Files
141e6439f8 Add quantization page (#2694)
* add quantization page

* link fix

* small content fixes

* Restore used texture.png; remove unused chart-background-texture.png

texture.png is referenced by _configuration.scss (desktop banner overlay3)
and was deleted by mistake. chart-background-texture.png is unreferenced
anywhere in the source, so remove that one instead.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>

---------

Co-authored-by: trean <trean.mi@gmail.com>
Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>
2026-09-04 18:33:53 +02:00

1.5 KiB

label, title, tables, banner, sitemapExclude
label title tables banner sitemapExclude
CONFIGURATION Choose Your Method: The Comparison Matrix
id featureCellWidth cols features
quantization-configuration 13rem
id name highlight bold
scalar Scalar false false
id name highlight bold
turboQuant TurboQuant false false
id name highlight bold
binary Binary false false
id name highlight bold
product Product false false
name scalar turboQuant binary product
Memory Cut 4x 8x to 32x Up to 32x Up to 64x
name scalar turboQuant binary product
Typical Recall (with rescoring) Usually within 1% Comparable <br>to scalar at double the compression High on centered, high-dim embeddings Lower, tune carefully
name scalar turboQuant binary product
Speed Faster Fast Fastest (up to 40x) Slower
name scalar turboQuant binary product
Best for Safe default, <br>any dimensionality Strong default, <br>no dataset training Models with 1024+ dimensions When memory <br>is the only priority
content link
Scalar, product, and binary quantization each make a different tradeoff across memory savings, recall, and query speed.
url text
/documentation/manage-data/quantization/ Compare Quantization Methods
true