Merged asterix_lsm_stabilization r924:r936.
git-svn-id: https://asterixdb.googlecode.com/svn/branches/asterix_lsm_length_filter@937 eaa15691-b419-025a-1212-ee371bd00084
diff --git a/asterix-algebra/src/main/java/edu/uci/ics/asterix/algebra/operators/physical/InvertedIndexPOperator.java b/asterix-algebra/src/main/java/edu/uci/ics/asterix/algebra/operators/physical/InvertedIndexPOperator.java
index c631530..9732c6c 100644
--- a/asterix-algebra/src/main/java/edu/uci/ics/asterix/algebra/operators/physical/InvertedIndexPOperator.java
+++ b/asterix-algebra/src/main/java/edu/uci/ics/asterix/algebra/operators/physical/InvertedIndexPOperator.java
@@ -44,11 +44,15 @@
import edu.uci.ics.hyracks.api.dataflow.value.ITypeTraits;
import edu.uci.ics.hyracks.api.dataflow.value.RecordDescriptor;
import edu.uci.ics.hyracks.api.job.JobSpecification;
+import edu.uci.ics.hyracks.data.std.accessors.PointableBinaryComparatorFactory;
+import edu.uci.ics.hyracks.data.std.primitive.ShortPointable;
import edu.uci.ics.hyracks.dataflow.std.file.IFileSplitProvider;
+import edu.uci.ics.hyracks.storage.am.common.dataflow.IIndexDataflowHelperFactory;
import edu.uci.ics.hyracks.storage.am.common.impls.NoOpOperationCallbackFactory;
import edu.uci.ics.hyracks.storage.am.lsm.invertedindex.api.IInvertedIndexSearchModifierFactory;
import edu.uci.ics.hyracks.storage.am.lsm.invertedindex.dataflow.LSMInvertedIndexDataflowHelperFactory;
import edu.uci.ics.hyracks.storage.am.lsm.invertedindex.dataflow.LSMInvertedIndexSearchOperatorDescriptor;
+import edu.uci.ics.hyracks.storage.am.lsm.invertedindex.dataflow.PartitionedLSMInvertedIndexDataflowHelperFactory;
import edu.uci.ics.hyracks.storage.am.lsm.invertedindex.tokenizers.IBinaryTokenizerFactory;
/**
@@ -56,13 +60,21 @@
* inverted-index search.
*/
public class InvertedIndexPOperator extends IndexSearchPOperator {
- public InvertedIndexPOperator(IDataSourceIndex<String, AqlSourceId> idx, boolean requiresBroadcast) {
+ private final boolean isPartitioned;
+
+ public InvertedIndexPOperator(IDataSourceIndex<String, AqlSourceId> idx, boolean requiresBroadcast,
+ boolean isPartitioned) {
super(idx, requiresBroadcast);
+ this.isPartitioned = isPartitioned;
}
@Override
public PhysicalOperatorTag getOperatorTag() {
- return PhysicalOperatorTag.INVERTED_INDEX_SEARCH;
+ if (isPartitioned) {
+ return PhysicalOperatorTag.FUZZY_INVERTED_INDEX_SEARCH;
+ } else {
+ return PhysicalOperatorTag.INVERTED_INDEX_SEARCH;
+ }
}
@Override
@@ -139,18 +151,23 @@
}
// TODO: For now we assume the type of the generated tokens is the
- // same
- // as the indexed field.
+ // same as the indexed field.
// We need a better way of expressing this because tokens may be
- // hashed,
- // or an inverted-index may index a list type, etc.
- ITypeTraits[] tokenTypeTraits = new ITypeTraits[numSecondaryKeys];
- IBinaryComparatorFactory[] tokenComparatorFactories = new IBinaryComparatorFactory[numSecondaryKeys];
+ // hashed, or an inverted-index may index a list type, etc.
+ int numTokenKeys = (!isPartitioned) ? numSecondaryKeys : numSecondaryKeys + 1;
+ ITypeTraits[] tokenTypeTraits = new ITypeTraits[numTokenKeys];
+ IBinaryComparatorFactory[] tokenComparatorFactories = new IBinaryComparatorFactory[numTokenKeys];
for (int i = 0; i < numSecondaryKeys; i++) {
tokenComparatorFactories[i] = InvertedIndexAccessMethod
.getTokenBinaryComparatorFactory(secondaryKeyType);
tokenTypeTraits[i] = InvertedIndexAccessMethod.getTokenTypeTrait(secondaryKeyType);
}
+ if (isPartitioned) {
+ // The partitioning field is hardcoded to be a short *without* an Asterix type tag.
+ tokenComparatorFactories[numSecondaryKeys] = PointableBinaryComparatorFactory
+ .of(ShortPointable.FACTORY);
+ tokenTypeTraits[numSecondaryKeys] = ShortPointable.TYPE_TRAITS;
+ }
IVariableTypeEnvironment typeEnv = context.getTypeEnvironment(unnestMap);
List<LogicalVariable> outputVars = unnestMap.getVariables();
@@ -170,9 +187,6 @@
Pair<IFileSplitProvider, AlgebricksPartitionConstraint> secondarySplitsAndConstraint = metadataProvider
.splitProviderAndPartitionConstraintsForInternalOrFeedDataset(dataset.getDataverseName(),
datasetName, indexName);
- Pair<IFileSplitProvider, IFileSplitProvider> fileSplitProviders = metadataProvider
- .getInvertedIndexFileSplitProviders(secondarySplitsAndConstraint.first);
-
// TODO: Here we assume there is only one search key field.
int queryField = keyFields[0];
// Get tokenizer and search modifier factories.
@@ -180,14 +194,24 @@
.getSearchModifierFactory(searchModifierType, simThresh, secondaryIndex);
IBinaryTokenizerFactory queryTokenizerFactory = InvertedIndexAccessMethod.getBinaryTokenizerFactory(
searchModifierType, searchKeyType, secondaryIndex);
+ IIndexDataflowHelperFactory dataflowHelperFactory;
+ if (!isPartitioned) {
+ dataflowHelperFactory = new LSMInvertedIndexDataflowHelperFactory(
+ AsterixRuntimeComponentsProvider.LSMINVERTEDINDEX_PROVIDER,
+ AsterixRuntimeComponentsProvider.LSMINVERTEDINDEX_PROVIDER,
+ AsterixRuntimeComponentsProvider.LSMINVERTEDINDEX_PROVIDER,
+ AsterixRuntimeComponentsProvider.LSMINVERTEDINDEX_PROVIDER);
+ } else {
+ dataflowHelperFactory = new PartitionedLSMInvertedIndexDataflowHelperFactory(
+ AsterixRuntimeComponentsProvider.LSMINVERTEDINDEX_PROVIDER,
+ AsterixRuntimeComponentsProvider.LSMINVERTEDINDEX_PROVIDER,
+ AsterixRuntimeComponentsProvider.LSMINVERTEDINDEX_PROVIDER,
+ AsterixRuntimeComponentsProvider.LSMINVERTEDINDEX_PROVIDER);
+ }
LSMInvertedIndexSearchOperatorDescriptor invIndexSearchOp = new LSMInvertedIndexSearchOperatorDescriptor(
jobSpec, queryField, appContext.getStorageManagerInterface(), secondarySplitsAndConstraint.first,
appContext.getIndexLifecycleManagerProvider(), tokenTypeTraits, tokenComparatorFactories,
- invListsTypeTraits, invListsComparatorFactories, new LSMInvertedIndexDataflowHelperFactory(
- AsterixRuntimeComponentsProvider.LSMINVERTEDINDEX_PROVIDER,
- AsterixRuntimeComponentsProvider.LSMINVERTEDINDEX_PROVIDER,
- AsterixRuntimeComponentsProvider.LSMINVERTEDINDEX_PROVIDER,
- AsterixRuntimeComponentsProvider.LSMINVERTEDINDEX_PROVIDER), queryTokenizerFactory,
+ invListsTypeTraits, invListsComparatorFactories, dataflowHelperFactory, queryTokenizerFactory,
searchModifierFactory, outputRecDesc, retainInput, NoOpOperationCallbackFactory.INSTANCE);
return new Pair<IOperatorDescriptor, AlgebricksPartitionConstraint>(invIndexSearchOp,
secondarySplitsAndConstraint.second);
diff --git a/asterix-algebra/src/main/java/edu/uci/ics/asterix/optimizer/rules/SetAsterixPhysicalOperatorsRule.java b/asterix-algebra/src/main/java/edu/uci/ics/asterix/optimizer/rules/SetAsterixPhysicalOperatorsRule.java
index 19791e3..066de80 100644
--- a/asterix-algebra/src/main/java/edu/uci/ics/asterix/optimizer/rules/SetAsterixPhysicalOperatorsRule.java
+++ b/asterix-algebra/src/main/java/edu/uci/ics/asterix/optimizer/rules/SetAsterixPhysicalOperatorsRule.java
@@ -173,12 +173,14 @@
op.setPhysicalOperator(new RTreeSearchPOperator(dsi, requiresBroadcast));
break;
}
- case WORD_INVIX: {
- op.setPhysicalOperator(new InvertedIndexPOperator(dsi, requiresBroadcast));
+ case WORD_INVIX:
+ case NGRAM_INVIX: {
+ op.setPhysicalOperator(new InvertedIndexPOperator(dsi, requiresBroadcast, false));
break;
}
- case NGRAM_INVIX: {
- op.setPhysicalOperator(new InvertedIndexPOperator(dsi, requiresBroadcast));
+ case FUZZY_WORD_INVIX:
+ case FUZZY_NGRAM_INVIX: {
+ op.setPhysicalOperator(new InvertedIndexPOperator(dsi, requiresBroadcast, true));
break;
}
default: {
diff --git a/asterix-algebra/src/main/java/edu/uci/ics/asterix/optimizer/rules/am/AccessMethodUtils.java b/asterix-algebra/src/main/java/edu/uci/ics/asterix/optimizer/rules/am/AccessMethodUtils.java
index 3215707..f62abb9 100644
--- a/asterix-algebra/src/main/java/edu/uci/ics/asterix/optimizer/rules/am/AccessMethodUtils.java
+++ b/asterix-algebra/src/main/java/edu/uci/ics/asterix/optimizer/rules/am/AccessMethodUtils.java
@@ -132,7 +132,9 @@
switch (index.getIndexType()) {
case BTREE:
case WORD_INVIX:
- case NGRAM_INVIX: {
+ case NGRAM_INVIX:
+ case FUZZY_WORD_INVIX:
+ case FUZZY_NGRAM_INVIX: {
return index.getKeyFieldNames().size();
}
case RTREE: {
diff --git a/asterix-algebra/src/main/java/edu/uci/ics/asterix/optimizer/rules/am/InvertedIndexAccessMethod.java b/asterix-algebra/src/main/java/edu/uci/ics/asterix/optimizer/rules/am/InvertedIndexAccessMethod.java
index 194a44f..97ed2a4 100644
--- a/asterix-algebra/src/main/java/edu/uci/ics/asterix/optimizer/rules/am/InvertedIndexAccessMethod.java
+++ b/asterix-algebra/src/main/java/edu/uci/ics/asterix/optimizer/rules/am/InvertedIndexAccessMethod.java
@@ -649,7 +649,8 @@
AInt32 edThresh = (AInt32) intObj;
int mergeThreshold = 0;
// We can only optimize edit distance on strings using an ngram index.
- if (listOrStrObj.getType().getTypeTag() == ATypeTag.STRING && index.getIndexType() == IndexType.NGRAM_INVIX) {
+ if (listOrStrObj.getType().getTypeTag() == ATypeTag.STRING
+ && (index.getIndexType() == IndexType.NGRAM_INVIX || index.getIndexType() == IndexType.FUZZY_NGRAM_INVIX)) {
AString astr = (AString) listOrStrObj;
// Compute merge threshold.
mergeThreshold = (astr.getStringValue().length() + index.getGramLength() - 1)
@@ -657,7 +658,7 @@
}
// We can only optimize edit distance on lists using a word index.
if ((listOrStrObj.getType().getTypeTag() == ATypeTag.ORDEREDLIST || listOrStrObj.getType().getTypeTag() == ATypeTag.UNORDEREDLIST)
- && index.getIndexType() == IndexType.WORD_INVIX) {
+ && (index.getIndexType() == IndexType.WORD_INVIX || index.getIndexType() == IndexType.FUZZY_WORD_INVIX)) {
IACollection alist = (IACollection) listOrStrObj;
// Compute merge threshold.
mergeThreshold = alist.size() - edThresh.getIntegerValue();
@@ -683,11 +684,11 @@
AbstractFunctionCallExpression nonConstfuncExpr = (AbstractFunctionCallExpression) nonConstArg;
// We can use this index if the tokenization function matches the index type.
if (nonConstfuncExpr.getFunctionIdentifier() == AsterixBuiltinFunctions.WORD_TOKENS
- && index.getIndexType() == IndexType.WORD_INVIX) {
+ && (index.getIndexType() == IndexType.WORD_INVIX || index.getIndexType() == IndexType.FUZZY_WORD_INVIX)) {
return true;
}
if (nonConstfuncExpr.getFunctionIdentifier() == AsterixBuiltinFunctions.GRAM_TOKENS
- && index.getIndexType() == IndexType.NGRAM_INVIX) {
+ && (index.getIndexType() == IndexType.NGRAM_INVIX || index.getIndexType() == IndexType.FUZZY_NGRAM_INVIX)) {
return true;
}
}
@@ -700,7 +701,7 @@
}
// We can only optimize contains with ngram indexes.
if (optFuncExpr.getFuncExpr().getFunctionIdentifier() == AsterixBuiltinFunctions.CONTAINS
- && index.getIndexType() == IndexType.NGRAM_INVIX) {
+ && (index.getIndexType() == IndexType.NGRAM_INVIX || index.getIndexType() == IndexType.FUZZY_NGRAM_INVIX)) {
// Check that the constant search string has at least gramLength characters.
AsterixConstantValue strConstVal = (AsterixConstantValue) optFuncExpr.getConstantVal(0);
IAObject strObj = strConstVal.getObject();
@@ -753,10 +754,12 @@
public static IBinaryTokenizerFactory getBinaryTokenizerFactory(SearchModifierType searchModifierType,
ATypeTag searchKeyType, Index index) throws AlgebricksException {
switch (index.getIndexType()) {
- case WORD_INVIX: {
+ case WORD_INVIX:
+ case FUZZY_WORD_INVIX: {
return AqlBinaryTokenizerFactoryProvider.INSTANCE.getWordTokenizerFactory(searchKeyType, false);
}
- case NGRAM_INVIX: {
+ case NGRAM_INVIX:
+ case FUZZY_NGRAM_INVIX: {
// Make sure not to use pre- and postfixing for conjunctive searches.
boolean prePost = (searchModifierType == SearchModifierType.CONJUNCTIVE) ? false : true;
return AqlBinaryTokenizerFactoryProvider.INSTANCE.getNGramTokenizerFactory(searchKeyType,
@@ -771,10 +774,12 @@
public static IBinaryTokenizerFactory getBinaryTokenizerFactory(ATypeTag keyType, IndexType indexType,
int gramLength) throws AlgebricksException {
switch (indexType) {
- case WORD_INVIX: {
+ case WORD_INVIX:
+ case FUZZY_WORD_INVIX: {
return AqlBinaryTokenizerFactoryProvider.INSTANCE.getWordTokenizerFactory(keyType, false);
}
- case NGRAM_INVIX: {
+ case NGRAM_INVIX:
+ case FUZZY_NGRAM_INVIX: {
return AqlBinaryTokenizerFactoryProvider.INSTANCE.getNGramTokenizerFactory(keyType, gramLength, true,
false);
}
@@ -797,11 +802,13 @@
case EDIT_DISTANCE: {
int edThresh = ((AInt32) simThresh).getIntegerValue();
switch (index.getIndexType()) {
- case NGRAM_INVIX: {
+ case NGRAM_INVIX:
+ case FUZZY_NGRAM_INVIX: {
// Edit distance on strings, filtered with overlapping grams.
return new EditDistanceSearchModifierFactory(index.getGramLength(), edThresh);
}
- case WORD_INVIX: {
+ case WORD_INVIX:
+ case FUZZY_WORD_INVIX: {
// Edit distance on two lists. The list-elements are non-overlapping.
return new ListEditDistanceSearchModifierFactory(edThresh);
}
diff --git a/asterix-app/src/main/java/edu/uci/ics/asterix/file/SecondaryIndexCreator.java b/asterix-app/src/main/java/edu/uci/ics/asterix/file/SecondaryIndexCreator.java
index a92afd5..080b103 100644
--- a/asterix-app/src/main/java/edu/uci/ics/asterix/file/SecondaryIndexCreator.java
+++ b/asterix-app/src/main/java/edu/uci/ics/asterix/file/SecondaryIndexCreator.java
@@ -101,7 +101,9 @@
break;
}
case WORD_INVIX:
- case NGRAM_INVIX: {
+ case NGRAM_INVIX:
+ case FUZZY_WORD_INVIX:
+ case FUZZY_NGRAM_INVIX: {
indexCreator = new SecondaryInvertedIndexCreator(physOptConf);
break;
}
diff --git a/asterix-app/src/main/java/edu/uci/ics/asterix/file/SecondaryInvertedIndexCreator.java b/asterix-app/src/main/java/edu/uci/ics/asterix/file/SecondaryInvertedIndexCreator.java
index c0cdd11..5e9a214 100644
--- a/asterix-app/src/main/java/edu/uci/ics/asterix/file/SecondaryInvertedIndexCreator.java
+++ b/asterix-app/src/main/java/edu/uci/ics/asterix/file/SecondaryInvertedIndexCreator.java
@@ -2,6 +2,7 @@
import java.util.List;
+import edu.uci.ics.asterix.common.config.DatasetConfig.IndexType;
import edu.uci.ics.asterix.common.context.AsterixRuntimeComponentsProvider;
import edu.uci.ics.asterix.common.exceptions.AsterixException;
import edu.uci.ics.asterix.metadata.declared.AqlMetadataProvider;
@@ -24,15 +25,20 @@
import edu.uci.ics.hyracks.api.dataflow.value.ITypeTraits;
import edu.uci.ics.hyracks.api.dataflow.value.RecordDescriptor;
import edu.uci.ics.hyracks.api.job.JobSpecification;
+import edu.uci.ics.hyracks.data.std.accessors.PointableBinaryComparatorFactory;
+import edu.uci.ics.hyracks.data.std.primitive.ShortPointable;
+import edu.uci.ics.hyracks.dataflow.common.data.marshalling.ShortSerializerDeserializer;
import edu.uci.ics.hyracks.dataflow.std.base.AbstractOperatorDescriptor;
import edu.uci.ics.hyracks.dataflow.std.connectors.OneToOneConnectorDescriptor;
import edu.uci.ics.hyracks.dataflow.std.sort.ExternalSortOperatorDescriptor;
import edu.uci.ics.hyracks.storage.am.btree.dataflow.BTreeSearchOperatorDescriptor;
+import edu.uci.ics.hyracks.storage.am.common.dataflow.IIndexDataflowHelperFactory;
import edu.uci.ics.hyracks.storage.am.common.impls.NoOpOperationCallbackFactory;
import edu.uci.ics.hyracks.storage.am.lsm.invertedindex.dataflow.BinaryTokenizerOperatorDescriptor;
import edu.uci.ics.hyracks.storage.am.lsm.invertedindex.dataflow.LSMInvertedIndexBulkLoadOperatorDescriptor;
import edu.uci.ics.hyracks.storage.am.lsm.invertedindex.dataflow.LSMInvertedIndexCreateOperatorDescriptor;
import edu.uci.ics.hyracks.storage.am.lsm.invertedindex.dataflow.LSMInvertedIndexDataflowHelperFactory;
+import edu.uci.ics.hyracks.storage.am.lsm.invertedindex.dataflow.PartitionedLSMInvertedIndexDataflowHelperFactory;
import edu.uci.ics.hyracks.storage.am.lsm.invertedindex.tokenizers.IBinaryTokenizerFactory;
import edu.uci.ics.hyracks.storage.common.file.ILocalResourceFactoryProvider;
import edu.uci.ics.hyracks.storage.common.file.TransientLocalResourceFactoryProvider;
@@ -48,7 +54,8 @@
private int numTokenKeyPairFields;
private IBinaryComparatorFactory[] tokenKeyPairComparatorFactories;
private RecordDescriptor tokenKeyPairRecDesc;
-
+ private boolean isPartitioned;
+
protected SecondaryInvertedIndexCreator(PhysicalOptimizationConfig physOptConf) {
super(physOptConf);
}
@@ -64,6 +71,11 @@
if (numSecondaryKeys > 1) {
throw new AsterixException("Cannot create composite inverted index on multiple fields.");
}
+ if (createIndexStmt.getIndexType() == IndexType.FUZZY_WORD_INVIX || createIndexStmt.getIndexType() == IndexType.FUZZY_NGRAM_INVIX) {
+ isPartitioned = true;
+ } else {
+ isPartitioned = false;
+ }
// Prepare record descriptor used in the assign op, and the optional
// select op.
List<String> secondaryKeyFields = createIndexStmt.getKeyFields();
@@ -84,10 +96,16 @@
}
secondaryRecDesc = new RecordDescriptor(secondaryRecFields, secondaryTypeTraits);
// Comparators and type traits for tokens.
- tokenComparatorFactories = new IBinaryComparatorFactory[numSecondaryKeys];
- tokenTypeTraits = new ITypeTraits[numSecondaryKeys];
+ int numTokenFields = (!isPartitioned) ? numSecondaryKeys : numSecondaryKeys + 1;
+ tokenComparatorFactories = new IBinaryComparatorFactory[numTokenFields];
+ tokenTypeTraits = new ITypeTraits[numTokenFields];
tokenComparatorFactories[0] = InvertedIndexAccessMethod.getTokenBinaryComparatorFactory(secondaryKeyType);
tokenTypeTraits[0] = InvertedIndexAccessMethod.getTokenTypeTrait(secondaryKeyType);
+ if (isPartitioned) {
+ // The partitioning field is hardcoded to be a short *without* an Asterix type tag.
+ tokenComparatorFactories[1] = PointableBinaryComparatorFactory.of(ShortPointable.FACTORY);
+ tokenTypeTraits[1] = ShortPointable.TYPE_TRAITS;
+ }
// Set tokenizer factory.
// TODO: We might want to expose the hashing option at the AQL level,
// and add the choice to the index metadata.
@@ -100,8 +118,8 @@
invListsTypeTraits[i] = primaryRecDesc.getTypeTraits()[i];
}
// For tokenization, sorting and loading.
- // One token + primary keys.
- numTokenKeyPairFields = 1 + numPrimaryKeys;
+ // One token (+ optional partitioning field) + primary keys.
+ numTokenKeyPairFields = (!isPartitioned) ? 1 + numPrimaryKeys : 2 + numPrimaryKeys;
ISerializerDeserializer[] tokenKeyPairFields = new ISerializerDeserializer[numTokenKeyPairFields];
ITypeTraits[] tokenKeyPairTypeTraits = new ITypeTraits[numTokenKeyPairFields];
tokenKeyPairComparatorFactories = new IBinaryComparatorFactory[numTokenKeyPairFields];
@@ -109,10 +127,17 @@
tokenKeyPairTypeTraits[0] = tokenTypeTraits[0];
tokenKeyPairComparatorFactories[0] = InvertedIndexAccessMethod
.getTokenBinaryComparatorFactory(secondaryKeyType);
+ int pkOff = 1;
+ if (isPartitioned) {
+ tokenKeyPairFields[1] = ShortSerializerDeserializer.INSTANCE;
+ tokenKeyPairTypeTraits[1] = tokenTypeTraits[1];
+ tokenKeyPairComparatorFactories[1] = PointableBinaryComparatorFactory.of(ShortPointable.FACTORY);
+ pkOff = 2;
+ }
for (int i = 0; i < numPrimaryKeys; i++) {
- tokenKeyPairFields[i + 1] = primaryRecDesc.getFields()[i];
- tokenKeyPairTypeTraits[i + 1] = primaryRecDesc.getTypeTraits()[i];
- tokenKeyPairComparatorFactories[i + 1] = primaryComparatorFactories[i];
+ tokenKeyPairFields[i + pkOff] = primaryRecDesc.getFields()[i];
+ tokenKeyPairTypeTraits[i + pkOff] = primaryRecDesc.getTypeTraits()[i];
+ tokenKeyPairComparatorFactories[i + pkOff] = primaryComparatorFactories[i];
}
tokenKeyPairRecDesc = new RecordDescriptor(tokenKeyPairFields, tokenKeyPairTypeTraits);
}
@@ -120,17 +145,14 @@
@Override
public JobSpecification buildCreationJobSpec() throws AsterixException, AlgebricksException {
JobSpecification spec = new JobSpecification();
- //TODO replace the transient one to persistent one
+ // TODO: replace the transient one to persistent one.
ILocalResourceFactoryProvider localResourceFactoryProvider = new TransientLocalResourceFactoryProvider();
+ IIndexDataflowHelperFactory dataflowHelperFactory = createDataflowHelperFactory();
LSMInvertedIndexCreateOperatorDescriptor invIndexCreateOp = new LSMInvertedIndexCreateOperatorDescriptor(spec,
AsterixRuntimeComponentsProvider.NOINDEX_PROVIDER, secondaryFileSplitProvider,
AsterixRuntimeComponentsProvider.NOINDEX_PROVIDER, tokenTypeTraits, tokenComparatorFactories,
- invListsTypeTraits, primaryComparatorFactories, tokenizerFactory,
- new LSMInvertedIndexDataflowHelperFactory(AsterixRuntimeComponentsProvider.LSMINVERTEDINDEX_PROVIDER,
- AsterixRuntimeComponentsProvider.LSMINVERTEDINDEX_PROVIDER,
- AsterixRuntimeComponentsProvider.LSMINVERTEDINDEX_PROVIDER,
- AsterixRuntimeComponentsProvider.LSMINVERTEDINDEX_PROVIDER), localResourceFactoryProvider,
- NoOpOperationCallbackFactory.INSTANCE);
+ invListsTypeTraits, primaryComparatorFactories, tokenizerFactory, dataflowHelperFactory,
+ localResourceFactoryProvider, NoOpOperationCallbackFactory.INSTANCE);
AlgebricksPartitionConstraintHelper.setPartitionConstraintInJobSpec(spec, invIndexCreateOp,
secondaryPartitionConstraint);
spec.addRoot(invIndexCreateOp);
@@ -190,7 +212,7 @@
primaryKeyFields[i] = numSecondaryKeys + i;
}
BinaryTokenizerOperatorDescriptor tokenizerOp = new BinaryTokenizerOperatorDescriptor(spec,
- tokenKeyPairRecDesc, tokenizerFactory, docField, primaryKeyFields, false);
+ tokenKeyPairRecDesc, tokenizerFactory, docField, primaryKeyFields, isPartitioned);
AlgebricksPartitionConstraintHelper.setPartitionConstraintInJobSpec(spec, tokenizerOp,
primaryPartitionConstraint);
return tokenizerOp;
@@ -211,21 +233,34 @@
}
private LSMInvertedIndexBulkLoadOperatorDescriptor createInvertedIndexBulkLoadOp(JobSpecification spec) {
- int[] fieldPermutation = new int[numSecondaryKeys + numPrimaryKeys];
+ int[] fieldPermutation = new int[numTokenKeyPairFields];
for (int i = 0; i < numTokenKeyPairFields; i++) {
fieldPermutation[i] = i;
}
+ IIndexDataflowHelperFactory dataflowHelperFactory = createDataflowHelperFactory();
LSMInvertedIndexBulkLoadOperatorDescriptor invIndexBulkLoadOp = new LSMInvertedIndexBulkLoadOperatorDescriptor(
spec, fieldPermutation, false, AsterixRuntimeComponentsProvider.NOINDEX_PROVIDER,
secondaryFileSplitProvider, AsterixRuntimeComponentsProvider.NOINDEX_PROVIDER, tokenTypeTraits,
tokenComparatorFactories, invListsTypeTraits, primaryComparatorFactories, tokenizerFactory,
- new LSMInvertedIndexDataflowHelperFactory(AsterixRuntimeComponentsProvider.LSMINVERTEDINDEX_PROVIDER,
- AsterixRuntimeComponentsProvider.LSMINVERTEDINDEX_PROVIDER,
- AsterixRuntimeComponentsProvider.LSMINVERTEDINDEX_PROVIDER,
- AsterixRuntimeComponentsProvider.LSMINVERTEDINDEX_PROVIDER),
- NoOpOperationCallbackFactory.INSTANCE);
+ dataflowHelperFactory, NoOpOperationCallbackFactory.INSTANCE);
AlgebricksPartitionConstraintHelper.setPartitionConstraintInJobSpec(spec, invIndexBulkLoadOp,
secondaryPartitionConstraint);
return invIndexBulkLoadOp;
}
+
+ private IIndexDataflowHelperFactory createDataflowHelperFactory() {
+ if (!isPartitioned) {
+ return new LSMInvertedIndexDataflowHelperFactory(
+ AsterixRuntimeComponentsProvider.LSMINVERTEDINDEX_PROVIDER,
+ AsterixRuntimeComponentsProvider.LSMINVERTEDINDEX_PROVIDER,
+ AsterixRuntimeComponentsProvider.LSMINVERTEDINDEX_PROVIDER,
+ AsterixRuntimeComponentsProvider.LSMINVERTEDINDEX_PROVIDER);
+ } else {
+ return new PartitionedLSMInvertedIndexDataflowHelperFactory(
+ AsterixRuntimeComponentsProvider.LSMINVERTEDINDEX_PROVIDER,
+ AsterixRuntimeComponentsProvider.LSMINVERTEDINDEX_PROVIDER,
+ AsterixRuntimeComponentsProvider.LSMINVERTEDINDEX_PROVIDER,
+ AsterixRuntimeComponentsProvider.LSMINVERTEDINDEX_PROVIDER);
+ }
+ }
}
diff --git a/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-ngram-contains.aql b/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-ngram-contains.aql
new file mode 100644
index 0000000..54ec794
--- /dev/null
+++ b/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-ngram-contains.aql
@@ -0,0 +1,29 @@
+drop dataverse test if exists;
+create dataverse test;
+use dataverse test;
+
+create type DBLPType as closed {
+ id: int32,
+ dblpid: string,
+ title: string,
+ authors: string,
+ misc: string
+}
+
+create nodegroup group1 if not exists on nc1, nc2;
+
+create dataset DBLP(DBLPType)
+ partitioned by key id on group1;
+
+load dataset DBLP
+using "edu.uci.ics.asterix.external.dataset.adapter.NCFileSystemAdapter"
+(("path"="nc1://data/dblp-small/dblp-small-id.txt"),("format"="delimited-text"),("delimiter"=":")) pre-sorted;
+
+create index ngram_index on DBLP(title) type fuzzy ngram(3);
+
+write output to nc1:"rttest/index-selection_fuzzy-inverted-index-ngram-contains.adm";
+
+for $o in dataset('DBLP')
+where contains($o.title, "Multimedia")
+order by $o.id
+return $o
\ No newline at end of file
diff --git a/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-ngram-edit-distance-panic.aql b/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-ngram-edit-distance-panic.aql
new file mode 100644
index 0000000..8bfc878
--- /dev/null
+++ b/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-ngram-edit-distance-panic.aql
@@ -0,0 +1,29 @@
+drop dataverse test if exists;
+create dataverse test;
+use dataverse test;
+
+create type DBLPType as closed {
+ id: int32,
+ dblpid: string,
+ title: string,
+ authors: string,
+ misc: string
+}
+
+create nodegroup group1 if not exists on nc1, nc2;
+
+create dataset DBLP(DBLPType)
+ partitioned by key id on group1;
+
+load dataset DBLP
+using "edu.uci.ics.asterix.external.dataset.adapter.NCFileSystemAdapter"
+(("path"="nc1://data/dblp-small/dblp-small-id.txt"),("format"="delimited-text"),("delimiter"=":")) pre-sorted;
+
+create index ngram_index on DBLP(authors) type fuzzy ngram(3);
+
+write output to nc1:"rttest/index-selection_fuzzy-inverted-index-ngram-edit-distance-panic.adm";
+
+for $o in dataset('DBLP')
+let $ed := edit-distance-check($o.authors, "Amihay Motro", 5)
+where $ed[0]
+return $o
\ No newline at end of file
diff --git a/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-ngram-edit-distance.aql b/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-ngram-edit-distance.aql
new file mode 100644
index 0000000..6077389
--- /dev/null
+++ b/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-ngram-edit-distance.aql
@@ -0,0 +1,29 @@
+drop dataverse test if exists;
+create dataverse test;
+use dataverse test;
+
+create type DBLPType as closed {
+ id: int32,
+ dblpid: string,
+ title: string,
+ authors: string,
+ misc: string
+}
+
+create nodegroup group1 if not exists on nc1, nc2;
+
+create dataset DBLP(DBLPType)
+ partitioned by key id on group1;
+
+load dataset DBLP
+using "edu.uci.ics.asterix.external.dataset.adapter.NCFileSystemAdapter"
+(("path"="nc1://data/dblp-small/dblp-small-id.txt"),("format"="delimited-text"),("delimiter"=":")) pre-sorted;
+
+create index ngram_index on DBLP(authors) type fuzzy ngram(3);
+
+write output to nc1:"rttest/index-selection_fuzzy-inverted-index-ngram-edit-distance.adm";
+
+for $o in dataset('DBLP')
+let $ed := edit-distance-check($o.authors, "Amihay Motro", 1)
+where $ed[0]
+return $o
\ No newline at end of file
diff --git a/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-ngram-jaccard.aql b/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-ngram-jaccard.aql
new file mode 100644
index 0000000..314c3bd
--- /dev/null
+++ b/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-ngram-jaccard.aql
@@ -0,0 +1,29 @@
+drop dataverse test if exists;
+create dataverse test;
+use dataverse test;
+
+create type DBLPType as closed {
+ id: int32,
+ dblpid: string,
+ title: string,
+ authors: string,
+ misc: string
+}
+
+create nodegroup group1 if not exists on nc1, nc2;
+
+create dataset DBLP(DBLPType)
+ partitioned by key id on group1;
+
+load dataset DBLP
+using "edu.uci.ics.asterix.external.dataset.adapter.NCFileSystemAdapter"
+(("path"="nc1://data/dblp-small/dblp-small-id.txt"),("format"="delimited-text"),("delimiter"=":")) pre-sorted;
+
+create index ngram_index on DBLP(title) type fuzzy ngram(3);
+
+write output to nc1:"rttest/index-selection_fuzzy-inverted-index-ngram-jaccard.adm";
+
+for $o in dataset('DBLP')
+let $jacc := similarity-jaccard-check(gram-tokens($o.title, 3, false), gram-tokens("Transactions for Cooperative Environments", 3, false), 0.5f)
+where $jacc[0]
+return $o
\ No newline at end of file
diff --git a/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-olist-edit-distance-panic.aql b/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-olist-edit-distance-panic.aql
new file mode 100644
index 0000000..3a3a303
--- /dev/null
+++ b/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-olist-edit-distance-panic.aql
@@ -0,0 +1,37 @@
+drop dataverse test if exists;
+create dataverse test;
+use dataverse test;
+
+create type AddressType as closed {
+ number: int32,
+ street: string,
+ city: string
+}
+
+create type CustomerType as closed {
+ cid: int32,
+ name: string,
+ age: int32?,
+ address: AddressType?,
+ interests: [string],
+ children: [ { name: string, age: int32? } ]
+}
+
+create nodegroup group1 if not exists on nc1;
+
+create dataset Customers(CustomerType)
+ partitioned by key cid on group1;
+
+load dataset Customers
+using "edu.uci.ics.asterix.external.dataset.adapter.NCFileSystemAdapter"
+(("path"="nc1://data/semistructured/co1k_olist/customer.adm"),("format"="adm"));
+
+create index interests_index on Customers(interests) type fuzzy keyword;
+
+write output to nc1:"rttest/index-selection_fuzzy-inverted-index-olist-edit-distance-panic.adm";
+
+for $c in dataset('Customers')
+let $ed := edit-distance-check($c.interests, ["computers", "wine", "walking"], 3)
+where $ed[0]
+order by $c.cid
+return $c
diff --git a/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-olist-edit-distance.aql b/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-olist-edit-distance.aql
new file mode 100644
index 0000000..b1ce7c4
--- /dev/null
+++ b/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-olist-edit-distance.aql
@@ -0,0 +1,37 @@
+drop dataverse test if exists;
+create dataverse test;
+use dataverse test;
+
+create type AddressType as closed {
+ number: int32,
+ street: string,
+ city: string
+}
+
+create type CustomerType as closed {
+ cid: int32,
+ name: string,
+ age: int32?,
+ address: AddressType?,
+ interests: [string],
+ children: [ { name: string, age: int32? } ]
+}
+
+create nodegroup group1 if not exists on nc1;
+
+create dataset Customers(CustomerType)
+ partitioned by key cid on group1;
+
+load dataset Customers
+using "edu.uci.ics.asterix.external.dataset.adapter.NCFileSystemAdapter"
+(("path"="nc1://data/semistructured/co1k_olist/customer.adm"),("format"="adm"));
+
+create index interests_index on Customers(interests) type fuzzy keyword;
+
+write output to nc1:"rttest/index-selection_fuzzy-inverted-index-olist-edit-distance.adm";
+
+for $c in dataset('Customers')
+let $ed := edit-distance-check($c.interests, ["computers", "wine", "walking"], 1)
+where $ed[0]
+order by $c.cid
+return $c
diff --git a/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-olist-jaccard.aql b/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-olist-jaccard.aql
new file mode 100644
index 0000000..b495ffe
--- /dev/null
+++ b/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-olist-jaccard.aql
@@ -0,0 +1,36 @@
+drop dataverse test if exists;
+create dataverse test;
+use dataverse test;
+
+create type AddressType as closed {
+ number: int32,
+ street: string,
+ city: string
+}
+
+create type CustomerType as closed {
+ cid: int32,
+ name: string,
+ age: int32?,
+ address: AddressType?,
+ interests: [string],
+ children: [ { name: string, age: int32? } ]
+}
+
+create nodegroup group1 if not exists on nc1;
+
+create dataset Customers(CustomerType)
+ partitioned by key cid on group1;
+
+load dataset Customers
+using "edu.uci.ics.asterix.external.dataset.adapter.NCFileSystemAdapter"
+(("path"="nc1://data/semistructured/co1k_olist/customer.adm"),("format"="adm"));
+
+create index interests_index on Customers(interests) type fuzzy keyword;
+
+write output to nc1:"rttest/index-selection_fuzzy-inverted-index-olist-jaccard.adm";
+
+for $c in dataset('Customers')
+let $jacc := similarity-jaccard-check($c.interests, ["databases", "computers", "wine"], 0.7f)
+where $jacc[0]
+return $c
diff --git a/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-ulist-jaccard.aql b/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-ulist-jaccard.aql
new file mode 100644
index 0000000..4427369
--- /dev/null
+++ b/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-ulist-jaccard.aql
@@ -0,0 +1,36 @@
+drop dataverse test if exists;
+create dataverse test;
+use dataverse test;
+
+create type AddressType as closed {
+ number: int32,
+ street: string,
+ city: string
+}
+
+create type CustomerType as closed {
+ cid: int32,
+ name: string,
+ age: int32?,
+ address: AddressType?,
+ interests: {{string}},
+ children: [ { name: string, age: int32? } ]
+}
+
+create nodegroup group1 if not exists on nc1;
+
+create dataset Customers(CustomerType)
+ partitioned by key cid on group1;
+
+load dataset Customers
+using "edu.uci.ics.asterix.external.dataset.adapter.NCFileSystemAdapter"
+(("path"="nc1://data/semistructured/co1k/customer.adm"),("format"="adm"));
+
+create index interests_index on Customers(interests) type fuzzy keyword;
+
+write output to nc1:"rttest/index-selection_fuzzy-inverted-index-ulist-jaccard.adm";
+
+for $c in dataset('Customers')
+let $jacc := similarity-jaccard-check($c.interests, ["databases", "computers", "wine"], 0.7f)
+where $jacc[0]
+return $c
diff --git a/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-word-contains.aql b/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-word-contains.aql
new file mode 100644
index 0000000..888a381
--- /dev/null
+++ b/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-word-contains.aql
@@ -0,0 +1,29 @@
+drop dataverse test if exists;
+create dataverse test;
+use dataverse test;
+
+create type DBLPType as closed {
+ id: int32,
+ dblpid: string,
+ title: string,
+ authors: string,
+ misc: string
+}
+
+create nodegroup group1 if not exists on nc1, nc2;
+
+create dataset DBLP(DBLPType)
+ partitioned by key id on group1;
+
+load dataset DBLP
+using "edu.uci.ics.asterix.external.dataset.adapter.NCFileSystemAdapter"
+(("path"="nc1://data/dblp-small/dblp-small-id.txt"),("format"="delimited-text"),("delimiter"=":")) pre-sorted;
+
+create index keyword_index on DBLP(title) type fuzzy keyword;
+
+write output to nc1:"rttest/index-selection_fuzzy-inverted-index-word-contains.adm";
+
+for $o in dataset('DBLP')
+where contains($o.title, "Multimedia")
+order by $o.id
+return $o
diff --git a/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-word-jaccard.aql b/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-word-jaccard.aql
new file mode 100644
index 0000000..23c9289
--- /dev/null
+++ b/asterix-app/src/test/resources/runtimets/queries/index-selection/fuzzy-inverted-index-word-jaccard.aql
@@ -0,0 +1,30 @@
+drop dataverse test if exists;
+create dataverse test;
+use dataverse test;
+
+create type DBLPType as closed {
+ id: int32,
+ dblpid: string,
+ title: string,
+ authors: string,
+ misc: string
+}
+
+create nodegroup group1 if not exists on nc1, nc2;
+
+create dataset DBLP(DBLPType)
+ partitioned by key id on group1;
+
+load dataset DBLP
+using "edu.uci.ics.asterix.external.dataset.adapter.NCFileSystemAdapter"
+(("path"="nc1://data/dblp-small/dblp-small-id.txt"),("format"="delimited-text"),("delimiter"=":")) pre-sorted;
+
+create index keyword_index on DBLP(title) type fuzzy keyword;
+
+write output to nc1:"rttest/index-selection_fuzzy-inverted-index-word-jaccard.adm";
+
+for $o in dataset('DBLP')
+let $jacc := similarity-jaccard-check(word-tokens($o.title), word-tokens("Transactions for Cooperative Environments"), 0.5f)
+where $jacc[0]
+return $o
+
diff --git a/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-ngram-contains.adm b/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-ngram-contains.adm
new file mode 100644
index 0000000..8a99b26
--- /dev/null
+++ b/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-ngram-contains.adm
@@ -0,0 +1,3 @@
+{ "id": 4, "dblpid": "books/acm/kim95/ChristodoulakisK95", "title": "Multimedia Information Systems Issues and Approaches.", "authors": "Stavros Christodoulakis Leonidas Koveos", "misc": "2002-01-03 318-337 1995 Modern Database Systems db/books/collections/kim95.html#ChristodoulakisK95" }
+{ "id": 89, "dblpid": "conf/icip/SchonfeldL98", "title": "VORTEX Video Retrieval and Tracking from Compressed Multimedia Databases.", "authors": "Dan Schonfeld Dan Lelescu", "misc": "2002-11-05 123-127 1998 ICIP (3) db/conf/icip/icip1998-3.html#SchonfeldL98" }
+{ "id": 90, "dblpid": "conf/hicss/SchonfeldL99", "title": "VORTEX Video Retrieval and Tracking from Compressed Multimedia Databases ¾ Visual Search Engine.", "authors": "Dan Schonfeld Dan Lelescu", "misc": "2002-01-03 1999 HICSS http //computer.org/proceedings/hicss/0001/00013/00013006abs.htm db/conf/hicss/hicss1999-3.html#SchonfeldL99" }
\ No newline at end of file
diff --git a/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-ngram-edit-distance-panic.adm b/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-ngram-edit-distance-panic.adm
new file mode 100644
index 0000000..a218d95
--- /dev/null
+++ b/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-ngram-edit-distance-panic.adm
@@ -0,0 +1 @@
+{ "id": 22, "dblpid": "books/acm/kim95/Motro95", "title": "Management of Uncerainty in database Systems.", "authors": "Amihai Motro", "misc": "2002-01-03 457-476 1995 Modern Database Systems db/books/collections/kim95.html#Motro95" }
\ No newline at end of file
diff --git a/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-ngram-edit-distance.adm b/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-ngram-edit-distance.adm
new file mode 100644
index 0000000..a218d95
--- /dev/null
+++ b/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-ngram-edit-distance.adm
@@ -0,0 +1 @@
+{ "id": 22, "dblpid": "books/acm/kim95/Motro95", "title": "Management of Uncerainty in database Systems.", "authors": "Amihai Motro", "misc": "2002-01-03 457-476 1995 Modern Database Systems db/books/collections/kim95.html#Motro95" }
\ No newline at end of file
diff --git a/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-ngram-jaccard.adm b/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-ngram-jaccard.adm
new file mode 100644
index 0000000..5bf6ae0
--- /dev/null
+++ b/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-ngram-jaccard.adm
@@ -0,0 +1 @@
+{ "id": 9, "dblpid": "books/acm/kim95/Kaiser95", "title": "Cooperative Transactions for Multiuser Environments.", "authors": "Gail E. Kaiser", "misc": "2002-01-03 409-433 1995 Modern Database Systems db/books/collections/kim95.html#Kaiser95" }
\ No newline at end of file
diff --git a/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-olist-edit-distance-panic.adm b/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-olist-edit-distance-panic.adm
new file mode 100644
index 0000000..9e33b16
--- /dev/null
+++ b/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-olist-edit-distance-panic.adm
@@ -0,0 +1,854 @@
+{ "cid": 1, "name": "Trudie Minick", "age": 75, "address": { "number": 6740, "street": "Lake St.", "city": "Sunnyvale" }, "interests": [ "Fishing", "Squash" ], "children": [ { "name": "Arie Minick", "age": 56 }, { "name": "Alline Minick", "age": 57 }, { "name": "Petronila Minick", "age": 56 } ] }
+{ "cid": 2, "name": "Elin Debell", "age": 82, "address": { "number": 5649, "street": "Hill St.", "city": "Portland" }, "interests": [ "Bass", "Wine" ], "children": [ { "name": "Elvina Debell", "age": null }, { "name": "Renaldo Debell", "age": 51 }, { "name": "Divina Debell", "age": 57 } ] }
+{ "cid": 3, "name": "Phung Wheetley", "age": 12, "address": { "number": 5549, "street": "Hill St.", "city": "Mountain View" }, "interests": [ "Wine" ], "children": [ { "name": "Raelene Wheetley", "age": null }, { "name": "Dudley Wheetley", "age": null } ] }
+{ "cid": 4, "name": "Bernita Gungor", "age": 87, "address": { "number": 1208, "street": "Cedar St.", "city": "Mountain View" }, "interests": [ "Walking" ], "children": [ { "name": "Valencia Gungor", "age": 72 }, { "name": "Evangeline Gungor", "age": 76 }, { "name": "Odell Gungor", "age": null }, { "name": "Denny Gungor", "age": null } ] }
+{ "cid": 5, "name": "Heide Naifeh", "age": null, "address": null, "interests": [ "Music", "Databases" ], "children": [ { "name": "Deirdre Naifeh", "age": null }, { "name": "Jacquelyne Naifeh", "age": 39 } ] }
+{ "cid": 6, "name": "Cris Kager", "age": 70, "address": { "number": 8402, "street": "View St.", "city": "Los Angeles" }, "interests": [ "Walking" ], "children": [ { "name": "Carmelo Kager", "age": 34 }, { "name": "Faustina Kager", "age": null } ] }
+{ "cid": 7, "name": "Karie Kaehler", "age": 59, "address": { "number": 9875, "street": "View St.", "city": "San Jose" }, "interests": [ "Computers", "Skiing", "Basketball", "Movies" ], "children": [ { "name": "Spring Kaehler", "age": 17 } ] }
+{ "cid": 8, "name": "Audria Haylett", "age": 44, "address": { "number": 4872, "street": "Washington St.", "city": "Portland" }, "interests": [ "Cooking", "Fishing", "Video Games" ], "children": [ { "name": "Lacie Haylett", "age": 19 } ] }
+{ "cid": 9, "name": "Dreama Nuccio", "age": 55, "address": { "number": 95, "street": "Main St.", "city": "San Jose" }, "interests": [ ], "children": [ { "name": "Ricardo Nuccio", "age": 28 }, { "name": "See Nuccio", "age": 34 } ] }
+{ "cid": 10, "name": "Trent Liedy", "age": 51, "address": { "number": 1758, "street": "Oak St.", "city": "San Jose" }, "interests": [ ], "children": [ ] }
+{ "cid": 11, "name": "Meta Simek", "age": 13, "address": { "number": 4384, "street": "7th St.", "city": "San Jose" }, "interests": [ "Wine", "Walking" ], "children": [ { "name": "Oretha Simek", "age": null }, { "name": "Terence Simek", "age": null } ] }
+{ "cid": 12, "name": "Laurinda Raimann", "age": null, "address": null, "interests": [ "Basketball", "Coffee" ], "children": [ { "name": "Lulu Raimann", "age": null }, { "name": "Refugia Raimann", "age": 19 }, { "name": "Jimmie Raimann", "age": 10 }, { "name": "Cindy Raimann", "age": null } ] }
+{ "cid": 13, "name": "Nicol Kolmer", "age": null, "address": null, "interests": [ "Coffee" ], "children": [ { "name": "Erika Kolmer", "age": 40 }, { "name": "Justin Kolmer", "age": null }, { "name": "Dorathy Kolmer", "age": null }, { "name": "Anastacia Kolmer", "age": 27 } ] }
+{ "cid": 14, "name": "Chance Nicoson", "age": null, "address": null, "interests": [ "Tennis" ], "children": [ { "name": "Willette Nicoson", "age": 39 }, { "name": "Glennis Nicoson", "age": null }, { "name": "Philip Nicoson", "age": null }, { "name": "Cody Nicoson", "age": 26 } ] }
+{ "cid": 15, "name": "Berry Faubel", "age": 55, "address": { "number": 2806, "street": "Oak St.", "city": "Seattle" }, "interests": [ ], "children": [ { "name": "Tiffiny Faubel", "age": 12 }, { "name": "Hilaria Faubel", "age": 19 }, { "name": "Wesley Faubel", "age": 37 }, { "name": "Wei Faubel", "age": 28 } ] }
+{ "cid": 16, "name": "Felisa Auletta", "age": 55, "address": { "number": 7737, "street": "View St.", "city": "San Jose" }, "interests": [ "Skiing", "Coffee", "Wine" ], "children": [ { "name": "Rosalia Auletta", "age": 36 } ] }
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+{ "cid": 280, "name": "Marlo Maung", "age": null, "address": null, "interests": [ "Movies" ], "children": [ { "name": "Harold Maung", "age": null } ] }
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+{ "cid": 288, "name": "Sharice Bachicha", "age": null, "address": null, "interests": [ ], "children": [ ] }
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+{ "cid": 292, "name": "Mariana Cosselman", "age": null, "address": null, "interests": [ "Squash" ], "children": [ { "name": "Madge Cosselman", "age": 43 } ] }
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+{ "cid": 305, "name": "Tuyet Leinbach", "age": null, "address": null, "interests": [ "Puzzles", "Walking" ], "children": [ ] }
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+{ "cid": 315, "name": "Kallie Eiselein", "age": null, "address": null, "interests": [ "Computers", "Tennis" ], "children": [ ] }
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+{ "cid": 400, "name": "Jeffery Maresco", "age": null, "address": null, "interests": [ "Coffee", "Bass" ], "children": [ ] }
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+{ "cid": 403, "name": "Kayleigh Houey", "age": null, "address": null, "interests": [ "Fishing", "Music" ], "children": [ { "name": "Ta Houey", "age": null }, { "name": "Ayana Houey", "age": null }, { "name": "Dominique Houey", "age": null }, { "name": "Denise Houey", "age": 48 } ] }
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+{ "cid": 408, "name": "Ava Zornes", "age": null, "address": null, "interests": [ "Music" ], "children": [ ] }
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+{ "cid": 779, "name": "Vinita Bockskopf", "age": null, "address": null, "interests": [ "Tennis", "Video Games" ], "children": [ ] }
+{ "cid": 780, "name": "Penny Poortinga", "age": null, "address": null, "interests": [ ], "children": [ { "name": "Estella Poortinga", "age": null } ] }
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+{ "cid": 796, "name": "Daniele Brisk", "age": null, "address": null, "interests": [ "Walking", "Bass" ], "children": [ ] }
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+{ "cid": 800, "name": "Karon Johnsen", "age": null, "address": null, "interests": [ "Movies" ], "children": [ { "name": "Roselee Johnsen", "age": 25 } ] }
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+{ "cid": 803, "name": "Yolonda Korf", "age": null, "address": null, "interests": [ "Bass", "Skiing", "Music" ], "children": [ { "name": "Ivette Korf", "age": null }, { "name": "Lashon Korf", "age": null } ] }
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+{ "cid": 808, "name": "Brande Decius", "age": null, "address": null, "interests": [ "Basketball", "Fishing", "Puzzles" ], "children": [ { "name": "Li Decius", "age": 56 }, { "name": "Eusebio Decius", "age": 50 }, { "name": "Clementina Decius", "age": 29 } ] }
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+{ "cid": 811, "name": "Marti Whitmyre", "age": null, "address": null, "interests": [ "Music", "Walking" ], "children": [ ] }
+{ "cid": 812, "name": "Bee Godette", "age": 26, "address": { "number": 1757, "street": "Washington St.", "city": "Portland" }, "interests": [ "Video Games", "Base Jumping", "Tennis" ], "children": [ { "name": "Madaline Godette", "age": 10 }, { "name": "Shasta Godette", "age": 15 }, { "name": "Parthenia Godette", "age": 11 }, { "name": "Priscila Godette", "age": 13 } ] }
+{ "cid": 813, "name": "Leann Domagala", "age": 47, "address": { "number": 4472, "street": "Cedar St.", "city": "Los Angeles" }, "interests": [ "Computers" ], "children": [ { "name": "Alvera Domagala", "age": 36 }, { "name": "Rosalva Domagala", "age": 27 }, { "name": "Eugenia Domagala", "age": null }, { "name": "My Domagala", "age": 32 } ] }
+{ "cid": 814, "name": "Harriette Kasmarek", "age": 68, "address": { "number": 7191, "street": "Washington St.", "city": "Sunnyvale" }, "interests": [ "Music", "Skiing" ], "children": [ { "name": "Melani Kasmarek", "age": 24 }, { "name": "Jesica Kasmarek", "age": 22 } ] }
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+{ "cid": 818, "name": "Nellie Whetzell", "age": null, "address": null, "interests": [ "Walking" ], "children": [ ] }
+{ "cid": 819, "name": "Twanna Finnley", "age": null, "address": null, "interests": [ "Squash", "Cigars" ], "children": [ { "name": "Reba Finnley", "age": null }, { "name": "Moises Finnley", "age": null } ] }
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+{ "cid": 858, "name": "Maricruz Dittberner", "age": null, "address": null, "interests": [ "Tennis", "Wine", "Cigars", "Video Games" ], "children": [ ] }
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+{ "cid": 893, "name": "Norberto Banchero", "age": null, "address": null, "interests": [ ], "children": [ ] }
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+{ "cid": 901, "name": "Riva Ziko", "age": null, "address": null, "interests": [ "Running", "Tennis", "Video Games" ], "children": [ { "name": "Leandra Ziko", "age": 49 }, { "name": "Torrie Ziko", "age": null } ] }
+{ "cid": 903, "name": "Elise Morenz", "age": 17, "address": { "number": 8968, "street": "View St.", "city": "Mountain View" }, "interests": [ ], "children": [ ] }
+{ "cid": 904, "name": "Holley Tofil", "age": 51, "address": { "number": 8946, "street": "Oak St.", "city": "Mountain View" }, "interests": [ "Music", "Squash" ], "children": [ { "name": "Kristal Tofil", "age": null } ] }
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+{ "cid": 909, "name": "Mariko Sharar", "age": null, "address": null, "interests": [ "Squash", "Movies", "Computers" ], "children": [ ] }
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+{ "cid": 916, "name": "Kris Mcmarlin", "age": null, "address": null, "interests": [ "Movies", "Music", "Puzzles" ], "children": [ ] }
+{ "cid": 917, "name": "Jerri Blachowski", "age": null, "address": null, "interests": [ "Skiing" ], "children": [ { "name": "Chet Blachowski", "age": 43 }, { "name": "Mallory Blachowski", "age": null }, { "name": "Akilah Blachowski", "age": null } ] }
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+{ "cid": 925, "name": "Quintin Kizzie", "age": null, "address": null, "interests": [ "Computers", "Tennis", "Bass", "Movies" ], "children": [ { "name": "Julius Kizzie", "age": 11 }, { "name": "Melissia Kizzie", "age": null }, { "name": "Olga Kizzie", "age": 42 } ] }
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+{ "cid": 932, "name": "Kraig Bomia", "age": null, "address": null, "interests": [ "Music" ], "children": [ ] }
+{ "cid": 933, "name": "Eartha Hershberger", "age": 81, "address": { "number": 7013, "street": "Cedar St.", "city": "Los Angeles" }, "interests": [ "Puzzles" ], "children": [ { "name": "Waneta Hershberger", "age": null }, { "name": "Katherine Hershberger", "age": 67 }, { "name": "Johnnie Hershberger", "age": 25 }, { "name": "Jovan Hershberger", "age": 30 } ] }
+{ "cid": 934, "name": "Dessie Lockmiller", "age": 70, "address": { "number": 4313, "street": "Lake St.", "city": "San Jose" }, "interests": [ "Coffee", "Puzzles" ], "children": [ ] }
+{ "cid": 935, "name": "Sharita Aspegren", "age": null, "address": null, "interests": [ ], "children": [ { "name": "Russell Aspegren", "age": 35 }, { "name": "Bernardina Aspegren", "age": null }, { "name": "Isobel Aspegren", "age": 11 }, { "name": "Reva Aspegren", "age": null } ] }
+{ "cid": 937, "name": "Annika Pauline", "age": 78, "address": { "number": 8563, "street": "Hill St.", "city": "Los Angeles" }, "interests": [ ], "children": [ { "name": "Mikki Pauline", "age": 34 } ] }
+{ "cid": 938, "name": "Parthenia Dromgoole", "age": 36, "address": { "number": 527, "street": "Lake St.", "city": "Sunnyvale" }, "interests": [ "Fishing" ], "children": [ ] }
+{ "cid": 940, "name": "Kitty Nalepka", "age": null, "address": null, "interests": [ "Movies", "Wine", "Basketball" ], "children": [ { "name": "Kendra Nalepka", "age": null } ] }
+{ "cid": 941, "name": "Jamey Jakobson", "age": null, "address": null, "interests": [ "Books", "Cooking", "Video Games" ], "children": [ { "name": "Elmer Jakobson", "age": 14 }, { "name": "Minh Jakobson", "age": 30 } ] }
+{ "cid": 942, "name": "Emerson Keblish", "age": null, "address": null, "interests": [ "Tennis" ], "children": [ { "name": "Leonora Keblish", "age": null } ] }
+{ "cid": 943, "name": "Kathryne Blacock", "age": 82, "address": { "number": 3510, "street": "Oak St.", "city": "Sunnyvale" }, "interests": [ "Running", "Bass", "Music" ], "children": [ ] }
+{ "cid": 944, "name": "Johana Hisman", "age": null, "address": null, "interests": [ "Wine" ], "children": [ { "name": "Kirstin Hisman", "age": 43 }, { "name": "Darwin Hisman", "age": 29 } ] }
+{ "cid": 945, "name": "Hildegard Dedinas", "age": 70, "address": { "number": 3273, "street": "View St.", "city": "Sunnyvale" }, "interests": [ ], "children": [ { "name": "Renato Dedinas", "age": 35 } ] }
+{ "cid": 946, "name": "Taylor Parrigan", "age": null, "address": null, "interests": [ "Music" ], "children": [ { "name": "Salome Parrigan", "age": 50 }, { "name": "Gary Parrigan", "age": 25 }, { "name": "Harold Parrigan", "age": null } ] }
+{ "cid": 948, "name": "Thad Scialpi", "age": 22, "address": { "number": 8731, "street": "Washington St.", "city": "Portland" }, "interests": [ "Base Jumping", "Tennis", "Wine" ], "children": [ { "name": "Harlan Scialpi", "age": 10 }, { "name": "Lucile Scialpi", "age": 11 }, { "name": "Audria Scialpi", "age": null } ] }
+{ "cid": 949, "name": "Elissa Rogue", "age": null, "address": null, "interests": [ "Fishing", "Music" ], "children": [ { "name": "Noriko Rogue", "age": 41 }, { "name": "Lavona Rogue", "age": 39 } ] }
+{ "cid": 950, "name": "Young Bayn", "age": null, "address": null, "interests": [ ], "children": [ { "name": "Evangeline Bayn", "age": 38 }, { "name": "Darcy Bayn", "age": 45 }, { "name": "Rosita Bayn", "age": null }, { "name": "Austin Bayn", "age": 46 } ] }
+{ "cid": 951, "name": "Janine Martorano", "age": 65, "address": { "number": 6420, "street": "7th St.", "city": "Los Angeles" }, "interests": [ "Books", "Music" ], "children": [ { "name": "Idella Martorano", "age": null } ] }
+{ "cid": 955, "name": "Liliana Stenkamp", "age": null, "address": null, "interests": [ "Music" ], "children": [ ] }
+{ "cid": 956, "name": "Laquanda Bynoe", "age": 79, "address": { "number": 6122, "street": "Main St.", "city": "Portland" }, "interests": [ ], "children": [ { "name": "Joel Bynoe", "age": null }, { "name": "Brian Bynoe", "age": 61 }, { "name": "Shana Bynoe", "age": null } ] }
+{ "cid": 957, "name": "Lucius Schurr", "age": 75, "address": { "number": 3918, "street": "Main St.", "city": "Mountain View" }, "interests": [ ], "children": [ { "name": "Willetta Schurr", "age": 22 }, { "name": "Andre Schurr", "age": null }, { "name": "Merrilee Schurr", "age": 32 } ] }
+{ "cid": 958, "name": "Ricardo Pezzica", "age": null, "address": null, "interests": [ ], "children": [ { "name": "Delois Pezzica", "age": 11 } ] }
+{ "cid": 960, "name": "Lenore Limardi", "age": null, "address": null, "interests": [ "Music" ], "children": [ { "name": "Kris Limardi", "age": 12 } ] }
+{ "cid": 961, "name": "Mirian Herpolsheimer", "age": null, "address": null, "interests": [ "Music", "Fishing", "Computers" ], "children": [ { "name": "Larissa Herpolsheimer", "age": 41 }, { "name": "Markus Herpolsheimer", "age": null }, { "name": "Natacha Herpolsheimer", "age": null } ] }
+{ "cid": 962, "name": "Taryn Coley", "age": null, "address": null, "interests": [ "Running", "Basketball", "Cooking" ], "children": [ ] }
+{ "cid": 963, "name": "Mila Ditmars", "age": 29, "address": { "number": 5850, "street": "View St.", "city": "Sunnyvale" }, "interests": [ "Music" ], "children": [ ] }
+{ "cid": 964, "name": "Stephany Soders", "age": null, "address": null, "interests": [ "Tennis", "Wine", "Computers" ], "children": [ ] }
+{ "cid": 965, "name": "Mellie Risen", "age": null, "address": null, "interests": [ "Tennis" ], "children": [ { "name": "Coreen Risen", "age": 36 }, { "name": "Faith Risen", "age": 34 }, { "name": "Crystle Risen", "age": 54 } ] }
+{ "cid": 966, "name": "Brigitte Quimby", "age": 13, "address": { "number": 203, "street": "Main St.", "city": "Mountain View" }, "interests": [ "Skiing", "Tennis" ], "children": [ { "name": "Ilona Quimby", "age": null }, { "name": "Shaunte Quimby", "age": null }, { "name": "Lorie Quimby", "age": null } ] }
+{ "cid": 968, "name": "Alix Levier", "age": 44, "address": { "number": 7241, "street": "Hill St.", "city": "Los Angeles" }, "interests": [ "Databases", "Fishing", "Wine" ], "children": [ { "name": "Florentina Levier", "age": null }, { "name": "Hyon Levier", "age": null }, { "name": "Dannielle Levier", "age": null } ] }
+{ "cid": 970, "name": "Pia Sudderth", "age": null, "address": null, "interests": [ "Databases" ], "children": [ { "name": "Ernestina Sudderth", "age": 15 }, { "name": "Larue Sudderth", "age": 46 }, { "name": "Toshia Sudderth", "age": 27 } ] }
+{ "cid": 974, "name": "Alexis Malcomson", "age": null, "address": null, "interests": [ "Movies", "Books" ], "children": [ { "name": "Kerri Malcomson", "age": null } ] }
+{ "cid": 975, "name": "Gary Whitemore", "age": null, "address": null, "interests": [ ], "children": [ ] }
+{ "cid": 976, "name": "Madalyn Nidiffer", "age": 35, "address": { "number": 7635, "street": "Main St.", "city": "San Jose" }, "interests": [ "Coffee", "Wine", "Music" ], "children": [ { "name": "Tricia Nidiffer", "age": 10 }, { "name": "Kevin Nidiffer", "age": 24 }, { "name": "Elyse Nidiffer", "age": null } ] }
+{ "cid": 978, "name": "Rudy Watsky", "age": 32, "address": { "number": 2754, "street": "Oak St.", "city": "Seattle" }, "interests": [ "Cooking" ], "children": [ ] }
+{ "cid": 979, "name": "Yoko Bailony", "age": null, "address": null, "interests": [ ], "children": [ { "name": "Vivienne Bailony", "age": null }, { "name": "Lori Bailony", "age": 47 } ] }
+{ "cid": 980, "name": "Harley Lappe", "age": 56, "address": { "number": 647, "street": "Hill St.", "city": "Mountain View" }, "interests": [ "Books", "Cigars", "Basketball" ], "children": [ { "name": "Maxwell Lappe", "age": null }, { "name": "Gemma Lappe", "age": 32 }, { "name": "Ester Lappe", "age": 40 }, { "name": "Myles Lappe", "age": 36 } ] }
+{ "cid": 981, "name": "Lilliam Lopus", "age": null, "address": null, "interests": [ ], "children": [ { "name": "Tracey Lopus", "age": null } ] }
+{ "cid": 982, "name": "Jude Brandsrud", "age": 41, "address": { "number": 7133, "street": "Washington St.", "city": "Seattle" }, "interests": [ "Bass", "Skiing" ], "children": [ { "name": "Scottie Brandsrud", "age": null }, { "name": "Gennie Brandsrud", "age": 10 }, { "name": "Agnes Brandsrud", "age": null }, { "name": "Clarinda Brandsrud", "age": 17 } ] }
+{ "cid": 984, "name": "Janett Kitchens", "age": 66, "address": { "number": 7558, "street": "View St.", "city": "Mountain View" }, "interests": [ "Coffee", "Movies", "Squash" ], "children": [ { "name": "Grayce Kitchens", "age": 14 }, { "name": "Dwayne Kitchens", "age": null }, { "name": "Wilber Kitchens", "age": 51 }, { "name": "Nancey Kitchens", "age": null } ] }
+{ "cid": 985, "name": "Arnette Farlow", "age": 23, "address": { "number": 7843, "street": "Main St.", "city": "Portland" }, "interests": [ "Running", "Databases" ], "children": [ { "name": "Lora Farlow", "age": 12 }, { "name": "Arlen Farlow", "age": 11 }, { "name": "Rodney Farlow", "age": null }, { "name": "Tori Farlow", "age": 11 } ] }
+{ "cid": 986, "name": "Tennille Wikle", "age": 78, "address": { "number": 3428, "street": "View St.", "city": "Portland" }, "interests": [ "Movies", "Databases", "Wine" ], "children": [ { "name": "Lourie Wikle", "age": null }, { "name": "Laure Wikle", "age": null } ] }
+{ "cid": 987, "name": "Sharolyn Demchak", "age": 36, "address": { "number": 4672, "street": "Lake St.", "city": "San Jose" }, "interests": [ ], "children": [ ] }
+{ "cid": 988, "name": "Dagmar Plasky", "age": 89, "address": { "number": 1219, "street": "Park St.", "city": "Portland" }, "interests": [ ], "children": [ { "name": "Dann Plasky", "age": 59 }, { "name": "Raye Plasky", "age": null }, { "name": "Sammie Plasky", "age": 36 }, { "name": "Kasi Plasky", "age": 24 } ] }
+{ "cid": 991, "name": "Leonel Toepperwein", "age": 62, "address": { "number": 8356, "street": "Washington St.", "city": "Seattle" }, "interests": [ "Coffee", "Books" ], "children": [ { "name": "Sean Toepperwein", "age": null }, { "name": "Charline Toepperwein", "age": 49 }, { "name": "Hattie Toepperwein", "age": 22 }, { "name": "Melida Toepperwein", "age": null } ] }
+{ "cid": 992, "name": "Staci Alexandropoul", "age": null, "address": null, "interests": [ "Databases", "Movies", "Tennis" ], "children": [ { "name": "Casimira Alexandropoul", "age": null }, { "name": "Kena Alexandropoul", "age": 54 }, { "name": "Ellie Alexandropoul", "age": null }, { "name": "Ambrose Alexandropoul", "age": null } ] }
+{ "cid": 993, "name": "Shawn Irie", "age": null, "address": null, "interests": [ "Fishing", "Cigars" ], "children": [ { "name": "Tonette Irie", "age": null } ] }
+{ "cid": 994, "name": "Isa Gravelle", "age": null, "address": null, "interests": [ ], "children": [ { "name": "Lashonda Gravelle", "age": null }, { "name": "Carry Gravelle", "age": 58 } ] }
+{ "cid": 995, "name": "Kiersten Basila", "age": null, "address": null, "interests": [ ], "children": [ { "name": "Norman Basila", "age": 17 }, { "name": "Reginia Basila", "age": null }, { "name": "Gilberto Basila", "age": null }, { "name": "Elvira Basila", "age": 49 } ] }
+{ "cid": 996, "name": "Elouise Wider", "age": null, "address": null, "interests": [ "Coffee", "Computers", "Base Jumping" ], "children": [ ] }
+{ "cid": 997, "name": "Yesenia Gao", "age": 38, "address": { "number": 5990, "street": "View St.", "city": "Portland" }, "interests": [ "Computers", "Computers", "Puzzles", "Puzzles" ], "children": [ { "name": "Jared Gao", "age": 11 }, { "name": "Sang Gao", "age": null }, { "name": "Jeanne Gao", "age": 13 }, { "name": "Lavona Gao", "age": 23 } ] }
+{ "cid": 998, "name": "Barry Schmaus", "age": 65, "address": { "number": 4894, "street": "View St.", "city": "Sunnyvale" }, "interests": [ ], "children": [ { "name": "Ma Schmaus", "age": 40 }, { "name": "Lashawn Schmaus", "age": 13 }, { "name": "Georgianne Schmaus", "age": 38 } ] }
+{ "cid": 999, "name": "Bo Chaim", "age": 59, "address": { "number": 8050, "street": "View St.", "city": "Seattle" }, "interests": [ ], "children": [ { "name": "Zandra Chaim", "age": 42 }, { "name": "Theda Chaim", "age": 14 }, { "name": "Sharika Chaim", "age": 22 } ] }
diff --git a/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-olist-edit-distance.adm b/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-olist-edit-distance.adm
new file mode 100644
index 0000000..6d89122
--- /dev/null
+++ b/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-olist-edit-distance.adm
@@ -0,0 +1,8 @@
+{ "cid": 11, "name": "Meta Simek", "age": 13, "address": { "number": 4384, "street": "7th St.", "city": "San Jose" }, "interests": [ "Wine", "Walking" ], "children": [ { "name": "Oretha Simek", "age": null }, { "name": "Terence Simek", "age": null } ] }
+{ "cid": 132, "name": "Cindi Turntine", "age": 64, "address": { "number": 9432, "street": "Park St.", "city": "Portland" }, "interests": [ "Computers", "Wine" ], "children": [ { "name": "Howard Turntine", "age": null } ] }
+{ "cid": 153, "name": "Randy Hueso", "age": 11, "address": { "number": 1957, "street": "Oak St.", "city": "San Jose" }, "interests": [ "Computers", "Wine", "Databases", "Walking" ], "children": [ ] }
+{ "cid": 389, "name": "Loraine Morfee", "age": 72, "address": { "number": 2945, "street": "Lake St.", "city": "Seattle" }, "interests": [ "Wine", "Walking" ], "children": [ { "name": "Berry Morfee", "age": 30 } ] }
+{ "cid": 573, "name": "Tyree Ketcher", "age": null, "address": null, "interests": [ "Computers", "Walking" ], "children": [ { "name": "Aleisha Ketcher", "age": null }, { "name": "Vonda Ketcher", "age": null }, { "name": "Cyndy Ketcher", "age": 13 }, { "name": "Chassidy Ketcher", "age": 30 } ] }
+{ "cid": 658, "name": "Truman Leitner", "age": null, "address": null, "interests": [ "Computers", "Bass", "Walking" ], "children": [ ] }
+{ "cid": 716, "name": "Deirdre Bruderer", "age": null, "address": null, "interests": [ "Computers", "Wine" ], "children": [ { "name": "Coralee Bruderer", "age": null }, { "name": "Mina Bruderer", "age": null }, { "name": "Lindsey Bruderer", "age": 35 }, { "name": "Yi Bruderer", "age": null } ] }
+{ "cid": 838, "name": "Karan Aharon", "age": 88, "address": { "number": 8033, "street": "Washington St.", "city": "Portland" }, "interests": [ "Computers", "Movies", "Walking" ], "children": [ { "name": "Matha Aharon", "age": 16 } ] }
diff --git a/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-olist-jaccard.adm b/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-olist-jaccard.adm
new file mode 100644
index 0000000..71bb9d7
--- /dev/null
+++ b/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-olist-jaccard.adm
@@ -0,0 +1 @@
+{ "cid": 153, "name": "Randy Hueso", "age": 11, "address": { "number": 1957, "street": "Oak St.", "city": "San Jose" }, "interests": [ "Computers", "Wine", "Databases", "Walking" ], "children": [ ] }
diff --git a/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-ulist-jaccard.adm b/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-ulist-jaccard.adm
new file mode 100644
index 0000000..fd1b75e
--- /dev/null
+++ b/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-ulist-jaccard.adm
@@ -0,0 +1 @@
+{ "cid": 153, "name": "Randy Hueso", "age": 11, "address": { "number": 1957, "street": "Oak St.", "city": "San Jose" }, "interests": {{ "Computers", "Wine", "Databases", "Walking" }}, "children": [ ] }
diff --git a/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-word-contains.adm b/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-word-contains.adm
new file mode 100644
index 0000000..8a99b26
--- /dev/null
+++ b/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-word-contains.adm
@@ -0,0 +1,3 @@
+{ "id": 4, "dblpid": "books/acm/kim95/ChristodoulakisK95", "title": "Multimedia Information Systems Issues and Approaches.", "authors": "Stavros Christodoulakis Leonidas Koveos", "misc": "2002-01-03 318-337 1995 Modern Database Systems db/books/collections/kim95.html#ChristodoulakisK95" }
+{ "id": 89, "dblpid": "conf/icip/SchonfeldL98", "title": "VORTEX Video Retrieval and Tracking from Compressed Multimedia Databases.", "authors": "Dan Schonfeld Dan Lelescu", "misc": "2002-11-05 123-127 1998 ICIP (3) db/conf/icip/icip1998-3.html#SchonfeldL98" }
+{ "id": 90, "dblpid": "conf/hicss/SchonfeldL99", "title": "VORTEX Video Retrieval and Tracking from Compressed Multimedia Databases ¾ Visual Search Engine.", "authors": "Dan Schonfeld Dan Lelescu", "misc": "2002-01-03 1999 HICSS http //computer.org/proceedings/hicss/0001/00013/00013006abs.htm db/conf/hicss/hicss1999-3.html#SchonfeldL99" }
\ No newline at end of file
diff --git a/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-word-jaccard.adm b/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-word-jaccard.adm
new file mode 100644
index 0000000..5bf6ae0
--- /dev/null
+++ b/asterix-app/src/test/resources/runtimets/results/index-selection/fuzzy-inverted-index-word-jaccard.adm
@@ -0,0 +1 @@
+{ "id": 9, "dblpid": "books/acm/kim95/Kaiser95", "title": "Cooperative Transactions for Multiuser Environments.", "authors": "Gail E. Kaiser", "misc": "2002-01-03 409-433 1995 Modern Database Systems db/books/collections/kim95.html#Kaiser95" }
\ No newline at end of file
diff --git a/asterix-app/src/test/resources/runtimets/testsuite.xml b/asterix-app/src/test/resources/runtimets/testsuite.xml
index af49e84..fa5290c 100644
--- a/asterix-app/src/test/resources/runtimets/testsuite.xml
+++ b/asterix-app/src/test/resources/runtimets/testsuite.xml
@@ -1700,6 +1700,56 @@
</compilation-unit>
</test-case>
<test-case FilePath="index-selection">
+ <compilation-unit name="fuzzy-inverted-index-ngram-contains">
+ <output-file compare="Text">fuzzy-inverted-index-ngram-contains.adm</output-file>
+ </compilation-unit>
+ </test-case>
+ <test-case FilePath="index-selection">
+ <compilation-unit name="fuzzy-inverted-index-ngram-edit-distance-panic">
+ <output-file compare="Text">fuzzy-inverted-index-ngram-edit-distance-panic.adm</output-file>
+ </compilation-unit>
+ </test-case>
+ <test-case FilePath="index-selection">
+ <compilation-unit name="fuzzy-inverted-index-ngram-edit-distance">
+ <output-file compare="Text">fuzzy-inverted-index-ngram-edit-distance.adm</output-file>
+ </compilation-unit>
+ </test-case>
+ <test-case FilePath="index-selection">
+ <compilation-unit name="fuzzy-inverted-index-ngram-jaccard">
+ <output-file compare="Text">fuzzy-inverted-index-ngram-jaccard.adm</output-file>
+ </compilation-unit>
+ </test-case>
+ <test-case FilePath="index-selection">
+ <compilation-unit name="fuzzy-inverted-index-olist-edit-distance-panic">
+ <output-file compare="Text">fuzzy-inverted-index-olist-edit-distance-panic.adm</output-file>
+ </compilation-unit>
+ </test-case>
+ <test-case FilePath="index-selection">
+ <compilation-unit name="fuzzy-inverted-index-olist-edit-distance">
+ <output-file compare="Text">fuzzy-inverted-index-olist-edit-distance.adm</output-file>
+ </compilation-unit>
+ </test-case>
+ <test-case FilePath="index-selection">
+ <compilation-unit name="fuzzy-inverted-index-olist-jaccard">
+ <output-file compare="Text">fuzzy-inverted-index-olist-jaccard.adm</output-file>
+ </compilation-unit>
+ </test-case>
+ <test-case FilePath="index-selection">
+ <compilation-unit name="fuzzy-inverted-index-ulist-jaccard">
+ <output-file compare="Text">fuzzy-inverted-index-ulist-jaccard.adm</output-file>
+ </compilation-unit>
+ </test-case>
+ <test-case FilePath="index-selection">
+ <compilation-unit name="fuzzy-inverted-index-word-contains">
+ <output-file compare="Text">fuzzy-inverted-index-word-contains.adm</output-file>
+ </compilation-unit>
+ </test-case>
+ <test-case FilePath="index-selection">
+ <compilation-unit name="fuzzy-inverted-index-word-jaccard">
+ <output-file compare="Text">fuzzy-inverted-index-word-jaccard.adm</output-file>
+ </compilation-unit>
+ </test-case>
+ <test-case FilePath="index-selection">
<compilation-unit name="inverted-index-ngram-contains">
<output-file compare="Text">inverted-index-ngram-contains.adm</output-file>
</compilation-unit>
diff --git a/asterix-aql/src/main/javacc/AQL.jj b/asterix-aql/src/main/javacc/AQL.jj
index eaa4260..59a7753 100644
--- a/asterix-aql/src/main/javacc/AQL.jj
+++ b/asterix-aql/src/main/javacc/AQL.jj
@@ -398,9 +398,10 @@
("," <IDENTIFIER> { cis.addFieldExpr(token.image); })*
<RIGHTPAREN>
("type"
- ("btree" { cis.setIndexType(IndexType.BTREE); }
- | "keyword" { cis.setIndexType(IndexType.WORD_INVIX); }
+ ("btree" { cis.setIndexType(IndexType.BTREE); }
| "rtree" { cis.setIndexType(IndexType.RTREE); }
+ | "keyword" { cis.setIndexType(IndexType.WORD_INVIX); }
+ | "fuzzy keyword" { cis.setIndexType(IndexType.FUZZY_WORD_INVIX); }
| "ngram"
<LEFTPAREN>
(<INTEGER_LITERAL>
@@ -409,7 +410,16 @@
cis.setGramLength(Integer.valueOf(token.image));
}
)
- <RIGHTPAREN>
+ <RIGHTPAREN>
+ | "fuzzy ngram"
+ <LEFTPAREN>
+ (<INTEGER_LITERAL>
+ {
+ cis.setIndexType(IndexType.FUZZY_NGRAM_INVIX);
+ cis.setGramLength(Integer.valueOf(token.image));
+ }
+ )
+ <RIGHTPAREN>
)
";"
| ";"
diff --git a/asterix-common/src/main/java/edu/uci/ics/asterix/common/config/DatasetConfig.java b/asterix-common/src/main/java/edu/uci/ics/asterix/common/config/DatasetConfig.java
index e860a0a..cbe96f7 100644
--- a/asterix-common/src/main/java/edu/uci/ics/asterix/common/config/DatasetConfig.java
+++ b/asterix-common/src/main/java/edu/uci/ics/asterix/common/config/DatasetConfig.java
@@ -41,7 +41,9 @@
BTREE,
RTREE,
WORD_INVIX,
- NGRAM_INVIX
+ NGRAM_INVIX,
+ FUZZY_WORD_INVIX,
+ FUZZY_NGRAM_INVIX
}
}
