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haonan pushed a commit to branch opt_py_dataset
in repository https://gitbox.apache.org/repos/asf/iotdb.git

commit f03ad248a47b017c6f25cd532945cd5f02a91953
Author: HTHou <[email protected]>
AuthorDate: Tue Sep 26 18:59:59 2023 +0800

    opt_python_query
---
 .../main/java/org/apache/iotdb/SessionExample.java | 879 +--------------------
 iotdb-client/client-py/SessionExample.py           | 403 +---------
 iotdb-client/client-py/iotdb/utils/Field.py        |  93 +--
 .../client-py/iotdb/utils/IoTDBRpcDataSet.py       |  88 ++-
 .../client-py/iotdb/utils/SessionDataSet.py        |  66 +-
 5 files changed, 143 insertions(+), 1386 deletions(-)

diff --git a/example/session/src/main/java/org/apache/iotdb/SessionExample.java 
b/example/session/src/main/java/org/apache/iotdb/SessionExample.java
index 60bf282ed8f..bb750fd8af6 100644
--- a/example/session/src/main/java/org/apache/iotdb/SessionExample.java
+++ b/example/session/src/main/java/org/apache/iotdb/SessionExample.java
@@ -1,49 +1,19 @@
-/*
- * 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.iotdb;
 
-import org.apache.iotdb.common.rpc.thrift.TAggregationType;
 import org.apache.iotdb.isession.SessionDataSet;
-import org.apache.iotdb.isession.SessionDataSet.DataIterator;
-import org.apache.iotdb.isession.template.Template;
 import org.apache.iotdb.isession.util.Version;
 import org.apache.iotdb.rpc.IoTDBConnectionException;
 import org.apache.iotdb.rpc.StatementExecutionException;
-import org.apache.iotdb.rpc.TSStatusCode;
 import org.apache.iotdb.session.Session;
-import org.apache.iotdb.session.template.MeasurementNode;
 import org.apache.iotdb.tsfile.file.metadata.enums.CompressionType;
 import org.apache.iotdb.tsfile.file.metadata.enums.TSDataType;
 import org.apache.iotdb.tsfile.file.metadata.enums.TSEncoding;
-import org.apache.iotdb.tsfile.utils.Binary;
-import org.apache.iotdb.tsfile.utils.BitMap;
 import org.apache.iotdb.tsfile.write.record.Tablet;
 import org.apache.iotdb.tsfile.write.schema.MeasurementSchema;
 
-import java.io.IOException;
 import java.util.ArrayList;
 import java.util.Arrays;
-import java.util.Collections;
-import java.util.HashMap;
 import java.util.List;
-import java.util.Map;
 import java.util.Random;
 
 @SuppressWarnings({"squid:S106", "squid:S1144", "squid:S125"})
@@ -51,15 +21,8 @@ public class SessionExample {
 
   private static Session session;
   private static Session sessionEnableRedirect;
-  private static final String ROOT_SG1_D1_S1 = "root.sg1.d1.s1";
-  private static final String ROOT_SG1_D1_S2 = "root.sg1.d1.s2";
-  private static final String ROOT_SG1_D1_S3 = "root.sg1.d1.s3";
-  private static final String ROOT_SG1_D1_S4 = "root.sg1.d1.s4";
-  private static final String ROOT_SG1_D1_S5 = "root.sg1.d1.s5";
-  private static final String ROOT_SG1_D1 = "root.sg1.d1";
-  private static final String ROOT_SG1 = "root.sg1";
   private static final String LOCAL_HOST = "127.0.0.1";
-  public static final String SELECT_D1 = "select * from root.sg1.d1";
+  private static final String ROOT_SG1_D1 = "root.sg.d";
 
   private static Random random = new Random();
 
@@ -74,838 +37,18 @@ public class SessionExample {
             .version(Version.V_1_0)
             .build();
     session.open(false);
-
-    // set session fetchSize
-    session.setFetchSize(10000);
-
-    try {
-      session.createDatabase("root.sg1");
-    } catch (StatementExecutionException e) {
-      if (e.getStatusCode() != 
TSStatusCode.DATABASE_ALREADY_EXISTS.getStatusCode()) {
-        throw e;
-      }
-    }
-
-    //     createTemplate();
-    createTimeseries();
-    createMultiTimeseries();
-    insertRecord();
-    insertTablet();
-    //    insertTabletWithNullValues();
-    //    insertTablets();
-    //    insertRecords();
-    //    insertText();
-    //    selectInto();
-    //    createAndDropContinuousQueries();
-    //    nonQuery();
-    query();
-    //    queryWithTimeout();
-    rawDataQuery();
-    lastDataQuery();
-    aggregationQuery();
-    groupByQuery();
-    //    queryByIterator();
-    //    deleteData();
-    //    deleteTimeseries();
-    //    setTimeout();
-
-    sessionEnableRedirect = new Session(LOCAL_HOST, 6667, "root", "root");
-    sessionEnableRedirect.setEnableQueryRedirection(true);
-    sessionEnableRedirect.open(false);
-
-    // set session fetchSize
-    sessionEnableRedirect.setFetchSize(10000);
-
-    fastLastDataQueryForOneDevice();
-    insertRecord4Redirect();
-    query4Redirect();
-    sessionEnableRedirect.close();
-    session.close();
-  }
-
-  private static void createAndDropContinuousQueries()
-      throws StatementExecutionException, IoTDBConnectionException {
-    session.executeNonQueryStatement(
-        "CREATE CONTINUOUS QUERY cq1 "
-            + "BEGIN SELECT max_value(s1) INTO temperature_max FROM root.sg1.* 
"
-            + "GROUP BY time(10s) END");
-    session.executeNonQueryStatement(
-        "CREATE CONTINUOUS QUERY cq2 "
-            + "BEGIN SELECT count(s2) INTO temperature_cnt FROM root.sg1.* "
-            + "GROUP BY time(10s), level=1 END");
-    session.executeNonQueryStatement(
-        "CREATE CONTINUOUS QUERY cq3 "
-            + "RESAMPLE EVERY 20s FOR 20s "
-            + "BEGIN SELECT avg(s3) INTO temperature_avg FROM root.sg1.* "
-            + "GROUP BY time(10s), level=1 END");
-    session.executeNonQueryStatement("DROP CONTINUOUS QUERY cq1");
-    session.executeNonQueryStatement("DROP CONTINUOUS QUERY cq2");
-    session.executeNonQueryStatement("DROP CONTINUOUS QUERY cq3");
-  }
-
-  private static void createTimeseries()
-      throws IoTDBConnectionException, StatementExecutionException {
-
-    if (!session.checkTimeseriesExists(ROOT_SG1_D1_S1)) {
-      session.createTimeseries(
-          ROOT_SG1_D1_S1, TSDataType.INT64, TSEncoding.RLE, 
CompressionType.SNAPPY);
-    }
-    if (!session.checkTimeseriesExists(ROOT_SG1_D1_S2)) {
-      session.createTimeseries(
-          ROOT_SG1_D1_S2, TSDataType.INT64, TSEncoding.RLE, 
CompressionType.SNAPPY);
-    }
-    if (!session.checkTimeseriesExists(ROOT_SG1_D1_S3)) {
-      session.createTimeseries(
-          ROOT_SG1_D1_S3, TSDataType.INT64, TSEncoding.RLE, 
CompressionType.SNAPPY);
-    }
-
-    // create timeseries with tags and attributes
-    if (!session.checkTimeseriesExists(ROOT_SG1_D1_S4)) {
-      Map<String, String> tags = new HashMap<>();
-      tags.put("tag1", "v1");
-      Map<String, String> attributes = new HashMap<>();
-      attributes.put("description", "v1");
-      session.createTimeseries(
-          ROOT_SG1_D1_S4,
-          TSDataType.INT64,
-          TSEncoding.RLE,
-          CompressionType.SNAPPY,
-          null,
-          tags,
-          attributes,
-          "temperature");
-    }
-
-    // create timeseries with SDT property, SDT will take place when flushing
-    if (!session.checkTimeseriesExists(ROOT_SG1_D1_S5)) {
-      // COMPDEV is required
-      // COMPMAXTIME and COMPMINTIME are optional and their unit is ms
-      Map<String, String> props = new HashMap<>();
-      props.put("LOSS", "sdt");
-      props.put("COMPDEV", "0.01");
-      props.put("COMPMINTIME", "2");
-      props.put("COMPMAXTIME", "10");
-      session.createTimeseries(
-          ROOT_SG1_D1_S5,
-          TSDataType.INT64,
-          TSEncoding.RLE,
-          CompressionType.SNAPPY,
-          props,
-          null,
-          null,
-          null);
-    }
-  }
-
-  private static void createMultiTimeseries()
-      throws IoTDBConnectionException, StatementExecutionException {
-
-    if (!session.checkTimeseriesExists("root.sg1.d2.s1")
-        && !session.checkTimeseriesExists("root.sg1.d2.s2")) {
-      List<String> paths = new ArrayList<>();
-      paths.add("root.sg1.d2.s1");
-      paths.add("root.sg1.d2.s2");
-      List<TSDataType> tsDataTypes = new ArrayList<>();
-      tsDataTypes.add(TSDataType.INT64);
-      tsDataTypes.add(TSDataType.INT64);
-      List<TSEncoding> tsEncodings = new ArrayList<>();
-      tsEncodings.add(TSEncoding.RLE);
-      tsEncodings.add(TSEncoding.RLE);
-      List<CompressionType> compressionTypes = new ArrayList<>();
-      compressionTypes.add(CompressionType.SNAPPY);
-      compressionTypes.add(CompressionType.SNAPPY);
-
-      List<Map<String, String>> tagsList = new ArrayList<>();
-      Map<String, String> tags = new HashMap<>();
-      tags.put("unit", "kg");
-      tagsList.add(tags);
-      tagsList.add(tags);
-
-      List<Map<String, String>> attributesList = new ArrayList<>();
-      Map<String, String> attributes = new HashMap<>();
-      attributes.put("minValue", "1");
-      attributes.put("maxValue", "100");
-      attributesList.add(attributes);
-      attributesList.add(attributes);
-
-      List<String> alias = new ArrayList<>();
-      alias.add("weight1");
-      alias.add("weight2");
-
-      session.createMultiTimeseries(
-          paths, tsDataTypes, tsEncodings, compressionTypes, null, tagsList, 
attributesList, alias);
-    }
-  }
-
-  private static void createTemplate()
-      throws IoTDBConnectionException, StatementExecutionException, 
IOException {
-
-    Template template = new Template("template1", false);
-    MeasurementNode mNodeS1 =
-        new MeasurementNode("s1", TSDataType.INT64, TSEncoding.RLE, 
CompressionType.SNAPPY);
-    MeasurementNode mNodeS2 =
-        new MeasurementNode("s2", TSDataType.INT64, TSEncoding.RLE, 
CompressionType.SNAPPY);
-    MeasurementNode mNodeS3 =
-        new MeasurementNode("s3", TSDataType.INT64, TSEncoding.RLE, 
CompressionType.SNAPPY);
-
-    template.addToTemplate(mNodeS1);
-    template.addToTemplate(mNodeS2);
-    template.addToTemplate(mNodeS3);
-
-    session.createSchemaTemplate(template);
-    session.setSchemaTemplate("template1", "root.sg1");
-  }
-
-  private static void insertRecord() throws IoTDBConnectionException, 
StatementExecutionException {
-    String deviceId = ROOT_SG1_D1;
-    List<String> measurements = new ArrayList<>();
-    List<TSDataType> types = new ArrayList<>();
-    measurements.add("s1");
-    measurements.add("s2");
-    measurements.add("s3");
-    types.add(TSDataType.INT64);
-    types.add(TSDataType.INT64);
-    types.add(TSDataType.INT64);
-
-    for (long time = 0; time < 100; time++) {
-      List<Object> values = new ArrayList<>();
-      values.add(1L);
-      values.add(2L);
-      values.add(3L);
-      session.insertRecord(deviceId, time, measurements, types, values);
-    }
-  }
-
-  private static void insertRecord4Redirect()
-      throws IoTDBConnectionException, StatementExecutionException {
-    for (int i = 0; i < 6; i++) {
-      for (int j = 0; j < 2; j++) {
-        String deviceId = "root.redirect" + i + ".d" + j;
-        List<String> measurements = new ArrayList<>();
-        measurements.add("s1");
-        measurements.add("s2");
-        measurements.add("s3");
-        List<TSDataType> types = new ArrayList<>();
-        types.add(TSDataType.INT64);
-        types.add(TSDataType.INT64);
-        types.add(TSDataType.INT64);
-
-        for (long time = 0; time < 5; time++) {
-          List<Object> values = new ArrayList<>();
-          values.add(1L + time);
-          values.add(2L + time);
-          values.add(3L + time);
-          session.insertRecord(deviceId, time, measurements, types, values);
-        }
-      }
-    }
-  }
-
-  private static void insertStrRecord()
-      throws IoTDBConnectionException, StatementExecutionException {
-    String deviceId = ROOT_SG1_D1;
-    List<String> measurements = new ArrayList<>();
-    measurements.add("s1");
-    measurements.add("s2");
-    measurements.add("s3");
-
-    for (long time = 0; time < 10; time++) {
-      List<String> values = new ArrayList<>();
-      values.add("1");
-      values.add("2");
-      values.add("3");
-      session.insertRecord(deviceId, time, measurements, values);
-    }
-  }
-
-  private static void insertRecordInObject()
-      throws IoTDBConnectionException, StatementExecutionException {
-    String deviceId = ROOT_SG1_D1;
-    List<String> measurements = new ArrayList<>();
-    List<TSDataType> types = new ArrayList<>();
-    measurements.add("s1");
-    measurements.add("s2");
-    measurements.add("s3");
-    types.add(TSDataType.INT64);
-    types.add(TSDataType.INT64);
-    types.add(TSDataType.INT64);
-
-    for (long time = 0; time < 100; time++) {
-      session.insertRecord(deviceId, time, measurements, types, 1L, 1L, 1L);
-    }
-  }
-
-  private static void insertRecords() throws IoTDBConnectionException, 
StatementExecutionException {
-    String deviceId = ROOT_SG1_D1;
-    List<String> measurements = new ArrayList<>();
-    measurements.add("s1");
-    measurements.add("s2");
-    measurements.add("s3");
-    List<String> deviceIds = new ArrayList<>();
-    List<List<String>> measurementsList = new ArrayList<>();
-    List<List<Object>> valuesList = new ArrayList<>();
-    List<Long> timestamps = new ArrayList<>();
-    List<List<TSDataType>> typesList = new ArrayList<>();
-
-    for (long time = 0; time < 500; time++) {
-      List<Object> values = new ArrayList<>();
-      List<TSDataType> types = new ArrayList<>();
-      values.add(1L);
-      values.add(2L);
-      values.add(3L);
-      types.add(TSDataType.INT64);
-      types.add(TSDataType.INT64);
-      types.add(TSDataType.INT64);
-
-      deviceIds.add(deviceId);
-      measurementsList.add(measurements);
-      valuesList.add(values);
-      typesList.add(types);
-      timestamps.add(time);
-      if (time != 0 && time % 100 == 0) {
-        session.insertRecords(deviceIds, timestamps, measurementsList, 
typesList, valuesList);
-        deviceIds.clear();
-        measurementsList.clear();
-        valuesList.clear();
-        typesList.clear();
-        timestamps.clear();
-      }
-    }
-
-    session.insertRecords(deviceIds, timestamps, measurementsList, typesList, 
valuesList);
-  }
-
-  /**
-   * insert the data of a device. For each timestamp, the number of 
measurements is the same.
-   *
-   * <p>Users need to control the count of Tablet and write a batch when it 
reaches the maxBatchSize
-   */
-  private static void insertTablet() throws IoTDBConnectionException, 
StatementExecutionException {
-    /*
-     * A Tablet example:
-     *      device1
-     * time s1, s2, s3
-     * 1,   1,  1,  1
-     * 2,   2,  2,  2
-     * 3,   3,  3,  3
-     */
-    // The schema of measurements of one device
-    // only measurementId and data type in MeasurementSchema take effects in 
Tablet
-    List<MeasurementSchema> schemaList = new ArrayList<>();
-    schemaList.add(new MeasurementSchema("s1", TSDataType.INT64));
-    schemaList.add(new MeasurementSchema("s2", TSDataType.INT64));
-    schemaList.add(new MeasurementSchema("s3", TSDataType.INT64));
-
-    Tablet tablet = new Tablet(ROOT_SG1_D1, schemaList, 100);
-
-    // Method 1 to add tablet data
-    long timestamp = System.currentTimeMillis();
-
-    for (long row = 0; row < 100; row++) {
-      int rowIndex = tablet.rowSize++;
-      tablet.addTimestamp(rowIndex, timestamp);
-      for (int s = 0; s < 3; s++) {
-        long value = random.nextLong();
-        tablet.addValue(schemaList.get(s).getMeasurementId(), rowIndex, value);
-      }
-      if (tablet.rowSize == tablet.getMaxRowNumber()) {
-        session.insertTablet(tablet, true);
-        tablet.reset();
-      }
-      timestamp++;
-    }
-
-    if (tablet.rowSize != 0) {
-      session.insertTablet(tablet);
-      tablet.reset();
-    }
-
-    // Method 2 to add tablet data
-    long[] timestamps = tablet.timestamps;
-    Object[] values = tablet.values;
-
-    for (long time = 0; time < 100; time++) {
-      int row = tablet.rowSize++;
-      timestamps[row] = time;
-      for (int i = 0; i < 3; i++) {
-        long[] sensor = (long[]) values[i];
-        sensor[row] = i;
-      }
-      if (tablet.rowSize == tablet.getMaxRowNumber()) {
-        session.insertTablet(tablet, true);
-        tablet.reset();
-      }
-    }
-
-    if (tablet.rowSize != 0) {
-      session.insertTablet(tablet);
-      tablet.reset();
-    }
-  }
-
-  private static void insertTabletWithNullValues()
-      throws IoTDBConnectionException, StatementExecutionException {
-    /*
-     * A Tablet example:
-     *      device1
-     * time s1,   s2,   s3
-     * 1,   null, 1,    1
-     * 2,   2,    null, 2
-     * 3,   3,    3,    null
-     */
-    // The schema of measurements of one device
-    // only measurementId and data type in MeasurementSchema take effects in 
Tablet
-    List<MeasurementSchema> schemaList = new ArrayList<>();
-    schemaList.add(new MeasurementSchema("s1", TSDataType.INT64));
-    schemaList.add(new MeasurementSchema("s2", TSDataType.INT64));
-    schemaList.add(new MeasurementSchema("s3", TSDataType.INT64));
-
-    Tablet tablet = new Tablet(ROOT_SG1_D1, schemaList, 100);
-
-    // Method 1 to add tablet data
-    insertTablet1(schemaList, tablet);
-
-    // Method 2 to add tablet data
-    insertTablet2(schemaList, tablet);
-  }
-
-  private static void insertTablet1(List<MeasurementSchema> schemaList, Tablet 
tablet)
-      throws IoTDBConnectionException, StatementExecutionException {
-    tablet.initBitMaps();
-
-    long timestamp = System.currentTimeMillis();
-    for (long row = 0; row < 100; row++) {
-      int rowIndex = tablet.rowSize++;
-      tablet.addTimestamp(rowIndex, timestamp);
-      for (int s = 0; s < 3; s++) {
-        long value = random.nextLong();
-        // mark null value
-        if (row % 3 == s) {
-          tablet.bitMaps[s].mark((int) row);
-        }
-        tablet.addValue(schemaList.get(s).getMeasurementId(), rowIndex, value);
-      }
-      if (tablet.rowSize == tablet.getMaxRowNumber()) {
-        session.insertTablet(tablet, true);
-        tablet.reset();
-      }
-      timestamp++;
-    }
-
-    if (tablet.rowSize != 0) {
-      session.insertTablet(tablet);
-      tablet.reset();
-    }
-  }
-
-  private static void insertTablet2(List<MeasurementSchema> schemaList, Tablet 
tablet)
-      throws IoTDBConnectionException, StatementExecutionException {
-    long[] timestamps = tablet.timestamps;
-    Object[] values = tablet.values;
-    BitMap[] bitMaps = new BitMap[schemaList.size()];
-    for (int s = 0; s < 3; s++) {
-      bitMaps[s] = new BitMap(tablet.getMaxRowNumber());
-    }
-    tablet.bitMaps = bitMaps;
-
-    for (long time = 0; time < 100; time++) {
-      int row = tablet.rowSize++;
-      timestamps[row] = time;
-      for (int i = 0; i < 3; i++) {
-        long[] sensor = (long[]) values[i];
-        // mark null value
-        if (row % 3 == i) {
-          bitMaps[i].mark(row);
-        }
-        sensor[row] = i;
-      }
-      if (tablet.rowSize == tablet.getMaxRowNumber()) {
-        session.insertTablet(tablet, true);
-        tablet.reset();
-      }
-    }
-
-    if (tablet.rowSize != 0) {
-      session.insertTablet(tablet);
-      tablet.reset();
-    }
-  }
-
-  private static void insertTablets() throws IoTDBConnectionException, 
StatementExecutionException {
-    // The schema of measurements of one device
-    // only measurementId and data type in MeasurementSchema take effects in 
Tablet
-    List<MeasurementSchema> schemaList = new ArrayList<>();
-    schemaList.add(new MeasurementSchema("s1", TSDataType.INT64));
-    schemaList.add(new MeasurementSchema("s2", TSDataType.INT64));
-    schemaList.add(new MeasurementSchema("s3", TSDataType.INT64));
-
-    Tablet tablet1 = new Tablet(ROOT_SG1_D1, schemaList, 100);
-    Tablet tablet2 = new Tablet("root.sg1.d2", schemaList, 100);
-    Tablet tablet3 = new Tablet("root.sg1.d3", schemaList, 100);
-
-    Map<String, Tablet> tabletMap = new HashMap<>();
-    tabletMap.put(ROOT_SG1_D1, tablet1);
-    tabletMap.put("root.sg1.d2", tablet2);
-    tabletMap.put("root.sg1.d3", tablet3);
-
-    // Method 1 to add tablet data
-    long timestamp = System.currentTimeMillis();
-    for (long row = 0; row < 100; row++) {
-      int row1 = tablet1.rowSize++;
-      int row2 = tablet2.rowSize++;
-      int row3 = tablet3.rowSize++;
-      tablet1.addTimestamp(row1, timestamp);
-      tablet2.addTimestamp(row2, timestamp);
-      tablet3.addTimestamp(row3, timestamp);
-      for (int i = 0; i < 3; i++) {
-        long value = random.nextLong();
-        tablet1.addValue(schemaList.get(i).getMeasurementId(), row1, value);
-        tablet2.addValue(schemaList.get(i).getMeasurementId(), row2, value);
-        tablet3.addValue(schemaList.get(i).getMeasurementId(), row3, value);
-      }
-      if (tablet1.rowSize == tablet1.getMaxRowNumber()) {
-        session.insertTablets(tabletMap, true);
-        tablet1.reset();
-        tablet2.reset();
-        tablet3.reset();
-      }
-      timestamp++;
-    }
-
-    if (tablet1.rowSize != 0) {
-      session.insertTablets(tabletMap, true);
-      tablet1.reset();
-      tablet2.reset();
-      tablet3.reset();
-    }
-
-    // Method 2 to add tablet data
-    long[] timestamps1 = tablet1.timestamps;
-    Object[] values1 = tablet1.values;
-    long[] timestamps2 = tablet2.timestamps;
-    Object[] values2 = tablet2.values;
-    long[] timestamps3 = tablet3.timestamps;
-    Object[] values3 = tablet3.values;
-
-    for (long time = 0; time < 100; time++) {
-      int row1 = tablet1.rowSize++;
-      int row2 = tablet2.rowSize++;
-      int row3 = tablet3.rowSize++;
-      timestamps1[row1] = time;
-      timestamps2[row2] = time;
-      timestamps3[row3] = time;
-      for (int i = 0; i < 3; i++) {
-        long[] sensor1 = (long[]) values1[i];
-        sensor1[row1] = i;
-        long[] sensor2 = (long[]) values2[i];
-        sensor2[row2] = i;
-        long[] sensor3 = (long[]) values3[i];
-        sensor3[row3] = i;
-      }
-      if (tablet1.rowSize == tablet1.getMaxRowNumber()) {
-        session.insertTablets(tabletMap, true);
-
-        tablet1.reset();
-        tablet2.reset();
-        tablet3.reset();
-      }
-    }
-
-    if (tablet1.rowSize != 0) {
-      session.insertTablets(tabletMap, true);
-      tablet1.reset();
-      tablet2.reset();
-      tablet3.reset();
-    }
-  }
-
-  /**
-   * This example shows how to insert data of TSDataType.TEXT. You can use the 
session interface to
-   * write data of String type or Binary type.
-   */
-  private static void insertText() throws IoTDBConnectionException, 
StatementExecutionException {
-    String device = "root.sg1.text";
-    // the first data is String type and the second data is Binary type
-    List<Object> datas = Arrays.asList("String", new Binary("Binary"));
-    // insertRecord example
-    for (int i = 0; i < datas.size(); i++) {
-      // write data of String type or Binary type
-      session.insertRecord(
-          device,
-          i,
-          Collections.singletonList("s1"),
-          Collections.singletonList(TSDataType.TEXT),
-          datas.get(i));
-    }
-
-    // insertTablet example
-    List<MeasurementSchema> schemaList = new ArrayList<>();
-    schemaList.add(new MeasurementSchema("s2", TSDataType.TEXT));
-    Tablet tablet = new Tablet(device, schemaList, 100);
-    for (int i = 0; i < datas.size(); i++) {
-      int rowIndex = tablet.rowSize++;
-      tablet.addTimestamp(rowIndex, i);
-      //  write data of String type or Binary type
-      tablet.addValue(schemaList.get(0).getMeasurementId(), rowIndex, 
datas.get(i));
-    }
-    session.insertTablet(tablet);
-    try (SessionDataSet dataSet = session.executeQueryStatement("select s1, s2 
from " + device)) {
-      System.out.println(dataSet.getColumnNames());
+    long start = System.currentTimeMillis();
+    try (SessionDataSet dataSet = session.executeQueryStatement("select ** 
from root")) {
+      dataSet.getColumnNames();
+      dataSet.getColumnTypes();
+//      System.out.println(dataSet.getColumnNames());
+//      System.out.println(dataSet.getColumnTypes());
       while (dataSet.hasNext()) {
-        System.out.println(dataSet.next());
-      }
-    }
-  }
-
-  private static void selectInto() throws IoTDBConnectionException, 
StatementExecutionException {
-    session.executeNonQueryStatement(
-        "select s1, s2, s3 into into_s1, into_s2, into_s3 from root.sg1.d1");
-
-    try (SessionDataSet dataSet =
-        session.executeQueryStatement("select into_s1, into_s2, into_s3 from 
root.sg1.d1")) {
-      System.out.println(dataSet.getColumnNames());
-      while (dataSet.hasNext()) {
-        System.out.println(dataSet.next());
-      }
-    }
-  }
-
-  private static void deleteData() throws IoTDBConnectionException, 
StatementExecutionException {
-    String path = ROOT_SG1_D1_S1;
-    long deleteTime = 99;
-    session.deleteData(path, deleteTime);
-  }
-
-  private static void deleteTimeseries()
-      throws IoTDBConnectionException, StatementExecutionException {
-    List<String> paths = new ArrayList<>();
-    paths.add(ROOT_SG1_D1_S1);
-    paths.add(ROOT_SG1_D1_S2);
-    paths.add(ROOT_SG1_D1_S3);
-    session.deleteTimeseries(paths);
-  }
-
-  private static void query() throws IoTDBConnectionException, 
StatementExecutionException {
-    try (SessionDataSet dataSet = session.executeQueryStatement(SELECT_D1)) {
-      System.out.println(dataSet.getColumnNames());
-      dataSet.setFetchSize(1024); // default is 10000
-      while (dataSet.hasNext()) {
-        System.out.println(dataSet.next());
-      }
-    }
-  }
-
-  private static void query4Redirect()
-      throws IoTDBConnectionException, StatementExecutionException {
-    String selectPrefix = "select * from root.redirect";
-    for (int i = 0; i < 6; i++) {
-      try (SessionDataSet dataSet =
-          sessionEnableRedirect.executeQueryStatement(selectPrefix + i + 
".d1")) {
-
-        System.out.println(dataSet.getColumnNames());
-        dataSet.setFetchSize(1024); // default is 10000
-        while (dataSet.hasNext()) {
-          System.out.println(dataSet.next());
-        }
-      }
-    }
-
-    for (int i = 0; i < 6; i++) {
-      try (SessionDataSet dataSet =
-          sessionEnableRedirect.executeQueryStatement(
-              selectPrefix + i + ".d1 where time >= 1 and time < 10")) {
-
-        System.out.println(dataSet.getColumnNames());
-        dataSet.setFetchSize(1024); // default is 10000
-        while (dataSet.hasNext()) {
-          System.out.println(dataSet.next());
-        }
-      }
-    }
-
-    for (int i = 0; i < 6; i++) {
-      try (SessionDataSet dataSet =
-          sessionEnableRedirect.executeQueryStatement(
-              selectPrefix + i + ".d1 where time >= 1 and time < 10 align by 
device")) {
-
-        System.out.println(dataSet.getColumnNames());
-        dataSet.setFetchSize(1024); // default is 10000
-        while (dataSet.hasNext()) {
-          System.out.println(dataSet.next());
-        }
+        dataSet.next();
+        // System.out.println(dataSet.next());
       }
     }
-
-    for (int i = 0; i < 6; i++) {
-      try (SessionDataSet dataSet =
-          sessionEnableRedirect.executeQueryStatement(
-              selectPrefix
-                  + i
-                  + ".d1 where time >= 1 and time < 10 and root.redirect"
-                  + i
-                  + ".d1.s1 > 1")) {
-        System.out.println(dataSet.getColumnNames());
-        dataSet.setFetchSize(1024); // default is 10000
-        while (dataSet.hasNext()) {
-          System.out.println(dataSet.next());
-        }
-      }
-    }
-  }
-
-  private static void queryWithTimeout()
-      throws IoTDBConnectionException, StatementExecutionException {
-    try (SessionDataSet dataSet = session.executeQueryStatement(SELECT_D1, 
2000)) {
-      System.out.println(dataSet.getColumnNames());
-      dataSet.setFetchSize(1024); // default is 10000
-      while (dataSet.hasNext()) {
-        System.out.println(dataSet.next());
-      }
-    }
-  }
-
-  private static void rawDataQuery() throws IoTDBConnectionException, 
StatementExecutionException {
-    List<String> paths = new ArrayList<>();
-    paths.add(ROOT_SG1_D1_S1);
-    paths.add(ROOT_SG1_D1_S2);
-    paths.add(ROOT_SG1_D1_S3);
-    long startTime = 10L;
-    long endTime = 200L;
-    long timeOut = 60000;
-
-    try (SessionDataSet dataSet = session.executeRawDataQuery(paths, 
startTime, endTime, timeOut)) {
-
-      System.out.println(dataSet.getColumnNames());
-      dataSet.setFetchSize(1024);
-      while (dataSet.hasNext()) {
-        System.out.println(dataSet.next());
-      }
-    }
-  }
-
-  private static void lastDataQuery() throws IoTDBConnectionException, 
StatementExecutionException {
-    List<String> paths = new ArrayList<>();
-    paths.add(ROOT_SG1_D1_S1);
-    paths.add(ROOT_SG1_D1_S2);
-    paths.add(ROOT_SG1_D1_S3);
-    try (SessionDataSet sessionDataSet = session.executeLastDataQuery(paths, 
3, 60000)) {
-      System.out.println(sessionDataSet.getColumnNames());
-      sessionDataSet.setFetchSize(1024);
-      while (sessionDataSet.hasNext()) {
-        System.out.println(sessionDataSet.next());
-      }
-    }
-  }
-
-  private static void fastLastDataQueryForOneDevice()
-      throws IoTDBConnectionException, StatementExecutionException {
-    System.out.println("-------fastLastQuery------");
-    List<String> paths = new ArrayList<>();
-    paths.add("s1");
-    paths.add("s2");
-    paths.add("s3");
-    try (SessionDataSet sessionDataSet =
-        sessionEnableRedirect.executeLastDataQueryForOneDevice(
-            ROOT_SG1, ROOT_SG1_D1, paths, true)) {
-      System.out.println(sessionDataSet.getColumnNames());
-      sessionDataSet.setFetchSize(1024);
-      while (sessionDataSet.hasNext()) {
-        System.out.println(sessionDataSet.next());
-      }
-    }
-  }
-
-  private static void aggregationQuery()
-      throws IoTDBConnectionException, StatementExecutionException {
-    List<String> paths = new ArrayList<>();
-    paths.add(ROOT_SG1_D1_S1);
-    paths.add(ROOT_SG1_D1_S2);
-    paths.add(ROOT_SG1_D1_S3);
-
-    List<TAggregationType> aggregations = new ArrayList<>();
-    aggregations.add(TAggregationType.COUNT);
-    aggregations.add(TAggregationType.SUM);
-    aggregations.add(TAggregationType.MAX_VALUE);
-    try (SessionDataSet sessionDataSet = 
session.executeAggregationQuery(paths, aggregations)) {
-      System.out.println(sessionDataSet.getColumnNames());
-      sessionDataSet.setFetchSize(1024);
-      while (sessionDataSet.hasNext()) {
-        System.out.println(sessionDataSet.next());
-      }
-    }
-  }
-
-  private static void groupByQuery() throws IoTDBConnectionException, 
StatementExecutionException {
-    List<String> paths = new ArrayList<>();
-    paths.add(ROOT_SG1_D1_S1);
-    paths.add(ROOT_SG1_D1_S2);
-    paths.add(ROOT_SG1_D1_S3);
-
-    List<TAggregationType> aggregations = new ArrayList<>();
-    aggregations.add(TAggregationType.COUNT);
-    aggregations.add(TAggregationType.SUM);
-    aggregations.add(TAggregationType.MAX_VALUE);
-    try (SessionDataSet sessionDataSet =
-        session.executeAggregationQuery(paths, aggregations, 0, 100, 10, 20)) {
-      System.out.println(sessionDataSet.getColumnNames());
-      sessionDataSet.setFetchSize(1024);
-      while (sessionDataSet.hasNext()) {
-        System.out.println(sessionDataSet.next());
-      }
-    }
-  }
-
-  private static void queryByIterator()
-      throws IoTDBConnectionException, StatementExecutionException {
-    try (SessionDataSet dataSet = session.executeQueryStatement(SELECT_D1)) {
-
-      DataIterator iterator = dataSet.iterator();
-      System.out.println(dataSet.getColumnNames());
-      dataSet.setFetchSize(1024); // default is 10000
-      while (iterator.next()) {
-        StringBuilder builder = new StringBuilder();
-        // get time
-        builder.append(iterator.getLong(1)).append(",");
-        // get second column
-        if (!iterator.isNull(2)) {
-          builder.append(iterator.getLong(2)).append(",");
-        } else {
-          builder.append("null").append(",");
-        }
-
-        // get third column
-        if (!iterator.isNull(ROOT_SG1_D1_S2)) {
-          builder.append(iterator.getLong(ROOT_SG1_D1_S2)).append(",");
-        } else {
-          builder.append("null").append(",");
-        }
-
-        // get forth column
-        if (!iterator.isNull(4)) {
-          builder.append(iterator.getLong(4)).append(",");
-        } else {
-          builder.append("null").append(",");
-        }
-
-        // get fifth column
-        if (!iterator.isNull(ROOT_SG1_D1_S4)) {
-          builder.append(iterator.getObject(ROOT_SG1_D1_S4));
-        } else {
-          builder.append("null");
-        }
-
-        System.out.println(builder);
-      }
-    }
-  }
-
-  private static void nonQuery() throws IoTDBConnectionException, 
StatementExecutionException {
-    session.executeNonQueryStatement("insert into root.sg1.d1(timestamp,s1) 
values(200, 1)");
-  }
-
-  private static void setTimeout() throws IoTDBConnectionException {
-    try (Session tempSession = new Session(LOCAL_HOST, 6667, "root", "root", 
10000, 20000)) {
-      tempSession.setQueryTimeout(60000);
-    }
+    System.out.println("query test costs: " + (System.currentTimeMillis() - 
start) + "ms");
+    session.close();
   }
 }
diff --git a/iotdb-client/client-py/SessionExample.py 
b/iotdb-client/client-py/SessionExample.py
index d7223b16146..79680acd68c 100644
--- a/iotdb-client/client-py/SessionExample.py
+++ b/iotdb-client/client-py/SessionExample.py
@@ -1,30 +1,8 @@
-# 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.
-#
-
-# Uncomment the following line to use apache-iotdb module installed by pip3
+from datetime import datetime
 import numpy as np
 
 from iotdb.Session import Session
-from iotdb.template.MeasurementNode import MeasurementNode
-from iotdb.template.Template import Template
-from iotdb.utils.BitMap import BitMap
 from iotdb.utils.IoTDBConstants import TSDataType, TSEncoding, Compressor
-from iotdb.utils.Tablet import Tablet
 from iotdb.utils.NumpyTablet import NumpyTablet
 
 # creating session connection.
@@ -32,366 +10,27 @@ ip = "127.0.0.1"
 port_ = "6667"
 username_ = "root"
 password_ = "root"
-# session = Session(ip, port_, username_, password_, fetch_size=1024, 
zone_id="UTC+8", enable_redirection=True)
-session = Session.init_from_node_urls(
-    node_urls=["127.0.0.1:6667", "127.0.0.1:6668", "127.0.0.1:6669"],
-    user="root",
-    password="root",
+session = Session(
+    ip,
+    port_,
+    username_,
+    password_,
     fetch_size=1024,
     zone_id="UTC+8",
-    enable_redirection=True,
-)
-session.open(False)
-
-# create and delete databases
-session.set_storage_group("root.sg_test_01")
-session.set_storage_group("root.sg_test_02")
-session.set_storage_group("root.sg_test_03")
-session.set_storage_group("root.sg_test_04")
-session.delete_storage_group("root.sg_test_02")
-session.delete_storage_groups(["root.sg_test_03", "root.sg_test_04"])
-
-# setting time series.
-session.create_time_series(
-    "root.sg_test_01.d_01.s_01", TSDataType.BOOLEAN, TSEncoding.PLAIN, 
Compressor.SNAPPY
-)
-session.create_time_series(
-    "root.sg_test_01.d_01.s_02", TSDataType.INT32, TSEncoding.PLAIN, 
Compressor.SNAPPY
-)
-session.create_time_series(
-    "root.sg_test_01.d_01.s_03", TSDataType.INT64, TSEncoding.PLAIN, 
Compressor.SNAPPY
-)
-session.create_time_series(
-    "root.sg_test_01.d_02.s_01",
-    TSDataType.BOOLEAN,
-    TSEncoding.PLAIN,
-    Compressor.SNAPPY,
-    None,
-    {"tag1": "v1"},
-    {"description": "v1"},
-    "temperature",
-)
-
-# setting multiple time series once.
-ts_path_lst_ = [
-    "root.sg_test_01.d_01.s_04",
-    "root.sg_test_01.d_01.s_05",
-    "root.sg_test_01.d_01.s_06",
-    "root.sg_test_01.d_01.s_07",
-    "root.sg_test_01.d_01.s_08",
-    "root.sg_test_01.d_01.s_09",
-]
-data_type_lst_ = [
-    TSDataType.FLOAT,
-    TSDataType.DOUBLE,
-    TSDataType.TEXT,
-    TSDataType.FLOAT,
-    TSDataType.DOUBLE,
-    TSDataType.TEXT,
-]
-encoding_lst_ = [TSEncoding.PLAIN for _ in range(len(data_type_lst_))]
-compressor_lst_ = [Compressor.SNAPPY for _ in range(len(data_type_lst_))]
-session.create_multi_time_series(
-    ts_path_lst_, data_type_lst_, encoding_lst_, compressor_lst_
-)
-
-ts_path_lst_ = [
-    "root.sg_test_01.d_02.s_04",
-    "root.sg_test_01.d_02.s_05",
-    "root.sg_test_01.d_02.s_06",
-    "root.sg_test_01.d_02.s_07",
-    "root.sg_test_01.d_02.s_08",
-    "root.sg_test_01.d_02.s_09",
-]
-data_type_lst_ = [
-    TSDataType.FLOAT,
-    TSDataType.DOUBLE,
-    TSDataType.TEXT,
-    TSDataType.FLOAT,
-    TSDataType.DOUBLE,
-    TSDataType.TEXT,
-]
-encoding_lst_ = [TSEncoding.PLAIN for _ in range(len(data_type_lst_))]
-compressor_lst_ = [Compressor.SNAPPY for _ in range(len(data_type_lst_))]
-tags_lst_ = [{"tag2": "v2"} for _ in range(len(data_type_lst_))]
-attributes_lst_ = [{"description": "v2"} for _ in range(len(data_type_lst_))]
-session.create_multi_time_series(
-    ts_path_lst_,
-    data_type_lst_,
-    encoding_lst_,
-    compressor_lst_,
-    None,
-    tags_lst_,
-    attributes_lst_,
-    None,
-)
-
-# delete time series
-session.delete_time_series(
-    [
-        "root.sg_test_01.d_01.s_07",
-        "root.sg_test_01.d_01.s_08",
-        "root.sg_test_01.d_01.s_09",
-    ]
+    enable_redirection=False,
 )
-
-# checking time series
-print(
-    "s_07 expecting False, checking result: ",
-    session.check_time_series_exists("root.sg_test_01.d_01.s_07"),
-)
-print(
-    "s_03 expecting True, checking result: ",
-    session.check_time_series_exists("root.sg_test_01.d_01.s_03"),
-)
-print(
-    "d_02.s_01 expecting True, checking result: ",
-    session.check_time_series_exists("root.sg_test_01.d_02.s_01"),
-)
-print(
-    "d_02.s_06 expecting True, checking result: ",
-    session.check_time_series_exists("root.sg_test_01.d_02.s_06"),
-)
-
-# insert one record into the database.
-measurements_ = ["s_01", "s_02", "s_03", "s_04", "s_05", "s_06"]
-values_ = [False, 10, 11, 1.1, 10011.1, "test_record"]
-data_types_ = [
-    TSDataType.BOOLEAN,
-    TSDataType.INT32,
-    TSDataType.INT64,
-    TSDataType.FLOAT,
-    TSDataType.DOUBLE,
-    TSDataType.TEXT,
-]
-session.insert_record("root.sg_test_01.d_01", 1, measurements_, data_types_, 
values_)
-
-# insert multiple records into database
-measurements_list_ = [
-    ["s_01", "s_02", "s_03", "s_04", "s_05", "s_06"],
-    ["s_01", "s_02", "s_03", "s_04", "s_05", "s_06"],
-]
-values_list_ = [
-    [False, 22, 33, 4.4, 55.1, "test_records01"],
-    [True, 77, 88, 1.25, 8.125, bytes("test_records02", "utf-8")],
-]
-data_type_list_ = [data_types_, data_types_]
-device_ids_ = ["root.sg_test_01.d_01", "root.sg_test_01.d_01"]
-session.insert_records(
-    device_ids_, [2, 3], measurements_list_, data_type_list_, values_list_
-)
-
-# insert one tablet into the database.
-values_ = [
-    [False, 10, 11, 1.1, 10011.1, "test01"],
-    [True, 100, 11111, 1.25, 101.0, "test02"],
-    [False, 100, 1, 188.1, 688.25, "test03"],
-    [True, 0, 0, 0, 6.25, "test04"],
-]  # Non-ASCII text will cause error since bytes can only hold 0-128 nums.
-timestamps_ = [4, 5, 6, 7]
-tablet_ = Tablet(
-    "root.sg_test_01.d_01", measurements_, data_types_, values_, timestamps_
-)
-session.insert_tablet(tablet_)
-
-# insert one numpy tablet into the database.
-np_values_ = [
-    np.array([False, True, False, True], TSDataType.BOOLEAN.np_dtype()),
-    np.array([10, 100, 100, 0], TSDataType.INT32.np_dtype()),
-    np.array([11, 11111, 1, 0], TSDataType.INT64.np_dtype()),
-    np.array([1.1, 1.25, 188.1, 0], TSDataType.FLOAT.np_dtype()),
-    np.array([10011.1, 101.0, 688.25, 6.25], TSDataType.DOUBLE.np_dtype()),
-    np.array(["test01", "test02", "test03", "test04"], 
TSDataType.TEXT.np_dtype()),
-]
-np_timestamps_ = np.array([1, 2, 3, 4], TSDataType.INT64.np_dtype())
-np_tablet_ = NumpyTablet(
-    "root.sg_test_01.d_02", measurements_, data_types_, np_values_, 
np_timestamps_
-)
-session.insert_tablet(np_tablet_)
-
-# insert one unsorted numpy tablet into the database.
-np_values_unsorted = [
-    np.array([False, False, False, True, True], np.dtype(">?")),
-    np.array([0, 10, 100, 1000, 10000], np.dtype(">i4")),
-    np.array([1, 11, 111, 1111, 11111], np.dtype(">i8")),
-    np.array([1.1, 1.25, 188.1, 0, 8.999], np.dtype(">f4")),
-    np.array([10011.1, 101.0, 688.25, 6.25, 8, 776], np.dtype(">f8")),
-    np.array(["test09", "test08", "test07", "test06", "test05"]),
-]
-np_timestamps_unsorted = np.array([9, 8, 7, 6, 5], np.dtype(">i8"))
-np_tablet_unsorted = NumpyTablet(
-    "root.sg_test_01.d_02",
-    measurements_,
-    data_types_,
-    np_values_unsorted,
-    np_timestamps_unsorted,
-)
-
-# insert one numpy tablet into the database.
-np_values_ = [
-    np.array([False, True, False, True], TSDataType.BOOLEAN.np_dtype()),
-    np.array([10, 100, 100, 0], TSDataType.INT32.np_dtype()),
-    np.array([11, 11111, 1, 0], TSDataType.INT64.np_dtype()),
-    np.array([1.1, 1.25, 188.1, 0], TSDataType.FLOAT.np_dtype()),
-    np.array([10011.1, 101.0, 688.25, 6.25], TSDataType.DOUBLE.np_dtype()),
-    np.array(["test01", "test02", "test03", "test04"]),
-]
-np_timestamps_ = np.array([98, 99, 100, 101], TSDataType.INT64.np_dtype())
-np_bitmaps_ = []
-for i in range(len(measurements_)):
-    np_bitmaps_.append(BitMap(len(np_timestamps_)))
-np_bitmaps_[0].mark(0)
-np_bitmaps_[1].mark(1)
-np_bitmaps_[2].mark(2)
-np_bitmaps_[4].mark(3)
-np_bitmaps_[5].mark(3)
-np_tablet_with_none = NumpyTablet(
-    "root.sg_test_01.d_02",
-    measurements_,
-    data_types_,
-    np_values_,
-    np_timestamps_,
-    np_bitmaps_,
-)
-session.insert_tablet(np_tablet_with_none)
-
-
-session.insert_tablet(np_tablet_unsorted)
-print(np_tablet_unsorted.get_timestamps())
-for value in np_tablet_unsorted.get_values():
-    print(value)
-
-# insert multiple tablets into database
-tablet_01 = Tablet(
-    "root.sg_test_01.d_01", measurements_, data_types_, values_, [8, 9, 10, 11]
-)
-tablet_02 = Tablet(
-    "root.sg_test_01.d_01", measurements_, data_types_, values_, [12, 13, 14, 
15]
-)
-session.insert_tablets([tablet_01, tablet_02])
-
-# insert one tablet with empty cells into the database.
-values_ = [
-    [None, 10, 11, 1.1, 10011.1, "test01"],
-    [True, None, 11111, 1.25, 101.0, "test02"],
-    [False, 100, 1, None, 688.25, "test03"],
-    [True, 0, 0, 0, 6.25, None],
-]  # Non-ASCII text will cause error since bytes can only hold 0-128 nums.
-timestamps_ = [16, 17, 18, 19]
-tablet_ = Tablet(
-    "root.sg_test_01.d_01", measurements_, data_types_, values_, timestamps_
-)
-session.insert_tablet(tablet_)
-
-# insert records of one device
-time_list = [1, 2, 3]
-measurements_list = [
-    ["s_01", "s_02", "s_03"],
-    ["s_01", "s_02", "s_03"],
-    ["s_01", "s_02", "s_03"],
-]
-data_types_list = [
-    [TSDataType.BOOLEAN, TSDataType.INT32, TSDataType.INT64],
-    [TSDataType.BOOLEAN, TSDataType.INT32, TSDataType.INT64],
-    [TSDataType.BOOLEAN, TSDataType.INT32, TSDataType.INT64],
-]
-values_list = [[False, 22, 33], [True, 1, 23], [False, 15, 26]]
-
-session.insert_records_of_one_device(
-    "root.sg_test_01.d_01", time_list, measurements_list, data_types_list, 
values_list
-)
-
-# execute non-query sql statement
-session.execute_non_query_statement(
-    "insert into root.sg_test_01.d_01(timestamp, s_02) values(16, 188)"
-)
-
-# execute sql query statement
-with session.execute_query_statement(
-    "select * from root.sg_test_01.d_01"
-) as session_data_set:
-    session_data_set.set_fetch_size(1024)
-    while session_data_set.has_next():
-        print(session_data_set.next())
-# execute sql query statement
-with session.execute_query_statement(
-    "select s_01, s_02, s_03, s_04, s_05, s_06 from root.sg_test_01.d_02"
-) as session_data_set:
-    session_data_set.set_fetch_size(1024)
-    while session_data_set.has_next():
-        print(session_data_set.next())
-
-# execute statement
-with session.execute_statement(
-    "select * from root.sg_test_01.d_01"
-) as session_data_set:
-    while session_data_set.has_next():
-        print(session_data_set.next())
-
-session.execute_statement(
-    "insert into root.sg_test_01.d_01(timestamp, s_02) values(16, 188)"
-)
-
-# insert string records of one device
-time_list = [1, 2, 3]
-measurements_list = [
-    ["s_01", "s_02", "s_03"],
-    ["s_01", "s_02", "s_03"],
-    ["s_01", "s_02", "s_03"],
-]
-values_list = [["False", "22", "33"], ["True", "1", "23"], ["False", "15", 
"26"]]
-
-session.insert_string_records_of_one_device(
-    "root.sg_test_01.d_03",
-    time_list,
-    measurements_list,
-    values_list,
-)
-
-with session.execute_raw_data_query(
-    ["root.sg_test_01.d_03.s_01", "root.sg_test_01.d_03.s_02"], 1, 4
-) as session_data_set:
-    session_data_set.set_fetch_size(1024)
-    while session_data_set.has_next():
-        print(session_data_set.next())
-
-with session.execute_last_data_query(
-    ["root.sg_test_01.d_03.s_01", "root.sg_test_01.d_03.s_02"], 0
-) as session_data_set:
-    session_data_set.set_fetch_size(1024)
-    while session_data_set.has_next():
-        print(session_data_set.next())
-
-# delete database
-session.delete_storage_group("root.sg_test_01")
-
-# create template
-template = Template(name="template_python", share_time=False)
-m_node_1 = MeasurementNode(
-    name="s1",
-    data_type=TSDataType.INT64,
-    encoding=TSEncoding.RLE,
-    compression_type=Compressor.SNAPPY,
-)
-m_node_2 = MeasurementNode(
-    name="s2",
-    data_type=TSDataType.INT64,
-    encoding=TSEncoding.RLE,
-    compression_type=Compressor.SNAPPY,
-)
-m_node_3 = MeasurementNode(
-    name="s3",
-    data_type=TSDataType.INT64,
-    encoding=TSEncoding.RLE,
-    compression_type=Compressor.SNAPPY,
-)
-template.add_template(m_node_1)
-template.add_template(m_node_2)
-template.add_template(m_node_3)
-session.create_schema_template(template)
-print("create template success template_python")
-
-# close session connection.
+session.open()
+# startTime = int(datetime.now().timestamp() * 1000)
+# with session.execute_query_statement("select ** from root") as data_set:
+#     data_set.todf()
+#
+# print("todf cost: " + str(int(datetime.now().timestamp() * 1000) - 
startTime) + "ms")
+startTime = int(datetime.now().timestamp() * 1000)
+with session.execute_query_statement("select ** from root") as data_set:
+    data_set.get_column_names()
+    data_set.get_column_types()
+    while data_set.has_next():
+        data_set.next()
+print("Query cost: " + str(int(datetime.now().timestamp() * 1000) - startTime) 
+ "ms")
 session.close()
-
-print("All executions done!!")
+exit(0)
diff --git a/iotdb-client/client-py/iotdb/utils/Field.py 
b/iotdb-client/client-py/iotdb/utils/Field.py
index 0756b1c49d6..281f005f554 100644
--- a/iotdb-client/client-py/iotdb/utils/Field.py
+++ b/iotdb-client/client-py/iotdb/utils/Field.py
@@ -21,17 +21,12 @@ from .IoTDBConstants import TSDataType
 
 
 class Field(object):
-    def __init__(self, data_type):
+    def __init__(self, data_type, value=None):
         """
         :param data_type: TSDataType
         """
         self.__data_type = data_type
-        self.__bool_value = None
-        self.__int_value = None
-        self.__long_value = None
-        self.__float_value = None
-        self.__double_value = None
-        self.__binary_value = None
+        self.__value = value
 
     @staticmethod
     def copy(field):
@@ -62,70 +57,72 @@ class Field(object):
         return self.__data_type is None
 
     def set_bool_value(self, value):
-        self.__bool_value = value
+        self.__value = value
 
     def get_bool_value(self):
         if self.__data_type is None:
             raise Exception("Null Field Exception!")
-        return self.__bool_value
+        if self.__data_type != TSDataType.BOOLEAN:
+            return None
+        return self.__value
 
     def set_int_value(self, value):
-        self.__int_value = value
+        self.__value = value
 
     def get_int_value(self):
         if self.__data_type is None:
             raise Exception("Null Field Exception!")
-        return self.__int_value
+        if self.__data_type != TSDataType.INT32:
+            return None
+        return self.__value
 
     def set_long_value(self, value):
-        self.__long_value = value
+        self.__value = value
 
     def get_long_value(self):
         if self.__data_type is None:
             raise Exception("Null Field Exception!")
-        return self.__long_value
+        if self.__data_type != TSDataType.INT64:
+            return None
+        return self.__value
 
     def set_float_value(self, value):
-        self.__float_value = value
+        self.__value = value
 
     def get_float_value(self):
         if self.__data_type is None:
             raise Exception("Null Field Exception!")
-        return self.__float_value
+        if self.__data_type != TSDataType.FLOAT:
+            return None
+        return self.__value
 
     def set_double_value(self, value):
-        self.__double_value = value
+        self.__value = value
 
     def get_double_value(self):
         if self.__data_type is None:
             raise Exception("Null Field Exception!")
-        return self.__double_value
+        if self.__data_type != TSDataType.DOUBLE:
+            return None
+        return self.__value
 
     def set_binary_value(self, value):
-        self.__binary_value = value
+        self.__value = value
 
     def get_binary_value(self):
         if self.__data_type is None:
             raise Exception("Null Field Exception!")
-        return self.__binary_value
+        if self.__data_type != TSDataType.TEXT:
+            return None
+        return self.__value
 
     def get_string_value(self):
         if self.__data_type is None:
             return "None"
-        elif self.__data_type == TSDataType.BOOLEAN:
-            return str(self.__bool_value)
-        elif self.__data_type == TSDataType.INT64:
-            return str(self.__long_value)
-        elif self.__data_type == TSDataType.INT32:
-            return str(self.__int_value)
-        elif self.__data_type == TSDataType.FLOAT:
-            return str(self.__float_value)
-        elif self.__data_type == TSDataType.DOUBLE:
-            return str(self.__double_value)
         elif self.__data_type == TSDataType.TEXT:
-            return self.__binary_value.decode("utf-8")
+            return self.__value.decode("utf-8")
         else:
-            raise Exception("unsupported data type 
{}".format(self.__data_type))
+            return str(self.__value)
 
     def __str__(self):
         return self.get_string_value()
@@ -136,20 +133,10 @@ class Field(object):
         """
         if self.__data_type is None:
             return None
-        elif data_type == TSDataType.BOOLEAN:
-            return self.get_bool_value()
-        elif data_type == TSDataType.INT32:
-            return self.get_int_value()
-        elif data_type == TSDataType.INT64:
-            return self.get_long_value()
-        elif data_type == TSDataType.FLOAT:
-            return self.get_float_value()
-        elif data_type == TSDataType.DOUBLE:
-            return self.get_double_value()
-        elif data_type == TSDataType.TEXT:
-            return self.get_binary_value()
-        else:
-            raise Exception("unsupported data type {}".format(data_type))
+        return self.__value
+
+    def set_value(self, value):
+        self.__value = value
 
     @staticmethod
     def get_field(value, data_type):
@@ -159,19 +146,5 @@ class Field(object):
         """
         if value is None:
             return None
-        field = Field(data_type)
-        if data_type == TSDataType.BOOLEAN:
-            field.set_bool_value(value)
-        elif data_type == TSDataType.INT32:
-            field.set_int_value(value)
-        elif data_type == TSDataType.INT64:
-            field.set_long_value(value)
-        elif data_type == TSDataType.FLOAT:
-            field.set_float_value(value)
-        elif data_type == TSDataType.DOUBLE:
-            field.set_double_value(value)
-        elif data_type == TSDataType.TEXT:
-            field.set_binary_value(value)
-        else:
-            raise Exception("unsupported data type {}".format(data_type))
+        field = Field(data_type, value)
         return field
diff --git a/iotdb-client/client-py/iotdb/utils/IoTDBRpcDataSet.py 
b/iotdb-client/client-py/iotdb/utils/IoTDBRpcDataSet.py
index 564a0377341..b060260c8f5 100644
--- a/iotdb-client/client-py/iotdb/utils/IoTDBRpcDataSet.py
+++ b/iotdb-client/client-py/iotdb/utils/IoTDBRpcDataSet.py
@@ -27,13 +27,17 @@ from iotdb.thrift.rpc.IClientRPCService import 
TSFetchResultsReq, TSCloseOperati
 from iotdb.utils.IoTDBConstants import TSDataType
 
 logger = logging.getLogger("IoTDB")
+shift_table = tuple([0x80 >> i for i in range(8)])
+
+
+def _to_bitbuffer(b):
+    return bytes("{:0{}b}".format(int(binascii.hexlify(b), 16), 8 * len(b)), 
"utf-8")
 
 
 class IoTDBRpcDataSet(object):
     TIMESTAMP_STR = "Time"
     # VALUE_IS_NULL = "The value got by %s (column name) is NULL."
     START_INDEX = 2
-    FLAG = 0x80
 
     def __init__(
         self,
@@ -64,7 +68,8 @@ class IoTDBRpcDataSet(object):
         self.__column_ordinal_dict = {}
         if not ignore_timestamp:
             self.__column_name_list.append(IoTDBRpcDataSet.TIMESTAMP_STR)
-            self.__column_type_list.append(TSDataType.INT64)
+            # TSDataType.INT64 for time
+            self.__column_type_list.append(2)
             self.__column_ordinal_dict[IoTDBRpcDataSet.TIMESTAMP_STR] = 1
 
         if column_name_index is not None:
@@ -107,6 +112,9 @@ class IoTDBRpcDataSet(object):
         self.__empty_resultSet = False
         self.__has_cached_record = False
         self.__rows_index = 0
+        self.__is_null_info = [
+            False for _ in range(len(self.__column_type_deduplicated_list))
+        ]
 
     def close(self):
         if self.__is_closed:
@@ -156,11 +164,6 @@ class IoTDBRpcDataSet(object):
             return True
         return False
 
-    def _to_bitbuffer(self, b):
-        return bytes(
-            "{:0{}b}".format(int(binascii.hexlify(b), 16), 8 * len(b)), "utf-8"
-        )
-
     def resultset_to_pandas(self):
         result = {}
         for column_name in self.__column_name_list:
@@ -197,25 +200,25 @@ class IoTDBRpcDataSet(object):
                 value_buffer_len = len(value_buffer)
 
                 data_array = None
-                if data_type == TSDataType.DOUBLE:
+                if data_type == 4:
                     data_array = np.frombuffer(
                         value_buffer, np.dtype(np.double).newbyteorder(">")
                     )
-                elif data_type == TSDataType.FLOAT:
+                elif data_type == 3:
                     data_array = np.frombuffer(
                         value_buffer, np.dtype(np.float32).newbyteorder(">")
                     )
-                elif data_type == TSDataType.BOOLEAN:
+                elif data_type == 0:
                     data_array = np.frombuffer(value_buffer, np.dtype("?"))
-                elif data_type == TSDataType.INT32:
+                elif data_type == 1:
                     data_array = np.frombuffer(
                         value_buffer, np.dtype(np.int32).newbyteorder(">")
                     )
-                elif data_type == TSDataType.INT64:
+                elif data_type == 2:
                     data_array = np.frombuffer(
                         value_buffer, np.dtype(np.int64).newbyteorder(">")
                     )
-                elif data_type == TSDataType.TEXT:
+                elif data_type == 5:
                     j = 0
                     offset = 0
                     data_array = []
@@ -239,29 +242,27 @@ class IoTDBRpcDataSet(object):
                 self.__query_data_set.valueList[location] = None
 
                 if len(data_array) < total_length:
-                    if data_type == TSDataType.INT32 or data_type == 
TSDataType.INT64:
+                    if data_type == 1 or data_type == 2:
                         tmp_array = np.full(total_length, np.nan, np.float32)
-                    elif (
-                        data_type == TSDataType.FLOAT or data_type == 
TSDataType.DOUBLE
-                    ):
+                    elif data_type == 3 or data_type == 4:
                         tmp_array = np.full(total_length, np.nan, 
data_array.dtype)
-                    elif data_type == TSDataType.BOOLEAN:
+                    elif data_type == 0:
                         tmp_array = np.full(total_length, np.nan, np.float32)
-                    elif data_type == TSDataType.TEXT:
+                    elif data_type == 5:
                         tmp_array = np.full(total_length, None, 
dtype=data_array.dtype)
 
                     bitmap_buffer = self.__query_data_set.bitmapList[location]
-                    buffer = self._to_bitbuffer(bitmap_buffer)
+                    buffer = _to_bitbuffer(bitmap_buffer)
                     bit_mask = (np.frombuffer(buffer, "u1") - 
ord("0")).astype(bool)
                     if len(bit_mask) != total_length:
                         bit_mask = bit_mask[:total_length]
                     tmp_array[bit_mask] = data_array
 
-                    if data_type == TSDataType.INT32:
+                    if data_type == 1:
                         tmp_array = pd.Series(tmp_array).astype("Int32")
-                    elif data_type == TSDataType.INT64:
+                    elif data_type == 2:
                         tmp_array = pd.Series(tmp_array).astype("Int64")
-                    elif data_type == TSDataType.BOOLEAN:
+                    elif data_type == 0:
                         tmp_array = pd.Series(tmp_array).astype("boolean")
 
                     data_array = tmp_array
@@ -287,34 +288,27 @@ class IoTDBRpcDataSet(object):
         # simulating buffer, read 8 bytes from data set and discard first 8 
bytes which have been read.
         self.__time_bytes = self.__query_data_set.time[:8]
         self.__query_data_set.time = self.__query_data_set.time[8:]
-        for i in range(len(self.__query_data_set.bitmapList)):
-            bitmap_buffer = self.__query_data_set.bitmapList[i]
-
+        for i, bitmap_buffer in enumerate(self.__query_data_set.bitmapList):
             # another 8 new rows, should move the bitmap buffer position to 
next byte
             if self.__rows_index % 8 == 0:
                 self.__current_bitmap[i] = bitmap_buffer[0]
                 self.__query_data_set.bitmapList[i] = bitmap_buffer[1:]
-            if not self.is_null(i, self.__rows_index):
+            if not self.is_null(self.__current_bitmap[i], self.__rows_index):
+                self.__is_null_info[i] = False
                 value_buffer = self.__query_data_set.valueList[i]
                 data_type = self.__column_type_deduplicated_list[i]
 
                 # simulating buffer
-                if data_type == TSDataType.BOOLEAN:
+                if data_type == 0:
                     self.__value[i] = value_buffer[:1]
                     self.__query_data_set.valueList[i] = value_buffer[1:]
-                elif data_type == TSDataType.INT32:
-                    self.__value[i] = value_buffer[:4]
-                    self.__query_data_set.valueList[i] = value_buffer[4:]
-                elif data_type == TSDataType.INT64:
-                    self.__value[i] = value_buffer[:8]
-                    self.__query_data_set.valueList[i] = value_buffer[8:]
-                elif data_type == TSDataType.FLOAT:
+                elif data_type == 1 or data_type == 3:
                     self.__value[i] = value_buffer[:4]
                     self.__query_data_set.valueList[i] = value_buffer[4:]
-                elif data_type == TSDataType.DOUBLE:
+                elif data_type == 2 or data_type == 4:
                     self.__value[i] = value_buffer[:8]
                     self.__query_data_set.valueList[i] = value_buffer[8:]
-                elif data_type == TSDataType.TEXT:
+                elif data_type == 5:
                     length = int.from_bytes(
                         value_buffer[:4], byteorder="big", signed=False
                     )
@@ -322,6 +316,8 @@ class IoTDBRpcDataSet(object):
                     self.__query_data_set.valueList[i] = value_buffer[4 + 
length :]
                 else:
                     raise RuntimeError("unsupported data type 
{}.".format(data_type))
+            else:
+                self.__is_null_info[i] = True
         self.__rows_index += 1
         self.__has_cached_record = True
 
@@ -347,10 +343,10 @@ class IoTDBRpcDataSet(object):
                 "Cannot fetch result from server, because of network 
connection: ", e
             )
 
-    def is_null(self, index, row_num):
-        bitmap = self.__current_bitmap[index]
-        shift = row_num % 8
-        return ((IoTDBRpcDataSet.FLAG >> shift) & (bitmap & 0xFF)) == 0
+    @staticmethod
+    def is_null(bitmap, row_num):
+        shift = shift_table[row_num % 8]
+        return shift & bitmap == 0
 
     def is_null_by_index(self, column_index):
         index = (
@@ -360,14 +356,20 @@ class IoTDBRpcDataSet(object):
         # time column will never be None
         if index < 0:
             return True
-        return self.is_null(index, self.__rows_index - 1)
+        return self.is_null(self.__current_bitmap[index], self.__rows_index - 
1)
 
     def is_null_by_name(self, column_name):
         index = self.__column_ordinal_dict[column_name] - 
IoTDBRpcDataSet.START_INDEX
         # time column will never be None
         if index < 0:
             return True
-        return self.is_null(index, self.__rows_index - 1)
+        return self.is_null(self.__current_bitmap[index], self.__rows_index - 
1)
+
+    def is_null_by_location(self, location):
+        # time column will never be None
+        if location < 0:
+            return True
+        return self.__is_null_info[location]
 
     def find_column_name_by_index(self, column_index):
         if column_index <= 0:
diff --git a/iotdb-client/client-py/iotdb/utils/SessionDataSet.py 
b/iotdb-client/client-py/iotdb/utils/SessionDataSet.py
index 02eef027dfd..162755a3767 100644
--- a/iotdb-client/client-py/iotdb/utils/SessionDataSet.py
+++ b/iotdb-client/client-py/iotdb/utils/SessionDataSet.py
@@ -57,6 +57,14 @@ class SessionDataSet(object):
             query_data_set,
             1024,
         )
+        self.column_size = self.iotdb_rpc_data_set.get_column_size()
+        self.is_ignore_timestamp = 
self.iotdb_rpc_data_set.get_ignore_timestamp()
+        self.column_names = tuple(self.iotdb_rpc_data_set.get_column_names())
+        self.column_ordinal_dict = 
self.iotdb_rpc_data_set.get_column_ordinal_dict()
+        self.column_type_deduplicated_list = tuple(
+            self.iotdb_rpc_data_set.get_column_type_deduplicated_list()
+        )
+        self.__field_list = [Field(data_type) for data_type in 
self.column_type_deduplicated_list]
 
     def __enter__(self):
         return self
@@ -87,50 +95,42 @@ class SessionDataSet(object):
         return self.construct_row_record_from_value_array()
 
     def construct_row_record_from_value_array(self):
-        out_fields = []
-        for i in range(self.iotdb_rpc_data_set.get_column_size()):
-            index = i + 1
-            data_set_column_index = i + IoTDBRpcDataSet.START_INDEX
-            if self.iotdb_rpc_data_set.get_ignore_timestamp():
-                index -= 1
-                data_set_column_index -= 1
-            column_name = self.iotdb_rpc_data_set.get_column_names()[index]
-            location = (
-                self.iotdb_rpc_data_set.get_column_ordinal_dict()[column_name]
-                - IoTDBRpcDataSet.START_INDEX
-            )
-
-            if not 
self.iotdb_rpc_data_set.is_null_by_index(data_set_column_index):
+        if self.is_ignore_timestamp:
+            start = 0
+            end = self.column_size
+        else:
+            start = 1
+            end = self.column_size + 1
+        for index in range(start, end):
+            column_name = self.column_names[index]
+            location = self.column_ordinal_dict[column_name] - 2
+            if not self.iotdb_rpc_data_set.is_null_by_location(location):
                 value_bytes = self.iotdb_rpc_data_set.get_values()[location]
-                data_type = 
self.iotdb_rpc_data_set.get_column_type_deduplicated_list()[
-                    location
-                ]
-                field = Field(data_type)
-                if data_type == TSDataType.BOOLEAN:
+                data_type = self.column_type_deduplicated_list[location]
+                if data_type == 0:
                     value = struct.unpack(">?", value_bytes)[0]
-                    field.set_bool_value(value)
-                elif data_type == TSDataType.INT32:
+                    self.__field_list[index - 1].set_value(value)
+                elif data_type == 1:
                     value = struct.unpack(">i", value_bytes)[0]
-                    field.set_int_value(value)
-                elif data_type == TSDataType.INT64:
+                    self.__field_list[index - 1].set_value(value)
+                elif data_type == 2:
                     value = struct.unpack(">q", value_bytes)[0]
-                    field.set_long_value(value)
-                elif data_type == TSDataType.FLOAT:
+                    self.__field_list[index - 1].set_value(value)
+                elif data_type == 3:
                     value = struct.unpack(">f", value_bytes)[0]
-                    field.set_float_value(value)
-                elif data_type == TSDataType.DOUBLE:
+                    self.__field_list[index - 1].set_value(value)
+                elif data_type == 4:
                     value = struct.unpack(">d", value_bytes)[0]
-                    field.set_double_value(value)
-                elif data_type == TSDataType.TEXT:
-                    field.set_binary_value(value_bytes)
+                    self.__field_list[index - 1].set_value(value)
+                elif data_type == 5:
+                    self.__field_list[index - 1].set_value(value_bytes)
                 else:
                     raise RuntimeError("unsupported data type 
{}.".format(data_type))
             else:
-                field = Field(None)
-            out_fields.append(field)
+                self.__field_list[index - 1].set_value(None)
 
         return RowRecord(
-            struct.unpack(">q", self.iotdb_rpc_data_set.get_time_bytes())[0], 
out_fields
+            struct.unpack(">q", self.iotdb_rpc_data_set.get_time_bytes())[0], 
self.__field_list
         )
 
     def close_operation_handle(self):

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