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Posted to gitbox@hive.apache.org by GitBox <gi...@apache.org> on 2021/05/20 15:48:35 UTC

[GitHub] [hive] deniskuzZ commented on a change in pull request #2266: HIVE-24663 : Batch process in ColStatsProcessor for partitions

deniskuzZ commented on a change in pull request #2266:
URL: https://github.com/apache/hive/pull/2266#discussion_r636181745



##########
File path: standalone-metastore/metastore-server/src/main/java/org/apache/hadoop/hive/metastore/HMSHandler.java
##########
@@ -8994,10 +9028,15 @@ public boolean set_aggr_stats_for(SetPartitionsStatsRequest request) throws TExc
             colNames, newStatsMap, request);
       } else { // No merge.
         Table t = getTable(catName, dbName, tableName);
-        for (Map.Entry<String, ColumnStatistics> entry : newStatsMap.entrySet()) {
-          // We don't short-circuit on errors here anymore. That can leave acid stats invalid.
-          ret = updatePartitonColStatsInternal(t, entry.getValue(),
-              request.getValidWriteIdList(), request.getWriteId()) && ret;
+        // We don't short-circuit on errors here anymore. That can leave acid stats invalid.
+        if (newStatsMap.size() > 1) {
+          LOG.info("ETL_PERF started updatePartitionColStatsInBatch");
+          ret = updatePartitionColStatsInBatch(t, newStatsMap,
+                  request.getValidWriteIdList(), request.getWriteId());
+          LOG.info("ETL_PERF done updatePartitionColStatsInBatch");
+        } else {
+          ret = updatePartitonColStatsInternal(t, newStatsMap.values().iterator().next(),

Review comment:
       what's the reason for keeping old/non-batched implementation? 

##########
File path: standalone-metastore/metastore-server/src/main/java/org/apache/hadoop/hive/metastore/HMSHandler.java
##########
@@ -7040,6 +7040,40 @@ private boolean updatePartitonColStatsInternal(Table tbl, ColumnStatistics colSt
     return parameters != null;
   }
 
+  private boolean updatePartitionColStatsInBatch(Table tbl, Map<String, ColumnStatistics> statsMap,
+                                                 String validWriteIds, long writeId)
+          throws MetaException, InvalidObjectException, NoSuchObjectException, InvalidInputException {
+
+    if (statsMap.size() == 0) {
+      return false;
+    }
+
+    String catalogName = tbl.getCatName();
+    String dbName = tbl.getDbName();
+    String tableName = tbl.getTableName();
+
+    startFunction("updatePartitionColStatsInBatch", ":  db=" + dbName  + " table=" + tableName);
+
+    Map<String, ColumnStatistics> newStatsMap = new HashMap<>();
+    for (Map.Entry entry : statsMap.entrySet()) {
+      ColumnStatistics colStats = (ColumnStatistics) entry.getValue();
+      normalizeColStatsInput(colStats);
+      assert catalogName.equalsIgnoreCase(colStats.getStatsDesc().getCatName());
+      assert dbName.equalsIgnoreCase(colStats.getStatsDesc().getDbName());
+      assert tableName.equalsIgnoreCase(colStats.getStatsDesc().getTableName());
+      newStatsMap.put((String) entry.getKey(), colStats);
+    }
+
+    boolean ret = false;
+    try {
+      ret = getTxnHandler().updatePartitionColumnStatistics(newStatsMap, this,

Review comment:
       Do you need to pass the reference back to HMSHandler inside of TxnHandler? Could this be refactored. This could cause multiple loopholes.

##########
File path: standalone-metastore/metastore-server/src/main/java/org/apache/hadoop/hive/metastore/txn/TxnHandler.java
##########
@@ -5390,6 +5406,493 @@ public void countOpenTxns() throws MetaException {
     }
   }
 
+  private void cleanOldStatsFromPartColStatTable(Map<String, PartitionInfo> statsPartInfoMap,
+                                                 Map<String, ColumnStatistics> newStatsMap,
+                                                 Connection dbConn) throws SQLException {
+    PreparedStatement statementDelete = null;
+    int numRows = 0;
+    int maxNumRows = MetastoreConf.getIntVar(conf, ConfVars.DIRECT_SQL_MAX_ELEMENTS_VALUES_CLAUSE);
+    String delete = "DELETE FROM \"PART_COL_STATS\" where \"PART_ID\" = ? AND \"COLUMN_NAME\" = ?";
+
+    try {
+      statementDelete = dbConn.prepareStatement(delete);
+      for (Map.Entry entry : newStatsMap.entrySet()) {
+        // If the partition does not exist (deleted/removed by some other task), no need to update the stats.
+        if (!statsPartInfoMap.containsKey(entry.getKey())) {
+          continue;
+        }
+
+        ColumnStatistics colStats = (ColumnStatistics) entry.getValue();
+        for (ColumnStatisticsObj statisticsObj : colStats.getStatsObj()) {
+          statementDelete.setLong(1, statsPartInfoMap.get(entry.getKey()).partitionId);
+          statementDelete.setString(2, statisticsObj.getColName());
+          numRows++;
+          statementDelete.addBatch();
+          if (numRows == maxNumRows) {
+            statementDelete.executeBatch();
+            numRows = 0;
+            LOG.info("Executed delete " + delete + " for numRows " + numRows);
+          }
+        }
+      }
+
+      if (numRows != 0) {
+        statementDelete.executeBatch();
+      }
+    } finally {
+      closeStmt(statementDelete);
+    }
+  }
+
+  private long getMaxCSId(Connection dbConn) throws SQLException {
+    Statement stmtInt = null;
+    ResultSet rsInt = null;
+    long maxCsId = 0;
+    try {
+      stmtInt = dbConn.createStatement();
+      while (maxCsId == 0) {
+        String query = "SELECT \"NEXT_VAL\" FROM \"SEQUENCE_TABLE\" WHERE \"SEQUENCE_NAME\"= "
+                + quoteString("org.apache.hadoop.hive.metastore.model.MPartitionColumnStatistics")
+                + " FOR UPDATE";
+        rsInt = stmtInt.executeQuery(query);
+        LOG.debug("Going to execute query " + query);
+        if (rsInt.next()) {
+          maxCsId = rsInt.getLong(1);
+        } else {
+          query = "INSERT INTO \"SEQUENCE_TABLE\" (\"SEQUENCE_NAME\", \"NEXT_VAL\")  VALUES ( "
+                  + quoteString("org.apache.hadoop.hive.metastore.model.MPartitionColumnStatistics") + "," + 1
+                  + ")";
+          stmtInt.executeUpdate(query);
+        }
+      }
+      return maxCsId;
+    } finally {
+      close(rsInt, stmtInt, null);
+    }
+  }
+
+  private void updateMaxCSId(Connection dbConn, long maxCSId) throws SQLException {
+    Statement stmtInt = null;
+    try {
+      stmtInt = dbConn.createStatement();
+      String query = "UPDATE \"SEQUENCE_TABLE\" SET \"NEXT_VAL\" = "
+              + maxCSId
+              + " WHERE \"SEQUENCE_NAME\" = "
+              + quoteString("org.apache.hadoop.hive.metastore.model.MPartitionColumnStatistics");
+      stmtInt.executeUpdate(query);
+      LOG.debug("Going to execute update " + query);
+    } finally {
+      closeStmt(stmtInt);
+    }
+  }
+
+  private void insertIntoPartColStatTable(Map<String, PartitionInfo> statsPartInfoMap,
+                                          Map<String, ColumnStatistics> newStatsMap,
+                                          Connection dbConn) throws SQLException, MetaException, NoSuchObjectException {
+    PreparedStatement statement = null;
+    long maxCsId = getMaxCSId(dbConn);
+
+    try {
+      int numRows = 0;
+      int maxNumRows = MetastoreConf.getIntVar(conf, ConfVars.DIRECT_SQL_MAX_ELEMENTS_VALUES_CLAUSE);
+
+      String insert = "INSERT INTO \"PART_COL_STATS\" (\"CS_ID\", \"CAT_NAME\", \"DB_NAME\","
+              + "\"TABLE_NAME\", \"PARTITION_NAME\", \"COLUMN_NAME\", \"COLUMN_TYPE\", \"PART_ID\","
+              + " \"LONG_LOW_VALUE\", \"LONG_HIGH_VALUE\", \"DOUBLE_HIGH_VALUE\", \"DOUBLE_LOW_VALUE\","
+              + " \"BIG_DECIMAL_LOW_VALUE\", \"BIG_DECIMAL_HIGH_VALUE\", \"NUM_NULLS\", \"NUM_DISTINCTS\", \"BIT_VECTOR\" ,"
+              + " \"AVG_COL_LEN\", \"MAX_COL_LEN\", \"NUM_TRUES\", \"NUM_FALSES\", \"LAST_ANALYZED\", \"ENGINE\") values "
+              + "(?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?)";
+      statement = dbConn.prepareStatement(insert);
+
+      for (Map.Entry entry : newStatsMap.entrySet()) {
+        // If the partition does not exist (deleted/removed by some other task), no need to update the stats.
+        if (!statsPartInfoMap.containsKey(entry.getKey())) {
+          continue;
+        }
+
+        ColumnStatistics colStats = (ColumnStatistics) entry.getValue();
+        ColumnStatisticsDesc statsDesc = colStats.getStatsDesc();
+        long partId = statsPartInfoMap.get(entry.getKey()).partitionId;
+
+        for (ColumnStatisticsObj statisticsObj : colStats.getStatsObj()) {
+          MPartitionColumnStatistics mPartitionColumnStatistics = StatObjectConverter.
+                  convertToMPartitionColumnStatistics(null, statsDesc, statisticsObj, colStats.getEngine());
+
+          statement.setLong(1, maxCsId);
+          statement.setString(2, mPartitionColumnStatistics.getCatName());
+          statement.setString(3, mPartitionColumnStatistics.getDbName());
+          statement.setString(4, mPartitionColumnStatistics.getTableName());
+          statement.setString(5, mPartitionColumnStatistics.getPartitionName());
+          statement.setString(6, mPartitionColumnStatistics.getColName());
+          statement.setString(7, mPartitionColumnStatistics.getColType());
+          statement.setLong(8, partId);
+          statement.setObject(9, mPartitionColumnStatistics.getLongLowValue());
+          statement.setObject(10, mPartitionColumnStatistics.getLongHighValue());
+          statement.setObject(11, mPartitionColumnStatistics.getDoubleHighValue());
+          statement.setObject(12, mPartitionColumnStatistics.getDoubleLowValue());
+          statement.setString(13, mPartitionColumnStatistics.getDecimalLowValue());
+          statement.setString(14, mPartitionColumnStatistics.getDecimalHighValue());
+          statement.setObject(15, mPartitionColumnStatistics.getNumNulls());
+          statement.setObject(16, mPartitionColumnStatistics.getNumDVs());
+          statement.setObject(17, mPartitionColumnStatistics.getBitVector());
+          statement.setObject(18, mPartitionColumnStatistics.getAvgColLen());
+          statement.setObject(19, mPartitionColumnStatistics.getMaxColLen());
+          statement.setObject(20, mPartitionColumnStatistics.getNumTrues());
+          statement.setObject(21, mPartitionColumnStatistics.getNumFalses());
+          statement.setLong(22, mPartitionColumnStatistics.getLastAnalyzed());
+          statement.setString(23, mPartitionColumnStatistics.getEngine());
+
+          maxCsId++;
+          numRows++;
+          statement.addBatch();
+          if (numRows == maxNumRows) {
+            statement.executeBatch();
+            numRows = 0;
+          }
+        }
+      }
+
+      if (numRows != 0) {
+        statement.executeBatch();
+      }
+      updateMaxCSId(dbConn, maxCsId);
+    } finally {
+      closeStmt(statement);
+    }
+  }
+
+  private Map<Long, String> getParamValues(Connection dbConn, List<Long> partIdList) throws SQLException {
+    List<String> queries = new ArrayList<>();
+    StringBuilder prefix = new StringBuilder();
+    StringBuilder suffix = new StringBuilder();
+    PreparedStatement pStmt = null;
+    ResultSet rs = null;
+
+    prefix.append("select \"PART_ID\", \"PARAM_VALUE\" "
+            + " from \"PARTITION_PARAMS\" where "
+            + " \"PARAM_KEY\" = 'COLUMN_STATS_ACCURATE' "
+            + " and ");
+    TxnUtils.buildQueryWithINClause(conf, queries, prefix, suffix,
+            partIdList, "\"PART_ID\"", false, false);
+
+    List<String> params = Collections.emptyList();
+    Map<Long, String> partIdToParaMap = new HashMap<>();
+
+    try {
+      for (String query : queries) {
+        pStmt = sqlGenerator.prepareStmtWithParameters(dbConn, query, params);
+        LOG.debug("Going to execute query " + query);
+        rs = pStmt.executeQuery();
+        while (rs.next()) {
+          partIdToParaMap.put(rs.getLong(1), rs.getString(2));
+        }
+      }
+      return partIdToParaMap;
+    } finally {
+      close(rs, pStmt, null);
+    }
+  }
+
+  private void updateWriteIdForPartitions(Connection dbConn, long writeId, List<Long> partIdList) throws SQLException {
+    StringBuilder prefix = new StringBuilder();
+    List<String> queries = new ArrayList<>();
+    StringBuilder suffix = new StringBuilder();
+    prefix.append("UPDATE \"PARTITIONS\" set \"WRITE_ID\" = " + writeId + " where ");
+    TxnUtils.buildQueryWithINClause(conf, queries, prefix, suffix,
+            partIdList, "\"PART_ID\"", false, false);
+
+    List<String> params = Collections.emptyList();
+    PreparedStatement pStmt = null;
+    try {
+      for (String query : queries) {
+        pStmt = sqlGenerator.prepareStmtWithParameters(dbConn, query, params);
+        LOG.debug("Going to execute query " + query);
+        pStmt.executeUpdate();
+      }
+    } finally {
+      closeStmt(pStmt);
+    }
+  }
+
+  private Map<String, Map<String, String>> updatePartitionParamTable(Connection dbConn,
+                                                                     Map<String, PartitionInfo> partitionInfoMap,
+                                                                     Map<String, ColumnStatistics> partColStatsMap,
+                                                                     List<Long> partIdList,
+                                                                     String validWriteIds,
+                                                                     long writeId,
+                                                                     boolean isAcidTable)
+          throws SQLException, MetaException {
+    Map<String, Map<String, String>> result = new HashMap<>();
+    Statement stmtInt = null;
+
+    LOG.info("ETL_PERF started getParamValues ");
+    Map<Long, String> partIdToParaMap = getParamValues(dbConn, partIdList);
+    LOG.info("ETL_PERF done getParamValues ");
+
+    String insert = "INSERT INTO \"PARTITION_PARAMS\" (\"PART_ID\", \"PARAM_KEY\", \"PARAM_VALUE\") "
+            + "VALUES( ? , 'COLUMN_STATS_ACCURATE'  , ? )";
+    PreparedStatement statementInsert = dbConn.prepareStatement(insert);
+    int numInsert = 0;
+
+    String delete = "DELETE from \"PARTITION_PARAMS\" "
+            + " where \"PART_ID\" = ? "
+            + " and \"PARTITION_PARAMS\".\"PARAM_KEY\" = 'COLUMN_STATS_ACCURATE'";
+    PreparedStatement statementDelete = dbConn.prepareStatement(delete);
+    int numDelete = 0;
+
+    String update = "UPDATE \"PARTITION_PARAMS\" set \"PARAM_VALUE\" = ? "
+            + " where \"PART_ID\" = ? "
+            + " and \"PARTITION_PARAMS\".\"PARAM_KEY\" = 'COLUMN_STATS_ACCURATE'";
+    PreparedStatement statementUpdate = dbConn.prepareStatement(update);
+    int numUpdate = 0;
+
+    boolean areTxnStatsSupported = MetastoreConf.getBoolVar(conf, ConfVars.HIVE_TXN_STATS_ENABLED);
+    int maxNumRows = MetastoreConf.getIntVar(conf, ConfVars.DIRECT_SQL_MAX_ELEMENTS_VALUES_CLAUSE);
+
+    try {
+      stmtInt = dbConn.createStatement();
+      for (Map.Entry entry : partColStatsMap.entrySet()) {
+        if (!partitionInfoMap.containsKey(entry.getKey())) {
+          // Partition is dropped or removed by some concurrent thread.
+          continue;
+        }
+
+        ColumnStatistics colStats = (ColumnStatistics) entry.getValue();
+        List<String> colNames = colStats.getStatsObj().stream().map(e -> e.getColName()).collect(Collectors.toList());
+        long partWriteId = partitionInfoMap.get(entry.getKey()).writeId;
+        long partId = partitionInfoMap.get(entry.getKey()).partitionId;
+        Map<String, String> newParameter;
+
+        if (!partIdToParaMap.containsKey(partId)) {
+          newParameter = new HashMap<>();
+          newParameter.put(COLUMN_STATS_ACCURATE, "TRUE");
+          StatsSetupConst.setColumnStatsState(newParameter, colNames);
+          statementInsert.setLong(1, partId);
+          statementInsert.setString(2, newParameter.get(COLUMN_STATS_ACCURATE));
+          numInsert++;
+          statementInsert.addBatch();
+          if (numInsert == maxNumRows) {
+            statementInsert.executeBatch();
+            numInsert = 0;
+          }
+          LOG.debug(" Executing insert " + insert);
+        } else {
+          String oldStats = partIdToParaMap.get(partId);
+
+          Map<String, String> oldParameter = new HashMap<>();
+          oldParameter.put(COLUMN_STATS_ACCURATE, oldStats);
+
+          newParameter = new HashMap<>();
+          newParameter.put(COLUMN_STATS_ACCURATE, oldStats);
+          StatsSetupConst.setColumnStatsState(newParameter, colNames);
+
+          if (isAcidTable) {
+            String errorMsg = ObjectStore.verifyStatsChangeCtx(
+                    colStats.getStatsDesc().getDbName() + "." + colStats.getStatsDesc().getTableName(),
+                    oldParameter, newParameter, writeId, validWriteIds, true);
+            if (errorMsg != null) {
+              throw new MetaException(errorMsg);
+            }
+          }
+
+          if (isAcidTable &&
+                  (!areTxnStatsSupported || !ObjectStore.isCurrentStatsValidForTheQuery(oldParameter, partWriteId,
+                          validWriteIds, true))) {
+            statementDelete.setLong(1, partId);
+            statementDelete.addBatch();
+            numDelete++;
+            if (numDelete == maxNumRows) {
+              statementDelete.executeBatch();
+              numDelete = 0;
+            }
+            LOG.debug("Removed COLUMN_STATS_ACCURATE from the parameters of the partition "
+                    + colStats.getStatsDesc().getDbName() + "." + colStats.getStatsDesc().getTableName() + "."
+                    + colStats.getStatsDesc().getPartName());
+          } else {
+            statementUpdate.setString(1, newParameter.get(COLUMN_STATS_ACCURATE));
+            statementUpdate.setLong(2, partId);
+            statementUpdate.addBatch();
+            numUpdate++;
+            if (numUpdate == maxNumRows) {
+              statementUpdate.executeBatch();
+              numUpdate = 0;
+            }
+            LOG.debug(" Executing update " + statementUpdate);
+          }
+        }
+        result.put((String) entry.getKey(), newParameter);
+      }
+
+      if (numInsert != 0) {
+        statementInsert.executeBatch();
+      }
+
+      if (numUpdate != 0) {
+        statementUpdate.executeBatch();
+      }
+
+      if (numDelete != 0) {
+        statementDelete.executeBatch();
+      }
+
+      if (isAcidTable) {
+        LOG.info("ETL_PERF started updateWriteIdForPartitions ");
+        updateWriteIdForPartitions(dbConn, writeId, partIdList);
+        LOG.info("ETL_PERF done updateWriteIdForPartitions ");
+      }
+      return result;
+    } finally {
+      closeStmt(stmtInt);
+      closeStmt(statementInsert);
+      closeStmt(statementUpdate);
+      closeStmt(statementDelete);
+    }
+  }
+
+  private static class PartitionInfo {
+    long partitionId;
+    long writeId;
+    public PartitionInfo(long partitionId, long writeId) {
+      this.partitionId = partitionId;
+      this.writeId = writeId;
+    }
+  }
+
+  private Map<String, PartitionInfo> getPartitionInfo(Connection dbConn, String catName,
+                                                      String dbName, String tblName,
+                                                      List<String> partKeys) throws SQLException {
+    List<String> queries = new ArrayList<>();
+    StringBuilder prefix = new StringBuilder();
+    StringBuilder suffix = new StringBuilder();
+    PreparedStatement pStmt = null;
+    ResultSet rs = null;
+    Map<String, PartitionInfo> partitionInfoMap = new HashMap<>();
+
+    try {
+      long tblId;
+      Statement stmt = dbConn.createStatement();
+      rs = stmt.executeQuery("select \"TBL_ID\" from \"DBS\", \"TBLS\" where \"DBS\".\"NAME\" = "
+              + quoteString(dbName) + " and \"DBS\".\"CTLG_NAME\" = " + quoteString(catName)
+              + " and \"TBLS\".\"TBL_NAME\" = " + quoteString(tblName)
+              + " and \"DBS\".\"DB_ID\" = \"TBLS\".\"DB_ID\"");
+      if (rs.next()) {
+        tblId = rs.getLong(1);
+      } else {
+        throw new RuntimeException("Invalid table name" + catName + "." + dbName + "." + tblName);
+      }
+
+      prefix.append("select \"PARTITIONS\".\"PART_ID\", \"PARTITIONS\".\"WRITE_ID\", \"PARTITIONS\".\"PART_NAME\" "

Review comment:
       why are you using PARTITIONS ref for every column  when you are using single table in the select?

##########
File path: standalone-metastore/metastore-server/src/main/java/org/apache/hadoop/hive/metastore/txn/TxnHandler.java
##########
@@ -5390,6 +5406,493 @@ public void countOpenTxns() throws MetaException {
     }
   }
 
+  private void cleanOldStatsFromPartColStatTable(Map<String, PartitionInfo> statsPartInfoMap,
+                                                 Map<String, ColumnStatistics> newStatsMap,
+                                                 Connection dbConn) throws SQLException {
+    PreparedStatement statementDelete = null;
+    int numRows = 0;
+    int maxNumRows = MetastoreConf.getIntVar(conf, ConfVars.DIRECT_SQL_MAX_ELEMENTS_VALUES_CLAUSE);
+    String delete = "DELETE FROM \"PART_COL_STATS\" where \"PART_ID\" = ? AND \"COLUMN_NAME\" = ?";
+
+    try {
+      statementDelete = dbConn.prepareStatement(delete);
+      for (Map.Entry entry : newStatsMap.entrySet()) {
+        // If the partition does not exist (deleted/removed by some other task), no need to update the stats.
+        if (!statsPartInfoMap.containsKey(entry.getKey())) {
+          continue;
+        }
+
+        ColumnStatistics colStats = (ColumnStatistics) entry.getValue();
+        for (ColumnStatisticsObj statisticsObj : colStats.getStatsObj()) {
+          statementDelete.setLong(1, statsPartInfoMap.get(entry.getKey()).partitionId);
+          statementDelete.setString(2, statisticsObj.getColName());
+          numRows++;
+          statementDelete.addBatch();
+          if (numRows == maxNumRows) {
+            statementDelete.executeBatch();
+            numRows = 0;
+            LOG.info("Executed delete " + delete + " for numRows " + numRows);
+          }
+        }
+      }
+
+      if (numRows != 0) {
+        statementDelete.executeBatch();
+      }
+    } finally {
+      closeStmt(statementDelete);
+    }
+  }
+
+  private long getMaxCSId(Connection dbConn) throws SQLException {
+    Statement stmtInt = null;
+    ResultSet rsInt = null;
+    long maxCsId = 0;
+    try {
+      stmtInt = dbConn.createStatement();
+      while (maxCsId == 0) {
+        String query = "SELECT \"NEXT_VAL\" FROM \"SEQUENCE_TABLE\" WHERE \"SEQUENCE_NAME\"= "

Review comment:
       that would create lock on SEQUENCE_TABLE for the duration of the whole stats update operation. Won't it interfere with the regular flow? Could we do this as the last step, and meanwhile do the inserts with UUIDs that would be replaced with  NEXT_VAL? see generateTemporaryId()
   

##########
File path: standalone-metastore/metastore-server/src/main/java/org/apache/hadoop/hive/metastore/txn/TxnHandler.java
##########
@@ -5390,6 +5406,493 @@ public void countOpenTxns() throws MetaException {
     }
   }
 
+  private void cleanOldStatsFromPartColStatTable(Map<String, PartitionInfo> statsPartInfoMap,
+                                                 Map<String, ColumnStatistics> newStatsMap,
+                                                 Connection dbConn) throws SQLException {
+    PreparedStatement statementDelete = null;
+    int numRows = 0;
+    int maxNumRows = MetastoreConf.getIntVar(conf, ConfVars.DIRECT_SQL_MAX_ELEMENTS_VALUES_CLAUSE);
+    String delete = "DELETE FROM \"PART_COL_STATS\" where \"PART_ID\" = ? AND \"COLUMN_NAME\" = ?";
+
+    try {
+      statementDelete = dbConn.prepareStatement(delete);
+      for (Map.Entry entry : newStatsMap.entrySet()) {
+        // If the partition does not exist (deleted/removed by some other task), no need to update the stats.
+        if (!statsPartInfoMap.containsKey(entry.getKey())) {
+          continue;
+        }
+
+        ColumnStatistics colStats = (ColumnStatistics) entry.getValue();
+        for (ColumnStatisticsObj statisticsObj : colStats.getStatsObj()) {
+          statementDelete.setLong(1, statsPartInfoMap.get(entry.getKey()).partitionId);
+          statementDelete.setString(2, statisticsObj.getColName());
+          numRows++;
+          statementDelete.addBatch();
+          if (numRows == maxNumRows) {
+            statementDelete.executeBatch();
+            numRows = 0;
+            LOG.info("Executed delete " + delete + " for numRows " + numRows);
+          }
+        }
+      }
+
+      if (numRows != 0) {
+        statementDelete.executeBatch();
+      }
+    } finally {
+      closeStmt(statementDelete);
+    }
+  }
+
+  private long getMaxCSId(Connection dbConn) throws SQLException {
+    Statement stmtInt = null;
+    ResultSet rsInt = null;
+    long maxCsId = 0;
+    try {
+      stmtInt = dbConn.createStatement();
+      while (maxCsId == 0) {
+        String query = "SELECT \"NEXT_VAL\" FROM \"SEQUENCE_TABLE\" WHERE \"SEQUENCE_NAME\"= "
+                + quoteString("org.apache.hadoop.hive.metastore.model.MPartitionColumnStatistics")
+                + " FOR UPDATE";
+        rsInt = stmtInt.executeQuery(query);
+        LOG.debug("Going to execute query " + query);
+        if (rsInt.next()) {
+          maxCsId = rsInt.getLong(1);
+        } else {
+          query = "INSERT INTO \"SEQUENCE_TABLE\" (\"SEQUENCE_NAME\", \"NEXT_VAL\")  VALUES ( "
+                  + quoteString("org.apache.hadoop.hive.metastore.model.MPartitionColumnStatistics") + "," + 1
+                  + ")";
+          stmtInt.executeUpdate(query);
+        }
+      }
+      return maxCsId;
+    } finally {
+      close(rsInt, stmtInt, null);
+    }
+  }
+
+  private void updateMaxCSId(Connection dbConn, long maxCSId) throws SQLException {
+    Statement stmtInt = null;
+    try {
+      stmtInt = dbConn.createStatement();
+      String query = "UPDATE \"SEQUENCE_TABLE\" SET \"NEXT_VAL\" = "
+              + maxCSId
+              + " WHERE \"SEQUENCE_NAME\" = "
+              + quoteString("org.apache.hadoop.hive.metastore.model.MPartitionColumnStatistics");
+      stmtInt.executeUpdate(query);
+      LOG.debug("Going to execute update " + query);
+    } finally {
+      closeStmt(stmtInt);
+    }
+  }
+
+  private void insertIntoPartColStatTable(Map<String, PartitionInfo> statsPartInfoMap,
+                                          Map<String, ColumnStatistics> newStatsMap,
+                                          Connection dbConn) throws SQLException, MetaException, NoSuchObjectException {
+    PreparedStatement statement = null;
+    long maxCsId = getMaxCSId(dbConn);
+
+    try {
+      int numRows = 0;
+      int maxNumRows = MetastoreConf.getIntVar(conf, ConfVars.DIRECT_SQL_MAX_ELEMENTS_VALUES_CLAUSE);
+
+      String insert = "INSERT INTO \"PART_COL_STATS\" (\"CS_ID\", \"CAT_NAME\", \"DB_NAME\","
+              + "\"TABLE_NAME\", \"PARTITION_NAME\", \"COLUMN_NAME\", \"COLUMN_TYPE\", \"PART_ID\","
+              + " \"LONG_LOW_VALUE\", \"LONG_HIGH_VALUE\", \"DOUBLE_HIGH_VALUE\", \"DOUBLE_LOW_VALUE\","
+              + " \"BIG_DECIMAL_LOW_VALUE\", \"BIG_DECIMAL_HIGH_VALUE\", \"NUM_NULLS\", \"NUM_DISTINCTS\", \"BIT_VECTOR\" ,"
+              + " \"AVG_COL_LEN\", \"MAX_COL_LEN\", \"NUM_TRUES\", \"NUM_FALSES\", \"LAST_ANALYZED\", \"ENGINE\") values "
+              + "(?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?)";
+      statement = dbConn.prepareStatement(insert);
+
+      for (Map.Entry entry : newStatsMap.entrySet()) {
+        // If the partition does not exist (deleted/removed by some other task), no need to update the stats.
+        if (!statsPartInfoMap.containsKey(entry.getKey())) {
+          continue;
+        }
+
+        ColumnStatistics colStats = (ColumnStatistics) entry.getValue();
+        ColumnStatisticsDesc statsDesc = colStats.getStatsDesc();
+        long partId = statsPartInfoMap.get(entry.getKey()).partitionId;
+
+        for (ColumnStatisticsObj statisticsObj : colStats.getStatsObj()) {
+          MPartitionColumnStatistics mPartitionColumnStatistics = StatObjectConverter.
+                  convertToMPartitionColumnStatistics(null, statsDesc, statisticsObj, colStats.getEngine());
+
+          statement.setLong(1, maxCsId);
+          statement.setString(2, mPartitionColumnStatistics.getCatName());
+          statement.setString(3, mPartitionColumnStatistics.getDbName());
+          statement.setString(4, mPartitionColumnStatistics.getTableName());
+          statement.setString(5, mPartitionColumnStatistics.getPartitionName());
+          statement.setString(6, mPartitionColumnStatistics.getColName());
+          statement.setString(7, mPartitionColumnStatistics.getColType());
+          statement.setLong(8, partId);
+          statement.setObject(9, mPartitionColumnStatistics.getLongLowValue());
+          statement.setObject(10, mPartitionColumnStatistics.getLongHighValue());
+          statement.setObject(11, mPartitionColumnStatistics.getDoubleHighValue());
+          statement.setObject(12, mPartitionColumnStatistics.getDoubleLowValue());
+          statement.setString(13, mPartitionColumnStatistics.getDecimalLowValue());
+          statement.setString(14, mPartitionColumnStatistics.getDecimalHighValue());
+          statement.setObject(15, mPartitionColumnStatistics.getNumNulls());
+          statement.setObject(16, mPartitionColumnStatistics.getNumDVs());
+          statement.setObject(17, mPartitionColumnStatistics.getBitVector());
+          statement.setObject(18, mPartitionColumnStatistics.getAvgColLen());
+          statement.setObject(19, mPartitionColumnStatistics.getMaxColLen());
+          statement.setObject(20, mPartitionColumnStatistics.getNumTrues());
+          statement.setObject(21, mPartitionColumnStatistics.getNumFalses());
+          statement.setLong(22, mPartitionColumnStatistics.getLastAnalyzed());
+          statement.setString(23, mPartitionColumnStatistics.getEngine());
+
+          maxCsId++;
+          numRows++;
+          statement.addBatch();
+          if (numRows == maxNumRows) {
+            statement.executeBatch();
+            numRows = 0;
+          }
+        }
+      }
+
+      if (numRows != 0) {
+        statement.executeBatch();
+      }
+      updateMaxCSId(dbConn, maxCsId);
+    } finally {
+      closeStmt(statement);
+    }
+  }
+
+  private Map<Long, String> getParamValues(Connection dbConn, List<Long> partIdList) throws SQLException {
+    List<String> queries = new ArrayList<>();
+    StringBuilder prefix = new StringBuilder();
+    StringBuilder suffix = new StringBuilder();
+    PreparedStatement pStmt = null;
+    ResultSet rs = null;
+
+    prefix.append("select \"PART_ID\", \"PARAM_VALUE\" "
+            + " from \"PARTITION_PARAMS\" where "
+            + " \"PARAM_KEY\" = 'COLUMN_STATS_ACCURATE' "
+            + " and ");
+    TxnUtils.buildQueryWithINClause(conf, queries, prefix, suffix,
+            partIdList, "\"PART_ID\"", false, false);
+
+    List<String> params = Collections.emptyList();
+    Map<Long, String> partIdToParaMap = new HashMap<>();
+
+    try {
+      for (String query : queries) {
+        pStmt = sqlGenerator.prepareStmtWithParameters(dbConn, query, params);
+        LOG.debug("Going to execute query " + query);
+        rs = pStmt.executeQuery();
+        while (rs.next()) {
+          partIdToParaMap.put(rs.getLong(1), rs.getString(2));
+        }
+      }
+      return partIdToParaMap;
+    } finally {
+      close(rs, pStmt, null);
+    }
+  }
+
+  private void updateWriteIdForPartitions(Connection dbConn, long writeId, List<Long> partIdList) throws SQLException {
+    StringBuilder prefix = new StringBuilder();
+    List<String> queries = new ArrayList<>();
+    StringBuilder suffix = new StringBuilder();
+    prefix.append("UPDATE \"PARTITIONS\" set \"WRITE_ID\" = " + writeId + " where ");
+    TxnUtils.buildQueryWithINClause(conf, queries, prefix, suffix,
+            partIdList, "\"PART_ID\"", false, false);
+
+    List<String> params = Collections.emptyList();
+    PreparedStatement pStmt = null;
+    try {
+      for (String query : queries) {
+        pStmt = sqlGenerator.prepareStmtWithParameters(dbConn, query, params);
+        LOG.debug("Going to execute query " + query);
+        pStmt.executeUpdate();
+      }
+    } finally {
+      closeStmt(pStmt);
+    }
+  }
+
+  private Map<String, Map<String, String>> updatePartitionParamTable(Connection dbConn,
+                                                                     Map<String, PartitionInfo> partitionInfoMap,
+                                                                     Map<String, ColumnStatistics> partColStatsMap,
+                                                                     List<Long> partIdList,
+                                                                     String validWriteIds,
+                                                                     long writeId,
+                                                                     boolean isAcidTable)
+          throws SQLException, MetaException {
+    Map<String, Map<String, String>> result = new HashMap<>();
+    Statement stmtInt = null;
+
+    LOG.info("ETL_PERF started getParamValues ");
+    Map<Long, String> partIdToParaMap = getParamValues(dbConn, partIdList);
+    LOG.info("ETL_PERF done getParamValues ");
+
+    String insert = "INSERT INTO \"PARTITION_PARAMS\" (\"PART_ID\", \"PARAM_KEY\", \"PARAM_VALUE\") "
+            + "VALUES( ? , 'COLUMN_STATS_ACCURATE'  , ? )";
+    PreparedStatement statementInsert = dbConn.prepareStatement(insert);
+    int numInsert = 0;
+
+    String delete = "DELETE from \"PARTITION_PARAMS\" "
+            + " where \"PART_ID\" = ? "
+            + " and \"PARTITION_PARAMS\".\"PARAM_KEY\" = 'COLUMN_STATS_ACCURATE'";
+    PreparedStatement statementDelete = dbConn.prepareStatement(delete);
+    int numDelete = 0;
+
+    String update = "UPDATE \"PARTITION_PARAMS\" set \"PARAM_VALUE\" = ? "
+            + " where \"PART_ID\" = ? "
+            + " and \"PARTITION_PARAMS\".\"PARAM_KEY\" = 'COLUMN_STATS_ACCURATE'";
+    PreparedStatement statementUpdate = dbConn.prepareStatement(update);
+    int numUpdate = 0;
+
+    boolean areTxnStatsSupported = MetastoreConf.getBoolVar(conf, ConfVars.HIVE_TXN_STATS_ENABLED);
+    int maxNumRows = MetastoreConf.getIntVar(conf, ConfVars.DIRECT_SQL_MAX_ELEMENTS_VALUES_CLAUSE);
+
+    try {
+      stmtInt = dbConn.createStatement();
+      for (Map.Entry entry : partColStatsMap.entrySet()) {
+        if (!partitionInfoMap.containsKey(entry.getKey())) {
+          // Partition is dropped or removed by some concurrent thread.
+          continue;
+        }
+
+        ColumnStatistics colStats = (ColumnStatistics) entry.getValue();
+        List<String> colNames = colStats.getStatsObj().stream().map(e -> e.getColName()).collect(Collectors.toList());
+        long partWriteId = partitionInfoMap.get(entry.getKey()).writeId;
+        long partId = partitionInfoMap.get(entry.getKey()).partitionId;
+        Map<String, String> newParameter;
+
+        if (!partIdToParaMap.containsKey(partId)) {
+          newParameter = new HashMap<>();
+          newParameter.put(COLUMN_STATS_ACCURATE, "TRUE");
+          StatsSetupConst.setColumnStatsState(newParameter, colNames);
+          statementInsert.setLong(1, partId);
+          statementInsert.setString(2, newParameter.get(COLUMN_STATS_ACCURATE));
+          numInsert++;
+          statementInsert.addBatch();
+          if (numInsert == maxNumRows) {
+            statementInsert.executeBatch();
+            numInsert = 0;
+          }
+          LOG.debug(" Executing insert " + insert);
+        } else {
+          String oldStats = partIdToParaMap.get(partId);
+
+          Map<String, String> oldParameter = new HashMap<>();
+          oldParameter.put(COLUMN_STATS_ACCURATE, oldStats);
+
+          newParameter = new HashMap<>();
+          newParameter.put(COLUMN_STATS_ACCURATE, oldStats);
+          StatsSetupConst.setColumnStatsState(newParameter, colNames);
+
+          if (isAcidTable) {
+            String errorMsg = ObjectStore.verifyStatsChangeCtx(
+                    colStats.getStatsDesc().getDbName() + "." + colStats.getStatsDesc().getTableName(),
+                    oldParameter, newParameter, writeId, validWriteIds, true);
+            if (errorMsg != null) {
+              throw new MetaException(errorMsg);
+            }
+          }
+
+          if (isAcidTable &&
+                  (!areTxnStatsSupported || !ObjectStore.isCurrentStatsValidForTheQuery(oldParameter, partWriteId,
+                          validWriteIds, true))) {
+            statementDelete.setLong(1, partId);
+            statementDelete.addBatch();
+            numDelete++;
+            if (numDelete == maxNumRows) {
+              statementDelete.executeBatch();
+              numDelete = 0;
+            }
+            LOG.debug("Removed COLUMN_STATS_ACCURATE from the parameters of the partition "
+                    + colStats.getStatsDesc().getDbName() + "." + colStats.getStatsDesc().getTableName() + "."
+                    + colStats.getStatsDesc().getPartName());
+          } else {
+            statementUpdate.setString(1, newParameter.get(COLUMN_STATS_ACCURATE));
+            statementUpdate.setLong(2, partId);
+            statementUpdate.addBatch();
+            numUpdate++;
+            if (numUpdate == maxNumRows) {
+              statementUpdate.executeBatch();
+              numUpdate = 0;
+            }
+            LOG.debug(" Executing update " + statementUpdate);
+          }
+        }
+        result.put((String) entry.getKey(), newParameter);
+      }
+
+      if (numInsert != 0) {
+        statementInsert.executeBatch();
+      }
+
+      if (numUpdate != 0) {
+        statementUpdate.executeBatch();
+      }
+
+      if (numDelete != 0) {
+        statementDelete.executeBatch();
+      }
+
+      if (isAcidTable) {
+        LOG.info("ETL_PERF started updateWriteIdForPartitions ");
+        updateWriteIdForPartitions(dbConn, writeId, partIdList);
+        LOG.info("ETL_PERF done updateWriteIdForPartitions ");
+      }
+      return result;
+    } finally {
+      closeStmt(stmtInt);
+      closeStmt(statementInsert);
+      closeStmt(statementUpdate);
+      closeStmt(statementDelete);
+    }
+  }
+
+  private static class PartitionInfo {
+    long partitionId;
+    long writeId;
+    public PartitionInfo(long partitionId, long writeId) {
+      this.partitionId = partitionId;
+      this.writeId = writeId;
+    }
+  }
+
+  private Map<String, PartitionInfo> getPartitionInfo(Connection dbConn, String catName,
+                                                      String dbName, String tblName,
+                                                      List<String> partKeys) throws SQLException {
+    List<String> queries = new ArrayList<>();
+    StringBuilder prefix = new StringBuilder();
+    StringBuilder suffix = new StringBuilder();
+    PreparedStatement pStmt = null;
+    ResultSet rs = null;
+    Map<String, PartitionInfo> partitionInfoMap = new HashMap<>();
+
+    try {
+      long tblId;
+      Statement stmt = dbConn.createStatement();
+      rs = stmt.executeQuery("select \"TBL_ID\" from \"DBS\", \"TBLS\" where \"DBS\".\"NAME\" = "
+              + quoteString(dbName) + " and \"DBS\".\"CTLG_NAME\" = " + quoteString(catName)
+              + " and \"TBLS\".\"TBL_NAME\" = " + quoteString(tblName)
+              + " and \"DBS\".\"DB_ID\" = \"TBLS\".\"DB_ID\"");
+      if (rs.next()) {
+        tblId = rs.getLong(1);
+      } else {
+        throw new RuntimeException("Invalid table name" + catName + "." + dbName + "." + tblName);
+      }
+
+      prefix.append("select \"PARTITIONS\".\"PART_ID\", \"PARTITIONS\".\"WRITE_ID\", \"PARTITIONS\".\"PART_NAME\" "
+              + " from \"PARTITIONS\" where ");
+      suffix.append(" and \"TBL_ID\" = " + tblId);
+      TxnUtils.buildQueryWithINClauseStrings(conf, queries, prefix, suffix,
+              partKeys, "\"PARTITIONS\".\"PART_NAME\"", false, false);
+
+      List<String> params = new ArrayList<>();
+      for (String query : queries) {
+        pStmt = sqlGenerator.prepareStmtWithParameters(dbConn, query, params);
+        LOG.debug("Going to execute query <" + query + ">");
+        rs = pStmt.executeQuery();
+        while (rs.next()) {
+          PartitionInfo partitionInfo = new PartitionInfo(rs.getLong(1), rs.getLong(2));
+          partitionInfoMap.put(rs.getString(3), partitionInfo);
+        }
+      }
+    } finally {
+      close(rs, pStmt, null);
+    }
+    return partitionInfoMap;
+  }
+
+  @Override
+  public boolean updatePartitionColumnStatistics(Map<String, ColumnStatistics> partColStatsMap,
+                                                 IHMSHandler handler,
+                                                 List<MetaStoreEventListener> listeners,
+                                                 Table tbl,
+                                                 String validWriteIds, long writeId) throws MetaException {
+    Connection dbConn = null;
+    String catName = tbl.getCatName();
+    String dbName = tbl.getDbName();
+    String tableName = tbl.getTableName();
+    boolean isAcidTable = TxnUtils.isAcidTable(tbl);
+
+    LOG.info("ETL_PERF started updatePartitionColumnStatistics");

Review comment:
       that's very extensive logging, please check what needs to be moved under DEBUG level

##########
File path: standalone-metastore/metastore-server/src/main/java/org/apache/hadoop/hive/metastore/txn/TxnHandler.java
##########
@@ -5390,6 +5406,493 @@ public void countOpenTxns() throws MetaException {
     }
   }
 
+  private void cleanOldStatsFromPartColStatTable(Map<String, PartitionInfo> statsPartInfoMap,
+                                                 Map<String, ColumnStatistics> newStatsMap,
+                                                 Connection dbConn) throws SQLException {
+    PreparedStatement statementDelete = null;
+    int numRows = 0;
+    int maxNumRows = MetastoreConf.getIntVar(conf, ConfVars.DIRECT_SQL_MAX_ELEMENTS_VALUES_CLAUSE);
+    String delete = "DELETE FROM \"PART_COL_STATS\" where \"PART_ID\" = ? AND \"COLUMN_NAME\" = ?";
+
+    try {
+      statementDelete = dbConn.prepareStatement(delete);
+      for (Map.Entry entry : newStatsMap.entrySet()) {
+        // If the partition does not exist (deleted/removed by some other task), no need to update the stats.
+        if (!statsPartInfoMap.containsKey(entry.getKey())) {
+          continue;
+        }
+
+        ColumnStatistics colStats = (ColumnStatistics) entry.getValue();
+        for (ColumnStatisticsObj statisticsObj : colStats.getStatsObj()) {
+          statementDelete.setLong(1, statsPartInfoMap.get(entry.getKey()).partitionId);
+          statementDelete.setString(2, statisticsObj.getColName());
+          numRows++;
+          statementDelete.addBatch();
+          if (numRows == maxNumRows) {
+            statementDelete.executeBatch();
+            numRows = 0;
+            LOG.info("Executed delete " + delete + " for numRows " + numRows);
+          }
+        }
+      }
+
+      if (numRows != 0) {
+        statementDelete.executeBatch();
+      }
+    } finally {
+      closeStmt(statementDelete);
+    }
+  }
+
+  private long getMaxCSId(Connection dbConn) throws SQLException {
+    Statement stmtInt = null;
+    ResultSet rsInt = null;
+    long maxCsId = 0;
+    try {
+      stmtInt = dbConn.createStatement();
+      while (maxCsId == 0) {
+        String query = "SELECT \"NEXT_VAL\" FROM \"SEQUENCE_TABLE\" WHERE \"SEQUENCE_NAME\"= "
+                + quoteString("org.apache.hadoop.hive.metastore.model.MPartitionColumnStatistics")
+                + " FOR UPDATE";
+        rsInt = stmtInt.executeQuery(query);
+        LOG.debug("Going to execute query " + query);
+        if (rsInt.next()) {
+          maxCsId = rsInt.getLong(1);
+        } else {
+          query = "INSERT INTO \"SEQUENCE_TABLE\" (\"SEQUENCE_NAME\", \"NEXT_VAL\")  VALUES ( "
+                  + quoteString("org.apache.hadoop.hive.metastore.model.MPartitionColumnStatistics") + "," + 1
+                  + ")";
+          stmtInt.executeUpdate(query);
+        }
+      }
+      return maxCsId;
+    } finally {
+      close(rsInt, stmtInt, null);
+    }
+  }
+
+  private void updateMaxCSId(Connection dbConn, long maxCSId) throws SQLException {
+    Statement stmtInt = null;
+    try {
+      stmtInt = dbConn.createStatement();
+      String query = "UPDATE \"SEQUENCE_TABLE\" SET \"NEXT_VAL\" = "
+              + maxCSId
+              + " WHERE \"SEQUENCE_NAME\" = "
+              + quoteString("org.apache.hadoop.hive.metastore.model.MPartitionColumnStatistics");
+      stmtInt.executeUpdate(query);
+      LOG.debug("Going to execute update " + query);
+    } finally {
+      closeStmt(stmtInt);
+    }
+  }
+
+  private void insertIntoPartColStatTable(Map<String, PartitionInfo> statsPartInfoMap,
+                                          Map<String, ColumnStatistics> newStatsMap,
+                                          Connection dbConn) throws SQLException, MetaException, NoSuchObjectException {
+    PreparedStatement statement = null;
+    long maxCsId = getMaxCSId(dbConn);
+
+    try {
+      int numRows = 0;
+      int maxNumRows = MetastoreConf.getIntVar(conf, ConfVars.DIRECT_SQL_MAX_ELEMENTS_VALUES_CLAUSE);
+
+      String insert = "INSERT INTO \"PART_COL_STATS\" (\"CS_ID\", \"CAT_NAME\", \"DB_NAME\","
+              + "\"TABLE_NAME\", \"PARTITION_NAME\", \"COLUMN_NAME\", \"COLUMN_TYPE\", \"PART_ID\","
+              + " \"LONG_LOW_VALUE\", \"LONG_HIGH_VALUE\", \"DOUBLE_HIGH_VALUE\", \"DOUBLE_LOW_VALUE\","
+              + " \"BIG_DECIMAL_LOW_VALUE\", \"BIG_DECIMAL_HIGH_VALUE\", \"NUM_NULLS\", \"NUM_DISTINCTS\", \"BIT_VECTOR\" ,"
+              + " \"AVG_COL_LEN\", \"MAX_COL_LEN\", \"NUM_TRUES\", \"NUM_FALSES\", \"LAST_ANALYZED\", \"ENGINE\") values "
+              + "(?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?)";
+      statement = dbConn.prepareStatement(insert);
+
+      for (Map.Entry entry : newStatsMap.entrySet()) {
+        // If the partition does not exist (deleted/removed by some other task), no need to update the stats.
+        if (!statsPartInfoMap.containsKey(entry.getKey())) {
+          continue;
+        }
+
+        ColumnStatistics colStats = (ColumnStatistics) entry.getValue();
+        ColumnStatisticsDesc statsDesc = colStats.getStatsDesc();
+        long partId = statsPartInfoMap.get(entry.getKey()).partitionId;
+
+        for (ColumnStatisticsObj statisticsObj : colStats.getStatsObj()) {
+          MPartitionColumnStatistics mPartitionColumnStatistics = StatObjectConverter.
+                  convertToMPartitionColumnStatistics(null, statsDesc, statisticsObj, colStats.getEngine());
+
+          statement.setLong(1, maxCsId);
+          statement.setString(2, mPartitionColumnStatistics.getCatName());
+          statement.setString(3, mPartitionColumnStatistics.getDbName());
+          statement.setString(4, mPartitionColumnStatistics.getTableName());
+          statement.setString(5, mPartitionColumnStatistics.getPartitionName());
+          statement.setString(6, mPartitionColumnStatistics.getColName());
+          statement.setString(7, mPartitionColumnStatistics.getColType());
+          statement.setLong(8, partId);
+          statement.setObject(9, mPartitionColumnStatistics.getLongLowValue());
+          statement.setObject(10, mPartitionColumnStatistics.getLongHighValue());
+          statement.setObject(11, mPartitionColumnStatistics.getDoubleHighValue());
+          statement.setObject(12, mPartitionColumnStatistics.getDoubleLowValue());
+          statement.setString(13, mPartitionColumnStatistics.getDecimalLowValue());
+          statement.setString(14, mPartitionColumnStatistics.getDecimalHighValue());
+          statement.setObject(15, mPartitionColumnStatistics.getNumNulls());
+          statement.setObject(16, mPartitionColumnStatistics.getNumDVs());
+          statement.setObject(17, mPartitionColumnStatistics.getBitVector());
+          statement.setObject(18, mPartitionColumnStatistics.getAvgColLen());
+          statement.setObject(19, mPartitionColumnStatistics.getMaxColLen());
+          statement.setObject(20, mPartitionColumnStatistics.getNumTrues());
+          statement.setObject(21, mPartitionColumnStatistics.getNumFalses());
+          statement.setLong(22, mPartitionColumnStatistics.getLastAnalyzed());
+          statement.setString(23, mPartitionColumnStatistics.getEngine());
+
+          maxCsId++;
+          numRows++;
+          statement.addBatch();
+          if (numRows == maxNumRows) {
+            statement.executeBatch();
+            numRows = 0;
+          }
+        }
+      }
+
+      if (numRows != 0) {
+        statement.executeBatch();
+      }
+      updateMaxCSId(dbConn, maxCsId);
+    } finally {
+      closeStmt(statement);
+    }
+  }
+
+  private Map<Long, String> getParamValues(Connection dbConn, List<Long> partIdList) throws SQLException {
+    List<String> queries = new ArrayList<>();
+    StringBuilder prefix = new StringBuilder();
+    StringBuilder suffix = new StringBuilder();
+    PreparedStatement pStmt = null;
+    ResultSet rs = null;
+
+    prefix.append("select \"PART_ID\", \"PARAM_VALUE\" "
+            + " from \"PARTITION_PARAMS\" where "
+            + " \"PARAM_KEY\" = 'COLUMN_STATS_ACCURATE' "
+            + " and ");
+    TxnUtils.buildQueryWithINClause(conf, queries, prefix, suffix,
+            partIdList, "\"PART_ID\"", false, false);
+
+    List<String> params = Collections.emptyList();
+    Map<Long, String> partIdToParaMap = new HashMap<>();
+
+    try {
+      for (String query : queries) {
+        pStmt = sqlGenerator.prepareStmtWithParameters(dbConn, query, params);
+        LOG.debug("Going to execute query " + query);
+        rs = pStmt.executeQuery();
+        while (rs.next()) {
+          partIdToParaMap.put(rs.getLong(1), rs.getString(2));
+        }
+      }
+      return partIdToParaMap;
+    } finally {
+      close(rs, pStmt, null);
+    }
+  }
+
+  private void updateWriteIdForPartitions(Connection dbConn, long writeId, List<Long> partIdList) throws SQLException {
+    StringBuilder prefix = new StringBuilder();
+    List<String> queries = new ArrayList<>();
+    StringBuilder suffix = new StringBuilder();
+    prefix.append("UPDATE \"PARTITIONS\" set \"WRITE_ID\" = " + writeId + " where ");
+    TxnUtils.buildQueryWithINClause(conf, queries, prefix, suffix,
+            partIdList, "\"PART_ID\"", false, false);
+
+    List<String> params = Collections.emptyList();
+    PreparedStatement pStmt = null;
+    try {
+      for (String query : queries) {
+        pStmt = sqlGenerator.prepareStmtWithParameters(dbConn, query, params);
+        LOG.debug("Going to execute query " + query);
+        pStmt.executeUpdate();
+      }
+    } finally {
+      closeStmt(pStmt);
+    }
+  }
+
+  private Map<String, Map<String, String>> updatePartitionParamTable(Connection dbConn,
+                                                                     Map<String, PartitionInfo> partitionInfoMap,
+                                                                     Map<String, ColumnStatistics> partColStatsMap,
+                                                                     List<Long> partIdList,
+                                                                     String validWriteIds,
+                                                                     long writeId,
+                                                                     boolean isAcidTable)
+          throws SQLException, MetaException {
+    Map<String, Map<String, String>> result = new HashMap<>();
+    Statement stmtInt = null;
+
+    LOG.info("ETL_PERF started getParamValues ");
+    Map<Long, String> partIdToParaMap = getParamValues(dbConn, partIdList);
+    LOG.info("ETL_PERF done getParamValues ");
+
+    String insert = "INSERT INTO \"PARTITION_PARAMS\" (\"PART_ID\", \"PARAM_KEY\", \"PARAM_VALUE\") "
+            + "VALUES( ? , 'COLUMN_STATS_ACCURATE'  , ? )";
+    PreparedStatement statementInsert = dbConn.prepareStatement(insert);
+    int numInsert = 0;
+
+    String delete = "DELETE from \"PARTITION_PARAMS\" "
+            + " where \"PART_ID\" = ? "
+            + " and \"PARTITION_PARAMS\".\"PARAM_KEY\" = 'COLUMN_STATS_ACCURATE'";
+    PreparedStatement statementDelete = dbConn.prepareStatement(delete);
+    int numDelete = 0;
+
+    String update = "UPDATE \"PARTITION_PARAMS\" set \"PARAM_VALUE\" = ? "
+            + " where \"PART_ID\" = ? "
+            + " and \"PARTITION_PARAMS\".\"PARAM_KEY\" = 'COLUMN_STATS_ACCURATE'";
+    PreparedStatement statementUpdate = dbConn.prepareStatement(update);
+    int numUpdate = 0;
+
+    boolean areTxnStatsSupported = MetastoreConf.getBoolVar(conf, ConfVars.HIVE_TXN_STATS_ENABLED);
+    int maxNumRows = MetastoreConf.getIntVar(conf, ConfVars.DIRECT_SQL_MAX_ELEMENTS_VALUES_CLAUSE);
+
+    try {
+      stmtInt = dbConn.createStatement();
+      for (Map.Entry entry : partColStatsMap.entrySet()) {
+        if (!partitionInfoMap.containsKey(entry.getKey())) {
+          // Partition is dropped or removed by some concurrent thread.
+          continue;
+        }
+
+        ColumnStatistics colStats = (ColumnStatistics) entry.getValue();
+        List<String> colNames = colStats.getStatsObj().stream().map(e -> e.getColName()).collect(Collectors.toList());
+        long partWriteId = partitionInfoMap.get(entry.getKey()).writeId;
+        long partId = partitionInfoMap.get(entry.getKey()).partitionId;
+        Map<String, String> newParameter;
+
+        if (!partIdToParaMap.containsKey(partId)) {
+          newParameter = new HashMap<>();
+          newParameter.put(COLUMN_STATS_ACCURATE, "TRUE");
+          StatsSetupConst.setColumnStatsState(newParameter, colNames);
+          statementInsert.setLong(1, partId);
+          statementInsert.setString(2, newParameter.get(COLUMN_STATS_ACCURATE));
+          numInsert++;
+          statementInsert.addBatch();
+          if (numInsert == maxNumRows) {
+            statementInsert.executeBatch();
+            numInsert = 0;
+          }
+          LOG.debug(" Executing insert " + insert);
+        } else {
+          String oldStats = partIdToParaMap.get(partId);
+
+          Map<String, String> oldParameter = new HashMap<>();
+          oldParameter.put(COLUMN_STATS_ACCURATE, oldStats);
+
+          newParameter = new HashMap<>();
+          newParameter.put(COLUMN_STATS_ACCURATE, oldStats);
+          StatsSetupConst.setColumnStatsState(newParameter, colNames);
+
+          if (isAcidTable) {
+            String errorMsg = ObjectStore.verifyStatsChangeCtx(
+                    colStats.getStatsDesc().getDbName() + "." + colStats.getStatsDesc().getTableName(),
+                    oldParameter, newParameter, writeId, validWriteIds, true);
+            if (errorMsg != null) {
+              throw new MetaException(errorMsg);
+            }
+          }
+
+          if (isAcidTable &&
+                  (!areTxnStatsSupported || !ObjectStore.isCurrentStatsValidForTheQuery(oldParameter, partWriteId,
+                          validWriteIds, true))) {
+            statementDelete.setLong(1, partId);
+            statementDelete.addBatch();
+            numDelete++;
+            if (numDelete == maxNumRows) {
+              statementDelete.executeBatch();
+              numDelete = 0;
+            }
+            LOG.debug("Removed COLUMN_STATS_ACCURATE from the parameters of the partition "
+                    + colStats.getStatsDesc().getDbName() + "." + colStats.getStatsDesc().getTableName() + "."
+                    + colStats.getStatsDesc().getPartName());
+          } else {
+            statementUpdate.setString(1, newParameter.get(COLUMN_STATS_ACCURATE));
+            statementUpdate.setLong(2, partId);
+            statementUpdate.addBatch();
+            numUpdate++;
+            if (numUpdate == maxNumRows) {
+              statementUpdate.executeBatch();
+              numUpdate = 0;
+            }
+            LOG.debug(" Executing update " + statementUpdate);
+          }
+        }
+        result.put((String) entry.getKey(), newParameter);
+      }
+
+      if (numInsert != 0) {
+        statementInsert.executeBatch();
+      }
+
+      if (numUpdate != 0) {
+        statementUpdate.executeBatch();
+      }
+
+      if (numDelete != 0) {
+        statementDelete.executeBatch();
+      }
+
+      if (isAcidTable) {
+        LOG.info("ETL_PERF started updateWriteIdForPartitions ");
+        updateWriteIdForPartitions(dbConn, writeId, partIdList);
+        LOG.info("ETL_PERF done updateWriteIdForPartitions ");
+      }
+      return result;
+    } finally {
+      closeStmt(stmtInt);
+      closeStmt(statementInsert);
+      closeStmt(statementUpdate);
+      closeStmt(statementDelete);
+    }
+  }
+
+  private static class PartitionInfo {
+    long partitionId;
+    long writeId;
+    public PartitionInfo(long partitionId, long writeId) {
+      this.partitionId = partitionId;
+      this.writeId = writeId;
+    }
+  }
+
+  private Map<String, PartitionInfo> getPartitionInfo(Connection dbConn, String catName,
+                                                      String dbName, String tblName,
+                                                      List<String> partKeys) throws SQLException {
+    List<String> queries = new ArrayList<>();
+    StringBuilder prefix = new StringBuilder();
+    StringBuilder suffix = new StringBuilder();
+    PreparedStatement pStmt = null;
+    ResultSet rs = null;
+    Map<String, PartitionInfo> partitionInfoMap = new HashMap<>();
+
+    try {
+      long tblId;
+      Statement stmt = dbConn.createStatement();
+      rs = stmt.executeQuery("select \"TBL_ID\" from \"DBS\", \"TBLS\" where \"DBS\".\"NAME\" = "

Review comment:
       Try to move SQL into the constants with parametrization, see MessageFormat.format 

##########
File path: standalone-metastore/metastore-server/src/main/java/org/apache/hadoop/hive/metastore/txn/TxnHandler.java
##########
@@ -5390,6 +5406,493 @@ public void countOpenTxns() throws MetaException {
     }
   }
 
+  private void cleanOldStatsFromPartColStatTable(Map<String, PartitionInfo> statsPartInfoMap,
+                                                 Map<String, ColumnStatistics> newStatsMap,
+                                                 Connection dbConn) throws SQLException {
+    PreparedStatement statementDelete = null;
+    int numRows = 0;
+    int maxNumRows = MetastoreConf.getIntVar(conf, ConfVars.DIRECT_SQL_MAX_ELEMENTS_VALUES_CLAUSE);
+    String delete = "DELETE FROM \"PART_COL_STATS\" where \"PART_ID\" = ? AND \"COLUMN_NAME\" = ?";
+
+    try {
+      statementDelete = dbConn.prepareStatement(delete);
+      for (Map.Entry entry : newStatsMap.entrySet()) {
+        // If the partition does not exist (deleted/removed by some other task), no need to update the stats.
+        if (!statsPartInfoMap.containsKey(entry.getKey())) {
+          continue;
+        }
+
+        ColumnStatistics colStats = (ColumnStatistics) entry.getValue();
+        for (ColumnStatisticsObj statisticsObj : colStats.getStatsObj()) {
+          statementDelete.setLong(1, statsPartInfoMap.get(entry.getKey()).partitionId);
+          statementDelete.setString(2, statisticsObj.getColName());
+          numRows++;
+          statementDelete.addBatch();
+          if (numRows == maxNumRows) {
+            statementDelete.executeBatch();
+            numRows = 0;
+            LOG.info("Executed delete " + delete + " for numRows " + numRows);
+          }
+        }
+      }
+
+      if (numRows != 0) {
+        statementDelete.executeBatch();
+      }
+    } finally {
+      closeStmt(statementDelete);
+    }
+  }
+
+  private long getMaxCSId(Connection dbConn) throws SQLException {
+    Statement stmtInt = null;
+    ResultSet rsInt = null;
+    long maxCsId = 0;
+    try {
+      stmtInt = dbConn.createStatement();
+      while (maxCsId == 0) {
+        String query = "SELECT \"NEXT_VAL\" FROM \"SEQUENCE_TABLE\" WHERE \"SEQUENCE_NAME\"= "
+                + quoteString("org.apache.hadoop.hive.metastore.model.MPartitionColumnStatistics")
+                + " FOR UPDATE";
+        rsInt = stmtInt.executeQuery(query);
+        LOG.debug("Going to execute query " + query);
+        if (rsInt.next()) {
+          maxCsId = rsInt.getLong(1);
+        } else {
+          query = "INSERT INTO \"SEQUENCE_TABLE\" (\"SEQUENCE_NAME\", \"NEXT_VAL\")  VALUES ( "
+                  + quoteString("org.apache.hadoop.hive.metastore.model.MPartitionColumnStatistics") + "," + 1
+                  + ")";
+          stmtInt.executeUpdate(query);
+        }
+      }
+      return maxCsId;
+    } finally {
+      close(rsInt, stmtInt, null);
+    }
+  }
+
+  private void updateMaxCSId(Connection dbConn, long maxCSId) throws SQLException {
+    Statement stmtInt = null;
+    try {
+      stmtInt = dbConn.createStatement();
+      String query = "UPDATE \"SEQUENCE_TABLE\" SET \"NEXT_VAL\" = "
+              + maxCSId
+              + " WHERE \"SEQUENCE_NAME\" = "
+              + quoteString("org.apache.hadoop.hive.metastore.model.MPartitionColumnStatistics");
+      stmtInt.executeUpdate(query);
+      LOG.debug("Going to execute update " + query);
+    } finally {
+      closeStmt(stmtInt);
+    }
+  }
+
+  private void insertIntoPartColStatTable(Map<String, PartitionInfo> statsPartInfoMap,
+                                          Map<String, ColumnStatistics> newStatsMap,
+                                          Connection dbConn) throws SQLException, MetaException, NoSuchObjectException {
+    PreparedStatement statement = null;
+    long maxCsId = getMaxCSId(dbConn);
+
+    try {
+      int numRows = 0;
+      int maxNumRows = MetastoreConf.getIntVar(conf, ConfVars.DIRECT_SQL_MAX_ELEMENTS_VALUES_CLAUSE);
+
+      String insert = "INSERT INTO \"PART_COL_STATS\" (\"CS_ID\", \"CAT_NAME\", \"DB_NAME\","
+              + "\"TABLE_NAME\", \"PARTITION_NAME\", \"COLUMN_NAME\", \"COLUMN_TYPE\", \"PART_ID\","
+              + " \"LONG_LOW_VALUE\", \"LONG_HIGH_VALUE\", \"DOUBLE_HIGH_VALUE\", \"DOUBLE_LOW_VALUE\","
+              + " \"BIG_DECIMAL_LOW_VALUE\", \"BIG_DECIMAL_HIGH_VALUE\", \"NUM_NULLS\", \"NUM_DISTINCTS\", \"BIT_VECTOR\" ,"
+              + " \"AVG_COL_LEN\", \"MAX_COL_LEN\", \"NUM_TRUES\", \"NUM_FALSES\", \"LAST_ANALYZED\", \"ENGINE\") values "
+              + "(?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?)";
+      statement = dbConn.prepareStatement(insert);
+
+      for (Map.Entry entry : newStatsMap.entrySet()) {
+        // If the partition does not exist (deleted/removed by some other task), no need to update the stats.
+        if (!statsPartInfoMap.containsKey(entry.getKey())) {
+          continue;
+        }
+
+        ColumnStatistics colStats = (ColumnStatistics) entry.getValue();
+        ColumnStatisticsDesc statsDesc = colStats.getStatsDesc();
+        long partId = statsPartInfoMap.get(entry.getKey()).partitionId;
+
+        for (ColumnStatisticsObj statisticsObj : colStats.getStatsObj()) {
+          MPartitionColumnStatistics mPartitionColumnStatistics = StatObjectConverter.
+                  convertToMPartitionColumnStatistics(null, statsDesc, statisticsObj, colStats.getEngine());
+
+          statement.setLong(1, maxCsId);
+          statement.setString(2, mPartitionColumnStatistics.getCatName());
+          statement.setString(3, mPartitionColumnStatistics.getDbName());
+          statement.setString(4, mPartitionColumnStatistics.getTableName());
+          statement.setString(5, mPartitionColumnStatistics.getPartitionName());
+          statement.setString(6, mPartitionColumnStatistics.getColName());
+          statement.setString(7, mPartitionColumnStatistics.getColType());
+          statement.setLong(8, partId);
+          statement.setObject(9, mPartitionColumnStatistics.getLongLowValue());
+          statement.setObject(10, mPartitionColumnStatistics.getLongHighValue());
+          statement.setObject(11, mPartitionColumnStatistics.getDoubleHighValue());
+          statement.setObject(12, mPartitionColumnStatistics.getDoubleLowValue());
+          statement.setString(13, mPartitionColumnStatistics.getDecimalLowValue());
+          statement.setString(14, mPartitionColumnStatistics.getDecimalHighValue());
+          statement.setObject(15, mPartitionColumnStatistics.getNumNulls());
+          statement.setObject(16, mPartitionColumnStatistics.getNumDVs());
+          statement.setObject(17, mPartitionColumnStatistics.getBitVector());
+          statement.setObject(18, mPartitionColumnStatistics.getAvgColLen());
+          statement.setObject(19, mPartitionColumnStatistics.getMaxColLen());
+          statement.setObject(20, mPartitionColumnStatistics.getNumTrues());
+          statement.setObject(21, mPartitionColumnStatistics.getNumFalses());
+          statement.setLong(22, mPartitionColumnStatistics.getLastAnalyzed());
+          statement.setString(23, mPartitionColumnStatistics.getEngine());
+
+          maxCsId++;
+          numRows++;
+          statement.addBatch();
+          if (numRows == maxNumRows) {
+            statement.executeBatch();
+            numRows = 0;
+          }
+        }
+      }
+
+      if (numRows != 0) {
+        statement.executeBatch();
+      }
+      updateMaxCSId(dbConn, maxCsId);
+    } finally {
+      closeStmt(statement);
+    }
+  }
+
+  private Map<Long, String> getParamValues(Connection dbConn, List<Long> partIdList) throws SQLException {
+    List<String> queries = new ArrayList<>();
+    StringBuilder prefix = new StringBuilder();
+    StringBuilder suffix = new StringBuilder();
+    PreparedStatement pStmt = null;
+    ResultSet rs = null;
+
+    prefix.append("select \"PART_ID\", \"PARAM_VALUE\" "
+            + " from \"PARTITION_PARAMS\" where "
+            + " \"PARAM_KEY\" = 'COLUMN_STATS_ACCURATE' "
+            + " and ");
+    TxnUtils.buildQueryWithINClause(conf, queries, prefix, suffix,
+            partIdList, "\"PART_ID\"", false, false);
+
+    List<String> params = Collections.emptyList();
+    Map<Long, String> partIdToParaMap = new HashMap<>();
+
+    try {
+      for (String query : queries) {
+        pStmt = sqlGenerator.prepareStmtWithParameters(dbConn, query, params);
+        LOG.debug("Going to execute query " + query);
+        rs = pStmt.executeQuery();
+        while (rs.next()) {
+          partIdToParaMap.put(rs.getLong(1), rs.getString(2));
+        }
+      }
+      return partIdToParaMap;
+    } finally {
+      close(rs, pStmt, null);
+    }
+  }
+
+  private void updateWriteIdForPartitions(Connection dbConn, long writeId, List<Long> partIdList) throws SQLException {
+    StringBuilder prefix = new StringBuilder();
+    List<String> queries = new ArrayList<>();
+    StringBuilder suffix = new StringBuilder();
+    prefix.append("UPDATE \"PARTITIONS\" set \"WRITE_ID\" = " + writeId + " where ");
+    TxnUtils.buildQueryWithINClause(conf, queries, prefix, suffix,
+            partIdList, "\"PART_ID\"", false, false);
+
+    List<String> params = Collections.emptyList();
+    PreparedStatement pStmt = null;
+    try {
+      for (String query : queries) {
+        pStmt = sqlGenerator.prepareStmtWithParameters(dbConn, query, params);
+        LOG.debug("Going to execute query " + query);
+        pStmt.executeUpdate();
+      }
+    } finally {
+      closeStmt(pStmt);
+    }
+  }
+
+  private Map<String, Map<String, String>> updatePartitionParamTable(Connection dbConn,
+                                                                     Map<String, PartitionInfo> partitionInfoMap,
+                                                                     Map<String, ColumnStatistics> partColStatsMap,
+                                                                     List<Long> partIdList,
+                                                                     String validWriteIds,
+                                                                     long writeId,
+                                                                     boolean isAcidTable)
+          throws SQLException, MetaException {
+    Map<String, Map<String, String>> result = new HashMap<>();
+    Statement stmtInt = null;
+
+    LOG.info("ETL_PERF started getParamValues ");
+    Map<Long, String> partIdToParaMap = getParamValues(dbConn, partIdList);
+    LOG.info("ETL_PERF done getParamValues ");
+
+    String insert = "INSERT INTO \"PARTITION_PARAMS\" (\"PART_ID\", \"PARAM_KEY\", \"PARAM_VALUE\") "
+            + "VALUES( ? , 'COLUMN_STATS_ACCURATE'  , ? )";
+    PreparedStatement statementInsert = dbConn.prepareStatement(insert);
+    int numInsert = 0;
+
+    String delete = "DELETE from \"PARTITION_PARAMS\" "
+            + " where \"PART_ID\" = ? "
+            + " and \"PARTITION_PARAMS\".\"PARAM_KEY\" = 'COLUMN_STATS_ACCURATE'";
+    PreparedStatement statementDelete = dbConn.prepareStatement(delete);
+    int numDelete = 0;
+
+    String update = "UPDATE \"PARTITION_PARAMS\" set \"PARAM_VALUE\" = ? "
+            + " where \"PART_ID\" = ? "
+            + " and \"PARTITION_PARAMS\".\"PARAM_KEY\" = 'COLUMN_STATS_ACCURATE'";
+    PreparedStatement statementUpdate = dbConn.prepareStatement(update);
+    int numUpdate = 0;
+
+    boolean areTxnStatsSupported = MetastoreConf.getBoolVar(conf, ConfVars.HIVE_TXN_STATS_ENABLED);
+    int maxNumRows = MetastoreConf.getIntVar(conf, ConfVars.DIRECT_SQL_MAX_ELEMENTS_VALUES_CLAUSE);
+
+    try {
+      stmtInt = dbConn.createStatement();
+      for (Map.Entry entry : partColStatsMap.entrySet()) {
+        if (!partitionInfoMap.containsKey(entry.getKey())) {
+          // Partition is dropped or removed by some concurrent thread.
+          continue;
+        }
+
+        ColumnStatistics colStats = (ColumnStatistics) entry.getValue();
+        List<String> colNames = colStats.getStatsObj().stream().map(e -> e.getColName()).collect(Collectors.toList());
+        long partWriteId = partitionInfoMap.get(entry.getKey()).writeId;
+        long partId = partitionInfoMap.get(entry.getKey()).partitionId;
+        Map<String, String> newParameter;
+
+        if (!partIdToParaMap.containsKey(partId)) {
+          newParameter = new HashMap<>();
+          newParameter.put(COLUMN_STATS_ACCURATE, "TRUE");
+          StatsSetupConst.setColumnStatsState(newParameter, colNames);
+          statementInsert.setLong(1, partId);
+          statementInsert.setString(2, newParameter.get(COLUMN_STATS_ACCURATE));
+          numInsert++;
+          statementInsert.addBatch();
+          if (numInsert == maxNumRows) {
+            statementInsert.executeBatch();
+            numInsert = 0;
+          }
+          LOG.debug(" Executing insert " + insert);
+        } else {
+          String oldStats = partIdToParaMap.get(partId);
+
+          Map<String, String> oldParameter = new HashMap<>();
+          oldParameter.put(COLUMN_STATS_ACCURATE, oldStats);
+
+          newParameter = new HashMap<>();
+          newParameter.put(COLUMN_STATS_ACCURATE, oldStats);
+          StatsSetupConst.setColumnStatsState(newParameter, colNames);
+
+          if (isAcidTable) {
+            String errorMsg = ObjectStore.verifyStatsChangeCtx(
+                    colStats.getStatsDesc().getDbName() + "." + colStats.getStatsDesc().getTableName(),
+                    oldParameter, newParameter, writeId, validWriteIds, true);
+            if (errorMsg != null) {
+              throw new MetaException(errorMsg);
+            }
+          }
+
+          if (isAcidTable &&
+                  (!areTxnStatsSupported || !ObjectStore.isCurrentStatsValidForTheQuery(oldParameter, partWriteId,
+                          validWriteIds, true))) {
+            statementDelete.setLong(1, partId);
+            statementDelete.addBatch();
+            numDelete++;
+            if (numDelete == maxNumRows) {
+              statementDelete.executeBatch();
+              numDelete = 0;
+            }
+            LOG.debug("Removed COLUMN_STATS_ACCURATE from the parameters of the partition "
+                    + colStats.getStatsDesc().getDbName() + "." + colStats.getStatsDesc().getTableName() + "."
+                    + colStats.getStatsDesc().getPartName());
+          } else {
+            statementUpdate.setString(1, newParameter.get(COLUMN_STATS_ACCURATE));
+            statementUpdate.setLong(2, partId);
+            statementUpdate.addBatch();
+            numUpdate++;
+            if (numUpdate == maxNumRows) {
+              statementUpdate.executeBatch();
+              numUpdate = 0;
+            }
+            LOG.debug(" Executing update " + statementUpdate);
+          }
+        }
+        result.put((String) entry.getKey(), newParameter);
+      }
+
+      if (numInsert != 0) {
+        statementInsert.executeBatch();
+      }
+
+      if (numUpdate != 0) {
+        statementUpdate.executeBatch();
+      }
+
+      if (numDelete != 0) {
+        statementDelete.executeBatch();
+      }
+
+      if (isAcidTable) {
+        LOG.info("ETL_PERF started updateWriteIdForPartitions ");
+        updateWriteIdForPartitions(dbConn, writeId, partIdList);
+        LOG.info("ETL_PERF done updateWriteIdForPartitions ");
+      }
+      return result;
+    } finally {
+      closeStmt(stmtInt);
+      closeStmt(statementInsert);
+      closeStmt(statementUpdate);
+      closeStmt(statementDelete);
+    }
+  }
+
+  private static class PartitionInfo {
+    long partitionId;
+    long writeId;
+    public PartitionInfo(long partitionId, long writeId) {
+      this.partitionId = partitionId;
+      this.writeId = writeId;
+    }
+  }
+
+  private Map<String, PartitionInfo> getPartitionInfo(Connection dbConn, String catName,
+                                                      String dbName, String tblName,
+                                                      List<String> partKeys) throws SQLException {
+    List<String> queries = new ArrayList<>();
+    StringBuilder prefix = new StringBuilder();
+    StringBuilder suffix = new StringBuilder();
+    PreparedStatement pStmt = null;
+    ResultSet rs = null;
+    Map<String, PartitionInfo> partitionInfoMap = new HashMap<>();
+
+    try {
+      long tblId;
+      Statement stmt = dbConn.createStatement();
+      rs = stmt.executeQuery("select \"TBL_ID\" from \"DBS\", \"TBLS\" where \"DBS\".\"NAME\" = "
+              + quoteString(dbName) + " and \"DBS\".\"CTLG_NAME\" = " + quoteString(catName)
+              + " and \"TBLS\".\"TBL_NAME\" = " + quoteString(tblName)
+              + " and \"DBS\".\"DB_ID\" = \"TBLS\".\"DB_ID\"");
+      if (rs.next()) {
+        tblId = rs.getLong(1);
+      } else {
+        throw new RuntimeException("Invalid table name" + catName + "." + dbName + "." + tblName);
+      }
+
+      prefix.append("select \"PARTITIONS\".\"PART_ID\", \"PARTITIONS\".\"WRITE_ID\", \"PARTITIONS\".\"PART_NAME\" "
+              + " from \"PARTITIONS\" where ");
+      suffix.append(" and \"TBL_ID\" = " + tblId);
+      TxnUtils.buildQueryWithINClauseStrings(conf, queries, prefix, suffix,
+              partKeys, "\"PARTITIONS\".\"PART_NAME\"", false, false);
+
+      List<String> params = new ArrayList<>();
+      for (String query : queries) {
+        pStmt = sqlGenerator.prepareStmtWithParameters(dbConn, query, params);
+        LOG.debug("Going to execute query <" + query + ">");
+        rs = pStmt.executeQuery();
+        while (rs.next()) {
+          PartitionInfo partitionInfo = new PartitionInfo(rs.getLong(1), rs.getLong(2));
+          partitionInfoMap.put(rs.getString(3), partitionInfo);
+        }
+      }
+    } finally {
+      close(rs, pStmt, null);
+    }
+    return partitionInfoMap;
+  }
+
+  @Override
+  public boolean updatePartitionColumnStatistics(Map<String, ColumnStatistics> partColStatsMap,
+                                                 IHMSHandler handler,
+                                                 List<MetaStoreEventListener> listeners,
+                                                 Table tbl,
+                                                 String validWriteIds, long writeId) throws MetaException {
+    Connection dbConn = null;
+    String catName = tbl.getCatName();
+    String dbName = tbl.getDbName();
+    String tableName = tbl.getTableName();
+    boolean isAcidTable = TxnUtils.isAcidTable(tbl);
+
+    LOG.info("ETL_PERF started updatePartitionColumnStatistics");
+    boolean committed = false;
+    try {
+      try {
+        lockInternal();
+        dbConn = getDbConn(Connection.TRANSACTION_READ_COMMITTED, connPoolMutex);
+
+        LOG.info("ETL_PERF started getPartitionInfo");
+        List<String> partNames = partColStatsMap.keySet().stream().map(
+                e -> quoteString(e)).collect(Collectors.toList()
+        );
+        Map<String, PartitionInfo> partitionInfoMap = getPartitionInfo(dbConn, catName, dbName, tableName, partNames);
+        LOG.info("ETL_PERF done getPartitionInfo");
+
+        List<Long> partIdList = partitionInfoMap.values().stream().map(
+                e -> e.partitionId).collect(Collectors.toList()
+        );
+
+        LOG.info("ETL_PERF started updatePartitionParamTable");
+        Map<String, Map<String, String>> result =
+                updatePartitionParamTable(dbConn, partitionInfoMap, partColStatsMap,
+                        partIdList, validWriteIds, writeId, isAcidTable);
+        LOG.info("ETL_PERF done updatePartitionParamTable");
+
+        LOG.info("ETL_PERF started cleanOldStatsFromPartColStatTable ");
+        cleanOldStatsFromPartColStatTable(partitionInfoMap, partColStatsMap, dbConn);
+        LOG.info("ETL_PERF done cleanOldStatsFromPartColStatTable ");
+
+        LOG.info("ETL_PERF started insertIntoPartColStatTable ");
+        insertIntoPartColStatTable(partitionInfoMap, partColStatsMap, dbConn);
+        LOG.info("ETL_PERF done insertIntoPartColStatTable ");
+
+        LOG.info("ETL_PERF started notifyEventWithDirectSql");
+        for (Map.Entry entry : result.entrySet()) {
+          Map<String, String> parameters = (Map<String, String>) entry.getValue();
+          ColumnStatistics colStats = partColStatsMap.get(entry.getKey());
+          List<String> partVals = getPartValsFromName(tbl, colStats.getStatsDesc().getPartName());
+          if (transactionalListeners != null) {
+            MetaStoreListenerNotifier.notifyEventWithDirectSql(transactionalListeners,
+                    EventMessage.EventType.UPDATE_PARTITION_COLUMN_STAT,
+                    new UpdatePartitionColumnStatEvent(colStats, partVals, parameters,
+                            tbl, writeId, handler), dbConn, sqlGenerator);
+          }
+
+          if (listeners != null) {
+            MetaStoreListenerNotifier.notifyEvent(listeners,

Review comment:
       should we pass batch of events to the dbNotificationListener as well?




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