Fokko commented on code in PR #3494:
URL: https://github.com/apache/parquet-java/pull/3494#discussion_r3156914189


##########
parquet-column/src/main/java/org/apache/parquet/column/values/plain/PlainValuesReader.java:
##########
@@ -19,120 +19,92 @@
 package org.apache.parquet.column.values.plain;
 
 import java.io.IOException;
+import java.nio.ByteBuffer;
+import java.nio.ByteOrder;
 import org.apache.parquet.bytes.ByteBufferInputStream;
 import org.apache.parquet.bytes.LittleEndianDataInputStream;
 import org.apache.parquet.column.values.ValuesReader;
-import org.apache.parquet.io.ParquetDecodingException;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
 /**
- * Plain encoding for float, double, int, long
+ * Plain encoding for float, double, int, long.
+ *
+ * <p>Reads directly from a {@link ByteBuffer} with {@link 
ByteOrder#LITTLE_ENDIAN} byte order,
+ * bypassing the {@link LittleEndianDataInputStream} wrapper to avoid 
per-value virtual dispatch
+ * overhead. The underlying page data is obtained as a single contiguous 
{@link ByteBuffer} via
+ * {@link ByteBufferInputStream#slice(int)}.
  */
 public abstract class PlainValuesReader extends ValuesReader {
   private static final Logger LOG = 
LoggerFactory.getLogger(PlainValuesReader.class);
 
-  protected LittleEndianDataInputStream in;
+  ByteBuffer buffer;
 
   @Override
   public void initFromPage(int valueCount, ByteBufferInputStream stream) 
throws IOException {
     LOG.debug("init from page at offset {} for length {}", stream.position(), 
stream.available());
-    this.in = new LittleEndianDataInputStream(stream.remainingStream());
+    int available = stream.available();
+    if (available > 0) {
+      this.buffer = stream.slice(available).order(ByteOrder.LITTLE_ENDIAN);
+    } else {
+      this.buffer = ByteBuffer.allocate(0).order(ByteOrder.LITTLE_ENDIAN);

Review Comment:
   Should we introduce a constant:
   
   ```
   private static final ByteBuffer EMPTY = 
ByteBuffer.allocate(0).order(ByteOrder.LITTLE_ENDIAN); 
   ```



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