Update _search-plugins/knn/settings.md and knn-index.md

Signed-off-by: Noah Staveley <[email protected]>

_search-plugins/knn/knn-index.md

@@ -60,13 +60,13 @@ SIMD optimization is applicable only if the vector dimension is a multiple of 8.
 ### x64 architecture
 <!-- vale on -->
 
-For the x64 architecture, the following versions of the Faiss library are built and shipped with the artifact:
+For x64 architecture, the following versions of the Faiss library are built and shipped with the artifact:
 
 - `libopensearchknn_faiss.so`: The non-optimized Faiss library without SIMD instructions. 
-- `libopensearchknn_faiss_avx512.so`: The Faiss library that contains AVX512 SIMD instructions. 
-- `libopensearchknn_faiss_avx2.so`: The Faiss library that contains AVX2 SIMD instructions.
+- `libopensearchknn_faiss_avx512.so`: The Faiss library containing AVX512 SIMD instructions. 
+- `libopensearchknn_faiss_avx2.so`: The Faiss library containing AVX2 SIMD instructions.
 
-When using the Faiss library, the performance ranking is: AVX512 > AVX2 > no optimization.
+When using the Faiss library, the performance ranking is as follows: AVX512 > AVX2 > no optimization.
 {: .note }
 
 If your hardware supports AVX512, the k-NN plugin loads the `libopensearchknn_faiss_avx512.so` library at runtime.

_search-plugins/knn/settings.md

@@ -27,7 +27,7 @@ Setting | Static/Dynamic | Default | Description
 `knn.model.index.number_of_replicas`| Dynamic | `1` | The number of replica shards to use for the model system index. Generally, in a multi-node cluster, this value should be at least 1 in order to increase stability.
 `knn.model.cache.size.limit` | Dynamic | `10%` |  The model cache limit cannot exceed 25% of the JVM heap.
 `knn.faiss.avx2.disabled` | Static | `false` | A static setting that specifies whether to disable the SIMD-based `libopensearchknn_faiss_avx2.so` library and load the non-optimized `libopensearchknn_faiss.so` library for the Faiss engine on machines with x64 architecture. For more information, see [SIMD optimization for the Faiss engine]({{site.url}}{{site.baseurl}}/search-plugins/knn/knn-index/#simd-optimization-for-the-faiss-engine).
-`knn.faiss.avx512.disabled` | Static | `false` | A static setting that specifies whether to disable the SIMD-based `libopensearchknn_faiss_avx512.so` library and load the `libopensearchknn_faiss_avx2.so` or the non-optimized `libopensearchknn_faiss.so` library for the Faiss engine on machines with x64 architecture. For more information, see [SIMD optimization for the Faiss engine]({{site.url}}{{site.baseurl}}/search-plugins/knn/knn-index/#simd-optimization-for-the-faiss-engine).
+`knn.faiss.avx512.disabled` | Static | `false` | A static setting that specifies whether to disable the SIMD-based `libopensearchknn_faiss_avx512.so` library and load the `libopensearchknn_faiss_avx2.so` library or the non-optimized `libopensearchknn_faiss.so` library for the Faiss engine on machines with x64 architecture. For more information, see [SIMD optimization for the Faiss engine]({{site.url}}{{site.baseurl}}/search-plugins/knn/knn-index/#simd-optimization-for-the-faiss-engine).
 
 ## Index settings