jerqi commented on code in PR #7850:
URL: https://github.com/apache/gravitino/pull/7850#discussion_r2262850399


##########
core/src/main/java/org/apache/gravitino/stats/storage/PartitionStatisticStorage.java:
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@@ -0,0 +1,117 @@
+/*
+ * 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.gravitino.stats.storage;
+
+import com.google.common.collect.Lists;
+import java.io.Closeable;
+import java.util.List;
+import java.util.Map;
+import java.util.stream.Collectors;
+import org.apache.gravitino.MetadataObject;
+import org.apache.gravitino.stats.PartitionRange;
+import org.apache.gravitino.stats.PartitionStatisticsDrop;
+import org.apache.gravitino.stats.PartitionStatisticsUpdate;
+import org.apache.gravitino.stats.StatisticValue;
+
+/** Interface for managing partition statistics in a storage system. */
+public interface PartitionStatisticStorage extends Closeable {
+
+  /**
+   * Returns the name of the metalake associated with this storage.
+   *
+   * @return the name of the metalake
+   */
+  String metalake();
+
+  /**
+   * Returns the properties of this storage.
+   *
+   * @return a map of properties associated with this storage.
+   */
+  Map<String, String> properties();
+
+  /**
+   * Lists statistics for a given metadata object within a specified range of 
partition names.
+   *
+   * @param metadataObject the metadata object for which statistics are being 
listed
+   * @param partitionRange the range of partition names for which statistics 
are being listed
+   * @return a map where the key is the partition name and the value is 
another map * containing
+   *     statistic names and their corresponding values.
+   */
+  Map<String, Map<String, StatisticValue<?>>> listStatistics(
+      MetadataObject metadataObject, PartitionRange partitionRange);
+
+  /**
+   * Lists statistics for a given metadata object and specific partition 
names. This interface may
+   * be used in the future. The upper logic layer won't call this method now.
+   *
+   * @param metadataObject the metadata object for which statistics are being 
listed
+   * @param partitionNames a list of partition names for which statistics are 
being listed
+   * @return a map where the key is the partition name and the value is 
another map.
+   */
+  default Map<String, Map<String, StatisticValue<?>>> listStatistics(
+      MetadataObject metadataObject, List<String> partitionNames) {
+    throw new UnsupportedOperationException(
+        "Don't support listStatistics with partition names yet.");
+  }
+
+  /**
+   * Appends statistics to the storage for a given metadata object.
+   *
+   * @param statisticsToAppend a map where the key is a {@link MetadataObject} 
and the value is a
+   *     {@link PartitionStatisticsUpdate} object
+   */
+  void appendStatistics(Map<MetadataObject, List<PartitionStatisticsUpdate>> 
statisticsToAppend);
+
+  /**
+   * Drops statistics for specified partitions of a metadata object.
+   *
+   * @param partitionStatisticsToDrop a map where the key is a {@link 
MetadataObject} and the value
+   *     is a list of {@link PartitionStatisticsDrop} objects representing the 
partitions and their
+   *     statistics to be dropped.
+   */
+  void dropStatistics(Map<MetadataObject, List<PartitionStatisticsDrop>> 
partitionStatisticsToDrop);
+
+  /**
+   * Updates statistics for a given metadata object. The default 
implementation is to first drop and
+   * then append the statistics. Developer can override this logic if needed.
+   *
+   * @param statisticsToUpdate a map where the key is a {@link MetadataObject} 
and the value is
+   *     another map containing partition names as keys and their 
corresponding statistics as
+   *     values.
+   */
+  default void updateStatistics(
+      Map<MetadataObject, List<PartitionStatisticsUpdate>> statisticsToUpdate) 
{
+    Map<MetadataObject, List<PartitionStatisticsDrop>> statisticsToDrop =
+        statisticsToUpdate.entrySet().stream()
+            .collect(
+                Collectors.toMap(
+                    Map.Entry::getKey,
+                    e ->
+                        e.getValue().stream()
+                            .map(
+                                entry ->
+                                    PartitionStatisticsDrop.of(
+                                        entry.partitionName(),
+                                        
Lists.newArrayList(entry.statistics().keySet())))
+                            .collect(Collectors.toList())));

Review Comment:
   Add lock and add more data structure.



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