diff --git a/fe/fe-core/src/main/java/org/apache/doris/catalog/OlapTable.java b/fe/fe-core/src/main/java/org/apache/doris/catalog/OlapTable.java
index 916dda773e3d7d..47a4d6fa52c7db 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/catalog/OlapTable.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/catalog/OlapTable.java
@@ -2919,16 +2919,6 @@ public MTMVSnapshotIf getTableSnapshot() {
         return new MTMVVersionSnapshot(visibleVersion);
     }
 
-    @Override
-    public String getPartitionName(long partitionId) throws AnalysisException {
-        readLock();
-        try {
-            return getPartitionOrAnalysisException(partitionId).getName();
-        } finally {
-            readUnlock();
-        }
-    }
-
     private static Cloud.GetVersionResponse getVersionFromMeta(Cloud.GetVersionRequest req)
             throws RpcException {
         long startAt = System.nanoTime();
diff --git a/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/HMSExternalTable.java b/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/HMSExternalTable.java
index d34d8cf769bfbc..6b153f25ba0c3d 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/HMSExternalTable.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/HMSExternalTable.java
@@ -48,6 +48,7 @@
 import org.apache.doris.thrift.TTableDescriptor;
 import org.apache.doris.thrift.TTableType;
 
+import com.google.common.collect.BiMap;
 import com.google.common.collect.Lists;
 import com.google.common.collect.Maps;
 import com.google.common.collect.Sets;
@@ -746,28 +747,13 @@ public Map<String, PartitionItem> getAndCopyPartitionItems() {
                 getDbName(), getName(), getPartitionColumnTypes());
         Map<String, PartitionItem> res = Maps.newHashMap();
         Map<Long, PartitionItem> idToPartitionItem = hivePartitionValues.getIdToPartitionItem();
+        BiMap<Long, String> idToName = hivePartitionValues.getPartitionNameToIdMap().inverse();
         for (Entry<Long, PartitionItem> entry : idToPartitionItem.entrySet()) {
-            try {
-                res.put(getPartitionName(entry.getKey()), entry.getValue());
-            } catch (AnalysisException e) {
-                LOG.info("can not get partitionName by: " + entry.getKey());
-            }
-
+            res.put(idToName.get(entry.getKey()), entry.getValue());
         }
         return res;
     }
 
-    @Override
-    public String getPartitionName(long partitionId) throws AnalysisException {
-        Map<String, Long> partitionNameToIdMap = getHivePartitionValues().getPartitionNameToIdMap();
-        for (Entry<String, Long> entry : partitionNameToIdMap.entrySet()) {
-            if (entry.getValue().equals(partitionId)) {
-                return entry.getKey();
-            }
-        }
-        throw new AnalysisException("can not find partition,  partitionId: " + partitionId);
-    }
-
     private HiveMetaStoreCache.HivePartitionValues getHivePartitionValues() {
         HiveMetaStoreCache cache = Env.getCurrentEnv().getExtMetaCacheMgr()
                 .getMetaStoreCache((HMSExternalCatalog) getCatalog());
diff --git a/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/HiveMetaStoreCache.java b/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/HiveMetaStoreCache.java
index 7f23385d847886..b27cc7e93cc521 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/HiveMetaStoreCache.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/HiveMetaStoreCache.java
@@ -55,6 +55,8 @@
 import com.google.common.annotations.VisibleForTesting;
 import com.google.common.base.Preconditions;
 import com.google.common.base.Strings;
+import com.google.common.collect.BiMap;
+import com.google.common.collect.HashBiMap;
 import com.google.common.collect.Iterables;
 import com.google.common.collect.Lists;
 import com.google.common.collect.Maps;
@@ -247,7 +249,7 @@ private HivePartitionValues loadPartitionValues(PartitionValueCacheKey key) {
             LOG.debug("load #{} partitions for {} in catalog {}", partitionNames.size(), key, catalog.getName());
         }
         Map<Long, PartitionItem> idToPartitionItem = Maps.newHashMapWithExpectedSize(partitionNames.size());
-        Map<String, Long> partitionNameToIdMap = Maps.newHashMapWithExpectedSize(partitionNames.size());
+        BiMap<String, Long> partitionNameToIdMap = HashBiMap.create(partitionNames.size());
         Map<Long, List<UniqueId>> idToUniqueIdsMap = Maps.newHashMapWithExpectedSize(partitionNames.size());
         long idx = 0;
         for (String partitionName : partitionNames) {
@@ -1086,7 +1088,7 @@ public static class HiveFileStatus {
     @Data
     public static class HivePartitionValues {
         private long nextPartitionId;
-        private Map<String, Long> partitionNameToIdMap;
+        private BiMap<String, Long> partitionNameToIdMap;
         private Map<Long, List<UniqueId>> idToUniqueIdsMap;
         private Map<Long, PartitionItem> idToPartitionItem;
         private Map<Long, List<String>> partitionValuesMap;
@@ -1105,7 +1107,7 @@ public HivePartitionValues(Map<Long, PartitionItem> idToPartitionItem,
                 Map<Range<PartitionKey>, UniqueId> rangeToId,
                 RangeMap<ColumnBound, UniqueId> singleColumnRangeMap,
                 long nextPartitionId,
-                Map<String, Long> partitionNameToIdMap,
+                BiMap<String, Long> partitionNameToIdMap,
                 Map<Long, List<UniqueId>> idToUniqueIdsMap,
                 Map<UniqueId, Range<ColumnBound>> singleUidToColumnRangeMap,
                 Map<Long, List<String>> partitionValuesMap) {
@@ -1123,7 +1125,7 @@ public HivePartitionValues(Map<Long, PartitionItem> idToPartitionItem,
         public HivePartitionValues copy() {
             HivePartitionValues copy = new HivePartitionValues();
             copy.setNextPartitionId(nextPartitionId);
-            copy.setPartitionNameToIdMap(partitionNameToIdMap == null ? null : Maps.newHashMap(partitionNameToIdMap));
+            copy.setPartitionNameToIdMap(partitionNameToIdMap == null ? null : HashBiMap.create(partitionNameToIdMap));
             copy.setIdToUniqueIdsMap(idToUniqueIdsMap == null ? null : Maps.newHashMap(idToUniqueIdsMap));
             copy.setIdToPartitionItem(idToPartitionItem == null ? null : Maps.newHashMap(idToPartitionItem));
             copy.setPartitionValuesMap(partitionValuesMap == null ? null : Maps.newHashMap(partitionValuesMap));
diff --git a/fe/fe-core/src/main/java/org/apache/doris/mtmv/MTMVPartitionUtil.java b/fe/fe-core/src/main/java/org/apache/doris/mtmv/MTMVPartitionUtil.java
index 3d77f42a1ccb40..2c0f157020c1f0 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/mtmv/MTMVPartitionUtil.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/mtmv/MTMVPartitionUtil.java
@@ -41,7 +41,6 @@
 import org.apache.logging.log4j.LogManager;
 import org.apache.logging.log4j.Logger;
 
-import java.util.Collection;
 import java.util.HashMap;
 import java.util.HashSet;
 import java.util.List;
@@ -166,14 +165,6 @@ public static Map<PartitionKeyDesc, Set<String>> generateRelatedPartitionDescs(M
         return result.getDescs();
     }
 
-    public static List<String> getPartitionNamesByIds(MTMV mtmv, Collection<Long> ids) throws AnalysisException {
-        List<String> res = Lists.newArrayList();
-        for (Long partitionId : ids) {
-            res.add(mtmv.getPartitionName(partitionId));
-        }
-        return res;
-    }
-
     public static List<Long> getPartitionsIdsByNames(MTMV mtmv, List<String> partitions) throws AnalysisException {
         mtmv.readLock();
         try {
diff --git a/fe/fe-core/src/main/java/org/apache/doris/mtmv/MTMVRelatedTableIf.java b/fe/fe-core/src/main/java/org/apache/doris/mtmv/MTMVRelatedTableIf.java
index 8aee7741cee0a0..c34df750de5bdc 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/mtmv/MTMVRelatedTableIf.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/mtmv/MTMVRelatedTableIf.java
@@ -79,15 +79,6 @@ public interface MTMVRelatedTableIf extends TableIf {
      */
     MTMVSnapshotIf getTableSnapshot() throws AnalysisException;
 
-    /**
-     * getPartitionName
-     *
-     * @param partitionId
-     * @return partitionName
-     * @throws AnalysisException
-     */
-    String getPartitionName(long partitionId) throws AnalysisException;
-
     /**
      * Does the current type of table allow timed triggering
      *
diff --git a/fe/fe-core/src/test/java/org/apache/doris/datasource/CatalogMgrTest.java b/fe/fe-core/src/test/java/org/apache/doris/datasource/CatalogMgrTest.java
index 364e1f23b16de1..5f1e19f32846f2 100644
--- a/fe/fe-core/src/test/java/org/apache/doris/datasource/CatalogMgrTest.java
+++ b/fe/fe-core/src/test/java/org/apache/doris/datasource/CatalogMgrTest.java
@@ -63,6 +63,8 @@
 
 import com.github.benmanes.caffeine.cache.LoadingCache;
 import com.google.common.base.Preconditions;
+import com.google.common.collect.BiMap;
+import com.google.common.collect.HashBiMap;
 import com.google.common.collect.Lists;
 import com.google.common.collect.Maps;
 import com.google.common.collect.Range;
@@ -477,6 +479,7 @@ public void testAddSingleColumnPartitionsCache() {
                 partitionValueCacheKey.getTypes());
         HivePartitionValues partitionValues = metaStoreCache.getPartitionValues(partitionValueCacheKey);
         Assert.assertEquals(partitionValues.getPartitionNameToIdMap().size(), 4);
+        Assert.assertEquals(partitionValues.getPartitionNameToIdMap().inverse().size(), 4);
     }
 
     @Test
@@ -520,7 +523,7 @@ private HivePartitionValues loadPartitionValues(PartitionValueCacheKey key, List
             HiveMetaStoreCache metaStoreCache) {
         // partition name format: nation=cn/city=beijing
         Map<Long, PartitionItem> idToPartitionItem = Maps.newHashMapWithExpectedSize(partitionNames.size());
-        Map<String, Long> partitionNameToIdMap = Maps.newHashMapWithExpectedSize(partitionNames.size());
+        BiMap<String, Long> partitionNameToIdMap = HashBiMap.create(partitionNames.size());
         Map<Long, List<UniqueId>> idToUniqueIdsMap = Maps.newHashMapWithExpectedSize(partitionNames.size());
         long idx = 0;
         for (String partitionName : partitionNames) {
diff --git a/fe/fe-core/src/test/java/org/apache/doris/mtmv/MTMVPartitionUtilTest.java b/fe/fe-core/src/test/java/org/apache/doris/mtmv/MTMVPartitionUtilTest.java
index c125e548d06ac6..5cb03801d09d41 100644
--- a/fe/fe-core/src/test/java/org/apache/doris/mtmv/MTMVPartitionUtilTest.java
+++ b/fe/fe-core/src/test/java/org/apache/doris/mtmv/MTMVPartitionUtilTest.java
@@ -99,10 +99,6 @@ public void setUp() throws NoSuchMethodException, SecurityException, AnalysisExc
                 minTimes = 0;
                 result = baseSnapshotIf;
 
-                mtmv.getPartitionName(anyLong);
-                minTimes = 0;
-                result = "name1";
-
                 mtmv.getRefreshSnapshot();
                 minTimes = 0;
                 result = refreshSnapshot;
@@ -123,10 +119,6 @@ public void setUp() throws NoSuchMethodException, SecurityException, AnalysisExc
                 minTimes = 0;
                 result = baseSnapshotIf;
 
-                baseOlapTable.getPartitionName(anyLong);
-                minTimes = 0;
-                result = "name1";
-
                 refreshSnapshot.equalsWithRelatedPartition(anyString, anyString, (MTMVSnapshotIf) any);
                 minTimes = 0;
                 result = true;