aokolnychyi commented on a change in pull request #3164:
URL: https://github.com/apache/iceberg/pull/3164#discussion_r715112110



##########
File path: core/src/main/java/org/apache/iceberg/io/FanoutWriter.java
##########
@@ -0,0 +1,103 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+package org.apache.iceberg.io;
+
+import java.io.IOException;
+import java.util.Map;
+import org.apache.iceberg.PartitionSpec;
+import org.apache.iceberg.StructLike;
+import org.apache.iceberg.encryption.EncryptedOutputFile;
+import org.apache.iceberg.relocated.com.google.common.base.Preconditions;
+import org.apache.iceberg.relocated.com.google.common.collect.Maps;
+import org.apache.iceberg.util.StructLikeMap;
+
+/**
+ * A writer capable of writing to multiple specs and partitions that keeps 
files for each
+ * seen spec/partition pair open until this writer is closed.
+ * <p>
+ * As opposed to {@link ClusteredWriter}, this writer does not require the 
incoming records
+ * to be clustered by partition spec and partition as all files are kept open. 
As a consequence,
+ * this writer may potentially consume substantially more memory compared to 
{@link ClusteredWriter}.
+ * Use this writer only when clustering by spec/partition is not possible 
(e.g. streaming).
+ */
+abstract class FanoutWriter<T, R> implements PartitioningWriter<T, R> {
+
+  private final Map<Integer, Map<StructLike, FileWriter<T, R>>> writers = 
Maps.newHashMap();
+  private boolean closed = false;
+
+  protected abstract FileWriter<T, R> newWriter(PartitionSpec spec, StructLike 
partition);
+
+  protected abstract void addResult(R result);
+
+  protected abstract R aggregatedResult();
+
+  @Override
+  public void write(T row, PartitionSpec spec, StructLike partition) throws 
IOException {
+    FileWriter<T, R> writer = writer(spec, partition);
+    writer.write(row);
+  }
+
+  private FileWriter<T, R> writer(PartitionSpec spec, StructLike partition) {
+    Map<StructLike, FileWriter<T, R>> specWriters = writers.computeIfAbsent(
+        spec.specId(),
+        id -> StructLikeMap.create(spec.partitionType()));
+    FileWriter<T, R> writer = specWriters.get(partition);

Review comment:
       I did more benchmarks for 2.5 million records and 1000k partitions. I 
was using get/put methods heavily.
   
   ```
   ```




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