danielxjd commented on a change in pull request #12223:
URL: https://github.com/apache/beam/pull/12223#discussion_r456818528



##########
File path: 
sdks/java/io/parquet/src/main/java/org/apache/beam/sdk/io/parquet/ParquetIO.java
##########
@@ -235,12 +281,147 @@ public ReadFiles withAvroDataModel(GenericData model) {
       return toBuilder().setAvroDataModel(model).build();
     }
 
+    public ReadFiles withSplit() {
+      return toBuilder().setSplit(true).build();
+    }
+
     @Override
     public PCollection<GenericRecord> expand(PCollection<FileIO.ReadableFile> 
input) {
       checkNotNull(getSchema(), "Schema can not be null");
-      return input
-          .apply(ParDo.of(new ReadFn(getAvroDataModel())))
-          .setCoder(AvroCoder.of(getSchema()));
+      if (!getSplit()) {
+        return input
+            .apply(ParDo.of(new SplitReadFn(getAvroDataModel())))
+            .setCoder(AvroCoder.of(getSchema()));
+      } else {
+        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);
+      ReadSupport<GenericRecord> readSupport;
+
+      SplitReadFn(GenericData model) {
+        this.modelClass = model != null ? model.getClass() : null;
+      }
+
+      private static <K, V> Map<K, Set<V>> toSetMultiMap(Map<K, V> map) {
+        Map<K, Set<V>> setMultiMap = new HashMap<K, Set<V>>();
+        for (Map.Entry<K, V> entry : map.entrySet()) {
+          Set<V> set = new HashSet<V>();
+          set.add(entry.getValue());
+          setMultiMap.put(entry.getKey(), Collections.unmodifiableSet(set));
+        }
+        return Collections.unmodifiableMap(setMultiMap);
+      }
+
+      private InputFile getInputFile(FileIO.ReadableFile file) throws 
IOException {
+        if (!file.getMetadata().isReadSeekEfficient()) {
+          throw new RuntimeException(
+              String.format("File has to be seekable: %s", 
file.getMetadata().resourceId()));
+        }
+        return new BeamParquetInputFile(file.openSeekable());
+      }
+
+      @ProcessElement
+      public void processElement(
+          @Element FileIO.ReadableFile file,
+          RestrictionTracker<OffsetRange, Long> tracker,
+          OutputReceiver<GenericRecord> outputReceiver)
+          throws Exception {
+        ReadSupport<GenericRecord> readSupport;
+        InputFile inputFile = getInputFile(file);
+        Configuration conf = setConf();
+        GenericData model = null;
+        if (modelClass != null) {
+          model = (GenericData) modelClass.getMethod("get").invoke(null);
+        }
+        readSupport = new AvroReadSupport<GenericRecord>(model);

Review comment:
       if it is null, then the readSupport will create a new AvroReadSupport 
with null as its parameter. 




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