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/*
* Copyright 2020 Google LLC
*
* Licensed 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 com.google.swarm.tokenization.common;
import static java.nio.charset.StandardCharsets.UTF_8;
import static org.apache.beam.sdk.schemas.Schema.toSchema;
import com.google.api.services.bigquery.model.TableCell;
import com.google.api.services.bigquery.model.TableRow;
import com.google.cloud.storage.BlobId;
import com.google.cloud.storage.Storage;
import com.google.cloud.storage.StorageOptions;
import com.google.common.base.Charsets;
import com.google.gson.Gson;
import com.google.privacy.dlp.v2.InspectContentResponse;
import com.google.privacy.dlp.v2.Table;
import com.google.privacy.dlp.v2.Value;
import java.io.BufferedReader;
import java.io.IOException;
import java.net.URI;
import java.nio.channels.Channels;
import java.nio.channels.ReadableByteChannel;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.List;
import java.util.Random;
import java.util.Scanner;
import java.util.Set;
import java.util.concurrent.atomic.AtomicInteger;
import java.util.stream.Collectors;
import java.util.stream.Stream;
import org.apache.beam.sdk.extensions.gcp.util.gcsfs.GcsPath;
import org.apache.beam.sdk.io.FileIO.ReadableFile;
import org.apache.beam.sdk.io.gcp.bigquery.BigQueryOptions;
import org.apache.beam.sdk.schemas.Schema;
import org.apache.beam.sdk.schemas.Schema.Field;
import org.apache.beam.sdk.schemas.Schema.FieldType;
import org.apache.beam.sdk.values.KV;
import org.apache.beam.sdk.values.Row;
import org.apache.beam.sdk.values.TupleTag;
import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.Iterables;
import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.Lists;
import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.io.BaseEncoding;
import org.apache.commons.csv.CSVFormat;
import org.apache.commons.csv.CSVRecord;
import org.apache.commons.lang3.StringUtils;
import org.joda.time.DateTimeZone;
import org.joda.time.Instant;
import org.joda.time.format.DateTimeFormat;
import org.joda.time.format.DateTimeFormatter;
import org.joda.time.format.DateTimeFormatterBuilder;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
@SuppressWarnings("serial")
public class Util {
public static final Logger LOG = LoggerFactory.getLogger(Util.class);
public enum DLPMethod {
INSPECT,
DEID,
REID,
INSPECT_FILE
}
public enum FileType {
AVRO,
CSV,
JSONL,
ORC,
PARQUET,
TSV,
TXT
}
public enum InputLocation {
GCS,
NOT_GCS
}
public enum DataSinkType {
GCS,
BigQuery
}
public static final Gson gson = new Gson();
private static final char DEFAULT_SEPARATOR = ',';
private static final char DEFAULT_QUOTE = '"';
private static final DateTimeFormatter BIGQUERY_TIMESTAMP_PRINTER;
public static final TupleTag<KV<String, String>> agentTranscriptTuple =
new TupleTag<KV<String, String>>() {};
public static final TupleTag<KV<String, String>> customerTranscriptTuple =
new TupleTag<KV<String, String>>() {};
public static final TupleTag<KV<String, String>> contentTag =
new TupleTag<KV<String, String>>() {};
public static final TupleTag<KV<String, ReadableFile>> headerTag =
new TupleTag<KV<String, ReadableFile>>() {};
public static final TupleTag<KV<String, TableRow>> inspectOrDeidSuccess =
new TupleTag<KV<String, TableRow>>() {};
public static final TupleTag<KV<String, Table.Row>> deidSuccessGCS =
new TupleTag<KV<String, Table.Row>>() {};
public static final TupleTag<KV<String, TableRow>> inspectOrDeidFailure =
new TupleTag<KV<String, TableRow>>() {};
public static final TupleTag<KV<String, TableRow>> reidSuccess =
new TupleTag<KV<String, TableRow>>() {};
public static final TupleTag<KV<String, TableRow>> reidFailure =
new TupleTag<KV<String, TableRow>>() {};
public static final TupleTag<KV<String, InspectContentResponse>> inspectApiCallSuccess =
new TupleTag<KV<String, InspectContentResponse>>() {};
public static final TupleTag<KV<String, TableRow>> inspectApiCallError =
new TupleTag<KV<String, TableRow>>() {};
public static final String BQ_DLP_INSPECT_TABLE_NAME = String.valueOf("dlp_inspection_result");
public static final String BQ_ERROR_TABLE_NAME = String.valueOf("error_log");
public static final String BQ_REID_TABLE_EXT = String.valueOf("re_id");
public static final Set<String> ALLOWED_FILE_EXTENSIONS =
Arrays.asList("avro", "csv", "jsonl", "orc", "parquet", "tsv", "txt").stream()
.collect(Collectors.toUnmodifiableSet());
public static final DateTimeFormatter TIMESTAMP_FORMATTER =
DateTimeFormat.forPattern("yyyy-MM-dd HH:mm:ss.SSSSSS");
public static Table.Row convertCsvRowToTableRow(String row) {
String[] values = row.split(",");
Table.Row.Builder tableRowBuilder = Table.Row.newBuilder();
for (String value : values) {
tableRowBuilder.addValues(Value.newBuilder().setStringValue(value).build());
}
return tableRowBuilder.build();
}
public static String checkHeaderName(String name) {
String checkedHeader = name.replaceAll("\\s", "_");
checkedHeader = checkedHeader.replaceAll("'", "");
checkedHeader = checkedHeader.replaceAll("/", "");
checkedHeader = checkedHeader.replaceAll("\\W", "");
LOG.debug("Name {} checkedHeader {}", name, checkedHeader);
return checkedHeader;
}
public static final Schema dlpInspectionSchema =
Stream.of(
Schema.Field.of("job_name", FieldType.STRING).withNullable(true),
Schema.Field.of("source_file", FieldType.STRING).withNullable(true),
Schema.Field.of("transaction_time", FieldType.STRING).withNullable(true),
Schema.Field.of("quote", FieldType.STRING).withNullable(true),
Schema.Field.of("info_type_name", FieldType.STRING).withNullable(true),
Schema.Field.of("likelihood", FieldType.STRING).withNullable(true),
Schema.Field.of("location_start_byte_range", FieldType.INT64).withNullable(true),
Schema.Field.of("location_end_byte_range", FieldType.INT64).withNullable(true),
Schema.Field.of("record_loc_field_id", FieldType.STRING).withNullable(true))
.collect(toSchema());
public static final Schema errorSchema =
Stream.of(
Schema.Field.of("file_name", FieldType.STRING).withNullable(true),
Schema.Field.of("transaction_timestamp", FieldType.STRING).withNullable(true),
Schema.Field.of("error_messagee", FieldType.STRING).withNullable(true),
Schema.Field.of("stack_trace", FieldType.STRING).withNullable(true))
.collect(toSchema());
public static String getTimeStamp() {
return TIMESTAMP_FORMATTER.print(Instant.now().toDateTime(DateTimeZone.UTC));
}
public static BufferedReader getReader(ReadableFile csvFile) {
BufferedReader br = null;
ReadableByteChannel channel = null;
/** read the file and create buffered reader */
try {
channel = csvFile.openSeekable();
} catch (IOException e) {
LOG.error("Failed to Read File {}", e.getMessage());
throw new RuntimeException(e);
}
if (channel != null) {
br = new BufferedReader(Channels.newReader(channel, Charsets.ISO_8859_1.name()));
}
return br;
}
public static boolean isDefaultMode(String[] args) {
for (String arg : args) {
String[] splitFromEqual = arg.split("=");
String value = splitFromEqual[1];
if (value.equals("s3")) {
return false;
}
}
return true;
}
static {
DateTimeFormatter dateTimePart =
new DateTimeFormatterBuilder()
.appendYear(4, 4)
.appendLiteral('-')
.appendMonthOfYear(2)
.appendLiteral('-')
.appendDayOfMonth(2)
.appendLiteral(' ')
.appendHourOfDay(2)
.appendLiteral(':')
.appendMinuteOfHour(2)
.appendLiteral(':')
.appendSecondOfMinute(2)
.toFormatter()
.withZoneUTC();
BIGQUERY_TIMESTAMP_PRINTER =
new DateTimeFormatterBuilder()
.append(dateTimePart)
.appendLiteral('.')
.appendFractionOfSecond(3, 3)
.appendLiteral(" UTC")
.toFormatter();
}
private static Object fromBeamField(FieldType fieldType, Object fieldValue) {
if (fieldValue == null) {
if (!fieldType.getNullable()) {
throw new IllegalArgumentException("Field is not nullable.");
}
return null;
}
switch (fieldType.getTypeName()) {
case ARRAY:
case ITERABLE:
FieldType elementType = fieldType.getCollectionElementType();
Iterable<?> items = (Iterable<?>) fieldValue;
List<Object> convertedItems = Lists.newArrayListWithCapacity(Iterables.size(items));
for (Object item : items) {
convertedItems.add(fromBeamField(elementType, item));
}
return convertedItems;
case ROW:
return toTableRow((Row) fieldValue);
case DATETIME:
return ((Instant) fieldValue)
.toDateTime(DateTimeZone.UTC)
.toString(BIGQUERY_TIMESTAMP_PRINTER);
case INT16:
case INT32:
case INT64:
case FLOAT:
case DOUBLE:
case STRING:
case BOOLEAN:
return fieldValue.toString();
case DECIMAL:
return fieldValue.toString();
case BYTES:
return BaseEncoding.base64().encode((byte[]) fieldValue);
default:
return fieldValue;
}
}
public static TableRow toTableRow(Row row) {
TableRow output = new TableRow();
for (int i = 0; i < row.getFieldCount(); i++) {
Object value = row.getValue(i);
Field schemaField = row.getSchema().getField(i);
output = output.set(schemaField.getName(), fromBeamField(schemaField.getType(), value));
}
return output;
}
public static List<String> getFileHeaders(BufferedReader reader) {
List<String> headers = new ArrayList<>();
try {
CSVRecord csvHeader = CSVFormat.DEFAULT.parse(reader).getRecords().get(0);
csvHeader.forEach(
headerValue -> {
headers.add(headerValue);
});
} catch (IOException e) {
LOG.error("Failed to get csv header values}", e.getMessage());
throw new RuntimeException(e);
}
return headers;
}
@SuppressWarnings("null")
public static List<String> parseLine(String cvsLine, char separators, char customQuote) {
List<String> result = new ArrayList<>();
// if empty, return!
if (cvsLine == null && cvsLine.isEmpty()) {
return result;
}
if (customQuote == ' ') {
customQuote = DEFAULT_QUOTE;
}
if (separators == ' ') {
separators = DEFAULT_SEPARATOR;
}
StringBuffer curVal = new StringBuffer();
boolean inQuotes = false;
boolean startCollectChar = false;
boolean doubleQuotesInColumn = false;
char[] chars = cvsLine.toCharArray();
for (char ch : chars) {
if (inQuotes) {
startCollectChar = true;
if (ch == customQuote) {
inQuotes = false;
doubleQuotesInColumn = false;
} else {
// Fixed : allow "" in custom quote enclosed
if (ch == '\"') {
if (!doubleQuotesInColumn) {
curVal.append(ch);
doubleQuotesInColumn = true;
}
} else {
curVal.append(ch);
}
}
} else {
if (ch == customQuote) {
inQuotes = true;
// Fixed : allow "" in empty quote enclosed
if (chars[0] != '"' && customQuote == '\"') {
curVal.append('"');
}
// double quotes in column will hit this!
if (startCollectChar) {
curVal.append('"');
}
} else if (ch == separators) {
result.add(curVal.toString());
curVal = new StringBuffer();
startCollectChar = false;
} else if (ch == '\r') {
// ignore LF characters
continue;
} else if (ch == '\n') {
// the end, break!
break;
} else {
curVal.append(ch);
}
}
}
result.add(curVal.toString());
return result;
}
public static String convertBqValue(Value value) {
if (value.hasIntegerValue()) {
return String.valueOf(value.getIntegerValue());
} else if (value.hasFloatValue()) {
return String.valueOf(value.getFloatValue());
}
return value.getStringValue();
}
public static TableRow createBqRow(Table.Row tokenizedValue, String[] headers) {
TableRow bqRow = new TableRow();
AtomicInteger headerIndex = new AtomicInteger(0);
List<TableCell> cells = new ArrayList<>();
tokenizedValue
.getValuesList()
.forEach(
value -> {
String checkedHeaderName =
Util.checkHeaderName(headers[headerIndex.getAndIncrement()].toString());
String stringValue = convertBqValue(value);
bqRow.set(checkedHeaderName, stringValue);
cells.add(new TableCell().set(checkedHeaderName, stringValue).setV(stringValue));
});
bqRow.setF(cells);
return bqRow;
}
public static void validateBQStorageApiOptionsStreaming(BigQueryOptions options) {
if (options.getUseStorageWriteApi()
&& !options.getUseStorageWriteApiAtLeastOnce()
&& (options.getNumStorageWriteApiStreams() < 1
|| options.getStorageWriteApiTriggeringFrequencySec() == null)) {
// the number of streams and triggering frequency are only required for exactly-once semantics
throw new IllegalArgumentException(
"When streaming with STORAGE_WRITE_API exactly-once semantics, the number of streams"
+ " (numStorageWriteApiStreams) and triggering frequency"
+ " (storageWriteApiTriggeringFrequencySec) must also be specified.");
}
validateStorageWriteApiAtLeastOnce(options);
}
private static void validateStorageWriteApiAtLeastOnce(BigQueryOptions options) {
if (options.getUseStorageWriteApiAtLeastOnce() && !options.getUseStorageWriteApi()) {
// Technically this is a no-op, since useStorageWriteApiAtLeastOnce is only checked by
// BigQueryIO when useStorageWriteApi is true, but it might be confusing to a user why
// useStorageWriteApiAtLeastOnce doesn't take effect.
throw new IllegalArgumentException(
"When at-least-once semantics (useStorageWriteApiAtLeastOnce) is enabled, Storage Write"
+ " API (useStorageWriteApi) must also be enabled.");
}
}
public static String getQueryFromGcs(String gcsPath) {
GcsPath path = GcsPath.fromUri(URI.create(gcsPath));
Storage storage = StorageOptions.getDefaultInstance().getService();
BlobId blobId = BlobId.of(path.getBucket(), path.getObject());
byte[] content = storage.readAllBytes(blobId);
String contentString = new String(content, UTF_8);
LOG.debug("Query: {}", contentString);
return contentString;
}
// index, transcript -> 0 [Customer]: <text> [Agent]:
public static String parseChatlog(String fileName, String chatLog) {
String index = chatLog.substring(0, 1);
String transcript = chatLog.substring(1);
Random r = new Random();
// escape header fields
if (StringUtils.isNumeric(index)) {
try (Scanner scanner = new Scanner(transcript.trim())) {
scanner.useDelimiter("\\ ");
int position = 1;
StringBuilder agentTranscript = new StringBuilder();
StringBuilder customerTranscript = new StringBuilder();
boolean agentScript = true;
while (scanner.hasNext()) {
String word = scanner.next().trim();
if (word.contains("[Customer]:")) {
customerTranscript.append(StringUtils.remove(word, "[Customer]:"));
agentScript = false;
if (agentTranscript.length() > 0) {
String[] tempValues = {
String.format("%s%s%s%s%d", fileName, "_", index, "_", r.nextInt(100)),
"agent",
agentTranscript.toString(),
String.valueOf(position),
"N/A"
};
agentTranscript.setLength(0);
position = position + 1;
String finalTranscript =
Arrays.asList(tempValues).stream().collect(Collectors.joining(","));
LOG.info(finalTranscript);
return finalTranscript;
}
} else if (word.contains("[Agent]:")) {
agentTranscript.append(StringUtils.remove(word, "[Agent]:"));
agentScript = true;
if (customerTranscript.length() > 0) {
String[] tempValues = {
String.format("%s%s%s%s%d", fileName, "_", index, "_", r.nextInt(100)),
"customer",
customerTranscript.toString(),
String.valueOf(position),
"N/A"
};
customerTranscript.setLength(0);
position = position + 1;
String finalTranscript =
Arrays.asList(tempValues).stream().collect(Collectors.joining(","));
LOG.info(finalTranscript);
return finalTranscript;
}
} else {
if (agentScript) {
agentTranscript.append(StringUtils.SPACE);
agentTranscript.append(word);
} else {
customerTranscript.append(StringUtils.SPACE);
customerTranscript.append(word);
}
}
}
}
}
return StringUtils.EMPTY;
}
}