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Example 6 with GetDataFrameOfElements

use of uk.gov.gchq.gaffer.spark.operation.dataframe.GetDataFrameOfElements in project Gaffer by gchq.

the class GetDataFrameOfElementsExample method getDataFrameOfElementsWithEdgeGroup.

public void getDataFrameOfElementsWithEdgeGroup(final SQLContext sqlc, final Graph graph) throws OperationException {
    ROOT_LOGGER.setLevel(Level.INFO);
    log("#### " + getMethodNameAsSentence(0) + "\n");
    printGraph();
    ROOT_LOGGER.setLevel(Level.OFF);
    final GetDataFrameOfElements operation = new GetDataFrameOfElements.Builder().view(new View.Builder().edge("edge").build()).sqlContext(sqlc).build();
    final Dataset<Row> df = graph.execute(operation, new User("user01"));
    // Show
    String result = df.showString(100, 20);
    ROOT_LOGGER.setLevel(Level.INFO);
    printJava("GetDataFrameOfElements operation = new GetDataFrameOfElements.Builder()\n" + "                .view(new View.Builder()\n" + "                        .entity(\"edge\")\n" + "                        .build()).\n" + "                .sqlContext(sqlc)\n" + "                .build();\n" + "Dataset<Row> df = getGraph().execute(operation, new User(\"user01\"));\n" + "df.show();");
    log("The results are:");
    log("```");
    log(result.substring(0, result.length() - 2));
    log("```");
    ROOT_LOGGER.setLevel(Level.OFF);
    // Restrict to edges involving given vertices
    final Dataset<Row> seeded = df.filter("src = 1 OR src = 3");
    result = seeded.showString(100, 20);
    ROOT_LOGGER.setLevel(Level.INFO);
    printJava("df.filter(\"src = 1 OR src = 3\").show();");
    log("The results are:");
    log("```");
    log(result.substring(0, result.length() - 2));
    log("```");
    ROOT_LOGGER.setLevel(Level.OFF);
    // Filter by property
    final Dataset<Row> filtered = df.filter("count > 1");
    result = filtered.showString(100, 20);
    ROOT_LOGGER.setLevel(Level.INFO);
    printJava("df.filter(\"count > 1\").show();");
    log("The results are:");
    log("```");
    log(result.substring(0, result.length() - 2));
    log("```");
    ROOT_LOGGER.setLevel(Level.OFF);
}
Also used : GetDataFrameOfElements(uk.gov.gchq.gaffer.spark.operation.dataframe.GetDataFrameOfElements) User(uk.gov.gchq.gaffer.user.User) Row(org.apache.spark.sql.Row) View(uk.gov.gchq.gaffer.data.elementdefinition.view.View)

Example 7 with GetDataFrameOfElements

use of uk.gov.gchq.gaffer.spark.operation.dataframe.GetDataFrameOfElements in project Gaffer by gchq.

the class GetDataFrameOfElementsHandlerTest method checkCanDealWithNonStandardProperties.

@Test
public void checkCanDealWithNonStandardProperties() throws OperationException {
    final Graph graph = getGraph("/schema-DataFrame/dataSchemaNonstandardTypes.json", getElementsWithNonStandardProperties());
    final SQLContext sqlContext = getSqlContext("checkCanDealWithNonStandardProperties");
    // Edges group - check get correct edges
    GetDataFrameOfElements dfOperation = new GetDataFrameOfElements.Builder().sqlContext(sqlContext).view(new View.Builder().edge(EDGE_GROUP).build()).build();
    Dataset<Row> dataFrame = graph.execute(dfOperation, new User());
    Set<Row> results = new HashSet<>(dataFrame.collectAsList());
    final Set<Row> expectedRows = new HashSet<>();
    final MutableList<Object> fields1 = new MutableList<>();
    Map<String, Long> freqMap = Map$.MODULE$.empty();
    freqMap.put("Y", 1000L);
    freqMap.put("Z", 10000L);
    fields1.appendElem(EDGE_GROUP);
    fields1.appendElem("B");
    fields1.appendElem("C");
    fields1.appendElem(freqMap);
    final HyperLogLogPlus hllpp = new HyperLogLogPlus(5, 5);
    hllpp.offer("AAA");
    hllpp.offer("BBB");
    fields1.appendElem(hllpp.cardinality());
    expectedRows.add(Row$.MODULE$.fromSeq(fields1));
    assertEquals(expectedRows, results);
    // Entities group - check get correct entities
    dfOperation = new GetDataFrameOfElements.Builder().sqlContext(sqlContext).view(new View.Builder().entity(ENTITY_GROUP).build()).build();
    dataFrame = graph.execute(dfOperation, new User());
    results.clear();
    results.addAll(dataFrame.collectAsList());
    expectedRows.clear();
    fields1.clear();
    freqMap.clear();
    freqMap.put("W", 10L);
    freqMap.put("X", 100L);
    fields1.appendElem(ENTITY_GROUP);
    fields1.appendElem("A");
    fields1.appendElem(freqMap);
    final HyperLogLogPlus hllpp2 = new HyperLogLogPlus(5, 5);
    hllpp2.offer("AAA");
    fields1.appendElem(hllpp2.cardinality());
    expectedRows.add(Row$.MODULE$.fromSeq(fields1));
    assertEquals(expectedRows, results);
    sqlContext.sparkContext().stop();
}
Also used : GetDataFrameOfElements(uk.gov.gchq.gaffer.spark.operation.dataframe.GetDataFrameOfElements) User(uk.gov.gchq.gaffer.user.User) View(uk.gov.gchq.gaffer.data.elementdefinition.view.View) Graph(uk.gov.gchq.gaffer.graph.Graph) MutableList(scala.collection.mutable.MutableList) HyperLogLogPlus(com.clearspring.analytics.stream.cardinality.HyperLogLogPlus) Row(org.apache.spark.sql.Row) SQLContext(org.apache.spark.sql.SQLContext) HashSet(java.util.HashSet) Test(org.junit.Test)

Example 8 with GetDataFrameOfElements

use of uk.gov.gchq.gaffer.spark.operation.dataframe.GetDataFrameOfElements in project Gaffer by gchq.

the class GetDataFrameOfElementsHandlerTest method checkGetCorrectElementsInDataFrame.

@Test
public void checkGetCorrectElementsInDataFrame() throws OperationException {
    final Graph graph = getGraph("/schema-DataFrame/dataSchema.json", getElements());
    final SQLContext sqlContext = getSqlContext("checkGetCorrectElementsInDataFrame");
    // Edges group - check get correct edges
    GetDataFrameOfElements dfOperation = new GetDataFrameOfElements.Builder().sqlContext(sqlContext).view(new View.Builder().edge(EDGE_GROUP).build()).build();
    Dataset<Row> dataFrame = graph.execute(dfOperation, new User());
    Set<Row> results = new HashSet<>(dataFrame.collectAsList());
    final Set<Row> expectedRows = new HashSet<>();
    for (int i = 0; i < NUM_ELEMENTS; i++) {
        final MutableList<Object> fields1 = new MutableList<>();
        fields1.appendElem(EDGE_GROUP);
        fields1.appendElem("" + i);
        fields1.appendElem("B");
        fields1.appendElem(1);
        fields1.appendElem(2);
        fields1.appendElem(3.0F);
        fields1.appendElem(4.0D);
        fields1.appendElem(5L);
        fields1.appendElem(100L);
        expectedRows.add(Row$.MODULE$.fromSeq(fields1));
        final MutableList<Object> fields2 = new MutableList<>();
        fields2.appendElem(EDGE_GROUP);
        fields2.appendElem("" + i);
        fields2.appendElem("C");
        fields2.appendElem(6);
        fields2.appendElem(7);
        fields2.appendElem(8.0F);
        fields2.appendElem(9.0D);
        fields2.appendElem(10L);
        fields2.appendElem(i * 200L);
        expectedRows.add(Row$.MODULE$.fromSeq(fields2));
    }
    assertEquals(expectedRows, results);
    // Entities group - check get correct entities
    dfOperation = new GetDataFrameOfElements.Builder().sqlContext(sqlContext).view(new View.Builder().entity(ENTITY_GROUP).build()).build();
    dataFrame = graph.execute(dfOperation, new User());
    results.clear();
    results.addAll(dataFrame.collectAsList());
    expectedRows.clear();
    for (int i = 0; i < NUM_ELEMENTS; i++) {
        final MutableList<Object> fields1 = new MutableList<>();
        fields1.clear();
        fields1.appendElem(ENTITY_GROUP);
        fields1.appendElem("" + i);
        fields1.appendElem(1);
        fields1.appendElem(i);
        fields1.appendElem(3.0F);
        fields1.appendElem(4.0D);
        fields1.appendElem(5L);
        fields1.appendElem(6);
        expectedRows.add(Row$.MODULE$.fromSeq(fields1));
    }
    assertEquals(expectedRows, results);
    sqlContext.sparkContext().stop();
}
Also used : GetDataFrameOfElements(uk.gov.gchq.gaffer.spark.operation.dataframe.GetDataFrameOfElements) User(uk.gov.gchq.gaffer.user.User) View(uk.gov.gchq.gaffer.data.elementdefinition.view.View) Graph(uk.gov.gchq.gaffer.graph.Graph) MutableList(scala.collection.mutable.MutableList) Row(org.apache.spark.sql.Row) SQLContext(org.apache.spark.sql.SQLContext) HashSet(java.util.HashSet) Test(org.junit.Test)

Example 9 with GetDataFrameOfElements

use of uk.gov.gchq.gaffer.spark.operation.dataframe.GetDataFrameOfElements in project Gaffer by gchq.

the class GetDataFrameOfElementsHandlerTest method checkViewIsRespected.

@Test
public void checkViewIsRespected() throws OperationException {
    final Graph graph = getGraph("/schema-DataFrame/dataSchema.json", getElements());
    final SQLContext sqlContext = getSqlContext("checkViewIsRespected");
    // Edges group - check get correct edges
    GetDataFrameOfElements dfOperation = new GetDataFrameOfElements.Builder().sqlContext(sqlContext).view(new View.Builder().edge(EDGE_GROUP, new ViewElementDefinition.Builder().preAggregationFilter(new ElementFilter.Builder().select("count").execute(new IsMoreThan(800L)).build()).build()).build()).build();
    Dataset<Row> dataFrame = graph.execute(dfOperation, new User());
    Set<Row> results = new HashSet<>(dataFrame.collectAsList());
    final Set<Row> expectedRows = new HashSet<>();
    for (int i = 0; i < NUM_ELEMENTS; i++) {
        if (i * 200L > 800L) {
            final MutableList<Object> fields2 = new MutableList<>();
            fields2.appendElem(EDGE_GROUP);
            fields2.appendElem("" + i);
            fields2.appendElem("C");
            fields2.appendElem(6);
            fields2.appendElem(7);
            fields2.appendElem(8.0F);
            fields2.appendElem(9.0D);
            fields2.appendElem(10L);
            fields2.appendElem(i * 200L);
            expectedRows.add(Row$.MODULE$.fromSeq(fields2));
        }
    }
    assertEquals(expectedRows, results);
    // Entities group - check get correct entities
    dfOperation = new GetDataFrameOfElements.Builder().sqlContext(sqlContext).view(new View.Builder().entity(ENTITY_GROUP, new ViewElementDefinition.Builder().postAggregationFilter(new ElementFilter.Builder().select("property1").execute(new IsMoreThan(1)).build()).build()).build()).build();
    dataFrame = graph.execute(dfOperation, new User());
    results.clear();
    results.addAll(dataFrame.collectAsList());
    expectedRows.clear();
    for (int i = 2; i < NUM_ELEMENTS; i++) {
        final MutableList<Object> fields1 = new MutableList<>();
        fields1.clear();
        fields1.appendElem(ENTITY_GROUP);
        fields1.appendElem("" + i);
        fields1.appendElem(1);
        fields1.appendElem(i);
        fields1.appendElem(3.0F);
        fields1.appendElem(4.0D);
        fields1.appendElem(5L);
        fields1.appendElem(6);
        expectedRows.add(Row$.MODULE$.fromSeq(fields1));
    }
    assertEquals(expectedRows, results);
    sqlContext.sparkContext().stop();
}
Also used : GetDataFrameOfElements(uk.gov.gchq.gaffer.spark.operation.dataframe.GetDataFrameOfElements) User(uk.gov.gchq.gaffer.user.User) ViewElementDefinition(uk.gov.gchq.gaffer.data.elementdefinition.view.ViewElementDefinition) View(uk.gov.gchq.gaffer.data.elementdefinition.view.View) Graph(uk.gov.gchq.gaffer.graph.Graph) MutableList(scala.collection.mutable.MutableList) ElementFilter(uk.gov.gchq.gaffer.data.element.function.ElementFilter) Row(org.apache.spark.sql.Row) IsMoreThan(uk.gov.gchq.gaffer.function.filter.IsMoreThan) SQLContext(org.apache.spark.sql.SQLContext) HashSet(java.util.HashSet) Test(org.junit.Test)

Example 10 with GetDataFrameOfElements

use of uk.gov.gchq.gaffer.spark.operation.dataframe.GetDataFrameOfElements in project Gaffer by gchq.

the class GetDataFrameOfElementsHandlerTest method checkGetCorrectElementsInDataFrameWithProjection.

@Test
public void checkGetCorrectElementsInDataFrameWithProjection() throws OperationException {
    final Graph graph = getGraph("/schema-DataFrame/dataSchema.json", getElements());
    final SQLContext sqlContext = getSqlContext("checkGetCorrectElementsInDataFrameWithProjection");
    // Get all edges
    final GetDataFrameOfElements dfOperation = new GetDataFrameOfElements.Builder().sqlContext(sqlContext).view(new View.Builder().edge(EDGE_GROUP).build()).build();
    final Dataset<Row> dataFrame = graph.execute(dfOperation, new User());
    // Check get correct rows when ask for src, dst and property2 columns
    Set<Row> results = new HashSet<>(dataFrame.select("src", "dst", "property2").collectAsList());
    final Set<Row> expectedRows = new HashSet<>();
    for (int i = 0; i < NUM_ELEMENTS; i++) {
        MutableList<Object> fields1 = new MutableList<>();
        fields1.appendElem("" + i);
        fields1.appendElem("B");
        fields1.appendElem(3.0F);
        expectedRows.add(Row$.MODULE$.fromSeq(fields1));
        MutableList<Object> fields2 = new MutableList<>();
        fields2.appendElem("" + i);
        fields2.appendElem("C");
        fields2.appendElem(8.0F);
        expectedRows.add(Row$.MODULE$.fromSeq(fields2));
    }
    assertEquals(expectedRows, results);
    // Check get correct rows when ask for just property2 column
    results = new HashSet<>(dataFrame.select("property2").collectAsList());
    expectedRows.clear();
    for (int i = 0; i < NUM_ELEMENTS; i++) {
        MutableList<Object> fields1 = new MutableList<>();
        fields1.appendElem(3.0F);
        expectedRows.add(Row$.MODULE$.fromSeq(fields1));
        MutableList<Object> fields2 = new MutableList<>();
        fields2.appendElem(8.0F);
        expectedRows.add(Row$.MODULE$.fromSeq(fields2));
    }
    assertEquals(expectedRows, results);
    sqlContext.sparkContext().stop();
}
Also used : GetDataFrameOfElements(uk.gov.gchq.gaffer.spark.operation.dataframe.GetDataFrameOfElements) User(uk.gov.gchq.gaffer.user.User) Graph(uk.gov.gchq.gaffer.graph.Graph) MutableList(scala.collection.mutable.MutableList) Row(org.apache.spark.sql.Row) SQLContext(org.apache.spark.sql.SQLContext) HashSet(java.util.HashSet) Test(org.junit.Test)

Aggregations

GetDataFrameOfElements (uk.gov.gchq.gaffer.spark.operation.dataframe.GetDataFrameOfElements)10 User (uk.gov.gchq.gaffer.user.User)10 Row (org.apache.spark.sql.Row)9 SQLContext (org.apache.spark.sql.SQLContext)8 Test (org.junit.Test)8 View (uk.gov.gchq.gaffer.data.elementdefinition.view.View)8 Graph (uk.gov.gchq.gaffer.graph.Graph)8 HashSet (java.util.HashSet)7 MutableList (scala.collection.mutable.MutableList)7 HyperLogLogPlus (com.clearspring.analytics.stream.cardinality.HyperLogLogPlus)2 ArrayList (java.util.ArrayList)1 ElementFilter (uk.gov.gchq.gaffer.data.element.function.ElementFilter)1 ViewElementDefinition (uk.gov.gchq.gaffer.data.elementdefinition.view.ViewElementDefinition)1 IsMoreThan (uk.gov.gchq.gaffer.function.filter.IsMoreThan)1 Converter (uk.gov.gchq.gaffer.spark.operation.dataframe.converter.property.Converter)1