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[
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[
"Collections - Qdrant"
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[
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[
"Capacity and sizing - Qdrant"
] | /documentation/cloud/capacity-sizing/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h1 | [
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] | p | The only right answer is “It depends”. | [
"documentation",
"documentation/cloud",
"documentation/cloud/capacity-sizing"
] | 6,291 |
[
"Capacity and sizing - Qdrant",
"Capacity and sizing"
] | /documentation/cloud/capacity-sizing/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(2) | [
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] | p | If you need to keep all vectors in memory for maximum performance, there is a very rough formula for estimating the needed memory size looks like this: | [
"documentation",
"documentation/cloud",
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[
"Capacity and sizing - Qdrant",
"Basic configuration"
] | /documentation/cloud/capacity-sizing/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(4) | [
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"documentation",
"documentation/cloud",
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] | 6,295 |
[
"Capacity and sizing - Qdrant",
"Basic configuration"
] | /documentation/cloud/capacity-sizing/ | 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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] | p | If you need to have payloads along with the vectors, it is recommended to store it on the disc, and only keep indexed fields in RAM. | [
"documentation",
"documentation/cloud",
"documentation/cloud/capacity-sizing"
] | 6,296 |
[
"Capacity and sizing - Qdrant",
"Basic configuration"
] | /documentation/cloud/capacity-sizing/ | 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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] | p | If your priority is to serve large amount of vectors with an average search latency, it is recommended to configure mmap storage. | [
"documentation",
"documentation/cloud",
"documentation/cloud/capacity-sizing"
] | 6,299 |
[
"Capacity and sizing - Qdrant",
"Storage focused configuration"
] | /documentation/cloud/capacity-sizing/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(6) | [
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[
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"documentation",
"documentation/cloud",
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[
"Capacity and sizing - Qdrant",
"Sub-groups oriented configuration"
] | /documentation/cloud/capacity-sizing/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(9) | [
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[
"Capacity and sizing - Qdrant",
"Sub-groups oriented configuration"
] | /documentation/cloud/capacity-sizing/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(11) | [
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] | p | In this case you can estimate required memory size as follows: | [
"documentation",
"documentation/cloud",
"documentation/cloud/capacity-sizing"
] | 6,311 |
[
"Payload - Qdrant"
] | /documentation/concepts/payload/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h1 | [
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[
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"Payload"
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[
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[
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] | p | Qdrant allows you to store any information that can be represented using JSON. | [
"documentation",
"documentation/concepts",
"documentation/concepts/payload"
] | 6,315 |
[
"Payload - Qdrant",
"Payload"
] | /documentation/concepts/payload/ | 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 | Here is an example of a typical payload: | [
"documentation",
"documentation/concepts",
"documentation/concepts/payload"
] | 6,316 |
[
"Payload - Qdrant"
] | /documentation/concepts/payload/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h2:nth-of-type(1) | [
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[
"Payload - Qdrant",
"Payload types"
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[
"Payload - Qdrant",
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] | /documentation/concepts/payload/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(4) | [
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"documentation",
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[
"Payload - Qdrant",
"Payload types"
] | /documentation/concepts/payload/ | 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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"documentation/concepts/payload"
] | 6,320 |
[
"Payload - Qdrant",
"Payload types"
] | /documentation/concepts/payload/ | 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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"documentation",
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[
"Payload - Qdrant",
"Payload types"
] | /documentation/concepts/payload/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(6) | [
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"documentation/concepts/payload"
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[
"Payload - Qdrant",
"Payload types"
] | /documentation/concepts/payload/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(7) | [
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[
"Payload - Qdrant",
"Payload types"
] | /documentation/concepts/payload/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(7) | [
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[
"Payload - Qdrant",
"Payload types"
] | /documentation/concepts/payload/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(8) | [
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] | p | The filtering process is discussed in detail in the section Filtering. | [
"documentation",
"documentation/concepts",
"documentation/concepts/payload"
] | 6,325 |
[
"Payload - Qdrant",
"Payload types"
] | /documentation/concepts/payload/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(9) | [
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] | p | Let’s look at the data types that Qdrant supports for searching: | [
"documentation",
"documentation/concepts",
"documentation/concepts/payload"
] | 6,326 |
[
"Payload - Qdrant"
] | /documentation/concepts/payload/ | 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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"documentation/concepts/payload"
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[
"Payload - Qdrant",
"Integer"
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[
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"Integer"
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[
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"Geo"
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[
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] | h3 | Set payload | [
"documentation",
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[
"Payload - Qdrant",
"Set payload"
] | /documentation/concepts/payload/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(22) | [
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"documentation",
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"documentation/concepts/payload"
] | 6,348 |
[
"Payload - Qdrant",
"Set payload"
] | /documentation/concepts/payload/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(23) | [
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[
"Payload - Qdrant",
"Set payload"
] | /documentation/concepts/payload/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(24) | [
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"documentation",
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"documentation/concepts/payload"
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[
"Payload - Qdrant",
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] | /documentation/concepts/payload/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(24) | [
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"documentation",
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"documentation/concepts/payload"
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[
"Payload - Qdrant",
"Set payload"
] | /documentation/concepts/payload/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(24) | [
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] | p | Fully replace any existing payload with the given one. | [
"documentation",
"documentation/concepts",
"documentation/concepts/payload"
] | 6,354 |
[
"Payload - Qdrant",
"Overwrite payload"
] | /documentation/concepts/payload/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(26) | [
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"documentation",
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"documentation/concepts/payload"
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[
"Payload - Qdrant",
"Overwrite payload"
] | /documentation/concepts/payload/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(27) | [
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[
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[
"Payload - Qdrant",
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] | /documentation/concepts/payload/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(29) | [
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[
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] | h3 | Delete payload keys | [
"documentation",
"documentation/concepts",
"documentation/concepts/payload"
] | 6,362 |
[
"Payload - Qdrant",
"Delete payload keys"
] | /documentation/concepts/payload/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(30) | [
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] | p | Alternatively, you can use filters to delete payload keys from the points. | [
"documentation",
"documentation/concepts",
"documentation/concepts/payload"
] | 6,365 |
[
"Payload - Qdrant"
] | /documentation/concepts/payload/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h2:nth-of-type(4) | [
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"documentation",
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[
"Payload - Qdrant",
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] | p | In practice, we recommend creating an index on those fields that could potentially constrain the results the most. | [
"documentation",
"documentation/concepts",
"documentation/concepts/payload"
] | 6,370 |
[
"Payload - Qdrant",
"Payload indexing"
] | /documentation/concepts/payload/ | html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(35) | [
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] | p | For example, using an index for the object ID will be much more efficient, being unique for each record, than an index by its color, which has only a few possible values. | [
"documentation",
"documentation/concepts",
"documentation/concepts/payload"
] | 6,371 |
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