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[
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] | p | Probably, yes. | [
"benchmarks",
"benchmarks/benchmark-faq"
] | 4,880 |
[
"Benchmarks F.A.Q. - Qdrant",
"Are we biased?"
] | /benchmarks/benchmark-faq/ | html > body > div:nth-of-type(1) > div > div > div > section > article > p:nth-of-type(1) | [
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[
"Benchmarks F.A.Q. - Qdrant",
"Are we biased?"
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[
"Benchmarks F.A.Q. - Qdrant",
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] | p | Due to that, we could have missed some important tweaks in different vector search engines. | [
"benchmarks",
"benchmarks/benchmark-faq"
] | 4,883 |
[
"Benchmarks F.A.Q. - Qdrant",
"Are we biased?"
] | /benchmarks/benchmark-faq/ | html > body > div:nth-of-type(1) > div > div > div > section > article > p:nth-of-type(2) | [
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"benchmarks",
"benchmarks/benchmark-faq"
] | 4,884 |
[
"Benchmarks F.A.Q. - Qdrant",
"Are we biased?"
] | /benchmarks/benchmark-faq/ | html > body > div:nth-of-type(1) > div > div > div > section > article > p:nth-of-type(2) | [
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"benchmarks/benchmark-faq"
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[
"Benchmarks F.A.Q. - Qdrant"
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"benchmarks",
"benchmarks/benchmark-faq"
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[
"Benchmarks F.A.Q. - Qdrant",
"What do we measure?"
] | /benchmarks/benchmark-faq/ | html > body > div:nth-of-type(1) > div > div > div > section > article > p:nth-of-type(3) | [
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"benchmarks",
"benchmarks/benchmark-faq"
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[
"Benchmarks F.A.Q. - Qdrant",
"What do we measure?"
] | /benchmarks/benchmark-faq/ | html > body > div:nth-of-type(1) > div > div > div > section > article > p:nth-of-type(3) | [
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] | p | Of course, some of them support a different subset of functionalities, and those might be a key factor to make the decision. | [
"benchmarks",
"benchmarks/benchmark-faq"
] | 4,888 |
[
"Benchmarks F.A.Q. - Qdrant",
"What do we measure?"
] | /benchmarks/benchmark-faq/ | html > body > div:nth-of-type(1) > div > div > div > section > article > p:nth-of-type(3) | [
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"benchmarks",
"benchmarks/benchmark-faq"
] | 4,889 |
[
"Benchmarks F.A.Q. - Qdrant",
"What do we measure?"
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"benchmarks",
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[
"Benchmarks F.A.Q. - Qdrant",
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"benchmarks",
"benchmarks/benchmark-faq"
] | 4,891 |
[
"Benchmarks F.A.Q. - Qdrant",
"What do we measure?"
] | /benchmarks/benchmark-faq/ | html > body > div:nth-of-type(1) > div > div > div > section > article > p:nth-of-type(4) | [
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[
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] | p | In our experiments, we are not focusing on the absolute values of the metrics but rather on a relative comparison of different engines. | [
"benchmarks",
"benchmarks/benchmark-faq"
] | 4,894 |
[
"Benchmarks F.A.Q. - Qdrant",
"How we select hardware?"
] | /benchmarks/benchmark-faq/ | html > body > div:nth-of-type(1) > div > div > div > section > article > p:nth-of-type(5) | [
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"benchmarks",
"benchmarks/benchmark-faq"
] | 4,896 |
[
"Benchmarks F.A.Q. - Qdrant",
"How we select hardware?"
] | /benchmarks/benchmark-faq/ | html > body > div:nth-of-type(1) > div > div > div > section > article > p:nth-of-type(6) | [
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] | h2 | Why you are not comparing with FAISS or Annoy? | [
"benchmarks",
"benchmarks/benchmark-faq"
] | 4,899 |
[
"Benchmarks F.A.Q. - Qdrant",
"Why you are not comparing with FAISS or Annoy?"
] | /benchmarks/benchmark-faq/ | html > body > div:nth-of-type(1) > div > div > div > section > article > p:nth-of-type(7) | [
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[
"Benchmarks F.A.Q. - Qdrant",
"Why you are not comparing with FAISS or Annoy?"
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[
"Benchmarks F.A.Q. - Qdrant",
"Why you are not comparing with FAISS or Annoy?"
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] | p | Some vector search engines even use FAISS under the hood, but a search engine is much more than just an indexing algorithm. | [
"benchmarks",
"benchmarks/benchmark-faq"
] | 4,904 |
[
"Benchmarks F.A.Q. - Qdrant",
"Why you are not comparing with FAISS or Annoy?"
] | /benchmarks/benchmark-faq/ | html > body > div:nth-of-type(1) > div > div > div > section > article > p:nth-of-type(9) | [
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] | p | There is no consensus when it comes to the best technology to run benchmarks. | [
"benchmarks",
"benchmarks/benchmark-faq"
] | 4,907 |
[
"Benchmarks F.A.Q. - Qdrant",
"Why we decided to test with the Python client"
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] | p | You’re free to choose Go, Java or Rust-based systems. | [
"benchmarks",
"benchmarks/benchmark-faq"
] | 4,908 |
[
"Benchmarks F.A.Q. - Qdrant",
"Why we decided to test with the Python client"
] | /benchmarks/benchmark-faq/ | html > body > div:nth-of-type(1) > div > div > div > section > article > p:nth-of-type(10) | [
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] | p | But there are two main reasons for us to use Python for this: | [
"benchmarks",
"benchmarks/benchmark-faq"
] | 4,909 |
[
"Benchmarks F.A.Q. - Qdrant",
"Why we decided to test with the Python client"
] | /benchmarks/benchmark-faq/ | html > body > div:nth-of-type(1) > div > div > div > section > article > ol > li:nth-of-type(1) | [
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"benchmarks",
"benchmarks/benchmark-faq"
] | 4,910 |
[
"Benchmarks F.A.Q. - Qdrant",
"Why we decided to test with the Python client"
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"benchmarks",
"benchmarks/benchmark-faq"
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[
"Benchmarks F.A.Q. - Qdrant",
"Why we decided to test with the Python client"
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] | p | From the user’s perspective, the crucial thing is the latency perceived while using a specific library - in most cases a Python client. | [
"benchmarks",
"benchmarks/benchmark-faq"
] | 4,912 |
[
"Benchmarks F.A.Q. - Qdrant",
"Why we decided to test with the Python client"
] | /benchmarks/benchmark-faq/ | html > body > div:nth-of-type(1) > div > div > div > section > article > p:nth-of-type(11) | [
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"benchmarks",
"benchmarks/benchmark-faq"
] | 4,913 |
[
"Benchmarks F.A.Q. - Qdrant",
"Why we decided to test with the Python client"
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"benchmarks",
"benchmarks/benchmark-faq"
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[
"Benchmarks F.A.Q. - Qdrant",
"Why we decided to test with the Python client"
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[
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"What about closed-source SaaS platforms?"
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] | p | There are some vector databases available as SaaS only so that we couldn’t test them on the same machine as the rest of the systems. | [
"benchmarks",
"benchmarks/benchmark-faq"
] | 4,917 |
[
"Benchmarks F.A.Q. - Qdrant",
"What about closed-source SaaS platforms?"
] | /benchmarks/benchmark-faq/ | html > body > div:nth-of-type(1) > div > div > div > section > article > p:nth-of-type(12) | [
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] | p | This is not the final list, and we’ll continue benchmarking as many different engines as possible. | [
"benchmarks",
"benchmarks/benchmark-faq"
] | 4,920 |
[
"Benchmarks F.A.Q. - Qdrant"
] | /benchmarks/benchmark-faq/ | html > body > div:nth-of-type(1) > div > div > div > section > article > h2:nth-of-type(6) | [
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] | h2 | How to reproduce the benchmark? | [
"benchmarks",
"benchmarks/benchmark-faq"
] | 4,921 |
[
"Benchmarks F.A.Q. - Qdrant",
"How to reproduce the benchmark?"
] | /benchmarks/benchmark-faq/ | html > body > div:nth-of-type(1) > div > div > div > section > article > p:nth-of-type(14) | [
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] | p | The source code is available on Github and has a README.md file describing the process of running the benchmark for a specific engine. | [
"benchmarks",
"benchmarks/benchmark-faq"
] | 4,922 |
[
"Benchmarks F.A.Q. - Qdrant"
] | /benchmarks/benchmark-faq/ | html > body > div:nth-of-type(1) > div > div > div > section > article > h2:nth-of-type(7) | [
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[
"Benchmarks F.A.Q. - Qdrant",
"How to contribute?"
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[
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] | p | We could have misconfigured one of the engines or just done it inefficiently. | [
"benchmarks",
"benchmarks/benchmark-faq"
] | 4,925 |
[
"Benchmarks F.A.Q. - Qdrant",
"How to contribute?"
] | /benchmarks/benchmark-faq/ | html > body > div:nth-of-type(1) > div > div > div > section > article > p:nth-of-type(15) | [
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] | p | The following sections describe the requirements for deploying Qdrant. | [
"documentation",
"documentation/guides",
"documentation/guides/installation"
] | 4,928 |
[
"Installation - Qdrant"
] | /documentation/guides/installation/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h3:nth-of-type(1) | [
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[
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"documentation",
"documentation/guides",
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[
"Installation - Qdrant",
"CPU and memory"
] | /documentation/guides/installation/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(3) | [
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] | p | Qdrant won’t work with Network file systems such as NFS, or Object storage systems such as S3. | [
"documentation",
"documentation/guides",
"documentation/guides/installation"
] | 4,941 |
[
"Installation - Qdrant",
"Storage"
] | /documentation/guides/installation/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(5) | [
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[
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[
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[
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[
"Installation - Qdrant",
"Networking"
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] | p | However, you can also use Docker and Docker Compose to run Qdrant in production, by following the setup instructions in the Docker and Docker Compose Development sections. | [
"documentation",
"documentation/guides",
"documentation/guides/installation"
] | 4,971 |
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