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);
}
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();
}
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();
}
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();
}
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();
}
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