danielxjd commented on a change in pull request #12223:
URL: https://github.com/apache/beam/pull/12223#discussion_r481466208



##########
File path: 
sdks/java/io/parquet/src/main/java/org/apache/beam/sdk/io/parquet/ParquetIO.java
##########
@@ -229,15 +290,258 @@ public void populateDisplayData(DisplayData.Builder 
builder) {
     public ReadFiles withAvroDataModel(GenericData model) {
       return toBuilder().setAvroDataModel(model).build();
     }
+    /** Enable the Splittable reading. */
+    public ReadFiles withSplit() {
+      return toBuilder().setSplittable(true).build();
+    }
 
     @Override
     public PCollection<GenericRecord> expand(PCollection<FileIO.ReadableFile> 
input) {
       checkNotNull(getSchema(), "Schema can not be null");
+      if (isSplittable()) {
+        return input
+            .apply(ParDo.of(new SplitReadFn(getAvroDataModel())))
+            .setCoder(AvroCoder.of(getSchema()));
+      }
       return input
           .apply(ParDo.of(new ReadFn(getAvroDataModel())))
           .setCoder(AvroCoder.of(getSchema()));
     }
 
+    @DoFn.BoundedPerElement
+    static class SplitReadFn extends DoFn<FileIO.ReadableFile, GenericRecord> {
+      private Class<? extends GenericData> modelClass;
+      private static final Logger LOG = 
LoggerFactory.getLogger(SplitReadFn.class);
+      // Default initial splitting the file into blocks of 64MB. Unit of 
SPLIT_LIMIT is byte.
+      private static final long SPLIT_LIMIT = 64000000;
+
+      SplitReadFn(GenericData model) {
+
+        this.modelClass = model != null ? model.getClass() : null;
+      }
+
+      ParquetFileReader getParquetFileReader(FileIO.ReadableFile file) throws 
Exception {
+        ParquetReadOptions options = 
HadoopReadOptions.builder(getConfWithModelClass()).build();
+        return ParquetFileReader.open(new 
BeamParquetInputFile(file.openSeekable()), options);
+      }
+
+      @ProcessElement
+      public void processElement(
+          @Element FileIO.ReadableFile file,
+          RestrictionTracker<OffsetRange, Long> tracker,
+          OutputReceiver<GenericRecord> outputReceiver)
+          throws Exception {
+        LOG.debug(
+            "start "
+                + tracker.currentRestriction().getFrom()
+                + " to "
+                + tracker.currentRestriction().getTo());
+        ParquetReadOptions options = 
HadoopReadOptions.builder(getConfWithModelClass()).build();
+        ParquetFileReader reader =

Review comment:
       The options need to be used later so we might as well leave these two 
lines.




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