/*
* Copyright (C) 2023 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.cloud.teleport.v2.templates.bigtablechangestreamstopubsub;
import com.google.cloud.Timestamp;
import com.google.cloud.bigtable.data.v2.models.ChangeStreamMutation;
import com.google.cloud.bigtable.data.v2.models.ChangeStreamMutation.MutationType;
import com.google.cloud.bigtable.data.v2.models.DeleteCells;
import com.google.cloud.bigtable.data.v2.models.DeleteFamily;
import com.google.cloud.bigtable.data.v2.models.Entry;
import com.google.cloud.bigtable.data.v2.models.SetCell;
import com.google.cloud.pubsub.v1.SchemaServiceClient;
import com.google.cloud.pubsub.v1.TopicAdminClient;
import com.google.cloud.teleport.metadata.Template;
import com.google.cloud.teleport.metadata.TemplateCategory;
import com.google.cloud.teleport.v2.bigtable.options.BigtableCommonOptions;
import com.google.cloud.teleport.v2.bigtable.utils.UnsupportedEntryException;
import com.google.cloud.teleport.v2.cdc.dlq.DeadLetterQueueManager;
import com.google.cloud.teleport.v2.cdc.dlq.StringDeadLetterQueueSanitizer;
import com.google.cloud.teleport.v2.coders.FailsafeElementCoder;
import com.google.cloud.teleport.v2.options.BigtableChangeStreamsToPubSubOptions;
import com.google.cloud.teleport.v2.templates.bigtablechangestreamstopubsub.FailsafePublisher.PublishModJsonToTopic;
import com.google.cloud.teleport.v2.templates.bigtablechangestreamstopubsub.model.BigtableSource;
import com.google.cloud.teleport.v2.templates.bigtablechangestreamstopubsub.model.MessageEncoding;
import com.google.cloud.teleport.v2.templates.bigtablechangestreamstopubsub.model.MessageFormat;
import com.google.cloud.teleport.v2.templates.bigtablechangestreamstopubsub.model.Mod;
import com.google.cloud.teleport.v2.templates.bigtablechangestreamstopubsub.model.ModType;
import com.google.cloud.teleport.v2.templates.bigtablechangestreamstopubsub.model.PubSubDestination;
import com.google.cloud.teleport.v2.templates.bigtablechangestreamstopubsub.model.TestChangeStreamMutation;
import com.google.cloud.teleport.v2.templates.bigtablechangestreamstopubsub.schemautils.PubSubUtils;
import com.google.cloud.teleport.v2.transforms.DLQWriteTransform;
import com.google.cloud.teleport.v2.values.FailsafeElement;
import com.google.protobuf.ByteString;
import com.google.pubsub.v1.Encoding;
import com.google.pubsub.v1.GetTopicRequest;
import com.google.pubsub.v1.PubsubMessage;
import com.google.pubsub.v1.Schema;
import com.google.pubsub.v1.SchemaName;
import com.google.pubsub.v1.Topic;
import com.google.pubsub.v1.TopicName;
import com.google.pubsub.v1.ValidateMessageRequest;
import java.io.IOException;
import java.nio.charset.Charset;
import java.util.ArrayList;
import java.util.Base64;
import java.util.List;
import org.apache.beam.runners.dataflow.options.DataflowPipelineOptions;
import org.apache.beam.sdk.Pipeline;
import org.apache.beam.sdk.PipelineResult;
import org.apache.beam.sdk.coders.CoderRegistry;
import org.apache.beam.sdk.coders.StringUtf8Coder;
import org.apache.beam.sdk.io.gcp.bigtable.BigtableIO;
import org.apache.beam.sdk.options.PipelineOptionsFactory;
import org.apache.beam.sdk.transforms.Create;
import org.apache.beam.sdk.transforms.DoFn;
import org.apache.beam.sdk.transforms.Flatten;
import org.apache.beam.sdk.transforms.MapElements;
import org.apache.beam.sdk.transforms.ParDo;
import org.apache.beam.sdk.transforms.Values;
import org.apache.beam.sdk.values.PCollection;
import org.apache.beam.sdk.values.PCollectionList;
import org.apache.beam.sdk.values.PCollectionTuple;
import org.apache.commons.lang3.StringUtils;
import org.joda.time.Instant;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
/**
* This pipeline ingests {@link ChangeStreamMutation} from Bigtable change stream. The {@link
* ChangeStreamMutation} is then broken into {@link Mod}, which converted into PubsubMessage and
* inserted into Pub/Sub topic.
*/
@Template(
name = "Bigtable_Change_Streams_to_PubSub",
category = TemplateCategory.STREAMING,
displayName = "Cloud Bigtable Change Streams to PubSub",
description =
"Streaming pipeline. Streams Bigtable data change records and writes them into PubSub using Dataflow Runner V2.",
optionsClass = BigtableChangeStreamsToPubSubOptions.class,
optionsOrder = {
BigtableChangeStreamsToPubSubOptions.class,
BigtableCommonOptions.ReadChangeStreamOptions.class,
BigtableCommonOptions.ReadOptions.class
},
skipOptions = {
"bigtableReadAppProfile",
"bigtableAdditionalRetryCodes",
"bigtableRpcAttemptTimeoutMs",
"bigtableRpcTimeoutMs"
},
documentation =
"https://cloud.google.com/dataflow/docs/guides/templates/provided/cloud-bigtable-change-streams-to-pubsub",
flexContainerName = "bigtable-changestreams-to-pubsub",
contactInformation = "https://cloud.google.com/support",
streaming = true,
supportsAtLeastOnce = true)
public final class BigtableChangeStreamsToPubSub {
/** String/String Coder for {@link FailsafeElement}. */
public static final FailsafeElementCoder<String, String> FAILSAFE_ELEMENT_CODER =
FailsafeElementCoder.of(StringUtf8Coder.of(), StringUtf8Coder.of());
private static final Logger LOG = LoggerFactory.getLogger(BigtableChangeStreamsToPubSub.class);
private static final String USE_RUNNER_V2_EXPERIMENT = "use_runner_v2";
/**
* Main entry point for executing the pipeline.
*
* @param args The command-line arguments to the pipeline.
*/
public static void main(String[] args) {
LOG.info("Starting to replicate change records from Cloud Bigtable change streams to PubSub");
BigtableChangeStreamsToPubSubOptions options =
PipelineOptionsFactory.fromArgs(args)
.withValidation()
.as(BigtableChangeStreamsToPubSubOptions.class);
run(options);
}
private static void validateOptions(BigtableChangeStreamsToPubSubOptions options) {
if (options.getDlqRetryMinutes() <= 0) {
throw new IllegalArgumentException("dlqRetryMinutes must be positive.");
}
if (options.getDlqMaxRetries() < 0) {
throw new IllegalArgumentException("dlqMaxRetries cannot be negative.");
}
}
private static void setOptions(BigtableChangeStreamsToPubSubOptions options) {
options.setStreaming(true);
options.setEnableStreamingEngine(true);
// Add use_runner_v2 to the experiments option, since change streams connector is only supported
// on Dataflow runner v2.
List<String> experiments = options.getExperiments();
if (experiments == null) {
experiments = new ArrayList<>();
}
boolean hasUseRunnerV2 = false;
for (String experiment : experiments) {
if (experiment.equalsIgnoreCase(USE_RUNNER_V2_EXPERIMENT)) {
hasUseRunnerV2 = true;
break;
}
}
if (!hasUseRunnerV2) {
experiments.add(USE_RUNNER_V2_EXPERIMENT);
}
options.setExperiments(experiments);
}
/**
* Runs the pipeline with the supplied options.
*
* @param options The execution parameters to the pipeline.
* @return The result of the pipeline execution.
*/
public static PipelineResult run(BigtableChangeStreamsToPubSubOptions options) {
setOptions(options);
validateOptions(options);
String bigtableProject = getBigtableProjectId(options);
// Retrieve and parse the startTimestamp
Instant startTimestamp =
options.getBigtableChangeStreamStartTimestamp().isEmpty()
? Instant.now()
: toInstant(Timestamp.parseTimestamp(options.getBigtableChangeStreamStartTimestamp()));
BigtableSource sourceInfo =
new BigtableSource(
options.getBigtableReadInstanceId(),
options.getBigtableReadTableId(),
getBigtableCharset(options),
options.getBigtableChangeStreamIgnoreColumnFamilies(),
options.getBigtableChangeStreamIgnoreColumns(),
startTimestamp);
Topic topic = null;
try (TopicAdminClient topicAdminClient = TopicAdminClient.create()) {
GetTopicRequest request =
GetTopicRequest.newBuilder()
.setTopic(
TopicName.ofProjectTopicName(
getPubSubProjectId(options), options.getPubSubTopic())
.toString())
.build();
topic = topicAdminClient.getTopic(request);
} catch (Exception e) {
throw new RuntimeException(e);
}
try {
if (!validateSchema(topic, options, sourceInfo)) {
final String errorMessage = "Configured topic doesn't accept messages of configured format";
throw new IllegalArgumentException(errorMessage);
}
} catch (Exception e) {
throw new IllegalArgumentException(e);
}
PubSubDestination destinationInfo = newPubSubDestination(options, topic);
PubSubUtils pubSub = new PubSubUtils(sourceInfo, destinationInfo);
/*
* Stages: 1) Read {@link ChangeStreamMutation} from change stream. 2) Create {@link
* FailsafeElement} of {@link Mod} JSON and merge from: - {@link ChangeStreamMutation}. - GCS Dead
* letter queue. 3) Convert {@link Mod} JSON into PubsubMessage and publish it to PubSub.
* 4) Write Failures from 2) and 3) to GCS dead letter queue.
*/
// Step 1
Pipeline pipeline = Pipeline.create(options);
// Register the coders for pipeline
CoderRegistry coderRegistry = pipeline.getCoderRegistry();
coderRegistry.registerCoderForType(
FAILSAFE_ELEMENT_CODER.getEncodedTypeDescriptor(), FAILSAFE_ELEMENT_CODER);
DeadLetterQueueManager dlqManager = buildDlqManager(options);
String dlqDirectory = dlqManager.getRetryDlqDirectoryWithDateTime();
String tempDlqDirectory = dlqManager.getRetryDlqDirectory() + "tmp/";
if (options.getDisableDlqRetries()) {
LOG.info(
"Disabling retries for the DLQ, directly writing into severe DLQ: {}",
dlqManager.getSevereDlqDirectoryWithDateTime());
dlqDirectory = dlqManager.getSevereDlqDirectoryWithDateTime();
tempDlqDirectory = dlqManager.getSevereDlqDirectory() + "tmp/";
}
BigtableIO.ReadChangeStream readChangeStream =
BigtableIO.readChangeStream()
.withChangeStreamName(options.getBigtableChangeStreamName())
.withExistingPipelineOptions(
options.getBigtableChangeStreamResume()
? BigtableIO.ExistingPipelineOptions.RESUME_OR_FAIL
: BigtableIO.ExistingPipelineOptions.FAIL_IF_EXISTS)
.withProjectId(bigtableProject)
.withMetadataTableInstanceId(options.getBigtableChangeStreamMetadataInstanceId())
.withInstanceId(options.getBigtableReadInstanceId())
.withTableId(options.getBigtableReadTableId())
.withAppProfileId(options.getBigtableChangeStreamAppProfile())
.withStartTime(startTimestamp);
if (!StringUtils.isBlank(options.getBigtableChangeStreamMetadataTableTableId())) {
readChangeStream =
readChangeStream.withMetadataTableTableId(
options.getBigtableChangeStreamMetadataTableTableId());
}
// Step 2: just return the output for sending to pubSub and DLQ
PCollection<ChangeStreamMutation> dataChangeRecord =
pipeline
.apply("Read from Cloud Bigtable Change Streams", readChangeStream)
.apply(Values.create());
PCollection<FailsafeElement<String, String>> sourceFailsafeModJson =
dataChangeRecord
.apply(
"ChangeStreamMutation To Mod JSON",
ParDo.of(new ChangeStreamMutationToModJsonFn(sourceInfo)))
.apply(
"Wrap Mod JSON In FailsafeElement",
ParDo.of(
new DoFn<String, FailsafeElement<String, String>>() {
@ProcessElement
public void process(
@Element String input,
OutputReceiver<FailsafeElement<String, String>> receiver) {
receiver.output(FailsafeElement.of(input, input));
}
}))
.setCoder(FAILSAFE_ELEMENT_CODER);
PCollectionTuple dlqModJson =
dlqManager.getReconsumerDataTransform(
pipeline.apply(dlqManager.dlqReconsumer(options.getDlqRetryMinutes())));
PCollection<FailsafeElement<String, String>> retryableDlqFailsafeModJson = null;
if (options.getDisableDlqRetries()) {
retryableDlqFailsafeModJson = pipeline.apply(Create.empty(FAILSAFE_ELEMENT_CODER));
} else {
retryableDlqFailsafeModJson =
dlqModJson.get(DeadLetterQueueManager.RETRYABLE_ERRORS).setCoder(FAILSAFE_ELEMENT_CODER);
}
PCollection<FailsafeElement<String, String>> failsafeModJson =
PCollectionList.of(sourceFailsafeModJson)
.and(retryableDlqFailsafeModJson)
.apply("Merge Source And DLQ Mod JSON", Flatten.pCollections());
FailsafePublisher.FailsafeModJsonToPubsubMessageOptions failsafeModJsonToPubsubOptions =
FailsafePublisher.FailsafeModJsonToPubsubMessageOptions.builder()
.setCoder(FAILSAFE_ELEMENT_CODER)
.build();
PublishModJsonToTopic publishModJsonToTopic =
new PublishModJsonToTopic(pubSub, failsafeModJsonToPubsubOptions);
PCollection<FailsafeElement<String, String>> failedToPublish =
failsafeModJson.apply("Publish Mod JSON To Pubsub", publishModJsonToTopic);
PCollection<String> transformDlqJson =
failedToPublish.apply(
"Failed Mod JSON During Table Row Transformation",
MapElements.via(new StringDeadLetterQueueSanitizer()));
PCollectionList.of(transformDlqJson)
.apply("Merge Failed Mod JSON From Transform And PubSub", Flatten.pCollections())
.apply(
"Write Failed Mod JSON To DLQ",
DLQWriteTransform.WriteDLQ.newBuilder()
.withDlqDirectory(dlqDirectory)
.withTmpDirectory(tempDlqDirectory)
.setIncludePaneInfo(true)
.build());
PCollection<FailsafeElement<String, String>> nonRetryableDlqModJsonFailsafe =
dlqModJson.get(DeadLetterQueueManager.PERMANENT_ERRORS).setCoder(FAILSAFE_ELEMENT_CODER);
LOG.info(
"DLQ manager severe DLQ directory with date time: {}",
dlqManager.getSevereDlqDirectoryWithDateTime());
LOG.info("DLQ manager severe DLQ directory: {}", dlqManager.getSevereDlqDirectory() + "tmp/");
nonRetryableDlqModJsonFailsafe
.apply(
"Write Mod JSON With Non-retriable Error To DLQ",
MapElements.via(new StringDeadLetterQueueSanitizer()))
.setCoder(StringUtf8Coder.of())
.apply(
DLQWriteTransform.WriteDLQ.newBuilder()
.withDlqDirectory(dlqManager.getSevereDlqDirectoryWithDateTime())
.withTmpDirectory(dlqManager.getSevereDlqDirectory() + "tmp/")
.setIncludePaneInfo(true)
.build());
return pipeline.run();
}
private static PubSubDestination newPubSubDestination(
BigtableChangeStreamsToPubSubOptions options, Topic topic) {
return new PubSubDestination(
getPubSubProjectId(options),
options.getPubSubTopic(),
topic,
options.getMessageFormat(),
options.getMessageEncoding(),
options.getUseBase64Rowkeys(),
options.getUseBase64ColumnQualifiers(),
options.getUseBase64Values(),
options.getStripValues());
}
private static Instant toInstant(Timestamp timestamp) {
if (timestamp == null) {
return null;
} else {
return Instant.ofEpochMilli(timestamp.getSeconds() * 1000 + timestamp.getNanos() / 1000000);
}
}
private static DeadLetterQueueManager buildDlqManager(
BigtableChangeStreamsToPubSubOptions options) {
String tempLocation =
options.as(DataflowPipelineOptions.class).getTempLocation().endsWith("/")
? options.as(DataflowPipelineOptions.class).getTempLocation()
: options.as(DataflowPipelineOptions.class).getTempLocation() + "/";
String dlqDirectory =
options.getDlqDirectory().isEmpty() ? tempLocation + "dlq/" : options.getDlqDirectory();
LOG.info("DLQ directory: {}", dlqDirectory);
return DeadLetterQueueManager.create(dlqDirectory, options.getDlqMaxRetries());
}
private static String getBigtableCharset(BigtableChangeStreamsToPubSubOptions options) {
return StringUtils.isEmpty(options.getBigtableChangeStreamCharset())
? "UTF-8"
: options.getBigtableChangeStreamCharset();
}
private static String getBigtableProjectId(BigtableChangeStreamsToPubSubOptions options) {
return StringUtils.isEmpty(options.getBigtableReadProjectId())
? options.getProject()
: options.getBigtableReadProjectId();
}
private static String getPubSubProjectId(BigtableChangeStreamsToPubSubOptions options) {
return StringUtils.isEmpty(options.getPubSubProjectId())
? options.getProject()
: options.getPubSubProjectId();
}
private static Boolean validateSchema(
Topic topic, BigtableChangeStreamsToPubSubOptions options, BigtableSource source)
throws Exception {
String messageFormatPath = topic.getSchemaSettings().getSchema();
if (topic.getSchemaSettings().getSchema().isEmpty()) {
validateIncompatibleEncoding(options);
LOG.info(
"Topic has no schema configured, pipeline will use message format: {}, message encoding: {}",
options.getMessageFormat(),
options.getMessageEncoding());
return true;
} else {
SchemaName schemaName = SchemaName.parse(topic.getSchemaSettings().getSchema());
Schema schema;
try (SchemaServiceClient schemaServiceClient = SchemaServiceClient.create()) {
schema = schemaServiceClient.getSchema(schemaName);
}
options.setMessageEncoding(toMessageEncoding(topic.getSchemaSettings().getEncoding()));
Schema.Type schemaType = schema.getType();
switch (schemaType) {
case AVRO:
options.setMessageFormat(MessageFormat.AVRO);
validateNoUseOfBase64(options);
break;
case PROTOCOL_BUFFER:
if (options.getMessageEncoding() == MessageEncoding.JSON) {
options.setMessageFormat(MessageFormat.JSON);
} else {
options.setMessageFormat(MessageFormat.PROTOCOL_BUFFERS);
validateNoUseOfBase64(options);
}
break;
case TYPE_UNSPECIFIED:
case UNRECOGNIZED:
// Not overriding messageFormat, will try what customer configured or the default if
// not configured
break;
default:
throw new IllegalArgumentException("Topic schema type is not supported: " + schemaType);
}
LOG.info("Topic has schema configured: {}", topic.getSchemaSettings().getSchema());
LOG.info(
"Pipeline will use message format: {}, message encoding: {}",
options.getMessageFormat(),
options.getMessageEncoding());
PubSubDestination destination = newPubSubDestination(options, topic);
PubSubUtils pubSub = new PubSubUtils(source, destination);
ByteString testChangeMessageData = createTestChangeMessage(pubSub).getData();
Encoding encoding = toPubSubEncoding(options.getMessageEncoding());
try (SchemaServiceClient schemaServiceClient = SchemaServiceClient.create()) {
String testMessageEncoded = toBase64String(testChangeMessageData);
LOG.info("Validating a test message (Base64 encoded): {}", testMessageEncoded);
ValidateMessageRequest request =
ValidateMessageRequest.newBuilder()
.setParent("projects/" + pubSub.getDestination().getPubSubProject())
.setEncoding(encoding)
.setMessage(testChangeMessageData)
.setName(messageFormatPath)
.build();
schemaServiceClient.validateMessage(request);
LOG.info("Test message successfully validated.");
} catch (Exception e) {
throw new IllegalArgumentException("Failed to validate test message", e);
}
}
return true;
}
private static void validateNoUseOfBase64(BigtableChangeStreamsToPubSubOptions options) {
if (options.getUseBase64Values()) {
throw new IllegalArgumentException(
"useBase64Values values can only be used with topics accepting JSON messages");
}
if (options.getUseBase64Rowkeys()) {
throw new IllegalArgumentException(
"useBase64Rowkeys values can only be used with topics accepting JSON messages");
}
if (options.getUseBase64ColumnQualifiers()) {
throw new IllegalArgumentException(
"useBase64ColumnQualifiers values can only be used with topics accepting JSON messages");
}
}
private static void validateIncompatibleEncoding(BigtableChangeStreamsToPubSubOptions options) {
if (options.getMessageEncoding() == MessageEncoding.BINARY
&& options.getMessageFormat() == MessageFormat.JSON) {
throw new IllegalArgumentException(
"JSON message format is incompatible with BINARY message encoding");
}
}
private static MessageEncoding toMessageEncoding(Encoding encoding) {
if (encoding == null) {
return MessageEncoding.JSON;
}
switch (encoding) {
case JSON:
case ENCODING_UNSPECIFIED:
case UNRECOGNIZED:
return MessageEncoding.JSON;
case BINARY:
return MessageEncoding.BINARY;
default:
throw new IllegalArgumentException("Topic has unsupported message encoding: " + encoding);
}
}
private static String toBase64String(ByteString testChangeMessageData) {
return Base64.getEncoder().encodeToString(testChangeMessageData.toByteArray());
}
private static Encoding toPubSubEncoding(MessageEncoding messageEncoding) {
switch (messageEncoding) {
case BINARY:
return Encoding.BINARY;
case JSON:
return Encoding.JSON;
default:
throw new IllegalArgumentException("Unexpected message encoding: " + messageEncoding);
}
}
private static PubsubMessage createTestChangeMessage(PubSubUtils pubSub) throws Exception {
SetCell setCell =
SetCell.create(
"test_column_family",
ByteString.copyFrom("test_column", Charset.defaultCharset()),
1000L, // timestamp
ByteString.copyFrom("test_value", Charset.defaultCharset()));
TestChangeStreamMutation mutation =
new TestChangeStreamMutation(
"test_rowkey",
MutationType.USER,
"source_cluster",
org.threeten.bp.Instant.now(), // commit timestamp
1, // tiebreaker
"token",
org.threeten.bp.Instant.now(), // low watermark
setCell);
Mod mod = new Mod(pubSub.getSource(), mutation, setCell);
switch (pubSub.getDestination().getMessageFormat()) {
case AVRO:
return pubSub.mapChangeJsonStringToPubSubMessageAsAvro(mod.getChangeJson());
case PROTOCOL_BUFFERS:
return pubSub.mapChangeJsonStringToPubSubMessageAsProto(mod.getChangeJson());
case JSON:
return pubSub.mapChangeJsonStringToPubSubMessageAsJson(mod.getChangeJson());
default:
throw new IllegalArgumentException(
"Unexpected message format: " + pubSub.getDestination().getMessageFormat());
}
}
/**
* DoFn that converts a {@link ChangeStreamMutation} to multiple {@link Mod} in serialized JSON
* format.
*/
static class ChangeStreamMutationToModJsonFn extends DoFn<ChangeStreamMutation, String> {
private final BigtableSource sourceInfo;
ChangeStreamMutationToModJsonFn(BigtableSource source) {
this.sourceInfo = source;
}
@ProcessElement
public void process(@Element ChangeStreamMutation input, OutputReceiver<String> receiver)
throws Exception {
for (Entry entry : input.getEntries()) {
ModType modType = getModType(entry);
Mod mod = null;
switch (modType) {
case SET_CELL:
mod = new Mod(sourceInfo, input, (SetCell) entry);
break;
case DELETE_CELLS:
mod = new Mod(sourceInfo, input, (DeleteCells) entry);
break;
case DELETE_FAMILY:
mod = new Mod(sourceInfo, input, (DeleteFamily) entry);
break;
default:
case UNKNOWN:
throw new UnsupportedEntryException(
"Cloud Bigtable change stream entry of type "
+ entry.getClass().getName()
+ " is not supported. The entry was put into a DLQ directory. "
+ "Please update your Dataflow template with the latest template version");
}
String modJsonString;
try {
modJsonString = mod.toJson();
} catch (IOException e) {
// Ignore exception and print bad format.
modJsonString = String.format("\"%s\"", input);
}
receiver.output(modJsonString);
}
}
private ModType getModType(Entry entry) {
if (entry instanceof SetCell) {
return ModType.SET_CELL;
} else if (entry instanceof DeleteCells) {
return ModType.DELETE_CELLS;
} else if (entry instanceof DeleteFamily) {
return ModType.DELETE_FAMILY;
}
return ModType.UNKNOWN;
}
}
}
