mayya-sharipova commented on code in PR #13090:
URL: https://github.com/apache/lucene/pull/13090#discussion_r1483044238


##########
lucene/core/src/java/org/apache/lucene/util/ScalarQuantizer.java:
##########
@@ -281,24 +270,57 @@ static ScalarQuantizer fromVectors(
       }
       return new ScalarQuantizer(min, max, confidenceInterval);
     }
-    int dim = floatVectorValues.dimension();
+    final float[] quantileGatheringScratch =
+        new float[floatVectorValues.dimension() * Math.min(SCRATCH_SIZE, 
totalVectorCount)];
+    int count = 0;
+    double upperSum = 0;
+    double lowerSum = 0;
     if (totalVectorCount <= quantizationSampleSize) {
-      int copyOffset = 0;
-      float[] values = new float[totalVectorCount * dim];
+      int scratchSize = Math.min(SCRATCH_SIZE, totalVectorCount);
+      int i = 0;
       while (floatVectorValues.nextDoc() != NO_MORE_DOCS) {
-        float[] floatVector = floatVectorValues.vectorValue();
-        System.arraycopy(floatVector, 0, values, copyOffset, 
floatVector.length);
-        copyOffset += dim;
+        float[] vectorValue = floatVectorValues.vectorValue();
+        System.arraycopy(
+            vectorValue, 0, quantileGatheringScratch, i * vectorValue.length, 
vectorValue.length);
+        i++;
+        if (i == scratchSize) {

Review Comment:
   Are we are ok to discard the last left-over (< 20) vectors for calculations? 



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