) | [
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(26) | [
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
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"blog",
"blog/fast-embed-models"
] | 15,921 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(26) | [
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] | p | That is very slow and very inefficient if you are working in a workload which is very spiky. | [
"blog",
"blog/fast-embed-models"
] | 15,922 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(26) | [
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] | p | And if you were to think about it, people have more queries than, let’s say your corpus quite often. | [
"blog",
"blog/fast-embed-models"
] | 15,923 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(26) | [
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"blog",
"blog/fast-embed-models"
] | 15,924 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(26) | [
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] | 15,925 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(26) | [
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
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"blog",
"blog/fast-embed-models"
] | 15,929 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27) | [
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"blog",
"blog/fast-embed-models"
] | 15,930 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27) | [
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] | p | And that is why Fast Embed is very light. | [
"blog",
"blog/fast-embed-models"
] | 15,931 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27) | [
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] | p | So you will see here that we call out that Fast Embed is just half a GB versus five GB. | [
"blog",
"blog/fast-embed-models"
] | 15,932 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27) | [
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] | p | So on the extreme cases, this could be a ten x difference in your docker, image sizes and even Ram consumptions recall how good or bad are these embeddings? | [
"blog",
"blog/fast-embed-models"
] | 15,933 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27) | [
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"blog",
"blog/fast-embed-models"
] | 15,934 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27) | [
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] | p | So we said we are making them fast but do we sacrifice how much performance do we trade off for that? | [
"blog",
"blog/fast-embed-models"
] | 15,935 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27) | [
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] | p | So we did a cosine similarity test with our default embeddings which was VG small en initially and now 1.5 and they’re pretty robust. | [
"blog",
"blog/fast-embed-models"
] | 15,936 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27) | [
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[
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"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(27) | [
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[
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
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"blog",
"blog/fast-embed-models"
] | 15,942 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(29) | [
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(29) | [
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(30) | [
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"Transcript:"
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(30) | [
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] | p | So I’m just warning you. | [
"blog",
"blog/fast-embed-models"
] | 15,947 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(30) | [
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(31) | [
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(31) | [
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"blog",
"blog/fast-embed-models"
] | 15,950 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(31) | [
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] | p | We would love to do that. | [
"blog",
"blog/fast-embed-models"
] | 15,951 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(31) | [
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] | p | If there’s specific model within those, let’s say you want Clip or Seglip or a specific audio model, please mention that either on that discord or our GitHub so that we can plan accordingly. | [
"blog",
"blog/fast-embed-models"
] | 15,952 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(31) | [
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] | p | So yeah, that’s the idea. | [
"blog",
"blog/fast-embed-models"
] | 15,953 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(31) | [
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"blog",
"blog/fast-embed-models"
] | 15,954 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(31) | [
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] | p | We don’t want to have too many models because then that creates confusion for our end users and that is why we take opinated stance and that is actually a good segue. | [
"blog",
"blog/fast-embed-models"
] | 15,955 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(31) | [
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"blog",
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] | 15,956 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(31) | [
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"blog",
"blog/fast-embed-models"
] | 15,957 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(31) | [
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[
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] | p | And here, let’s say for instance, if you were to look at Qdrant client it’s just passing everything as you would. | [
"blog",
"blog/fast-embed-models"
] | 15,960 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(32) | [
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[
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"Transcript:"
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
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"blog",
"blog/fast-embed-models"
] | 15,964 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(32) | [
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] | p | I think most people here would have looked at this in some shape or form earlier. | [
"blog",
"blog/fast-embed-models"
] | 15,965 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(32) | [
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] | p | This is also very familiar and very straightforward. | [
"blog",
"blog/fast-embed-models"
] | 15,966 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(32) | [
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] | p | And under the hood what are we doing is just this one line. | [
"blog",
"blog/fast-embed-models"
] | 15,967 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(33) | [
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
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] | p | We have a dot embed which is a generator and we call a list on that so that we actually get a list of embeddings. | [
"blog",
"blog/fast-embed-models"
] | 15,969 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(33) | [
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] | p | You will notice that we have a passage and query keys here which means that our retrieval model which we have used as default here, takes these into account that if there is a passage and a query they need to be mapped together and a question and answer context is captured in the model training itself. | [
"blog",
"blog/fast-embed-models"
] | 15,970 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(33) | [
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] | p | The other caveat is that we pass on the token limits or context windows from the embedding model creators themselves. | [
"blog",
"blog/fast-embed-models"
] | 15,971 |
Subsets and Splits