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/* |
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* Copyright 2014, Armenak Grigoryan, and individual contributors as indicated |
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* by the @authors tag. See the copyright.txt in the distribution for a |
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* full listing of individual contributors. |
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* |
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* This is free software; you can redistribute it and/or modify it |
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* under the terms of the GNU Lesser General Public License as |
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* published by the Free Software Foundation; either version 2.1 of |
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* the License, or (at your option) any later version. |
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* |
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* This software is distributed in the hope that it will be useful, |
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* but WITHOUT ANY WARRANTY; without even the implied warranty of |
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* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU |
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* Lesser General Public License for more details. |
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*/ |
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package com.strider.datadefender.anonymizer; |
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import com.strider.datadefender.DataDefenderException; |
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import com.strider.datadefender.DbConfig; |
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import com.strider.datadefender.database.DatabaseException; |
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import com.strider.datadefender.database.IDbFactory; |
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import com.strider.datadefender.database.metadata.TableMetaData; |
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import com.strider.datadefender.database.metadata.TableMetaData.ColumnMetaData; |
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import com.strider.datadefender.requirement.Column; |
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import com.strider.datadefender.requirement.Exclude; |
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import com.strider.datadefender.requirement.Requirement; |
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import com.strider.datadefender.requirement.Table; |
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import com.strider.datadefender.utils.LikeMatcher; |
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import java.lang.reflect.InvocationTargetException; |
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import java.sql.Connection; |
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import java.sql.PreparedStatement; |
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import java.sql.ResultSet; |
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import java.sql.SQLException; |
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import java.sql.Types; |
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import java.util.Collection; |
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import java.util.HashMap; |
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import java.util.HashSet; |
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import java.util.LinkedHashSet; |
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import java.util.LinkedList; |
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import java.util.List; |
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import java.util.Map; |
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import java.util.Set; |
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import org.apache.commons.lang3.StringUtils; |
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import org.apache.commons.collections4.CollectionUtils; |
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import lombok.extern.log4j.Log4j2; |
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import lombok.RequiredArgsConstructor; |
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import me.tongfei.progressbar.ProgressBar; |
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/** |
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* Entry point for RDBMS data anonymizer |
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* |
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* @author Armenak Grigoryan |
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*/ |
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@RequiredArgsConstructor |
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@Log4j2 |
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public class DatabaseAnonymizer implements IAnonymizer { |
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final IDbFactory dbFactory; |
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final DbConfig config; |
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final int batchSize; |
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final Requirement requirement; |
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final List<String> tables; |
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/** |
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* Adds column names from the table to the passed collection of strings. |
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* |
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* @param table |
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* @param sColumns |
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*/ |
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private void fillColumnNames(final Table table, final Collection<String> sColumns) { |
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for (final Column column : table.getColumns()) { |
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sColumns.add(column.getName()); |
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} |
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} |
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/** |
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* Creates the UPDATE query for a single row of results. |
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* |
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* @param table |
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* @param columns |
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* @param keys |
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* @param updatableKeys |
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* @return the SQL statement |
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*/ |
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private String getUpdateQuery(final Table table, final Collection<String> updateColumns, final Collection<String> keys) { |
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final StringBuilder sql = new StringBuilder(); |
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sql.append("UPDATE "). |
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append(table.getName()). |
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append(" SET "). |
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append(StringUtils.join(updateColumns, " = ?, ")). |
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append(" = ? WHERE "); |
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log.info("keys: " + keys.toString()); |
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int iteration = 0; |
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final int collectionSize = keys.size(); |
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final StringBuilder whereStmtp = new StringBuilder(); |
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for (final String key: keys) { |
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++iteration; |
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whereStmtp.append(key).append(" = ? "); |
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if (collectionSize > iteration) { |
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whereStmtp.append(" AND "); |
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} |
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} |
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sql.append(whereStmtp); |
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log.debug("getUpdateQuery: " + sql.toString()); |
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return sql.toString(); |
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} |
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/** |
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* Creates the SELECT query for key and update columns. |
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* |
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* @param tableName |
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* @param keys |
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* @param columns |
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* @return |
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*/ |
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private PreparedStatement getSelectQueryStatement(final IDbFactory dbFactory, final Table table, final Collection<String> keys, final Collection<String> columns) throws SQLException { |
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final List<String> params = new LinkedList<>(); |
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// final StringBuilder query = new StringBuilder("SELECT DISTINCT "); |
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final StringBuilder query = new StringBuilder("SELECT "); |
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if (CollectionUtils.isNotEmpty(keys)) { |
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query.append(StringUtils.join(keys, ", ")).append(", "); |
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} |
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query |
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.append(StringUtils.join(columns, ", ")) |
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.append(" FROM ") |
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.append(table.getName()); |
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if (!StringUtils.isBlank(table.getWhere())) { |
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query.append(" WHERE (").append(table.getWhere()); |
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} |
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final List<Exclude> exclusions = table.getExclusions(); |
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if (exclusions != null) { |
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String separator = " WHERE ("; |
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if (query.indexOf(" WHERE (") != -1) { |
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separator = ") AND ("; |
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} |
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for (final Exclude exc : exclusions) { |
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final String eq = exc.getEquals(); |
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final String lk = exc.getLike(); |
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final List<String> in = exc.getExcludeInList(); |
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final boolean nl = exc.isExcludeNull(); |
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final String col = exc.getName(); |
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if (col != null && col.length() != 0) { |
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if (eq != null) { |
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query.append(separator).append('(').append(col).append(" != ? OR ").append(col).append(" IS NULL)"); |
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params.add(eq); |
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separator = " AND "; |
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} |
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if (lk != null && lk.length() != 0) { |
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query.append(separator).append('(').append(col).append(" NOT LIKE ? OR ").append(col).append(" IS NULL)"); |
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params.add(lk); |
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separator = " AND "; |
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} |
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if (CollectionUtils.isNotEmpty(in)) { |
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String qs = "?" + StringUtils.repeat(", ?", in.size() - 1); |
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query.append(separator).append('(').append(col).append(" NOT IN (") |
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.append(qs).append(") OR ").append(col).append(" IS NULL)"); |
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params.addAll(in); |
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separator = " AND "; |
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} |
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if (nl) { |
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query.append(separator).append(col).append(" IS NOT NULL"); |
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separator = " AND "; |
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} |
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} |
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} |
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if (query.indexOf(" WHERE (") != -1) { |
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separator = ") AND ("; |
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} |
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for (final Exclude exc : exclusions) { |
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final String neq = exc.getNotEquals(); |
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final String nlk = exc.getNotLike(); |
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final List<String> nin = exc.getExcludeNotInList(); |
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final String col = exc.getName(); |
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if (neq != null) { |
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query.append(separator).append(col).append(" = ?"); |
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separator = " OR "; |
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} |
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if (nlk != null && nlk.length() != 0) { |
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query.append(separator).append(col).append(" LIKE ?"); |
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separator = " OR "; |
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} |
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if (CollectionUtils.isNotEmpty(nin)) { |
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String qs = "?" + StringUtils.repeat(", ?", nin.size() - 1); |
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query.append(separator).append(col).append(" IN (").append(qs).append(")"); |
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params.addAll(nin); |
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separator = " OR "; |
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} |
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} |
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} |
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if (query.indexOf(" WHERE (") != -1) { |
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query.append(')'); |
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} |
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final PreparedStatement stmt = dbFactory.getConnection().prepareStatement( |
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query.toString(), |
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ResultSet.TYPE_FORWARD_ONLY, |
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ResultSet.CONCUR_UPDATABLE |
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); |
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if (dbFactory.getVendorName().equalsIgnoreCase("mysql")) { |
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stmt.setFetchSize(Integer.MIN_VALUE); |
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} |
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int paramIndex = 1; |
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for (final String param : params) { |
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stmt.setString(paramIndex, param); |
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++paramIndex; |
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} |
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log.debug("Querying for: " + query.toString()); |
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if (params.size() > 0) { |
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log.debug("\t - with parameters: " + StringUtils.join(params, ',')); |
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} |
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return stmt; |
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} |
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/** |
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* Returns true if the current column's value is excluded by the rulesets |
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* defined by the Requirements. |
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* |
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* @param db |
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* @param row |
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* @param column |
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* @return the columns value |
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* @throws SQLException |
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*/ |
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private boolean isExcludedColumn(final ResultSet row, final Column column) throws SQLException { |
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final String columnName = column.getName(); |
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final List<Exclude> exclusions = column.getExclusions(); |
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boolean hasInclusions = false; |
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boolean passedInclusion = false; |
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if (exclusions != null) { |
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for (final Exclude exc : exclusions) { |
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String name = exc.getName(); |
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final String eq = exc.getEquals(); |
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final String lk = exc.getLike(); |
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final String neq = exc.getNotEquals(); |
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final String nlk = exc.getNotLike(); |
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final boolean nl = exc.isExcludeNull(); |
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if (name == null || name.length() == 0) { |
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name = columnName; |
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} |
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final String testValue = row.getString(name); |
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if (nl && testValue == null) { |
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return true; |
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} else if (eq != null && eq.equals(testValue)) { |
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return true; |
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} else if (lk != null && lk.length() != 0) { |
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final LikeMatcher matcher = new LikeMatcher(lk); |
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if (matcher.matches(testValue)) { |
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return true; |
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} |
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} |
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if (neq != null) { |
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hasInclusions = true; |
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if (neq.equals(testValue)) { |
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passedInclusion = true; |
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} |
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} |
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if (nlk != null && nlk.length() != 0) { |
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hasInclusions = true; |
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final LikeMatcher matcher = new LikeMatcher(nlk); |
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if (matcher.matches(testValue)) { |
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passedInclusion = true; |
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} |
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} |
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} |
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} |
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return hasInclusions && !passedInclusion; |
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} |
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/** |
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* Returns the passed colValue truncated to the column's size in the table. |
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* |
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* @param colValue |
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* @param colName |
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* @param columnMetaData |
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* @return |
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* @throws SQLException |
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*/ |
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private Object getTruncatedColumnValue(final Object colValue, final String colName, final TableMetaData tableMetaData) throws SQLException { |
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final ColumnMetaData col = tableMetaData.getColumn(colName); |
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final int colSize = col.getColumnSize(); |
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final Class clazz = col.getColumnType(); |
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if (clazz.equals(String.class) && colValue.toString().length() > colSize) { |
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return colValue.toString().substring(0, colSize); |
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} |
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return colValue; |
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} |
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/** |
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* Anonymizes a row of columns. |
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* |
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* Sets query parameters on the passed updateStmt - this includes the key |
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* values - and calls anonymization functions for the columns. |
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* |
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* @param updateStmt |
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* @param tableColumns |
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* @param keyNames |
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* @param db |
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* @param row |
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* @param columnMetaData |
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* @throws SQLException |
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* @throws NoSuchMethodException |
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* @throws SecurityException |
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* @throws IllegalAccessException |
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* @throws IllegalArgumentException |
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* @throws InvocationTargetException |
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*/ |
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private void anonymizeRow( |
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final PreparedStatement updateStmt, |
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final Collection<Column> tableColumns, |
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final Collection<String> keyNames, |
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final ResultSet row, |
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final TableMetaData tableMetaData |
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) throws SQLException, |
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NoSuchMethodException, |
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SecurityException, |
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IllegalAccessException, |
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IllegalArgumentException, |
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InvocationTargetException, |
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DatabaseException, |
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InstantiationException { |
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int fieldIndex = 0; |
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final Map<String, Integer> columnIndexes = new HashMap<>(tableColumns.size()); |
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final Set<String> anonymized = new HashSet<>(tableColumns.size()); |
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log.debug("Temporary debug line: before Column loop "); |
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for (final Column column : tableColumns) { |
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final String columnName = column.getName(); |
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if (anonymized.contains(columnName)) { |
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continue; |
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} |
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if (!columnIndexes.containsKey(columnName)) { |
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final int columnIndex = ++fieldIndex; |
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columnIndexes.put(columnName, columnIndex); |
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} |
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if (isExcludedColumn(row, column)) { |
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final String columnValue = row.getString(columnName); |
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updateStmt.setString(columnIndexes.get(columnName), columnValue); |
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log.debug("Excluding column: " + columnName + " with value: " + columnValue); |
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|
continue; |
364
|
|
|
} |
365
|
|
|
|
366
|
|
|
log.debug("Invoking column plan for {}", columnName); |
367
|
|
|
anonymized.add(columnName); |
368
|
|
|
final Object colValue = column.invokeFunctionChain(row); |
369
|
|
|
log.debug("colValue = " + colValue); |
370
|
|
|
log.debug("type= " + (colValue != null ? colValue.getClass() : "null")); |
371
|
|
|
if (colValue == null) { |
372
|
|
|
updateStmt.setNull(columnIndexes.get(columnName), Types.NULL); |
373
|
|
|
} else { |
374
|
|
|
updateStmt.setObject( |
375
|
|
|
columnIndexes.get(columnName), |
376
|
|
|
getTruncatedColumnValue( |
377
|
|
|
colValue, |
378
|
|
|
columnName, |
379
|
|
|
tableMetaData |
380
|
|
|
) |
381
|
|
|
); |
382
|
|
|
} |
383
|
|
|
} |
384
|
|
|
|
385
|
|
|
int whereIndex = fieldIndex; |
386
|
|
|
for (final String key : keyNames) { |
387
|
|
|
updateStmt.setString(++whereIndex, row.getString(key)); |
388
|
|
|
} |
389
|
|
|
|
390
|
|
|
updateStmt.addBatch(); |
391
|
|
|
} |
392
|
|
|
|
393
|
|
|
/** |
394
|
|
|
* Anonymization function for a single table. |
395
|
|
|
* |
396
|
|
|
* Sets up queries, loops over columns and anonymizes columns for the passed |
397
|
|
|
* Table. |
398
|
|
|
* |
399
|
|
|
* @param table |
400
|
|
|
*/ |
401
|
|
|
private void anonymizeTable(final Table table) throws DatabaseException, InstantiationException { |
402
|
|
|
|
403
|
|
|
if (StringUtils.isBlank(table.getWhere())) { |
404
|
|
|
log.info("Table [" + table.getName() + "]. Start ..."); |
405
|
|
|
} else { |
406
|
|
|
log.info("Table [" + table.getName() + ", where=" + table.getWhere() + "]. Start ..."); |
407
|
|
|
} |
408
|
|
|
|
409
|
|
|
final List<Column> tableColumns = table.getColumns(); |
410
|
|
|
// colNames is looked up with contains, and iterated over. Using LinkedHashSet means |
411
|
|
|
// duplicate column names won't be added to the query, so a check in the column loop |
412
|
|
|
// below was created to ensure a reasonable warning message is logged if that happens. |
413
|
|
|
final Set<String> colNames = new LinkedHashSet<>(tableColumns.size()); |
414
|
|
|
// keyNames is only iterated over, so no need for a hash set |
415
|
|
|
final List<String> keyNames = table.getPrimaryKeyColumnNames(); |
416
|
|
|
|
417
|
|
|
fillColumnNames(table, colNames); |
418
|
|
|
|
419
|
|
|
// required in this scope for 'catch' block |
420
|
|
|
PreparedStatement countQuery = null; |
421
|
|
|
PreparedStatement selectStmt = null; |
422
|
|
|
PreparedStatement updateStmt = null; |
423
|
|
|
ResultSet rs = null; |
424
|
|
|
final Connection updateCon = dbFactory.getUpdateConnection(); |
425
|
|
|
|
426
|
|
|
try { |
427
|
|
|
|
428
|
|
|
countQuery = getSelectQueryStatement(dbFactory, table, null, List.of("COUNT(*)")); |
429
|
|
|
rs = countQuery.executeQuery(); |
430
|
|
|
int total = 0; |
431
|
|
|
if (rs.next()) { |
432
|
|
|
total = rs.getInt(1); |
433
|
|
|
} |
434
|
|
|
rs.close(); |
435
|
|
|
|
436
|
|
|
selectStmt = getSelectQueryStatement(dbFactory, table, keyNames, colNames); |
437
|
|
|
rs = selectStmt.executeQuery(); |
438
|
|
|
|
439
|
|
|
final TableMetaData tableMetaData = dbFactory.fetchMetaData().getMetaDataFor(rs); |
440
|
|
|
|
441
|
|
|
final String updateString = getUpdateQuery(table, colNames, keyNames); |
442
|
|
|
updateStmt = updateCon.prepareStatement(updateString); |
443
|
|
|
|
444
|
|
|
int batchCounter = 0; |
445
|
|
|
int rowCount = 0; |
446
|
|
|
|
447
|
|
|
try (ProgressBar pb = new ProgressBar("Anonymizing table " + table.getName() + "...", total)) { |
448
|
|
|
while (rs.next()) { |
449
|
|
|
anonymizeRow(updateStmt, tableColumns, keyNames, rs, tableMetaData); |
450
|
|
|
batchCounter++; |
451
|
|
|
if (batchCounter == batchSize) { |
452
|
|
|
updateStmt.executeBatch(); |
453
|
|
|
updateCon.commit(); |
454
|
|
|
batchCounter = 0; |
455
|
|
|
} |
456
|
|
|
pb.step(); |
457
|
|
|
rowCount++; |
458
|
|
|
} |
459
|
|
|
} |
460
|
|
|
|
461
|
|
|
log.debug("Rows processed: " + rowCount); |
462
|
|
|
|
463
|
|
|
updateStmt.executeBatch(); |
464
|
|
|
log.debug("Batch executed"); |
465
|
|
|
updateCon.commit(); |
466
|
|
|
log.debug("Commit"); |
467
|
|
|
selectStmt.close(); |
468
|
|
|
updateStmt.close(); |
469
|
|
|
rs.close(); |
470
|
|
|
log.debug("Closing open resources"); |
471
|
|
|
|
472
|
|
|
} catch (SQLException | NoSuchMethodException | SecurityException | IllegalAccessException | |
473
|
|
|
IllegalArgumentException | InvocationTargetException | DataDefenderException ex ) { |
474
|
|
|
log.error(ex.toString()); |
475
|
|
|
if (ex.getCause() != null) { |
476
|
|
|
log.error(ex.getCause().toString()); |
477
|
|
|
} |
478
|
|
|
throw new DatabaseException("Exception anonymizing table", ex); |
479
|
|
|
} finally { |
480
|
|
|
try { |
481
|
|
|
if (countQuery != null) { |
482
|
|
|
countQuery.close(); |
483
|
|
|
} |
484
|
|
|
if (selectStmt != null) { |
485
|
|
|
selectStmt.close(); |
486
|
|
|
} |
487
|
|
|
if (updateStmt != null) { |
488
|
|
|
updateStmt.close(); |
489
|
|
|
} |
490
|
|
|
if (rs != null) { |
491
|
|
|
rs.close(); |
492
|
|
|
} |
493
|
|
|
} catch (SQLException sqlex) { |
494
|
|
|
log.error(sqlex.toString()); |
495
|
|
|
} |
496
|
|
|
} |
497
|
|
|
|
498
|
|
|
log.info("Table " + table.getName() + ". End ..."); |
499
|
|
|
log.info(""); |
500
|
|
|
} |
501
|
|
|
|
502
|
|
|
@Override |
503
|
|
|
public void anonymize() throws DataDefenderException, InstantiationException { |
504
|
|
|
log.info("Anonymizing data for project: {} version: {}", requirement.getProject(), requirement.getVersion()); |
505
|
|
|
for (final Table reqTable : requirement.getFilteredTables(tables)) { |
506
|
|
|
anonymizeTable(reqTable); |
507
|
|
|
} |
508
|
|
|
} |
509
|
|
|
} |
510
|
|
|
|