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[HUDI-2087] Support Append only in Flink stream (#3390)

Co-authored-by: 喻兆靖 <yuzhaojing@bilibili.com>
This commit is contained in:
yuzhaojing
2021-08-04 17:53:20 +08:00
committed by GitHub
parent 02331fc223
commit b8b9d6db83
14 changed files with 213 additions and 32 deletions

View File

@@ -437,6 +437,12 @@ public class HoodieFlinkWriteClient<T extends HoodieRecordPayload> extends
final HoodieRecordLocation loc = record.getCurrentLocation(); final HoodieRecordLocation loc = record.getCurrentLocation();
final String fileID = loc.getFileId(); final String fileID = loc.getFileId();
final String partitionPath = record.getPartitionPath(); final String partitionPath = record.getPartitionPath();
// Always use FlinkCreateHandle when insert duplication turns on
if (config.allowDuplicateInserts()) {
return new FlinkCreateHandle<>(config, instantTime, table, partitionPath,
fileID, table.getTaskContextSupplier());
}
if (bucketToHandles.containsKey(fileID)) { if (bucketToHandles.containsKey(fileID)) {
MiniBatchHandle lastHandle = (MiniBatchHandle) bucketToHandles.get(fileID); MiniBatchHandle lastHandle = (MiniBatchHandle) bucketToHandles.get(fileID);
if (lastHandle.shouldReplace()) { if (lastHandle.shouldReplace()) {

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@@ -209,6 +209,12 @@ public class FlinkOptions extends HoodieConfig {
.defaultValue(TABLE_TYPE_COPY_ON_WRITE) .defaultValue(TABLE_TYPE_COPY_ON_WRITE)
.withDescription("Type of table to write. COPY_ON_WRITE (or) MERGE_ON_READ"); .withDescription("Type of table to write. COPY_ON_WRITE (or) MERGE_ON_READ");
public static final ConfigOption<Boolean> INSERT_ALLOW_DUP = ConfigOptions
.key("write.insert.allow_dup")
.booleanType()
.defaultValue(true)
.withDescription("Whether to allow data duplication for INSERT operation, if enabled, writes the base files directly, default true");
public static final ConfigOption<String> OPERATION = ConfigOptions public static final ConfigOption<String> OPERATION = ConfigOptions
.key("write.operation") .key("write.operation")
.stringType() .stringType()

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@@ -91,8 +91,6 @@ public class BucketAssignFunction<K, I, O extends HoodieRecord<?>>
private final Configuration conf; private final Configuration conf;
private transient org.apache.hadoop.conf.Configuration hadoopConf;
private final boolean isChangingRecords; private final boolean isChangingRecords;
/** /**
@@ -117,21 +115,25 @@ public class BucketAssignFunction<K, I, O extends HoodieRecord<?>>
public void open(Configuration parameters) throws Exception { public void open(Configuration parameters) throws Exception {
super.open(parameters); super.open(parameters);
HoodieWriteConfig writeConfig = StreamerUtil.getHoodieClientConfig(this.conf); HoodieWriteConfig writeConfig = StreamerUtil.getHoodieClientConfig(this.conf);
this.hadoopConf = StreamerUtil.getHadoopConf();
HoodieFlinkEngineContext context = new HoodieFlinkEngineContext( HoodieFlinkEngineContext context = new HoodieFlinkEngineContext(
new SerializableConfiguration(this.hadoopConf), new SerializableConfiguration(StreamerUtil.getHadoopConf()),
new FlinkTaskContextSupplier(getRuntimeContext())); new FlinkTaskContextSupplier(getRuntimeContext()));
this.bucketAssigner = BucketAssigners.create( this.bucketAssigner = BucketAssigners.create(
getRuntimeContext().getIndexOfThisSubtask(), getRuntimeContext().getIndexOfThisSubtask(),
getRuntimeContext().getMaxNumberOfParallelSubtasks(), getRuntimeContext().getMaxNumberOfParallelSubtasks(),
getRuntimeContext().getNumberOfParallelSubtasks(), getRuntimeContext().getNumberOfParallelSubtasks(),
WriteOperationType.isOverwrite(WriteOperationType.fromValue(conf.getString(FlinkOptions.OPERATION))), ignoreSmallFiles(writeConfig),
HoodieTableType.valueOf(conf.getString(FlinkOptions.TABLE_TYPE)), HoodieTableType.valueOf(conf.getString(FlinkOptions.TABLE_TYPE)),
context, context,
writeConfig); writeConfig);
this.payloadCreation = PayloadCreation.instance(this.conf); this.payloadCreation = PayloadCreation.instance(this.conf);
} }
private boolean ignoreSmallFiles(HoodieWriteConfig writeConfig) {
WriteOperationType operationType = WriteOperationType.fromValue(conf.getString(FlinkOptions.OPERATION));
return WriteOperationType.isOverwrite(operationType) || writeConfig.allowDuplicateInserts();
}
@Override @Override
public void snapshotState(FunctionSnapshotContext context) { public void snapshotState(FunctionSnapshotContext context) {
this.bucketAssigner.reset(); this.bucketAssigner.reset();

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@@ -38,7 +38,7 @@ public abstract class BucketAssigners {
* @param taskID The task ID * @param taskID The task ID
* @param maxParallelism The max parallelism * @param maxParallelism The max parallelism
* @param numTasks The number of tasks * @param numTasks The number of tasks
* @param overwrite Whether the write operation is OVERWRITE * @param ignoreSmallFiles Whether to ignore the small files
* @param tableType The table type * @param tableType The table type
* @param context The engine context * @param context The engine context
* @param config The configuration * @param config The configuration
@@ -48,12 +48,12 @@ public abstract class BucketAssigners {
int taskID, int taskID,
int maxParallelism, int maxParallelism,
int numTasks, int numTasks,
boolean overwrite, boolean ignoreSmallFiles,
HoodieTableType tableType, HoodieTableType tableType,
HoodieFlinkEngineContext context, HoodieFlinkEngineContext context,
HoodieWriteConfig config) { HoodieWriteConfig config) {
boolean delta = tableType.equals(HoodieTableType.MERGE_ON_READ); boolean delta = tableType.equals(HoodieTableType.MERGE_ON_READ);
WriteProfile writeProfile = WriteProfiles.singleton(overwrite, delta, config, context); WriteProfile writeProfile = WriteProfiles.singleton(ignoreSmallFiles, delta, config, context);
return new BucketAssigner(taskID, maxParallelism, numTasks, writeProfile, config); return new BucketAssigner(taskID, maxParallelism, numTasks, writeProfile, config);
} }
} }

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@@ -26,13 +26,18 @@ import java.util.Collections;
import java.util.List; import java.util.List;
/** /**
* WriteProfile for INSERT OVERWRITE and INSERT OVERWRITE TABLE operations, * WriteProfile that always return empty small files.
* this WriteProfile always skip the existing small files because of the 'OVERWRITE' semantics. *
* <p>This write profile is used for cases:
* i). INSERT OVERWRITE and INSERT OVERWRITE TABLE operations,
* the existing small files are ignored because of the 'OVERWRITE' semantics;
* ii). INSERT operation when data file merge is disabled.
*
* *
* <p>Note: assumes the index can always index log files for Flink write. * <p>Note: assumes the index can always index log files for Flink write.
*/ */
public class OverwriteWriteProfile extends WriteProfile { public class EmptyWriteProfile extends WriteProfile {
public OverwriteWriteProfile(HoodieWriteConfig config, HoodieFlinkEngineContext context) { public EmptyWriteProfile(HoodieWriteConfig config, HoodieFlinkEngineContext context) {
super(config, context); super(config, context);
} }

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@@ -54,21 +54,21 @@ public class WriteProfiles {
private WriteProfiles() {} private WriteProfiles() {}
public static synchronized WriteProfile singleton( public static synchronized WriteProfile singleton(
boolean overwrite, boolean ignoreSmallFiles,
boolean delta, boolean delta,
HoodieWriteConfig config, HoodieWriteConfig config,
HoodieFlinkEngineContext context) { HoodieFlinkEngineContext context) {
return PROFILES.computeIfAbsent(config.getBasePath(), return PROFILES.computeIfAbsent(config.getBasePath(),
k -> getWriteProfile(overwrite, delta, config, context)); k -> getWriteProfile(ignoreSmallFiles, delta, config, context));
} }
private static WriteProfile getWriteProfile( private static WriteProfile getWriteProfile(
boolean overwrite, boolean ignoreSmallFiles,
boolean delta, boolean delta,
HoodieWriteConfig config, HoodieWriteConfig config,
HoodieFlinkEngineContext context) { HoodieFlinkEngineContext context) {
if (overwrite) { if (ignoreSmallFiles) {
return new OverwriteWriteProfile(config, context); return new EmptyWriteProfile(config, context);
} else if (delta) { } else if (delta) {
return new DeltaWriteProfile(config, context); return new DeltaWriteProfile(config, context);
} else { } else {

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@@ -69,6 +69,9 @@ public class FlinkStreamerConfig extends Configuration {
@Parameter(names = {"--table-type"}, description = "Type of table. COPY_ON_WRITE (or) MERGE_ON_READ.", required = true) @Parameter(names = {"--table-type"}, description = "Type of table. COPY_ON_WRITE (or) MERGE_ON_READ.", required = true)
public String tableType; public String tableType;
@Parameter(names = {"--insert-allow-dup"}, description = "Whether to allow data duplication for INSERT operation, if enabled, writes the base files directly.", required = true)
public Boolean insertAllowDup = true;
@Parameter(names = {"--props"}, description = "Path to properties file on localfs or dfs, with configurations for " @Parameter(names = {"--props"}, description = "Path to properties file on localfs or dfs, with configurations for "
+ "hoodie client, schema provider, key generator and data source. For hoodie client props, sane defaults are " + "hoodie client, schema provider, key generator and data source. For hoodie client props, sane defaults are "
+ "used, but recommend use to provide basic things like metrics endpoints, hive configs etc. For sources, refer" + "used, but recommend use to provide basic things like metrics endpoints, hive configs etc. For sources, refer"
@@ -305,6 +308,7 @@ public class FlinkStreamerConfig extends Configuration {
conf.setString(FlinkOptions.TABLE_NAME, config.targetTableName); conf.setString(FlinkOptions.TABLE_NAME, config.targetTableName);
// copy_on_write works same as COPY_ON_WRITE // copy_on_write works same as COPY_ON_WRITE
conf.setString(FlinkOptions.TABLE_TYPE, config.tableType.toUpperCase()); conf.setString(FlinkOptions.TABLE_TYPE, config.tableType.toUpperCase());
conf.setBoolean(FlinkOptions.INSERT_ALLOW_DUP, config.insertAllowDup);
conf.setString(FlinkOptions.OPERATION, config.operation.value()); conf.setString(FlinkOptions.OPERATION, config.operation.value());
conf.setString(FlinkOptions.PRECOMBINE_FIELD, config.sourceOrderingField); conf.setString(FlinkOptions.PRECOMBINE_FIELD, config.sourceOrderingField);
conf.setString(FlinkOptions.PAYLOAD_CLASS, config.payloadClassName); conf.setString(FlinkOptions.PAYLOAD_CLASS, config.payloadClassName);

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@@ -62,7 +62,7 @@ public class HoodieTableFactory implements DynamicTableSourceFactory, DynamicTab
Configuration conf = (Configuration) helper.getOptions(); Configuration conf = (Configuration) helper.getOptions();
TableSchema schema = TableSchemaUtils.getPhysicalSchema(context.getCatalogTable().getSchema()); TableSchema schema = TableSchemaUtils.getPhysicalSchema(context.getCatalogTable().getSchema());
validateRequiredFields(conf, schema); sanityCheck(conf, schema);
setupConfOptions(conf, context.getObjectIdentifier().getObjectName(), context.getCatalogTable(), schema); setupConfOptions(conf, context.getObjectIdentifier().getObjectName(), context.getCatalogTable(), schema);
Path path = new Path(conf.getOptional(FlinkOptions.PATH).orElseThrow(() -> Path path = new Path(conf.getOptional(FlinkOptions.PATH).orElseThrow(() ->
@@ -79,7 +79,7 @@ public class HoodieTableFactory implements DynamicTableSourceFactory, DynamicTab
public DynamicTableSink createDynamicTableSink(Context context) { public DynamicTableSink createDynamicTableSink(Context context) {
Configuration conf = FlinkOptions.fromMap(context.getCatalogTable().getOptions()); Configuration conf = FlinkOptions.fromMap(context.getCatalogTable().getOptions());
TableSchema schema = TableSchemaUtils.getPhysicalSchema(context.getCatalogTable().getSchema()); TableSchema schema = TableSchemaUtils.getPhysicalSchema(context.getCatalogTable().getSchema());
validateRequiredFields(conf, schema); sanityCheck(conf, schema);
setupConfOptions(conf, context.getObjectIdentifier().getObjectName(), context.getCatalogTable(), schema); setupConfOptions(conf, context.getObjectIdentifier().getObjectName(), context.getCatalogTable(), schema);
return new HoodieTableSink(conf, schema); return new HoodieTableSink(conf, schema);
} }
@@ -103,12 +103,13 @@ public class HoodieTableFactory implements DynamicTableSourceFactory, DynamicTab
// Utilities // Utilities
// ------------------------------------------------------------------------- // -------------------------------------------------------------------------
/** Validate required options. For e.g, record key and pre_combine key. /**
* The sanity check.
* *
* @param conf The table options * @param conf The table options
* @param schema The table schema * @param schema The table schema
*/ */
private void validateRequiredFields(Configuration conf, TableSchema schema) { private void sanityCheck(Configuration conf, TableSchema schema) {
List<String> fields = Arrays.stream(schema.getFieldNames()).collect(Collectors.toList()); List<String> fields = Arrays.stream(schema.getFieldNames()).collect(Collectors.toList());
// validate record key in pk absence. // validate record key in pk absence.
@@ -128,6 +129,11 @@ public class HoodieTableFactory implements DynamicTableSourceFactory, DynamicTab
throw new ValidationException("Field " + preCombineField + " does not exist in the table schema." throw new ValidationException("Field " + preCombineField + " does not exist in the table schema."
+ "Please check 'write.precombine.field' option."); + "Please check 'write.precombine.field' option.");
} }
if (conf.getString(FlinkOptions.TABLE_TYPE).toUpperCase().equals(FlinkOptions.TABLE_TYPE_MERGE_ON_READ)
&& conf.getBoolean(FlinkOptions.INSERT_ALLOW_DUP)) {
throw new ValidationException("Option 'write.insert.allow_dup' is only allowed for COPY_ON_WRITE table.");
}
} }
/** /**

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@@ -27,6 +27,7 @@ import org.apache.hudi.common.config.SerializableConfiguration;
import org.apache.hudi.common.config.TypedProperties; import org.apache.hudi.common.config.TypedProperties;
import org.apache.hudi.common.engine.EngineType; import org.apache.hudi.common.engine.EngineType;
import org.apache.hudi.common.fs.FSUtils; import org.apache.hudi.common.fs.FSUtils;
import org.apache.hudi.common.model.WriteOperationType;
import org.apache.hudi.common.table.HoodieTableMetaClient; import org.apache.hudi.common.table.HoodieTableMetaClient;
import org.apache.hudi.common.table.timeline.HoodieActiveTimeline; import org.apache.hudi.common.table.timeline.HoodieActiveTimeline;
import org.apache.hudi.common.util.Option; import org.apache.hudi.common.util.Option;
@@ -145,6 +146,7 @@ public class StreamerUtil {
.withEngineType(EngineType.FLINK) .withEngineType(EngineType.FLINK)
.withPath(conf.getString(FlinkOptions.PATH)) .withPath(conf.getString(FlinkOptions.PATH))
.combineInput(conf.getBoolean(FlinkOptions.INSERT_DROP_DUPS), true) .combineInput(conf.getBoolean(FlinkOptions.INSERT_DROP_DUPS), true)
.withMergeAllowDuplicateOnInserts(allowDuplicateInserts(conf))
.withCompactionConfig( .withCompactionConfig(
HoodieCompactionConfig.newBuilder() HoodieCompactionConfig.newBuilder()
.withPayloadClass(conf.getString(FlinkOptions.PAYLOAD_CLASS)) .withPayloadClass(conf.getString(FlinkOptions.PAYLOAD_CLASS))
@@ -345,4 +347,9 @@ public class StreamerUtil {
throw new IOException("Could not load transformer class(es) " + classNames, e); throw new IOException("Could not load transformer class(es) " + classNames, e);
} }
} }
public static boolean allowDuplicateInserts(Configuration conf) {
WriteOperationType operationType = WriteOperationType.fromValue(conf.getString(FlinkOptions.OPERATION));
return operationType == WriteOperationType.INSERT && conf.getBoolean(FlinkOptions.INSERT_ALLOW_DUP);
}
} }

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@@ -23,6 +23,7 @@ import org.apache.hudi.client.WriteStatus;
import org.apache.hudi.common.model.HoodieKey; import org.apache.hudi.common.model.HoodieKey;
import org.apache.hudi.common.model.HoodieRecord; import org.apache.hudi.common.model.HoodieRecord;
import org.apache.hudi.common.model.HoodieTableType; import org.apache.hudi.common.model.HoodieTableType;
import org.apache.hudi.common.model.WriteOperationType;
import org.apache.hudi.common.table.timeline.HoodieInstant; import org.apache.hudi.common.table.timeline.HoodieInstant;
import org.apache.hudi.common.table.view.FileSystemViewStorageConfig; import org.apache.hudi.common.table.view.FileSystemViewStorageConfig;
import org.apache.hudi.common.table.view.FileSystemViewStorageType; import org.apache.hudi.common.table.view.FileSystemViewStorageType;
@@ -532,6 +533,81 @@ public class TestWriteCopyOnWrite {
checkWrittenData(tempFile, expected, 1); checkWrittenData(tempFile, expected, 1);
} }
@Test
public void testInsertAllowsDuplication() throws Exception {
// reset the config option
conf.setDouble(FlinkOptions.WRITE_BATCH_SIZE, 0.0006); // 630 bytes batch size
conf.setString(FlinkOptions.OPERATION, WriteOperationType.INSERT.value());
funcWrapper = new StreamWriteFunctionWrapper<>(tempFile.getAbsolutePath(), conf);
// open the function and ingest data
funcWrapper.openFunction();
// Each record is 208 bytes. so 4 records expect to trigger a mini-batch write
for (RowData rowData : TestData.DATA_SET_INSERT_SAME_KEY) {
funcWrapper.invoke(rowData);
}
// this triggers the data write and event send
funcWrapper.checkpointFunction(1);
Map<String, List<HoodieRecord>> dataBuffer = funcWrapper.getDataBuffer();
assertThat("All data should be flushed out", dataBuffer.size(), is(0));
final OperatorEvent event1 = funcWrapper.getNextEvent(); // remove the first event first
final OperatorEvent event2 = funcWrapper.getNextEvent();
assertThat("The operator expect to send an event", event2, instanceOf(WriteMetadataEvent.class));
funcWrapper.getCoordinator().handleEventFromOperator(0, event1);
funcWrapper.getCoordinator().handleEventFromOperator(0, event2);
assertNotNull(funcWrapper.getEventBuffer()[0], "The coordinator missed the event");
String instant = funcWrapper.getWriteClient()
.getLastPendingInstant(getTableType());
funcWrapper.checkpointComplete(1);
Map<String, String> expected = new HashMap<>();
expected.put("par1", "["
+ "id1,par1,id1,Danny,23,0,par1, "
+ "id1,par1,id1,Danny,23,1,par1, "
+ "id1,par1,id1,Danny,23,2,par1, "
+ "id1,par1,id1,Danny,23,3,par1, "
+ "id1,par1,id1,Danny,23,4,par1]");
TestData.checkWrittenAllData(tempFile, expected, 1);
// started a new instant already
checkInflightInstant(funcWrapper.getWriteClient());
checkInstantState(funcWrapper.getWriteClient(), HoodieInstant.State.COMPLETED, instant);
// insert duplicates again
for (RowData rowData : TestData.DATA_SET_INSERT_SAME_KEY) {
funcWrapper.invoke(rowData);
}
funcWrapper.checkpointFunction(2);
final OperatorEvent event3 = funcWrapper.getNextEvent(); // remove the first event first
final OperatorEvent event4 = funcWrapper.getNextEvent();
funcWrapper.getCoordinator().handleEventFromOperator(0, event3);
funcWrapper.getCoordinator().handleEventFromOperator(0, event4);
funcWrapper.checkpointComplete(2);
// same with the original base file content.
expected.put("par1", "["
+ "id1,par1,id1,Danny,23,0,par1, "
+ "id1,par1,id1,Danny,23,0,par1, "
+ "id1,par1,id1,Danny,23,1,par1, "
+ "id1,par1,id1,Danny,23,1,par1, "
+ "id1,par1,id1,Danny,23,2,par1, "
+ "id1,par1,id1,Danny,23,2,par1, "
+ "id1,par1,id1,Danny,23,3,par1, "
+ "id1,par1,id1,Danny,23,3,par1, "
+ "id1,par1,id1,Danny,23,4,par1, "
+ "id1,par1,id1,Danny,23,4,par1]");
TestData.checkWrittenAllData(tempFile, expected, 1);
}
@Test @Test
public void testInsertWithSmallBufferSize() throws Exception { public void testInsertWithSmallBufferSize() throws Exception {
// reset the config option // reset the config option

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@@ -37,6 +37,7 @@ import org.apache.avro.Schema;
import org.apache.flink.configuration.Configuration; import org.apache.flink.configuration.Configuration;
import org.apache.hadoop.fs.FileSystem; import org.apache.hadoop.fs.FileSystem;
import org.junit.jupiter.api.BeforeEach; import org.junit.jupiter.api.BeforeEach;
import org.junit.jupiter.api.Test;
import java.io.File; import java.io.File;
import java.util.Comparator; import java.util.Comparator;
@@ -67,6 +68,11 @@ public class TestWriteMergeOnRead extends TestWriteCopyOnWrite {
conf.setBoolean(FlinkOptions.COMPACTION_ASYNC_ENABLED, false); conf.setBoolean(FlinkOptions.COMPACTION_ASYNC_ENABLED, false);
} }
@Test
public void testInsertAllowsDuplication() {
// ignore the test because only COW table supports INSERT duplication
}
@Override @Override
protected void checkWrittenData(File baseFile, Map<String, String> expected, int partitions) throws Exception { protected void checkWrittenData(File baseFile, Map<String, String> expected, int partitions) throws Exception {
HoodieTableMetaClient metaClient = HoodieFlinkTable.create(writeConfig, context).getMetaClient(); HoodieTableMetaClient metaClient = HoodieFlinkTable.create(writeConfig, context).getMetaClient();

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@@ -22,7 +22,6 @@ import org.apache.hudi.common.model.HoodieTableType;
import org.apache.hudi.configuration.FlinkOptions; import org.apache.hudi.configuration.FlinkOptions;
import org.apache.flink.configuration.Configuration; import org.apache.flink.configuration.Configuration;
import org.junit.jupiter.api.Disabled;
import org.junit.jupiter.api.Test; import org.junit.jupiter.api.Test;
import java.util.HashMap; import java.util.HashMap;
@@ -39,10 +38,14 @@ public class TestWriteMergeOnReadWithCompact extends TestWriteCopyOnWrite {
conf.setInteger(FlinkOptions.COMPACTION_DELTA_COMMITS, 1); conf.setInteger(FlinkOptions.COMPACTION_DELTA_COMMITS, 1);
} }
@Disabled
@Test @Test
public void testIndexStateBootstrap() { public void testInsertAllowsDuplication() {
// Ignore the index bootstrap because we only support parquet load now. // ignore the test because only COW table supports INSERT duplication
}
@Override
protected Map<String, String> getExpectedBeforeCheckpointComplete() {
return EXPECTED1;
} }
protected Map<String, String> getMiniBatchExpected() { protected Map<String, String> getMiniBatchExpected() {

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@@ -340,6 +340,24 @@ public class TestHoodieTableFactory {
assertThat(conf2.getInteger(FlinkOptions.ARCHIVE_MAX_COMMITS), is(45)); assertThat(conf2.getInteger(FlinkOptions.ARCHIVE_MAX_COMMITS), is(45));
} }
@Test
void testMorTableInsertAllowDuplication() {
TableSchema schema = TableSchema.builder()
.field("f0", DataTypes.INT().notNull())
.field("f1", DataTypes.VARCHAR(20))
.field("f2", DataTypes.TIMESTAMP(3))
.field("ts", DataTypes.TIMESTAMP(3))
.primaryKey("f0")
.build();
// overwrite the operation
this.conf.setString(FlinkOptions.OPERATION.key(), "insert");
this.conf.setString(FlinkOptions.TABLE_TYPE.key(), FlinkOptions.TABLE_TYPE_MERGE_ON_READ);
final MockContext sinkContext = MockContext.getInstance(this.conf, schema, "f2");
assertThrows(ValidationException.class, () -> new HoodieTableFactory().createDynamicTableSink(sinkContext),
"Option 'write.insert.allow_dup' is only allowed for COPY_ON_WRITE table.");
}
// ------------------------------------------------------------------------- // -------------------------------------------------------------------------
// Inner Class // Inner Class
// ------------------------------------------------------------------------- // -------------------------------------------------------------------------

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@@ -394,6 +394,48 @@ public class TestData {
} }
} }
/**
* Checks the source data set are written as expected.
* Different with {@link #checkWrittenData}, it reads all the data files.
*
* <p>Note: Replace it with the Flink reader when it is supported.
*
* @param baseFile The file base to check, should be a directory
* @param expected The expected results mapping, the key should be the partition path
* and value should be values list with the key partition
* @param partitions The expected partition number
*/
public static void checkWrittenAllData(
File baseFile,
Map<String, String> expected,
int partitions) throws IOException {
assert baseFile.isDirectory();
FileFilter filter = file -> !file.getName().startsWith(".");
File[] partitionDirs = baseFile.listFiles(filter);
assertNotNull(partitionDirs);
assertThat(partitionDirs.length, is(partitions));
for (File partitionDir : partitionDirs) {
File[] dataFiles = partitionDir.listFiles(filter);
assertNotNull(dataFiles);
List<String> readBuffer = new ArrayList<>();
for (File dataFile : dataFiles) {
ParquetReader<GenericRecord> reader = AvroParquetReader
.<GenericRecord>builder(new Path(dataFile.getAbsolutePath())).build();
GenericRecord nextRecord = reader.read();
while (nextRecord != null) {
readBuffer.add(filterOutVariables(nextRecord));
nextRecord = reader.read();
}
}
readBuffer.sort(Comparator.naturalOrder());
assertThat(readBuffer.toString(), is(expected.get(partitionDir.getName())));
}
}
/** /**
* Checks the source data are written as expected. * Checks the source data are written as expected.
* *