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"Experiments"
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[
"On Hybrid Search - Qdrant",
"Quality metrics"
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[
"On Hybrid Search - Qdrant",
"Quality metrics"
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"On Hybrid Search - Qdrant",
"Datasets"
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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:"
] | /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(38) | [
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] | 16,001 |
[
"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(38) | [
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] | 16,002 |
[
"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(38) | [
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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(39) | [
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
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] | p | So that is why we do not allow that as a provider. | [
"blog",
"blog/fast-embed-models"
] | 16,005 |
[
"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(39) | [
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] | p | But you can pass that. | [
"blog",
"blog/fast-embed-models"
] | 16,006 |
[
"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(39) | [
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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"
] | 16,008 |
[
"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(39) | [
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] | p | And we quantize the models for you. | [
"blog",
"blog/fast-embed-models"
] | 16,009 |
[
"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(39) | [
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] | 16,010 |
[
"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(39) | [
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"blog",
"blog/fast-embed-models"
] | 16,011 |
[
"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(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. | [
"blog",
"blog/fast-embed-models"
] | 16,012 |
[
"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(40) | [
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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(40) | [
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
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] | p | So there are different modes which optimum itself calls out. | [
"blog",
"blog/fast-embed-models"
] | 16,015 |
[
"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(40) | [
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] | p | And if there are folks interested in that, happy to share docs and details around that. | [
"blog",
"blog/fast-embed-models"
] | 16,016 |
[
"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(40) | [
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] | p | Yeah, that’s about it. | [
"blog",
"blog/fast-embed-models"
] | 16,017 |
[
"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(40) | [
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] | p | Those are the two things which we do from which we get bulk of these speed gains. | [
"blog",
"blog/fast-embed-models"
] | 16,018 |
[
"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(40) | [
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] | p | And I think this goes back to the question which you opened with. | [
"blog",
"blog/fast-embed-models"
] | 16,019 |
[
"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(40) | [
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] | p | Yes, we do want to support multimodal. | [
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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(40) | [
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"blog",
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] | 16,021 |
[
"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(41) | [
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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(41) | [
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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(41) | [
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"blog",
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] | 16,024 |
[
"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(41) | [
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] | p | So far, most of our model downloads have been through Google cloud storage hosted by Qdrant. | [
"blog",
"blog/fast-embed-models"
] | 16,025 |
[
"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(41) | [
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] | p | We want to support hugging Face hub so that we can launch new models much, much faster. | [
"blog",
"blog/fast-embed-models"
] | 16,026 |
[
"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(41) | [
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] | p | So we will do that soon. | [
"blog",
"blog/fast-embed-models"
] | 16,027 |
[
"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(41) | [
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] | p | And the next thing is, as I called out, we always want to take performance as a first class citizen. | [
"blog",
"blog/fast-embed-models"
] | 16,028 |
[
"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(41) | [
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] | p | So we are looking at how we can allow you to change or adapt frozen Embeddings, let’s say open a Embedding or any other model to your specific domain. | [
"blog",
"blog/fast-embed-models"
] | 16,029 |
[
"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(41) | [
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] | p | So maybe a separate toolkit within Fast Embed which is optional and not a part of the default path, because this is not something which you will use all the time. | [
"blog",
"blog/fast-embed-models"
] | 16,030 |
[
"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(42) | [
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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:"
] | /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(42) | [
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] | p | So we will do that. | [
"blog",
"blog/fast-embed-models"
] | 16,033 |
[
"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(42) | [
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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(42) | [
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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(43) | [
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[
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"Transcript:"
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[
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"Transcript:"
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[
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"Transcript:"
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] | p | There was somebody that talked about how you need to be good at your puns and that might be the best thing, best brag worthy stuff you’ve got. | [
"blog",
"blog/fast-embed-models"
] | 16,042 |
[
"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(45) | [
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] | p | There’s also a question coming through that I want to ask you. | [
"blog",
"blog/fast-embed-models"
] | 16,043 |
[
"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(45) | [
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] | p | Is it true that when we use Qdrant client add Fast Embedding is included? | [
"blog",
"blog/fast-embed-models"
] | 16,044 |
[
"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(45) | [
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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(46) | [
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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:"
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"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
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] | p | So this is client side. | [
"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(48) | [
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"blog",
"blog/fast-embed-models"
] | 16,053 |
[
"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(48) | [
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"blog",
"blog/fast-embed-models"
] | 16,054 |
[
"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(48) | [
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"blog",
"blog/fast-embed-models"
] | 16,055 |
[
"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(48) | [
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] | p | This is also why, as of now at least, Fast Embed is not a dedicated server. | [
"blog",
"blog/fast-embed-models"
] | 16,056 |
[
"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(48) | [
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
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] | p | Or let’s say two different ports for Qdrant and Discord within the sorry, Qdrant and Fast Embed in the same docker image or server. | [
"blog",
"blog/fast-embed-models"
] | 16,058 |
[
"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(48) | [
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] | p | So, yeah, that is more chaos than we would like. | [
"blog",
"blog/fast-embed-models"
] | 16,059 |
[
"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(49) | [
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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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] | p | Yes, I think that’s a good way to look at it. | [
"blog",
"blog/fast-embed-models"
] | 16,063 |
[
"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(50) | [
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] | p | We set all the defaults for you, we select good practices for you and that should work in a vast majority of cases based on the MTEB benchmark, but we cannot guarantee that it will work for every scenario. | [
"blog",
"blog/fast-embed-models"
] | 16,064 |
[
"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(50) | [
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] | p | Let’s say our default model is picked for English and it’s mostly tested on open domain open web data. | [
"blog",
"blog/fast-embed-models"
] | 16,065 |
[
"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(50) | [
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"blog",
"blog/fast-embed-models"
] | 16,066 |
[
"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(50) | [
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"blog",
"blog/fast-embed-models"
] | 16,067 |
[
"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(50) | [
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] | p | So that’s the edge case here. | [
"blog",
"blog/fast-embed-models"
] | 16,068 |
[
"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(51) | [
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] | p | Nirant Kasliwal: | [
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"blog/fast-embed-models"
] | 16,071 |
Subsets and Splits