use of com.google.cloud.bigquery.storage.v1.CreateReadSessionRequest in project beam by apache.
the class BigQueryStorageSourceBase method split.
@Override
public List<BigQueryStorageStreamSource<T>> split(long desiredBundleSizeBytes, PipelineOptions options) throws Exception {
BigQueryOptions bqOptions = options.as(BigQueryOptions.class);
Table targetTable = getTargetTable(bqOptions);
ReadSession.Builder readSessionBuilder = ReadSession.newBuilder();
if (targetTable != null) {
readSessionBuilder.setTable(BigQueryHelpers.toTableResourceName(targetTable.getTableReference()));
} else {
// If the table does not exist targetTable will be null.
// Construct the table id if we can generate it. For error recording/logging.
@Nullable String tableReferenceId = getTargetTableId(bqOptions);
if (tableReferenceId != null) {
readSessionBuilder.setTable(tableReferenceId);
}
}
if (selectedFieldsProvider != null || rowRestrictionProvider != null) {
ReadSession.TableReadOptions.Builder tableReadOptionsBuilder = ReadSession.TableReadOptions.newBuilder();
if (selectedFieldsProvider != null) {
tableReadOptionsBuilder.addAllSelectedFields(selectedFieldsProvider.get());
}
if (rowRestrictionProvider != null) {
tableReadOptionsBuilder.setRowRestriction(rowRestrictionProvider.get());
}
readSessionBuilder.setReadOptions(tableReadOptionsBuilder);
}
if (format != null) {
readSessionBuilder.setDataFormat(format);
}
int streamCount = 0;
if (desiredBundleSizeBytes > 0) {
long tableSizeBytes = (targetTable != null) ? targetTable.getNumBytes() : 0;
streamCount = (int) Math.min(tableSizeBytes / desiredBundleSizeBytes, MAX_SPLIT_COUNT);
}
streamCount = Math.max(streamCount, MIN_SPLIT_COUNT);
CreateReadSessionRequest createReadSessionRequest = CreateReadSessionRequest.newBuilder().setParent(BigQueryHelpers.toProjectResourceName(bqOptions.getBigQueryProject() == null ? bqOptions.getProject() : bqOptions.getBigQueryProject())).setReadSession(readSessionBuilder).setMaxStreamCount(streamCount).build();
ReadSession readSession;
try (StorageClient client = bqServices.getStorageClient(bqOptions)) {
readSession = client.createReadSession(createReadSessionRequest);
LOG.info("Sent BigQuery Storage API CreateReadSession request '{}'; received response '{}'.", createReadSessionRequest, readSession);
}
if (readSession.getStreamsList().isEmpty()) {
// The underlying table is empty or all rows have been pruned.
return ImmutableList.of();
}
Schema sessionSchema;
if (readSession.getDataFormat() == DataFormat.ARROW) {
org.apache.arrow.vector.types.pojo.Schema schema = ArrowConversion.arrowSchemaFromInput(readSession.getArrowSchema().getSerializedSchema().newInput());
org.apache.beam.sdk.schemas.Schema beamSchema = ArrowConversion.ArrowSchemaTranslator.toBeamSchema(schema);
sessionSchema = AvroUtils.toAvroSchema(beamSchema);
} else if (readSession.getDataFormat() == DataFormat.AVRO) {
sessionSchema = new Schema.Parser().parse(readSession.getAvroSchema().getSchema());
} else {
throw new IllegalArgumentException("data is not in a supported dataFormat: " + readSession.getDataFormat());
}
TableSchema trimmedSchema = BigQueryAvroUtils.trimBigQueryTableSchema(targetTable.getSchema(), sessionSchema);
List<BigQueryStorageStreamSource<T>> sources = Lists.newArrayList();
for (ReadStream readStream : readSession.getStreamsList()) {
sources.add(BigQueryStorageStreamSource.create(readSession, readStream, trimmedSchema, parseFn, outputCoder, bqServices));
}
return ImmutableList.copyOf(sources);
}
use of com.google.cloud.bigquery.storage.v1.CreateReadSessionRequest in project beam by apache.
the class BigQueryIOStorageReadTest method testReadFromBigQueryIO.
@Test
public void testReadFromBigQueryIO() throws Exception {
fakeDatasetService.createDataset("foo.com:project", "dataset", "", "", null);
TableReference tableRef = BigQueryHelpers.parseTableSpec("foo.com:project:dataset.table");
Table table = new Table().setTableReference(tableRef).setNumBytes(10L).setSchema(TABLE_SCHEMA);
fakeDatasetService.createTable(table);
CreateReadSessionRequest expectedCreateReadSessionRequest = CreateReadSessionRequest.newBuilder().setParent("projects/project-id").setReadSession(ReadSession.newBuilder().setTable("projects/foo.com:project/datasets/dataset/tables/table").setDataFormat(DataFormat.AVRO)).setMaxStreamCount(10).build();
ReadSession readSession = ReadSession.newBuilder().setName("readSessionName").setAvroSchema(AvroSchema.newBuilder().setSchema(AVRO_SCHEMA_STRING)).addStreams(ReadStream.newBuilder().setName("streamName")).setDataFormat(DataFormat.AVRO).build();
ReadRowsRequest expectedReadRowsRequest = ReadRowsRequest.newBuilder().setReadStream("streamName").build();
List<GenericRecord> records = Lists.newArrayList(createRecord("A", 1, AVRO_SCHEMA), createRecord("B", 2, AVRO_SCHEMA), createRecord("C", 3, AVRO_SCHEMA), createRecord("D", 4, AVRO_SCHEMA));
List<ReadRowsResponse> readRowsResponses = Lists.newArrayList(createResponse(AVRO_SCHEMA, records.subList(0, 2), 0.0, 0.50), createResponse(AVRO_SCHEMA, records.subList(2, 4), 0.5, 0.75));
StorageClient fakeStorageClient = mock(StorageClient.class, withSettings().serializable());
when(fakeStorageClient.createReadSession(expectedCreateReadSessionRequest)).thenReturn(readSession);
when(fakeStorageClient.readRows(expectedReadRowsRequest, "")).thenReturn(new FakeBigQueryServerStream<>(readRowsResponses));
PCollection<KV<String, Long>> output = p.apply(BigQueryIO.read(new ParseKeyValue()).from("foo.com:project:dataset.table").withMethod(Method.DIRECT_READ).withFormat(DataFormat.AVRO).withTestServices(new FakeBigQueryServices().withDatasetService(fakeDatasetService).withStorageClient(fakeStorageClient)));
PAssert.that(output).containsInAnyOrder(ImmutableList.of(KV.of("A", 1L), KV.of("B", 2L), KV.of("C", 3L), KV.of("D", 4L)));
p.run();
}
use of com.google.cloud.bigquery.storage.v1.CreateReadSessionRequest in project beam by apache.
the class BigQueryIOStorageReadTest method testTableSourceInitialSplit_WithDefaultProject.
@Test
public void testTableSourceInitialSplit_WithDefaultProject() throws Exception {
fakeDatasetService.createDataset("project-id", "dataset", "", "", null);
TableReference tableRef = BigQueryHelpers.parseTableSpec("project-id:dataset.table");
Table table = new Table().setTableReference(tableRef).setNumBytes(1024L * 1024L).setSchema(TABLE_SCHEMA);
fakeDatasetService.createTable(table);
CreateReadSessionRequest expectedRequest = CreateReadSessionRequest.newBuilder().setParent("projects/project-id").setReadSession(ReadSession.newBuilder().setTable("projects/project-id/datasets/dataset/tables/table")).setMaxStreamCount(1024).build();
ReadSession.Builder builder = ReadSession.newBuilder().setAvroSchema(AvroSchema.newBuilder().setSchema(AVRO_SCHEMA_STRING)).setDataFormat(DataFormat.AVRO);
for (int i = 0; i < 50; i++) {
builder.addStreams(ReadStream.newBuilder().setName("stream-" + i));
}
StorageClient fakeStorageClient = mock(StorageClient.class);
when(fakeStorageClient.createReadSession(expectedRequest)).thenReturn(builder.build());
BigQueryStorageTableSource<TableRow> tableSource = BigQueryStorageTableSource.create(ValueProvider.StaticValueProvider.of(BigQueryHelpers.parseTableSpec("dataset.table")), null, null, new TableRowParser(), TableRowJsonCoder.of(), new FakeBigQueryServices().withDatasetService(fakeDatasetService).withStorageClient(fakeStorageClient));
List<? extends BoundedSource<TableRow>> sources = tableSource.split(1024L, options);
assertEquals(50L, sources.size());
}
use of com.google.cloud.bigquery.storage.v1.CreateReadSessionRequest in project beam by apache.
the class BigQueryIOStorageReadTest method testTableSourceInitialSplit_EmptyTable.
@Test
public void testTableSourceInitialSplit_EmptyTable() throws Exception {
fakeDatasetService.createDataset("foo.com:project", "dataset", "", "", null);
TableReference tableRef = BigQueryHelpers.parseTableSpec("foo.com:project:dataset.table");
Table table = new Table().setTableReference(tableRef).setNumBytes(1024L * 1024L).setSchema(new TableSchema());
fakeDatasetService.createTable(table);
CreateReadSessionRequest expectedRequest = CreateReadSessionRequest.newBuilder().setParent("projects/project-id").setReadSession(ReadSession.newBuilder().setTable("projects/foo.com:project/datasets/dataset/tables/table")).setMaxStreamCount(1024).build();
ReadSession emptyReadSession = ReadSession.newBuilder().build();
StorageClient fakeStorageClient = mock(StorageClient.class);
when(fakeStorageClient.createReadSession(expectedRequest)).thenReturn(emptyReadSession);
BigQueryStorageTableSource<TableRow> tableSource = BigQueryStorageTableSource.create(ValueProvider.StaticValueProvider.of(tableRef), null, null, new TableRowParser(), TableRowJsonCoder.of(), new FakeBigQueryServices().withDatasetService(fakeDatasetService).withStorageClient(fakeStorageClient));
List<? extends BoundedSource<TableRow>> sources = tableSource.split(1024L, options);
assertTrue(sources.isEmpty());
}
use of com.google.cloud.bigquery.storage.v1.CreateReadSessionRequest in project beam by apache.
the class BigQueryIOStorageQueryTest method testQuerySourceInitialSplitWithBigQueryProject_EmptyResult.
@Test
@ProjectOverride
public void testQuerySourceInitialSplitWithBigQueryProject_EmptyResult() throws Exception {
TableReference sourceTableRef = BigQueryHelpers.parseTableSpec("bigquery-project-id:dataset.table");
fakeDatasetService.createDataset(sourceTableRef.getProjectId(), sourceTableRef.getDatasetId(), "asia-northeast1", "Fake plastic tree^H^H^H^Htables", null);
fakeDatasetService.createTable(new Table().setTableReference(sourceTableRef).setLocation("asia-northeast1"));
Table queryResultTable = new Table().setSchema(TABLE_SCHEMA).setNumBytes(0L);
String encodedQuery = FakeBigQueryServices.encodeQueryResult(queryResultTable);
fakeJobService.expectDryRunQuery(options.getBigQueryProject(), encodedQuery, new JobStatistics().setQuery(new JobStatistics2().setTotalBytesProcessed(1024L * 1024L).setReferencedTables(ImmutableList.of(sourceTableRef))));
String stepUuid = "testStepUuid";
TableReference tempTableReference = createTempTableReference(options.getBigQueryProject(), BigQueryResourceNaming.createJobIdPrefix(options.getJobName(), stepUuid, JobType.QUERY), Optional.empty());
CreateReadSessionRequest expectedRequest = CreateReadSessionRequest.newBuilder().setParent("projects/" + options.getBigQueryProject()).setReadSession(ReadSession.newBuilder().setTable(BigQueryHelpers.toTableResourceName(tempTableReference)).setDataFormat(DataFormat.AVRO)).setMaxStreamCount(10).build();
ReadSession emptyReadSession = ReadSession.newBuilder().build();
StorageClient fakeStorageClient = mock(StorageClient.class);
when(fakeStorageClient.createReadSession(expectedRequest)).thenReturn(emptyReadSession);
BigQueryStorageQuerySource<TableRow> querySource = BigQueryStorageQuerySource.create(stepUuid, ValueProvider.StaticValueProvider.of(encodedQuery), /* flattenResults = */
true, /* useLegacySql = */
true, /* priority = */
QueryPriority.BATCH, /* location = */
null, /* queryTempDataset = */
null, /* kmsKey = */
null, DataFormat.AVRO, new TableRowParser(), TableRowJsonCoder.of(), new FakeBigQueryServices().withDatasetService(fakeDatasetService).withJobService(fakeJobService).withStorageClient(fakeStorageClient));
List<? extends BoundedSource<TableRow>> sources = querySource.split(1024L, options);
assertTrue(sources.isEmpty());
}
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