org.apache.hadoop.hive.ql.metadata.formatting.MetaDataFormatUtils.java Source code

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/**
 * 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.hadoop.hive.ql.metadata.formatting;

import org.apache.commons.lang.StringEscapeUtils;
import org.apache.hadoop.hive.common.type.HiveDecimal;
import org.apache.hadoop.hive.conf.HiveConf;
import org.apache.hadoop.hive.conf.HiveConf.ConfVars;
import org.apache.hadoop.hive.metastore.TableType;
import org.apache.hadoop.hive.metastore.api.BinaryColumnStatsData;
import org.apache.hadoop.hive.metastore.api.BooleanColumnStatsData;
import org.apache.hadoop.hive.metastore.api.ColumnStatisticsData;
import org.apache.hadoop.hive.metastore.api.ColumnStatisticsObj;
import org.apache.hadoop.hive.metastore.api.DateColumnStatsData;
import org.apache.hadoop.hive.metastore.api.Decimal;
import org.apache.hadoop.hive.metastore.api.DecimalColumnStatsData;
import org.apache.hadoop.hive.metastore.api.DoubleColumnStatsData;
import org.apache.hadoop.hive.metastore.api.FieldSchema;
import org.apache.hadoop.hive.metastore.api.Index;
import org.apache.hadoop.hive.metastore.api.LongColumnStatsData;
import org.apache.hadoop.hive.metastore.api.StorageDescriptor;
import org.apache.hadoop.hive.metastore.api.StringColumnStatsData;
import org.apache.hadoop.hive.ql.index.HiveIndex;
import org.apache.hadoop.hive.ql.index.HiveIndex.IndexType;
import org.apache.hadoop.hive.ql.metadata.ForeignKeyInfo;
import org.apache.hadoop.hive.ql.metadata.Partition;
import org.apache.hadoop.hive.ql.metadata.PrimaryKeyInfo;
import org.apache.hadoop.hive.ql.metadata.Table;
import org.apache.hadoop.hive.ql.metadata.UniqueConstraint;
import org.apache.hadoop.hive.ql.metadata.UniqueConstraint.UniqueConstraintCol;
import org.apache.hadoop.hive.ql.metadata.ForeignKeyInfo.ForeignKeyCol;
import org.apache.hadoop.hive.ql.metadata.NotNullConstraint;
import org.apache.hadoop.hive.ql.plan.DescTableDesc;
import org.apache.hadoop.hive.ql.plan.PlanUtils;
import org.apache.hadoop.hive.ql.plan.ShowIndexesDesc;
import org.apache.hadoop.hive.serde2.io.DateWritable;
import org.apache.hive.common.util.HiveStringUtils;

import java.math.BigInteger;
import java.util.ArrayList;
import java.util.Collections;
import java.util.Comparator;
import java.util.Date;
import java.util.List;
import java.util.Map;
import java.util.Map.Entry;
import java.util.Set;
import java.util.TreeMap;

/**
 * This class provides methods to format table and index information.
 *
 */
public final class MetaDataFormatUtils {

    public static final String FIELD_DELIM = "\t";
    public static final String LINE_DELIM = "\n";

    static final int DEFAULT_STRINGBUILDER_SIZE = 2048;
    private static final int ALIGNMENT = 20;

    private MetaDataFormatUtils() {
    }

    private static void formatColumnsHeader(StringBuilder columnInformation, List<ColumnStatisticsObj> colStats) {
        columnInformation.append("# "); // Easy for shell scripts to ignore
        formatOutput(getColumnsHeader(colStats), columnInformation);
        columnInformation.append(LINE_DELIM);
    }

    /**
     * Write formatted information about the given columns to a string
     * @param cols - list of columns
     * @param printHeader - if header should be included
     * @param isOutputPadded - make it more human readable by setting indentation
     *        with spaces. Turned off for use by HiveServer2
     * @param colStats
     * @return string with formatted column information
     */
    public static String getAllColumnsInformation(List<FieldSchema> cols, boolean printHeader,
            boolean isOutputPadded, List<ColumnStatisticsObj> colStats) {
        StringBuilder columnInformation = new StringBuilder(DEFAULT_STRINGBUILDER_SIZE);
        if (printHeader) {
            formatColumnsHeader(columnInformation, colStats);
        }

        formatAllFields(columnInformation, cols, isOutputPadded, colStats);
        return columnInformation.toString();
    }

    /**
     * Write formatted information about the given columns, including partition
     * columns to a string
     * @param cols - list of columns
     * @param partCols - list of partition columns
     * @param printHeader - if header should be included
     * @param isOutputPadded - make it more human readable by setting indentation
     *        with spaces. Turned off for use by HiveServer2
     * @return string with formatted column information
     */
    public static String getAllColumnsInformation(List<FieldSchema> cols, List<FieldSchema> partCols,
            boolean printHeader, boolean isOutputPadded, boolean showPartColsSep) {
        StringBuilder columnInformation = new StringBuilder(DEFAULT_STRINGBUILDER_SIZE);
        if (printHeader) {
            formatColumnsHeader(columnInformation, null);
        }
        formatAllFields(columnInformation, cols, isOutputPadded, null);

        if ((partCols != null) && !partCols.isEmpty() && showPartColsSep) {
            columnInformation.append(LINE_DELIM).append("# Partition Information").append(LINE_DELIM);
            formatColumnsHeader(columnInformation, null);
            formatAllFields(columnInformation, partCols, isOutputPadded, null);
        }

        return columnInformation.toString();
    }

    /**
     * Write formatted column information into given StringBuilder
     * @param tableInfo - StringBuilder to append column information into
     * @param cols - list of columns
     * @param isOutputPadded - make it more human readable by setting indentation
     *        with spaces. Turned off for use by HiveServer2
     * @param colStats
     */
    private static void formatAllFields(StringBuilder tableInfo, List<FieldSchema> cols, boolean isOutputPadded,
            List<ColumnStatisticsObj> colStats) {
        for (FieldSchema col : cols) {
            if (isOutputPadded) {
                formatWithIndentation(col.getName(), col.getType(), getComment(col), tableInfo, colStats);
            } else {
                formatWithoutIndentation(col.getName(), col.getType(), col.getComment(), tableInfo, colStats);
            }
        }
    }

    private static String convertToString(Decimal val) {
        if (val == null) {
            return "";
        }

        HiveDecimal result = HiveDecimal.create(new BigInteger(val.getUnscaled()), val.getScale());
        if (result != null) {
            return result.toString();
        } else {
            return "";
        }
    }

    private static String convertToString(org.apache.hadoop.hive.metastore.api.Date val) {
        if (val == null) {
            return "";
        }

        DateWritable writableValue = new DateWritable((int) val.getDaysSinceEpoch());
        return writableValue.toString();
    }

    private static ColumnStatisticsObj getColumnStatisticsObject(String colName, String colType,
            List<ColumnStatisticsObj> colStats) {
        if (colStats != null && !colStats.isEmpty()) {
            for (ColumnStatisticsObj cso : colStats) {
                if (cso.getColName().equalsIgnoreCase(colName) && cso.getColType().equalsIgnoreCase(colType)) {
                    return cso;
                }
            }
        }
        return null;
    }

    private static void formatWithoutIndentation(String name, String type, String comment, StringBuilder colBuffer,
            List<ColumnStatisticsObj> colStats) {
        colBuffer.append(name);
        colBuffer.append(FIELD_DELIM);
        colBuffer.append(type);
        colBuffer.append(FIELD_DELIM);
        if (colStats != null) {
            ColumnStatisticsObj cso = getColumnStatisticsObject(name, type, colStats);
            if (cso != null) {
                ColumnStatisticsData csd = cso.getStatsData();
                if (csd.isSetBinaryStats()) {
                    BinaryColumnStatsData bcsd = csd.getBinaryStats();
                    appendColumnStatsNoFormatting(colBuffer, "", "", bcsd.getNumNulls(), "", bcsd.getAvgColLen(),
                            bcsd.getMaxColLen(), "", "");
                } else if (csd.isSetStringStats()) {
                    StringColumnStatsData scsd = csd.getStringStats();
                    appendColumnStatsNoFormatting(colBuffer, "", "", scsd.getNumNulls(), scsd.getNumDVs(),
                            scsd.getAvgColLen(), scsd.getMaxColLen(), "", "");
                } else if (csd.isSetBooleanStats()) {
                    BooleanColumnStatsData bcsd = csd.getBooleanStats();
                    appendColumnStatsNoFormatting(colBuffer, "", "", bcsd.getNumNulls(), "", "", "",
                            bcsd.getNumTrues(), bcsd.getNumFalses());
                } else if (csd.isSetDecimalStats()) {
                    DecimalColumnStatsData dcsd = csd.getDecimalStats();
                    appendColumnStatsNoFormatting(colBuffer, convertToString(dcsd.getLowValue()),
                            convertToString(dcsd.getHighValue()), dcsd.getNumNulls(), dcsd.getNumDVs(), "", "", "",
                            "");
                } else if (csd.isSetDoubleStats()) {
                    DoubleColumnStatsData dcsd = csd.getDoubleStats();
                    appendColumnStatsNoFormatting(colBuffer, dcsd.getLowValue(), dcsd.getHighValue(),
                            dcsd.getNumNulls(), dcsd.getNumDVs(), "", "", "", "");
                } else if (csd.isSetLongStats()) {
                    LongColumnStatsData lcsd = csd.getLongStats();
                    appendColumnStatsNoFormatting(colBuffer, lcsd.getLowValue(), lcsd.getHighValue(),
                            lcsd.getNumNulls(), lcsd.getNumDVs(), "", "", "", "");
                } else if (csd.isSetDateStats()) {
                    DateColumnStatsData dcsd = csd.getDateStats();
                    appendColumnStatsNoFormatting(colBuffer, convertToString(dcsd.getLowValue()),
                            convertToString(dcsd.getHighValue()), dcsd.getNumNulls(), dcsd.getNumDVs(), "", "", "",
                            "");
                }
            } else {
                appendColumnStatsNoFormatting(colBuffer, "", "", "", "", "", "", "", "");
            }
        }
        colBuffer.append(comment == null ? "" : HiveStringUtils.escapeJava(comment));
        colBuffer.append(LINE_DELIM);
    }

    public static String getIndexInformation(Index index, boolean isOutputPadded) {
        StringBuilder indexInfo = new StringBuilder(DEFAULT_STRINGBUILDER_SIZE);

        List<String> indexColumns = new ArrayList<String>();

        indexColumns.add(index.getIndexName());
        indexColumns.add(index.getOrigTableName());

        // index key names
        List<FieldSchema> indexKeys = index.getSd().getCols();
        StringBuilder keyString = new StringBuilder();
        boolean first = true;
        for (FieldSchema key : indexKeys) {
            if (!first) {
                keyString.append(", ");
            }
            keyString.append(key.getName());
            first = false;
        }

        indexColumns.add(keyString.toString());

        indexColumns.add(index.getIndexTableName());

        // index type
        String indexHandlerClass = index.getIndexHandlerClass();
        IndexType indexType = HiveIndex.getIndexTypeByClassName(indexHandlerClass);
        indexColumns.add(indexType.getName());

        String comment = index.getParameters().get("comment");
        indexColumns.add(comment == null ? null : HiveStringUtils.escapeJava(comment));

        formatOutput(indexColumns.toArray(new String[0]), indexInfo, isOutputPadded);

        return indexInfo.toString();
    }

    public static String getConstraintsInformation(PrimaryKeyInfo pkInfo, ForeignKeyInfo fkInfo,
            UniqueConstraint ukInfo, NotNullConstraint nnInfo) {
        StringBuilder constraintsInfo = new StringBuilder(DEFAULT_STRINGBUILDER_SIZE);

        constraintsInfo.append(LINE_DELIM).append("# Constraints").append(LINE_DELIM);
        if (pkInfo != null && !pkInfo.getColNames().isEmpty()) {
            constraintsInfo.append(LINE_DELIM).append("# Primary Key").append(LINE_DELIM);
            getPrimaryKeyInformation(constraintsInfo, pkInfo);
        }
        if (fkInfo != null && !fkInfo.getForeignKeys().isEmpty()) {
            constraintsInfo.append(LINE_DELIM).append("# Foreign Keys").append(LINE_DELIM);
            getForeignKeysInformation(constraintsInfo, fkInfo);
        }
        if (ukInfo != null && !ukInfo.getUniqueConstraints().isEmpty()) {
            constraintsInfo.append(LINE_DELIM).append("# Unique Constraints").append(LINE_DELIM);
            getUniqueConstraintsInformation(constraintsInfo, ukInfo);
        }
        if (nnInfo != null && !nnInfo.getNotNullConstraints().isEmpty()) {
            constraintsInfo.append(LINE_DELIM).append("# Not Null Constraints").append(LINE_DELIM);
            getNotNullConstraintsInformation(constraintsInfo, nnInfo);
        }
        return constraintsInfo.toString();
    }

    private static void getPrimaryKeyInformation(StringBuilder constraintsInfo, PrimaryKeyInfo pkInfo) {
        formatOutput("Table:", pkInfo.getDatabaseName() + "." + pkInfo.getTableName(), constraintsInfo);
        formatOutput("Constraint Name:", pkInfo.getConstraintName(), constraintsInfo);
        Map<Integer, String> colNames = pkInfo.getColNames();
        final String columnNames = "Column Names:";
        constraintsInfo.append(String.format("%-" + ALIGNMENT + "s", columnNames)).append(FIELD_DELIM);
        if (colNames != null && colNames.size() > 0) {
            formatOutput(colNames.values().toArray(new String[colNames.size()]), constraintsInfo);
        }
    }

    private static void getForeignKeyColInformation(StringBuilder constraintsInfo, ForeignKeyCol fkCol) {
        String[] fkcFields = new String[3];
        fkcFields[0] = "Parent Column Name:" + fkCol.parentDatabaseName + "." + fkCol.parentTableName + "."
                + fkCol.parentColName;
        fkcFields[1] = "Column Name:" + fkCol.childColName;
        fkcFields[2] = "Key Sequence:" + fkCol.position;
        formatOutput(fkcFields, constraintsInfo);
    }

    private static void getForeignKeyRelInformation(StringBuilder constraintsInfo, String constraintName,
            List<ForeignKeyCol> fkRel) {
        formatOutput("Constraint Name:", constraintName, constraintsInfo);
        if (fkRel != null && fkRel.size() > 0) {
            for (ForeignKeyCol fkc : fkRel) {
                getForeignKeyColInformation(constraintsInfo, fkc);
            }
        }
        constraintsInfo.append(LINE_DELIM);
    }

    private static void getForeignKeysInformation(StringBuilder constraintsInfo, ForeignKeyInfo fkInfo) {
        formatOutput("Table:", fkInfo.getChildDatabaseName() + "." + fkInfo.getChildTableName(), constraintsInfo);
        Map<String, List<ForeignKeyCol>> foreignKeys = fkInfo.getForeignKeys();
        if (foreignKeys != null && foreignKeys.size() > 0) {
            for (Map.Entry<String, List<ForeignKeyCol>> me : foreignKeys.entrySet()) {
                getForeignKeyRelInformation(constraintsInfo, me.getKey(), me.getValue());
            }
        }
    }

    private static void getUniqueConstraintColInformation(StringBuilder constraintsInfo,
            UniqueConstraintCol ukCol) {
        String[] fkcFields = new String[2];
        fkcFields[0] = "Column Name:" + ukCol.colName;
        fkcFields[1] = "Key Sequence:" + ukCol.position;
        formatOutput(fkcFields, constraintsInfo);
    }

    private static void getUniqueConstraintRelInformation(StringBuilder constraintsInfo, String constraintName,
            List<UniqueConstraintCol> ukRel) {
        formatOutput("Constraint Name:", constraintName, constraintsInfo);
        if (ukRel != null && ukRel.size() > 0) {
            for (UniqueConstraintCol ukc : ukRel) {
                getUniqueConstraintColInformation(constraintsInfo, ukc);
            }
        }
        constraintsInfo.append(LINE_DELIM);
    }

    private static void getUniqueConstraintsInformation(StringBuilder constraintsInfo, UniqueConstraint ukInfo) {
        formatOutput("Table:", ukInfo.getDatabaseName() + "." + ukInfo.getTableName(), constraintsInfo);
        Map<String, List<UniqueConstraintCol>> uniqueConstraints = ukInfo.getUniqueConstraints();
        if (uniqueConstraints != null && uniqueConstraints.size() > 0) {
            for (Map.Entry<String, List<UniqueConstraintCol>> me : uniqueConstraints.entrySet()) {
                getUniqueConstraintRelInformation(constraintsInfo, me.getKey(), me.getValue());
            }
        }
    }

    private static void getNotNullConstraintsInformation(StringBuilder constraintsInfo, NotNullConstraint nnInfo) {
        formatOutput("Table:", nnInfo.getDatabaseName() + "." + nnInfo.getTableName(), constraintsInfo);
        Map<String, String> notNullConstraints = nnInfo.getNotNullConstraints();
        if (notNullConstraints != null && notNullConstraints.size() > 0) {
            for (Map.Entry<String, String> me : notNullConstraints.entrySet()) {
                formatOutput("Constraint Name:", me.getKey(), constraintsInfo);
                formatOutput("Column Name:", me.getValue(), constraintsInfo);
                constraintsInfo.append(LINE_DELIM);
            }
        }
    }

    public static String getPartitionInformation(Partition part) {
        StringBuilder tableInfo = new StringBuilder(DEFAULT_STRINGBUILDER_SIZE);

        // Table Metadata
        tableInfo.append(LINE_DELIM).append("# Detailed Partition Information").append(LINE_DELIM);
        getPartitionMetaDataInformation(tableInfo, part);

        // Storage information.
        if (part.getTable().getTableType() != TableType.VIRTUAL_VIEW) {
            tableInfo.append(LINE_DELIM).append("# Storage Information").append(LINE_DELIM);
            getStorageDescriptorInfo(tableInfo, part.getTPartition().getSd());
        }

        return tableInfo.toString();
    }

    public static String getTableInformation(Table table, boolean isOutputPadded) {
        StringBuilder tableInfo = new StringBuilder(DEFAULT_STRINGBUILDER_SIZE);

        // Table Metadata
        tableInfo.append(LINE_DELIM).append("# Detailed Table Information").append(LINE_DELIM);
        getTableMetaDataInformation(tableInfo, table, isOutputPadded);

        // Storage information.
        tableInfo.append(LINE_DELIM).append("# Storage Information").append(LINE_DELIM);
        getStorageDescriptorInfo(tableInfo, table.getTTable().getSd());

        if (table.isView() || table.isMaterializedView()) {
            tableInfo.append(LINE_DELIM).append("# View Information").append(LINE_DELIM);
            getViewInfo(tableInfo, table);
        }

        return tableInfo.toString();
    }

    private static void getViewInfo(StringBuilder tableInfo, Table tbl) {
        formatOutput("View Original Text:", tbl.getViewOriginalText(), tableInfo);
        formatOutput("View Expanded Text:", tbl.getViewExpandedText(), tableInfo);
        formatOutput("View Rewrite Enabled:", tbl.isRewriteEnabled() ? "Yes" : "No", tableInfo);
    }

    private static void getStorageDescriptorInfo(StringBuilder tableInfo, StorageDescriptor storageDesc) {

        formatOutput("SerDe Library:", storageDesc.getSerdeInfo().getSerializationLib(), tableInfo);
        formatOutput("InputFormat:", storageDesc.getInputFormat(), tableInfo);
        formatOutput("OutputFormat:", storageDesc.getOutputFormat(), tableInfo);
        formatOutput("Compressed:", storageDesc.isCompressed() ? "Yes" : "No", tableInfo);
        formatOutput("Num Buckets:", String.valueOf(storageDesc.getNumBuckets()), tableInfo);
        formatOutput("Bucket Columns:", storageDesc.getBucketCols().toString(), tableInfo);
        formatOutput("Sort Columns:", storageDesc.getSortCols().toString(), tableInfo);
        if (storageDesc.isStoredAsSubDirectories()) {// optional parameter
            formatOutput("Stored As SubDirectories:", "Yes", tableInfo);
        }

        if (null != storageDesc.getSkewedInfo()) {
            List<String> skewedColNames = sortedList(storageDesc.getSkewedInfo().getSkewedColNames());
            if ((skewedColNames != null) && (skewedColNames.size() > 0)) {
                formatOutput("Skewed Columns:", skewedColNames.toString(), tableInfo);
            }

            List<List<String>> skewedColValues = sortedList(storageDesc.getSkewedInfo().getSkewedColValues(),
                    new VectorComparator<String>());
            if ((skewedColValues != null) && (skewedColValues.size() > 0)) {
                formatOutput("Skewed Values:", skewedColValues.toString(), tableInfo);
            }

            Map<List<String>, String> skewedColMap = new TreeMap<>(new VectorComparator<String>());
            skewedColMap.putAll(storageDesc.getSkewedInfo().getSkewedColValueLocationMaps());
            if ((skewedColMap != null) && (skewedColMap.size() > 0)) {
                formatOutput("Skewed Value to Path:", skewedColMap.toString(), tableInfo);
                Map<List<String>, String> truncatedSkewedColMap = new TreeMap<List<String>, String>(
                        new VectorComparator<String>());
                // walk through existing map to truncate path so that test won't mask it
                // then we can verify location is right
                Set<Entry<List<String>, String>> entries = skewedColMap.entrySet();
                for (Entry<List<String>, String> entry : entries) {
                    truncatedSkewedColMap.put(entry.getKey(),
                            PlanUtils.removePrefixFromWarehouseConfig(entry.getValue()));
                }
                formatOutput("Skewed Value to Truncated Path:", truncatedSkewedColMap.toString(), tableInfo);
            }
        }

        if (storageDesc.getSerdeInfo().getParametersSize() > 0) {
            tableInfo.append("Storage Desc Params:").append(LINE_DELIM);
            displayAllParameters(storageDesc.getSerdeInfo().getParameters(), tableInfo);
        }
    }

    private static void getTableMetaDataInformation(StringBuilder tableInfo, Table tbl, boolean isOutputPadded) {
        formatOutput("Database:", tbl.getDbName(), tableInfo);
        formatOutput("Owner:", tbl.getOwner(), tableInfo);
        formatOutput("CreateTime:", formatDate(tbl.getTTable().getCreateTime()), tableInfo);
        formatOutput("LastAccessTime:", formatDate(tbl.getTTable().getLastAccessTime()), tableInfo);
        formatOutput("Retention:", Integer.toString(tbl.getRetention()), tableInfo);
        if (!tbl.isView()) {
            formatOutput("Location:", tbl.getDataLocation().toString(), tableInfo);
        }
        formatOutput("Table Type:", tbl.getTableType().name(), tableInfo);

        if (tbl.getParameters().size() > 0) {
            tableInfo.append("Table Parameters:").append(LINE_DELIM);
            displayAllParameters(tbl.getParameters(), tableInfo, false, isOutputPadded);
        }
    }

    private static void getPartitionMetaDataInformation(StringBuilder tableInfo, Partition part) {
        formatOutput("Partition Value:", part.getValues().toString(), tableInfo);
        formatOutput("Database:", part.getTPartition().getDbName(), tableInfo);
        formatOutput("Table:", part.getTable().getTableName(), tableInfo);
        formatOutput("CreateTime:", formatDate(part.getTPartition().getCreateTime()), tableInfo);
        formatOutput("LastAccessTime:", formatDate(part.getTPartition().getLastAccessTime()), tableInfo);
        formatOutput("Location:", part.getLocation(), tableInfo);

        if (part.getTPartition().getParameters().size() > 0) {
            tableInfo.append("Partition Parameters:").append(LINE_DELIM);
            displayAllParameters(part.getTPartition().getParameters(), tableInfo);
        }
    }

    /**
     * Display key, value pairs of the parameters. The characters will be escaped
     * including unicode.
     */
    private static void displayAllParameters(Map<String, String> params, StringBuilder tableInfo) {
        displayAllParameters(params, tableInfo, true, false);
    }

    /**
     * Display key, value pairs of the parameters. The characters will be escaped
     * including unicode if escapeUnicode is true; otherwise the characters other
     * than unicode will be escaped.
     */
    private static void displayAllParameters(Map<String, String> params, StringBuilder tableInfo,
            boolean escapeUnicode, boolean isOutputPadded) {
        List<String> keys = new ArrayList<String>(params.keySet());
        Collections.sort(keys);
        for (String key : keys) {
            tableInfo.append(FIELD_DELIM); // Ensures all params are indented.
            formatOutput(key, escapeUnicode ? StringEscapeUtils.escapeJava(params.get(key))
                    : HiveStringUtils.escapeJava(params.get(key)), tableInfo, isOutputPadded);
        }
    }

    static String getComment(FieldSchema col) {
        return col.getComment() != null ? col.getComment() : "";
    }

    /**
     * Compares to lists of object T as vectors
     *
     * @param <T> the base object type. Must be {@link Comparable}
     */
    private static class VectorComparator<T extends Comparable<T>> implements Comparator<List<T>> {

        @Override
        public int compare(List<T> listA, List<T> listB) {
            for (int i = 0; i < listA.size() && i < listB.size(); i++) {
                T valA = listA.get(i);
                T valB = listB.get(i);
                if (valA != null) {
                    int ret = valA.compareTo(valB);
                    if (ret != 0) {
                        return ret;
                    }
                } else {
                    if (valB != null) {
                        return -1;
                    }
                }
            }
            return Integer.compare(listA.size(), listB.size());
        }
    }

    /**
     * Returns a sorted version of the given list
     */
    static <T extends Comparable<T>> List<T> sortedList(List<T> list) {
        if (list == null || list.size() <= 1) {
            return list;
        }
        ArrayList<T> ret = new ArrayList<>();
        ret.addAll(list);
        Collections.sort(ret);
        return ret;
    }

    /**
     * Returns a sorted version of the given list, using the provided comparator
     */
    static <T> List<T> sortedList(List<T> list, Comparator<T> comp) {
        if (list == null || list.size() <= 1) {
            return list;
        }
        ArrayList<T> ret = new ArrayList<>();
        ret.addAll(list);
        Collections.sort(ret, comp);
        return ret;
    }

    private static String formatDate(long timeInSeconds) {
        if (timeInSeconds != 0) {
            Date date = new Date(timeInSeconds * 1000);
            return date.toString();
        }
        return "UNKNOWN";
    }

    /**
     * Prints a row with the given fields into the builder
     * The last field could be a multiline field, and the extra lines should be padded
     * @param fields The fields to print
     * @param tableInfo The target builder
     * @param isLastLinePadded Is the last field could be printed in multiple lines, if contains
     *                         newlines?
     */
    private static void formatOutput(String[] fields, StringBuilder tableInfo, boolean isLastLinePadded) {
        int[] paddings = new int[fields.length - 1];
        if (fields.length > 1) {
            for (int i = 0; i < fields.length - 1; i++) {
                if (fields[i] == null) {
                    tableInfo.append(FIELD_DELIM);
                    continue;
                }
                tableInfo.append(String.format("%-" + ALIGNMENT + "s", fields[i])).append(FIELD_DELIM);
                paddings[i] = ALIGNMENT > fields[i].length() ? ALIGNMENT : fields[i].length();
            }
        }
        if (fields.length > 0) {
            String value = fields[fields.length - 1];
            String unescapedValue = (isLastLinePadded && value != null)
                    ? value.replaceAll("\\\\n|\\\\r|\\\\r\\\\n", "\n")
                    : value;
            indentMultilineValue(unescapedValue, tableInfo, paddings, false);
        } else {
            tableInfo.append(LINE_DELIM);
        }
    }

    /**
     * Prints a row the given fields to a formatted line
     * @param fields The fields to print
     * @param tableInfo The target builder
     */
    private static void formatOutput(String[] fields, StringBuilder tableInfo) {
        formatOutput(fields, tableInfo, false);
    }

    /**
     * Prints the name value pair, and if the value contains newlines, it add one more empty field
     * before the two values (Assumes, the name value pair is already indented with it)
     * @param name The field name to print
     * @param value The value to print - might contain newlines
     * @param tableInfo The target builder
     */
    private static void formatOutput(String name, String value, StringBuilder tableInfo) {
        tableInfo.append(String.format("%-" + ALIGNMENT + "s", name)).append(FIELD_DELIM);
        int colNameLength = ALIGNMENT > name.length() ? ALIGNMENT : name.length();
        indentMultilineValue(value, tableInfo, new int[] { 0, colNameLength }, true);
    }

    /**
     * Prints the name value pair
     * It the output is padded then unescape the value, so it could be printed in multiple lines.
     * In this case it assumes the pair is already indented with a field delimiter
     * @param name The field name to print
     * @param value The value t print
     * @param tableInfo The target builder
     * @param isOutputPadded Should the value printed as a padded string?
     */
    protected static void formatOutput(String name, String value, StringBuilder tableInfo, boolean isOutputPadded) {
        String unescapedValue = (isOutputPadded && value != null) ? value.replaceAll("\\\\n|\\\\r|\\\\r\\\\n", "\n")
                : value;
        formatOutput(name, unescapedValue, tableInfo);
    }

    private static void formatWithIndentation(String colName, String colType, String colComment,
            StringBuilder tableInfo, List<ColumnStatisticsObj> colStats) {
        tableInfo.append(String.format("%-" + ALIGNMENT + "s", colName)).append(FIELD_DELIM);
        tableInfo.append(String.format("%-" + ALIGNMENT + "s", colType)).append(FIELD_DELIM);

        if (colStats != null) {
            ColumnStatisticsObj cso = getColumnStatisticsObject(colName, colType, colStats);
            if (cso != null) {
                ColumnStatisticsData csd = cso.getStatsData();
                if (csd.isSetBinaryStats()) {
                    BinaryColumnStatsData bcsd = csd.getBinaryStats();
                    appendColumnStats(tableInfo, "", "", bcsd.getNumNulls(), "", "", bcsd.getAvgColLen(),
                            bcsd.getMaxColLen(), "", "");
                } else if (csd.isSetStringStats()) {
                    StringColumnStatsData scsd = csd.getStringStats();
                    appendColumnStats(tableInfo, "", "", scsd.getNumNulls(), scsd.getNumDVs(),
                            scsd.getBitVectors() == null ? "" : scsd.getBitVectors(), scsd.getAvgColLen(),
                            scsd.getMaxColLen(), "", "");
                } else if (csd.isSetBooleanStats()) {
                    BooleanColumnStatsData bcsd = csd.getBooleanStats();
                    appendColumnStats(tableInfo, "", "", bcsd.getNumNulls(), "", "", "", "", bcsd.getNumTrues(),
                            bcsd.getNumFalses());
                } else if (csd.isSetDecimalStats()) {
                    DecimalColumnStatsData dcsd = csd.getDecimalStats();
                    appendColumnStats(tableInfo, convertToString(dcsd.getLowValue()),
                            convertToString(dcsd.getHighValue()), dcsd.getNumNulls(), dcsd.getNumDVs(),
                            dcsd.getBitVectors() == null ? "" : dcsd.getBitVectors(), "", "", "", "");
                } else if (csd.isSetDoubleStats()) {
                    DoubleColumnStatsData dcsd = csd.getDoubleStats();
                    appendColumnStats(tableInfo, dcsd.getLowValue(), dcsd.getHighValue(), dcsd.getNumNulls(),
                            dcsd.getNumDVs(), dcsd.getBitVectors() == null ? "" : dcsd.getBitVectors(), "", "", "",
                            "");
                } else if (csd.isSetLongStats()) {
                    LongColumnStatsData lcsd = csd.getLongStats();
                    appendColumnStats(tableInfo, lcsd.getLowValue(), lcsd.getHighValue(), lcsd.getNumNulls(),
                            lcsd.getNumDVs(), lcsd.getBitVectors() == null ? "" : lcsd.getBitVectors(), "", "", "",
                            "");
                } else if (csd.isSetDateStats()) {
                    DateColumnStatsData dcsd = csd.getDateStats();
                    appendColumnStats(tableInfo, convertToString(dcsd.getLowValue()),
                            convertToString(dcsd.getHighValue()), dcsd.getNumNulls(), dcsd.getNumDVs(),
                            dcsd.getBitVectors() == null ? "" : dcsd.getBitVectors(), "", "", "", "");
                }
            } else {
                appendColumnStats(tableInfo, "", "", "", "", "", "", "", "", "");
            }
        }

        int colNameLength = ALIGNMENT > colName.length() ? ALIGNMENT : colName.length();
        int colTypeLength = ALIGNMENT > colType.length() ? ALIGNMENT : colType.length();
        indentMultilineValue(colComment, tableInfo, new int[] { colNameLength, colTypeLength }, false);
    }

    /**
     * comment indent processing for multi-line values
     * values should be indented the same amount on each line
     * if the first line comment starts indented by k,
     * the following line comments should also be indented by k
     * @param value the value to write
     * @param tableInfo the buffer to write to
     * @param columnWidths the widths of the previous columns
     * @param printNull print null as a string, or do not print anything
     */
    private static void indentMultilineValue(String value, StringBuilder tableInfo, int[] columnWidths,
            boolean printNull) {
        if (value == null) {
            if (printNull) {
                tableInfo.append(String.format("%-" + ALIGNMENT + "s", value));
            }
            tableInfo.append(LINE_DELIM);
        } else {
            String[] valueSegments = value.split("\n|\r|\r\n");
            tableInfo.append(String.format("%-" + ALIGNMENT + "s", valueSegments[0])).append(LINE_DELIM);
            for (int i = 1; i < valueSegments.length; i++) {
                printPadding(tableInfo, columnWidths);
                tableInfo.append(String.format("%-" + ALIGNMENT + "s", valueSegments[i])).append(LINE_DELIM);
            }
        }
    }

    /**
     * Print the rigth padding, with the given column widths
     * @param tableInfo The buffer to write to
     * @param columnWidths The column widths
     */
    private static void printPadding(StringBuilder tableInfo, int[] columnWidths) {
        for (int columnWidth : columnWidths) {
            if (columnWidth == 0) {
                tableInfo.append(FIELD_DELIM);
            } else {
                tableInfo.append(String.format("%" + columnWidth + "s" + FIELD_DELIM, ""));
            }
        }
    }

    private static void appendColumnStats(StringBuilder sb, Object min, Object max, Object numNulls, Object ndv,
            Object bitVector, Object avgColLen, Object maxColLen, Object numTrues, Object numFalses) {
        sb.append(String.format("%-" + ALIGNMENT + "s", min)).append(FIELD_DELIM);
        sb.append(String.format("%-" + ALIGNMENT + "s", max)).append(FIELD_DELIM);
        sb.append(String.format("%-" + ALIGNMENT + "s", numNulls)).append(FIELD_DELIM);
        sb.append(String.format("%-" + ALIGNMENT + "s", ndv)).append(FIELD_DELIM);
        sb.append(String.format("%-" + ALIGNMENT + "s", avgColLen)).append(FIELD_DELIM);
        sb.append(String.format("%-" + ALIGNMENT + "s", maxColLen)).append(FIELD_DELIM);
        sb.append(String.format("%-" + ALIGNMENT + "s", numTrues)).append(FIELD_DELIM);
        sb.append(String.format("%-" + ALIGNMENT + "s", numFalses)).append(FIELD_DELIM);
        sb.append(String.format("%-" + ALIGNMENT + "s", bitVector)).append(FIELD_DELIM);
    }

    private static void appendColumnStatsNoFormatting(StringBuilder sb, Object min, Object max, Object numNulls,
            Object ndv, Object avgColLen, Object maxColLen, Object numTrues, Object numFalses) {
        sb.append(min).append(FIELD_DELIM);
        sb.append(max).append(FIELD_DELIM);
        sb.append(numNulls).append(FIELD_DELIM);
        sb.append(ndv).append(FIELD_DELIM);
        sb.append(avgColLen).append(FIELD_DELIM);
        sb.append(maxColLen).append(FIELD_DELIM);
        sb.append(numTrues).append(FIELD_DELIM);
        sb.append(numFalses).append(FIELD_DELIM);
    }

    public static String[] getColumnsHeader(List<ColumnStatisticsObj> colStats) {
        boolean showColStats = false;
        if (colStats != null) {
            showColStats = true;
        }
        return DescTableDesc.getSchema(showColStats).split("#")[0].split(",");
    }

    public static String getIndexColumnsHeader() {
        StringBuilder indexCols = new StringBuilder(DEFAULT_STRINGBUILDER_SIZE);
        formatOutput(ShowIndexesDesc.getSchema().split("#")[0].split(","), indexCols);
        return indexCols.toString();
    }

    public static MetaDataFormatter getFormatter(HiveConf conf) {
        if ("json".equals(conf.get(HiveConf.ConfVars.HIVE_DDL_OUTPUT_FORMAT.varname, "text"))) {
            return new JsonMetaDataFormatter();
        } else {
            return new TextMetaDataFormatter(conf.getIntVar(HiveConf.ConfVars.CLIPRETTYOUTPUTNUMCOLS),
                    conf.getBoolVar(ConfVars.HIVE_DISPLAY_PARTITION_COLUMNS_SEPARATELY));
        }
    }
}