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"Qdrant under the hood: Scalar Quantization - Qdrant",
"Qdrant under the hood: Scalar Quantization"
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"Qdrant under the hood: Scalar Quantization"
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"Qdrant under the hood: Scalar Quantization"
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"Qdrant under the hood: Scalar Quantization - Qdrant",
"Qdrant under the hood: Scalar Quantization"
] | /articles/scalar-quantization/ | html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(3) | [
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"Qdrant under the hood: Scalar Quantization - Qdrant"
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[
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"Scalar Quantization"
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"Scalar Quantization"
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] | p | Assume we have a collection of float32 vectors and denote a single value as f32. | [
"articles",
"articles/scalar-quantization"
] | 3,091 |
[
"Qdrant under the hood: Scalar Quantization - Qdrant",
"Theoretical background"
] | /articles/scalar-quantization/ | html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(5) | [
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[
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"Theoretical background"
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[
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"Conversion to integers"
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"Conversion to integers"
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[
"Qdrant under the hood: Scalar Quantization - Qdrant",
"Conversion to integers"
] | /articles/scalar-quantization/ | html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(11) | [
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] | p | The parameters $ \alpha $ and $ offset $ has to be calculated for a given set of vectors, | [
"articles",
"articles/scalar-quantization"
] | 3,120 |
[
"Qdrant under the hood: Scalar Quantization - Qdrant",
"Conversion to integers"
] | /articles/scalar-quantization/ | html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(13) | [
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"articles",
"articles/scalar-quantization"
] | 3,125 |
[
"Qdrant under the hood: Scalar Quantization - Qdrant",
"Conversion to integers"
] | /articles/scalar-quantization/ | html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(16) | [
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[
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] | 3,131 |
[
"Qdrant under the hood: Scalar Quantization - Qdrant",
"Conversion to integers"
] | /articles/scalar-quantization/ | html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(19) | [
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[
"Qdrant under the hood: Scalar Quantization - Qdrant",
"Conversion to integers"
] | /articles/scalar-quantization/ | html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(19) | [
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[
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"Distance calculation"
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[
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"Distance calculation"
] | /articles/scalar-quantization/ | html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(20) | [
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[
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"Distance calculation"
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[
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"Distance calculation"
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"articles",
"articles/scalar-quantization"
] | 3,165 |
[
"Qdrant under the hood: Scalar Quantization - Qdrant",
"Benchmarks"
] | /articles/scalar-quantization/ | html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(24) | [
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Subsets and Splits