Add timestampSpec to metadata.drd and SegmentMetadataQuery (#3227)

* save TimestampSpec in metadata.drd

* add timestampSpec info in SegmentMetadataQuery
This commit is contained in:
kaijianding 2016-07-26 06:45:30 +08:00 committed by Fangjin Yang
parent d5ed3f1347
commit 3dc2974894
18 changed files with 229 additions and 20 deletions

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@ -23,7 +23,9 @@ import com.google.common.base.Function;
import com.metamx.common.parsers.TimestampParser;
import org.joda.time.DateTime;
import java.util.List;
import java.util.Map;
import java.util.Objects;
/**
*/
@ -130,4 +132,24 @@ public class TimestampSpec
result = 31 * result + (missingValue != null ? missingValue.hashCode() : 0);
return result;
}
//simple merge strategy on timestampSpec that checks if all are equal or else
//returns null. this can be improved in future but is good enough for most use-cases.
public static TimestampSpec mergeTimestampSpec(List<TimestampSpec> toMerge) {
if (toMerge == null || toMerge.size() == 0) {
return null;
}
TimestampSpec result = toMerge.get(0);
for (int i = 1; i < toMerge.size(); i++) {
if (toMerge.get(i) == null) {
continue;
}
if (!Objects.equals(result, toMerge.get(i))) {
return null;
}
}
return result;
}
}

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@ -126,6 +126,10 @@ dimension columns.
* `intervals` in the result will contain the list of intervals associated with the queried segments.
#### timestampSpec
* `timestampSpec` in the result will contain timestampSpec of data stored in segments. this can be null if timestampSpec of segments was unknown or unmergeable (if merging is enabled).
#### queryGranularity
* `queryGranularity` in the result will contain query granularity of data stored in segments. this can be null if query granularity of segments was unknown or unmergeable (if merging is enabled).

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@ -222,6 +222,7 @@ public class IndexGeneratorJob implements Jobby
final HadoopTuningConfig tuningConfig = config.getSchema().getTuningConfig();
final IncrementalIndexSchema indexSchema = new IncrementalIndexSchema.Builder()
.withMinTimestamp(theBucket.time.getMillis())
.withTimestampSpec(config.getSchema().getDataSchema().getParser().getParseSpec().getTimestampSpec())
.withDimensionsSpec(config.getSchema().getDataSchema().getParser())
.withQueryGranularity(config.getSchema().getDataSchema().getGranularitySpec().getQueryGranularity())
.withMetrics(aggs)

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@ -37,6 +37,7 @@ import com.metamx.common.guava.nary.BinaryFn;
import com.metamx.emitter.service.ServiceMetricEvent;
import io.druid.common.guava.CombiningSequence;
import io.druid.common.utils.JodaUtils;
import io.druid.data.input.impl.TimestampSpec;
import io.druid.granularity.QueryGranularity;
import io.druid.query.CacheStrategy;
import io.druid.query.DruidMetrics;
@ -332,6 +333,13 @@ public class SegmentMetadataQueryQueryToolChest extends QueryToolChest<SegmentAn
}
}
final TimestampSpec timestampSpec = TimestampSpec.mergeTimestampSpec(
Lists.newArrayList(
arg1.getTimestampSpec(),
arg2.getTimestampSpec()
)
);
final QueryGranularity queryGranularity = QueryGranularity.mergeQueryGranularities(
Lists.newArrayList(
arg1.getQueryGranularity(),
@ -354,6 +362,7 @@ public class SegmentMetadataQueryQueryToolChest extends QueryToolChest<SegmentAn
arg1.getSize() + arg2.getSize(),
arg1.getNumRows() + arg2.getNumRows(),
aggregators.isEmpty() ? null : aggregators,
timestampSpec,
queryGranularity
);
}
@ -368,6 +377,7 @@ public class SegmentMetadataQueryQueryToolChest extends QueryToolChest<SegmentAn
analysis.getSize(),
analysis.getNumRows(),
analysis.getAggregators(),
analysis.getTimestampSpec(),
analysis.getQueryGranularity()
);
}

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@ -29,6 +29,7 @@ import com.google.inject.Inject;
import com.metamx.common.guava.Sequence;
import com.metamx.common.guava.Sequences;
import com.metamx.common.logger.Logger;
import io.druid.data.input.impl.TimestampSpec;
import io.druid.granularity.QueryGranularity;
import io.druid.query.AbstractPrioritizedCallable;
import io.druid.query.BaseQuery;
@ -127,6 +128,16 @@ public class SegmentMetadataQueryRunnerFactory implements QueryRunnerFactory<Seg
aggregators = null;
}
final TimestampSpec timestampSpec;
if (query.hasTimestampSpec()) {
if (metadata == null) {
metadata = segment.asStorageAdapter().getMetadata();
}
timestampSpec = metadata != null ? metadata.getTimestampSpec() : null;
} else {
timestampSpec = null;
}
final QueryGranularity queryGranularity;
if (query.hasQueryGranularity()) {
if (metadata == null) {
@ -146,6 +157,7 @@ public class SegmentMetadataQueryRunnerFactory implements QueryRunnerFactory<Seg
totalSize,
numRows,
aggregators,
timestampSpec,
queryGranularity
)
)

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@ -21,6 +21,7 @@ package io.druid.query.metadata.metadata;
import com.fasterxml.jackson.annotation.JsonCreator;
import com.fasterxml.jackson.annotation.JsonProperty;
import io.druid.data.input.impl.TimestampSpec;
import io.druid.granularity.QueryGranularity;
import io.druid.query.aggregation.AggregatorFactory;
import org.joda.time.Interval;
@ -37,6 +38,7 @@ public class SegmentAnalysis implements Comparable<SegmentAnalysis>
private final long size;
private final long numRows;
private final Map<String, AggregatorFactory> aggregators;
private final TimestampSpec timestampSpec;
private final QueryGranularity queryGranularity;
@JsonCreator
@ -47,6 +49,7 @@ public class SegmentAnalysis implements Comparable<SegmentAnalysis>
@JsonProperty("size") long size,
@JsonProperty("numRows") long numRows,
@JsonProperty("aggregators") Map<String, AggregatorFactory> aggregators,
@JsonProperty("timestampSpec") TimestampSpec timestampSpec,
@JsonProperty("queryGranularity") QueryGranularity queryGranularity
)
{
@ -56,6 +59,7 @@ public class SegmentAnalysis implements Comparable<SegmentAnalysis>
this.size = size;
this.numRows = numRows;
this.aggregators = aggregators;
this.timestampSpec = timestampSpec;
this.queryGranularity = queryGranularity;
}
@ -89,6 +93,12 @@ public class SegmentAnalysis implements Comparable<SegmentAnalysis>
return numRows;
}
@JsonProperty
public TimestampSpec getTimestampSpec()
{
return timestampSpec;
}
@JsonProperty
public QueryGranularity getQueryGranularity()
{
@ -111,6 +121,7 @@ public class SegmentAnalysis implements Comparable<SegmentAnalysis>
", size=" + size +
", numRows=" + numRows +
", aggregators=" + aggregators +
", timestampSpec=" + timestampSpec +
", queryGranularity=" + queryGranularity +
'}';
}
@ -134,6 +145,7 @@ public class SegmentAnalysis implements Comparable<SegmentAnalysis>
Objects.equals(interval, that.interval) &&
Objects.equals(columns, that.columns) &&
Objects.equals(aggregators, that.aggregators) &&
Objects.equals(timestampSpec, that.timestampSpec) &&
Objects.equals(queryGranularity, that.queryGranularity);
}
@ -144,7 +156,7 @@ public class SegmentAnalysis implements Comparable<SegmentAnalysis>
@Override
public int hashCode()
{
return Objects.hash(id, interval, columns, size, numRows, aggregators, queryGranularity);
return Objects.hash(id, interval, columns, size, numRows, aggregators, timestampSpec, queryGranularity);
}
@Override

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@ -57,6 +57,7 @@ public class SegmentMetadataQuery extends BaseQuery<SegmentAnalysis>
INTERVAL,
AGGREGATORS,
MINMAX,
TIMESTAMPSPEC,
QUERYGRANULARITY;
@JsonValue
@ -188,6 +189,11 @@ public class SegmentMetadataQuery extends BaseQuery<SegmentAnalysis>
return analysisTypes.contains(AnalysisType.AGGREGATORS);
}
public boolean hasTimestampSpec()
{
return analysisTypes.contains(AnalysisType.TIMESTAMPSPEC);
}
public boolean hasQueryGranularity()
{
return analysisTypes.contains(AnalysisType.QUERYGRANULARITY);

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@ -20,6 +20,7 @@
package io.druid.segment;
import com.fasterxml.jackson.annotation.JsonProperty;
import io.druid.data.input.impl.TimestampSpec;
import io.druid.granularity.QueryGranularity;
import io.druid.query.aggregation.AggregatorFactory;
@ -42,6 +43,9 @@ public class Metadata
@JsonProperty
private AggregatorFactory[] aggregators;
@JsonProperty
private TimestampSpec timestampSpec;
@JsonProperty
private QueryGranularity queryGranularity;
@ -61,6 +65,17 @@ public class Metadata
return this;
}
public TimestampSpec getTimestampSpec()
{
return timestampSpec;
}
public Metadata setTimestampSpec(TimestampSpec timestampSpec)
{
this.timestampSpec = timestampSpec;
return this;
}
public QueryGranularity getQueryGranularity()
{
return queryGranularity;
@ -111,6 +126,7 @@ public class Metadata
? new ArrayList<AggregatorFactory[]>()
: null;
List<TimestampSpec> timestampSpecsToMerge = new ArrayList<>();
List<QueryGranularity> gransToMerge = new ArrayList<>();
for (Metadata metadata : toBeMerged) {
@ -120,6 +136,10 @@ public class Metadata
aggregatorsToMerge.add(metadata.getAggregators());
}
if (timestampSpecsToMerge != null && metadata.getTimestampSpec() != null) {
timestampSpecsToMerge.add(metadata.getTimestampSpec());
}
if (gransToMerge != null) {
gransToMerge.add(metadata.getQueryGranularity());
}
@ -128,6 +148,7 @@ public class Metadata
//if metadata and hence aggregators and queryGranularity for some segment being merged are unknown then
//final merged segment should not have same in metadata
aggregatorsToMerge = null;
timestampSpecsToMerge = null;
gransToMerge = null;
}
}
@ -143,6 +164,10 @@ public class Metadata
result.setAggregators(overrideMergedAggregators);
}
if (timestampSpecsToMerge != null) {
result.setTimestampSpec(TimestampSpec.mergeTimestampSpec(timestampSpecsToMerge));
}
if (gransToMerge != null) {
result.setQueryGranularity(QueryGranularity.mergeQueryGranularities(gransToMerge));
}
@ -171,9 +196,12 @@ public class Metadata
if (!Arrays.equals(aggregators, metadata.aggregators)) {
return false;
}
return !(queryGranularity != null
? !queryGranularity.equals(metadata.queryGranularity)
: metadata.queryGranularity != null);
if (timestampSpec != null ? !timestampSpec.equals(metadata.timestampSpec) : metadata.timestampSpec != null) {
return false;
}
return queryGranularity != null
? queryGranularity.equals(metadata.queryGranularity)
: metadata.queryGranularity == null;
}
@ -181,7 +209,8 @@ public class Metadata
public int hashCode()
{
int result = container.hashCode();
result = 31 * result + (aggregators != null ? Arrays.hashCode(aggregators) : 0);
result = 31 * result + Arrays.hashCode(aggregators);
result = 31 * result + (timestampSpec != null ? timestampSpec.hashCode() : 0);
result = 31 * result + (queryGranularity != null ? queryGranularity.hashCode() : 0);
return result;
}
@ -190,9 +219,9 @@ public class Metadata
public String toString()
{
return "Metadata{" +
"container=" + container +
", aggregators=" + Arrays.toString(aggregators) +
", timestampSpec=" + timestampSpec +
", queryGranularity=" + queryGranularity +
'}';
}

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@ -410,6 +410,7 @@ public abstract class IncrementalIndex<AggregatorType> implements Iterable<Row>,
this.metadata = new Metadata()
.setAggregators(getCombiningAggregators(metrics))
.setTimestampSpec(incrementalIndexSchema.getTimestampSpec())
.setQueryGranularity(this.gran);
this.aggs = initAggs(metrics, rowSupplier, deserializeComplexMetrics);

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@ -21,8 +21,9 @@ package io.druid.segment.incremental;
import io.druid.data.input.impl.DimensionsSpec;
import io.druid.data.input.impl.InputRowParser;
import io.druid.granularity.QueryGranularity;
import io.druid.data.input.impl.TimestampSpec;
import io.druid.granularity.QueryGranularities;
import io.druid.granularity.QueryGranularity;
import io.druid.query.aggregation.AggregatorFactory;
/**
@ -30,18 +31,21 @@ import io.druid.query.aggregation.AggregatorFactory;
public class IncrementalIndexSchema
{
private final long minTimestamp;
private final TimestampSpec timestampSpec;
private final QueryGranularity gran;
private final DimensionsSpec dimensionsSpec;
private final AggregatorFactory[] metrics;
public IncrementalIndexSchema(
long minTimestamp,
TimestampSpec timestampSpec,
QueryGranularity gran,
DimensionsSpec dimensionsSpec,
AggregatorFactory[] metrics
)
{
this.minTimestamp = minTimestamp;
this.timestampSpec = timestampSpec;
this.gran = gran;
this.dimensionsSpec = dimensionsSpec;
this.metrics = metrics;
@ -52,6 +56,11 @@ public class IncrementalIndexSchema
return minTimestamp;
}
public TimestampSpec getTimestampSpec()
{
return timestampSpec;
}
public QueryGranularity getGran()
{
return gran;
@ -70,6 +79,7 @@ public class IncrementalIndexSchema
public static class Builder
{
private long minTimestamp;
private TimestampSpec timestampSpec;
private QueryGranularity gran;
private DimensionsSpec dimensionsSpec;
private AggregatorFactory[] metrics;
@ -88,6 +98,24 @@ public class IncrementalIndexSchema
return this;
}
public Builder withTimestampSpec(TimestampSpec timestampSpec)
{
this.timestampSpec = timestampSpec;
return this;
}
public Builder withTimestampSpec(InputRowParser parser)
{
if (parser != null
&& parser.getParseSpec() != null
&& parser.getParseSpec().getTimestampSpec() != null) {
this.timestampSpec = parser.getParseSpec().getTimestampSpec();
} else {
this.timestampSpec = new TimestampSpec(null, null, null);
}
return this;
}
public Builder withQueryGranularity(QueryGranularity gran)
{
this.gran = gran;
@ -122,7 +150,7 @@ public class IncrementalIndexSchema
public IncrementalIndexSchema build()
{
return new IncrementalIndexSchema(
minTimestamp, gran, dimensionsSpec, metrics
minTimestamp, timestampSpec, gran, dimensionsSpec, metrics
);
}
}

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@ -86,6 +86,7 @@ public class SegmentMetadataQueryQueryToolChestTest
), 71982,
100,
null,
null,
null
);
@ -115,6 +116,7 @@ public class SegmentMetadataQueryQueryToolChestTest
"foo", new LongSumAggregatorFactory("foo", "foo"),
"baz", new DoubleSumAggregatorFactory("baz", "baz")
),
null,
null
);
final SegmentAnalysis analysis2 = new SegmentAnalysis(
@ -127,6 +129,7 @@ public class SegmentMetadataQueryQueryToolChestTest
"foo", new LongSumAggregatorFactory("foo", "foo"),
"bar", new DoubleSumAggregatorFactory("bar", "bar")
),
null,
null
);
@ -158,6 +161,7 @@ public class SegmentMetadataQueryQueryToolChestTest
0,
0,
null,
null,
null
);
final SegmentAnalysis analysis2 = new SegmentAnalysis(
@ -170,6 +174,7 @@ public class SegmentMetadataQueryQueryToolChestTest
"foo", new LongSumAggregatorFactory("foo", "foo"),
"bar", new DoubleSumAggregatorFactory("bar", "bar")
),
null,
null
);
@ -193,6 +198,7 @@ public class SegmentMetadataQueryQueryToolChestTest
0,
0,
null,
null,
null
);
final SegmentAnalysis analysis2 = new SegmentAnalysis(
@ -202,6 +208,7 @@ public class SegmentMetadataQueryQueryToolChestTest
0,
0,
null,
null,
null
);
@ -222,6 +229,7 @@ public class SegmentMetadataQueryQueryToolChestTest
"foo", new LongSumAggregatorFactory("foo", "foo"),
"bar", new DoubleSumAggregatorFactory("bar", "bar")
),
null,
null
);
final SegmentAnalysis analysis2 = new SegmentAnalysis(
@ -235,6 +243,7 @@ public class SegmentMetadataQueryQueryToolChestTest
"bar", new DoubleMaxAggregatorFactory("bar", "bar"),
"baz", new LongMaxAggregatorFactory("baz", "baz")
),
null,
null
);

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@ -28,6 +28,7 @@ import com.google.common.collect.Maps;
import com.google.common.util.concurrent.MoreExecutors;
import com.metamx.common.guava.Sequences;
import io.druid.common.utils.JodaUtils;
import io.druid.data.input.impl.TimestampSpec;
import io.druid.granularity.QueryGranularities;
import io.druid.jackson.DefaultObjectMapper;
import io.druid.query.BySegmentResultValue;
@ -181,6 +182,7 @@ public class SegmentMetadataQueryTest
), mmap1 ? 71982 : 72755,
1209,
null,
null,
null
);
expectedSegmentAnalysis2 = new SegmentAnalysis(
@ -223,6 +225,7 @@ public class SegmentMetadataQueryTest
), mmap2 ? 71982 : 72755,
1209,
null,
null,
null
);
}
@ -270,6 +273,7 @@ public class SegmentMetadataQueryTest
0,
expectedSegmentAnalysis1.getNumRows() + expectedSegmentAnalysis2.getNumRows(),
null,
null,
null
);
@ -337,6 +341,7 @@ public class SegmentMetadataQueryTest
0,
expectedSegmentAnalysis1.getNumRows() + expectedSegmentAnalysis2.getNumRows(),
null,
null,
null
);
@ -453,6 +458,7 @@ public class SegmentMetadataQueryTest
expectedSegmentAnalysis1.getSize() + expectedSegmentAnalysis2.getSize(),
expectedSegmentAnalysis1.getNumRows() + expectedSegmentAnalysis2.getNumRows(),
null,
null,
null
);
@ -503,6 +509,7 @@ public class SegmentMetadataQueryTest
0,
expectedSegmentAnalysis1.getNumRows() + expectedSegmentAnalysis2.getNumRows(),
null,
null,
null
);
@ -564,6 +571,7 @@ public class SegmentMetadataQueryTest
0,
expectedSegmentAnalysis1.getNumRows() + expectedSegmentAnalysis2.getNumRows(),
expectedAggregators,
null,
null
);
@ -600,6 +608,63 @@ public class SegmentMetadataQueryTest
exec.shutdownNow();
}
@Test
public void testSegmentMetadataQueryWithTimestampSpecMerge()
{
SegmentAnalysis mergedSegmentAnalysis = new SegmentAnalysis(
differentIds ? "merged" : "testSegment",
null,
ImmutableMap.of(
"placement",
new ColumnAnalysis(
ValueType.STRING.toString(),
false,
0,
0,
null,
null,
null
)
),
0,
expectedSegmentAnalysis1.getNumRows() + expectedSegmentAnalysis2.getNumRows(),
null,
new TimestampSpec("ds", "auto", null),
null
);
QueryToolChest toolChest = FACTORY.getToolchest();
ExecutorService exec = Executors.newCachedThreadPool();
QueryRunner myRunner = new FinalizeResultsQueryRunner<>(
toolChest.mergeResults(
FACTORY.mergeRunners(
MoreExecutors.sameThreadExecutor(),
Lists.<QueryRunner<SegmentAnalysis>>newArrayList(
toolChest.preMergeQueryDecoration(runner1),
toolChest.preMergeQueryDecoration(runner2)
)
)
),
toolChest
);
TestHelper.assertExpectedObjects(
ImmutableList.of(mergedSegmentAnalysis),
myRunner.run(
Druids.newSegmentMetadataQueryBuilder()
.dataSource("testing")
.intervals("2013/2014")
.toInclude(new ListColumnIncluderator(Arrays.asList("placement")))
.analysisTypes(SegmentMetadataQuery.AnalysisType.TIMESTAMPSPEC)
.merge(true)
.build(),
Maps.newHashMap()
),
"failed SegmentMetadata merging query"
);
exec.shutdownNow();
}
@Test
public void testSegmentMetadataQueryWithQueryGranularityMerge()
@ -622,6 +687,7 @@ public class SegmentMetadataQueryTest
0,
expectedSegmentAnalysis1.getNumRows() + expectedSegmentAnalysis2.getNumRows(),
null,
null,
QueryGranularities.NONE
);

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@ -126,6 +126,7 @@ public class SegmentMetadataUnionQueryTest
mmap ? 287928 : 291020,
4836,
null,
null,
null
);
SegmentMetadataQuery query = new Druids.SegmentMetadataQueryBuilder()

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@ -1765,12 +1765,12 @@ public class IndexMergerTest
private IncrementalIndex getIndexWithDims(List<String> dims)
{
IncrementalIndexSchema schema = new IncrementalIndexSchema(
0L,
QueryGranularities.NONE,
new DimensionsSpec(DimensionsSpec.getDefaultSchemas(dims), null, null),
new AggregatorFactory[]{new CountAggregatorFactory("count")}
);
IncrementalIndexSchema schema = new IncrementalIndexSchema.Builder()
.withMinTimestamp(0L)
.withQueryGranularity(QueryGranularities.NONE)
.withDimensionsSpec(new DimensionsSpec(DimensionsSpec.getDefaultSchemas(dims), null, null))
.withMetrics(new AggregatorFactory[]{new CountAggregatorFactory("count")})
.build();
return new OnheapIncrementalIndex(schema, true, 1000);
}

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@ -21,6 +21,7 @@ package io.druid.segment;
import com.fasterxml.jackson.databind.ObjectMapper;
import com.google.common.collect.ImmutableList;
import io.druid.data.input.impl.TimestampSpec;
import io.druid.granularity.QueryGranularities;
import io.druid.jackson.DefaultObjectMapper;
import io.druid.query.aggregation.AggregatorFactory;
@ -78,11 +79,13 @@ public class MetadataTest
Metadata m1 = new Metadata();
m1.put("k", "v");
m1.setAggregators(aggs);
m1.setTimestampSpec(new TimestampSpec("ds", "auto", null));
m1.setQueryGranularity(QueryGranularities.ALL);
Metadata m2 = new Metadata();
m2.put("k", "v");
m2.setAggregators(aggs);
m2.setTimestampSpec(new TimestampSpec("ds", "auto", null));
m2.setQueryGranularity(QueryGranularities.ALL);
Metadata merged = new Metadata();
@ -92,6 +95,7 @@ public class MetadataTest
new LongMaxAggregatorFactory("n", "n")
}
);
merged.setTimestampSpec(new TimestampSpec("ds", "auto", null));
merged.setQueryGranularity(QueryGranularities.ALL);
Assert.assertEquals(merged, Metadata.merge(ImmutableList.of(m1, m2), null));
@ -102,6 +106,7 @@ public class MetadataTest
metadataToBeMerged.add(null);
merged.setAggregators(null);
merged.setTimestampSpec(null);
merged.setQueryGranularity(null);
Assert.assertEquals(merged, Metadata.merge(metadataToBeMerged, null));
@ -116,6 +121,7 @@ public class MetadataTest
Metadata.merge(metadataToBeMerged, explicitAggs)
);
merged.setTimestampSpec(new TimestampSpec("ds", "auto", null));
merged.setQueryGranularity(QueryGranularities.ALL);
Assert.assertEquals(
merged,

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@ -178,6 +178,7 @@ public class TestIndex
{
final IncrementalIndexSchema schema = new IncrementalIndexSchema.Builder()
.withMinTimestamp(new DateTime("2011-01-12T00:00:00.000Z").getMillis())
.withTimestampSpec(new TimestampSpec("ds", "auto", null))
.withQueryGranularity(QueryGranularities.NONE)
.withMetrics(METRIC_AGGS)
.build();

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@ -87,12 +87,12 @@ public class IncrementalIndexTest
new SelectorDimFilter("billy", "A", null)
)
};
final IncrementalIndexSchema schema = new IncrementalIndexSchema(
0,
QueryGranularities.MINUTE,
dimensions,
metrics
);
final IncrementalIndexSchema schema = new IncrementalIndexSchema.Builder()
.withMinTimestamp(0)
.withQueryGranularity(QueryGranularities.MINUTE)
.withDimensionsSpec(dimensions)
.withMetrics(metrics)
.build();
final List<Object[]> constructors = Lists.newArrayList();
for (final Boolean sortFacts : ImmutableList.of(false, true)) {

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@ -232,6 +232,7 @@ public class Sink implements Iterable<FireHydrant>
{
final IncrementalIndexSchema indexSchema = new IncrementalIndexSchema.Builder()
.withMinTimestamp(minTimestamp)
.withTimestampSpec(schema.getParser())
.withQueryGranularity(schema.getGranularitySpec().getQueryGranularity())
.withDimensionsSpec(schema.getParser())
.withMetrics(schema.getAggregators())