diff --git a/client/src/main/java/org/apache/celeborn/client/read/DfsPartitionReader.java b/client/src/main/java/org/apache/celeborn/client/read/DfsPartitionReader.java
index e39fb7ce8..63136f00d 100644
--- a/client/src/main/java/org/apache/celeborn/client/read/DfsPartitionReader.java
+++ b/client/src/main/java/org/apache/celeborn/client/read/DfsPartitionReader.java
@@ -144,7 +144,7 @@ public class DfsPartitionReader implements PartitionReader {
     } else {
       dataFilePath = new Path(location.getStorageInfo().getFilePath());
       dfsInputStream = hadoopFs.open(dataFilePath);
-      chunkOffsets.addAll(getChunkOffsetsFromUnsortedIndex(conf, location));
+      chunkOffsets.addAll(getChunkOffsetsFromUnsortedIndex(location));
     }
     this.startChunkIndex = startChunkIndex == -1 ? 0 : startChunkIndex;
     this.endChunkIndex =
@@ -181,15 +181,19 @@ public class DfsPartitionReader implements PartitionReader {
     }
   }
 
-  private List<Long> getChunkOffsetsFromUnsortedIndex(CelebornConf conf, PartitionLocation location)
+  private List<Long> getChunkOffsetsFromUnsortedIndex(PartitionLocation location)
       throws IOException {
     List<Long> offsets;
-    try (FSDataInputStream indexInputStream =
-        hadoopFs.open(new Path(Utils.getIndexFilePath(location.getStorageInfo().getFilePath())))) {
-      offsets = new ArrayList<>();
-      int offsetCount = indexInputStream.readInt();
-      for (int i = 0; i < offsetCount; i++) {
-        offsets.add(indexInputStream.readLong());
+    String indexPath = Utils.getIndexFilePath(location.getStorageInfo().getFilePath());
+    try (FSDataInputStream indexInputStream = hadoopFs.open(new Path(indexPath))) {
+      long indexSize = hadoopFs.getFileStatus(new Path(indexPath)).getLen();
+      byte[] indexBuffer = new byte[(int) indexSize];
+      indexInputStream.readFully(0L, indexBuffer);
+      ByteBuffer buffer = ByteBuffer.wrap(indexBuffer);
+      int offsetSize = buffer.getInt();
+      offsets = new ArrayList<>(offsetSize);
+      for (int i = 0; i < offsetSize; i++) {
+        offsets.add(buffer.getLong());
       }
     }
     return offsets;