From ab1e029d83e3bd43e3b2dabb6a4beeda7407341a Mon Sep 17 00:00:00 2001
From: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com>
Date: Fri, 10 Oct 2025 12:01:10 -0400
Subject: [PATCH] Revert #10070

Reverts PR #10070

Signed-off-by: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com>
---
 .../optimizing-storage/faiss-16-bit-quantization.md           | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/_vector-search/optimizing-storage/faiss-16-bit-quantization.md b/_vector-search/optimizing-storage/faiss-16-bit-quantization.md
index 2daa7186387..accc16f3594 100644
--- a/_vector-search/optimizing-storage/faiss-16-bit-quantization.md
+++ b/_vector-search/optimizing-storage/faiss-16-bit-quantization.md
@@ -19,7 +19,7 @@ SIMD optimization is not supported on Windows. Using Faiss scalar quantization o
 
 ## Using Faiss scalar quantization
 
-To use Faiss scalar quantization, set the k-NN vector field's `method.parameters.encoder.name` to `fp16` when creating a vector index:
+To use Faiss scalar quantization, set the k-NN vector field's `method.parameters.encoder.name` to `sq` when creating a vector index:
 
 ```json
 PUT /test-index
@@ -41,7 +41,7 @@ PUT /test-index
           "engine": "faiss",
           "parameters": {
             "encoder": {
-              "name": "fp16"
+              "name": "sq"
             },
             "ef_construction": 256,
             "m": 8