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Original file line number Diff line number Diff line change
Expand Up @@ -24,6 +24,9 @@
import feast.store.serving.redis.RedisCustomIO.RedisMutation;
import feast.types.FeatureRowProto.FeatureRow;
import feast.types.FieldProto.Field;
import feast.types.ValueProto.Value;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
import java.util.Set;
import java.util.stream.Collectors;
Expand All @@ -42,17 +45,27 @@ public FeatureRowToRedisMutationDoFn(Map<String, FeatureSetSpec> featureSetSpecs

private RedisKey getKey(FeatureRow featureRow) {
FeatureSetSpec featureSetSpec = featureSetSpecs.get(featureRow.getFeatureSet());
Set<String> entityNames =
List<String> entityNames =
featureSetSpec.getEntitiesList().stream()
.map(EntitySpec::getName)
.collect(Collectors.toSet());
.sorted()
.collect(Collectors.toList());

Map<String, Field> entityFields = new HashMap<>();
Builder redisKeyBuilder = RedisKey.newBuilder().setFeatureSet(featureRow.getFeatureSet());
for (Field field : featureRow.getFieldsList()) {
if (entityNames.contains(field.getName())) {
redisKeyBuilder.addEntities(field);
entityFields.putIfAbsent(field.getName(),
Field.newBuilder()
.setName(field.getName())
.setValue(field.getValue())
.build()
);
}
}
for (String entityName : entityNames) {
redisKeyBuilder.addEntities(entityFields.get(entityName));
}
return redisKeyBuilder.build();
}

Expand Down
Original file line number Diff line number Diff line change
@@ -0,0 +1,132 @@
package feast.store.serving.redis;

import static org.junit.Assert.*;

import com.google.protobuf.Timestamp;
import feast.core.FeatureSetProto.EntitySpec;
import feast.core.FeatureSetProto.FeatureSetSpec;
import feast.core.FeatureSetProto.FeatureSpec;
import feast.ingestion.transform.ValidateFeatureRows;
import feast.storage.RedisProto.RedisKey;
import feast.store.serving.redis.RedisCustomIO.Method;
import feast.store.serving.redis.RedisCustomIO.RedisMutation;
import feast.test.TestUtil;
import feast.types.FeatureRowProto.FeatureRow;
import feast.types.FieldProto.Field;
import feast.types.ValueProto.Value;
import feast.types.ValueProto.ValueType.Enum;
import java.util.Arrays;
import java.util.Collections;
import java.util.HashMap;
import java.util.Map;
import org.apache.beam.sdk.extensions.protobuf.ProtoCoder;
import org.apache.beam.sdk.testing.PAssert;
import org.apache.beam.sdk.testing.TestPipeline;
import org.apache.beam.sdk.transforms.Create;
import org.apache.beam.sdk.transforms.ParDo;
import org.apache.beam.sdk.transforms.SerializableFunction;
import org.apache.beam.sdk.values.PCollection;
import org.junit.Rule;
import org.junit.Test;

public class FeatureRowToRedisMutationDoFnTest {

@Rule
public transient TestPipeline p = TestPipeline.create();

private FeatureSetSpec fs = FeatureSetSpec.newBuilder()
.setName("feature_set")
.setVersion(1)
.addEntities(
EntitySpec.newBuilder()
.setName("entity_id_primary")
.setValueType(Enum.INT32)
.build())
.addEntities(
EntitySpec.newBuilder()
.setName("entity_id_secondary")
.setValueType(Enum.STRING)
.build())
.addFeatures(
FeatureSpec.newBuilder().setName("feature_1").setValueType(Enum.STRING).build())
.addFeatures(
FeatureSpec.newBuilder().setName("feature_2").setValueType(Enum.INT64).build())
.build();

@Test
public void shouldConvertRowWithDuplicateEntitiesToValidKey() {
Map<String, FeatureSetSpec> featureSetSpecs = new HashMap<>();
featureSetSpecs.put("feature_set", fs);

FeatureRow offendingRow = FeatureRow.newBuilder()
.setFeatureSet("feature_set")
.setEventTimestamp(Timestamp.newBuilder().setSeconds(10))
.addFields(Field.newBuilder().setName("entity_id_primary")
.setValue(Value.newBuilder().setInt32Val(1)))
.addFields(Field.newBuilder().setName("entity_id_primary")
.setValue(Value.newBuilder().setInt32Val(2)))
.addFields(Field.newBuilder().setName("entity_id_secondary")
.setValue(Value.newBuilder().setStringVal("a")))
.build();

PCollection<RedisMutation> output = p
.apply(Create.of(Collections.singletonList(offendingRow)))
.setCoder(ProtoCoder.of(FeatureRow.class))
.apply(ParDo.of(new FeatureRowToRedisMutationDoFn(featureSetSpecs)));

RedisKey expectedKey = RedisKey.newBuilder()
.setFeatureSet("feature_set")
.addEntities(Field.newBuilder().setName("entity_id_primary")
.setValue(Value.newBuilder().setInt32Val(1)))
.addEntities(Field.newBuilder().setName("entity_id_secondary")
.setValue(Value.newBuilder().setStringVal("a")))
.build();

PAssert.that(output).satisfies((SerializableFunction<Iterable<RedisMutation>, Void>) input -> {
input.forEach(rm -> {
assert(Arrays.equals(rm.getKey(), expectedKey.toByteArray()));
assert(Arrays.equals(rm.getValue(), offendingRow.toByteArray()));
});
return null;
});
p.run();
}

@Test
public void shouldConvertRowWithOutOfOrderEntitiesToValidKey() {
Map<String, FeatureSetSpec> featureSetSpecs = new HashMap<>();
featureSetSpecs.put("feature_set", fs);

FeatureRow offendingRow = FeatureRow.newBuilder()
.setFeatureSet("feature_set")
.setEventTimestamp(Timestamp.newBuilder().setSeconds(10))
.addFields(Field.newBuilder().setName("entity_id_secondary")
.setValue(Value.newBuilder().setStringVal("a")))
.addFields(Field.newBuilder().setName("entity_id_primary")
.setValue(Value.newBuilder().setInt32Val(1)))
.build();

PCollection<RedisMutation> output = p
.apply(Create.of(Collections.singletonList(offendingRow)))
.setCoder(ProtoCoder.of(FeatureRow.class))
.apply(ParDo.of(new FeatureRowToRedisMutationDoFn(featureSetSpecs)));

RedisKey expectedKey = RedisKey.newBuilder()
.setFeatureSet("feature_set")
.addEntities(Field.newBuilder().setName("entity_id_primary")
.setValue(Value.newBuilder().setInt32Val(1)))
.addEntities(Field.newBuilder().setName("entity_id_secondary")
.setValue(Value.newBuilder().setStringVal("a")))
.build();

PAssert.that(output).satisfies((SerializableFunction<Iterable<RedisMutation>, Void>) input -> {
input.forEach(rm -> {
assert(Arrays.equals(rm.getKey(), expectedKey.toByteArray()));
assert(Arrays.equals(rm.getValue(), offendingRow.toByteArray()));
});
return null;
});
p.run();
}

}