| /* |
| * Copyright 2016, Yahoo! Inc. |
| * Licensed under the terms of the Apache License 2.0. See LICENSE file at the project root for terms. |
| */ |
| |
| package com.yahoo.sketches.pig.frequencies; |
| |
| import java.io.IOException; |
| |
| import org.apache.pig.EvalFunc; |
| import org.apache.pig.data.BagFactory; |
| import org.apache.pig.data.DataBag; |
| import org.apache.pig.data.DataByteArray; |
| import org.apache.pig.data.DataType; |
| import org.apache.pig.data.Tuple; |
| import org.apache.pig.data.TupleFactory; |
| import org.apache.pig.impl.logicalLayer.FrontendException; |
| import org.apache.pig.impl.logicalLayer.schema.Schema; |
| |
| import com.yahoo.memory.Memory; |
| import com.yahoo.sketches.ArrayOfStringsSerDe; |
| import com.yahoo.sketches.frequencies.ErrorType; |
| import com.yahoo.sketches.frequencies.ItemsSketch; |
| |
| /** |
| * This UDF converts a FrequentItemsSketch<String> to estimates: |
| * {(item, estimate, upper bound, lower bound), ...} |
| */ |
| public class FrequentStringsSketchToEstimates extends EvalFunc<DataBag> { |
| |
| private final ErrorType errorType; |
| |
| /** |
| * Instantiate UDF with default error type |
| */ |
| public FrequentStringsSketchToEstimates() { |
| this.errorType = ErrorType.NO_FALSE_POSITIVES; |
| } |
| |
| /** |
| * Instantiate UDF with given error type |
| * @param errorType string representation of error type |
| */ |
| public FrequentStringsSketchToEstimates(final String errorType) { |
| this.errorType = ErrorType.valueOf(errorType); |
| } |
| |
| @Override |
| public DataBag exec(final Tuple input) throws IOException { |
| if ((input == null) || (input.size() == 0)) { |
| return null; |
| } |
| |
| final DataByteArray dba = (DataByteArray) input.get(0); |
| final ItemsSketch<String> sketch = |
| ItemsSketch.getInstance(Memory.wrap(dba.get()), new ArrayOfStringsSerDe()); |
| final ItemsSketch.Row<String>[] result = sketch.getFrequentItems(errorType); |
| |
| final DataBag bag = BagFactory.getInstance().newDefaultBag(); |
| for (int i = 0; i < result.length; i++) { |
| final Tuple tuple = TupleFactory.getInstance().newTuple(4); |
| tuple.set(0, result[i].getItem()); |
| tuple.set(1, result[i].getEstimate()); |
| tuple.set(2, result[i].getLowerBound()); |
| tuple.set(3, result[i].getUpperBound()); |
| bag.add(tuple); |
| } |
| return bag; |
| } |
| |
| @Override |
| public Schema outputSchema(final Schema inputSchema) { |
| final Schema tupleSchema = new Schema(); |
| tupleSchema.add(new Schema.FieldSchema("item", DataType.CHARARRAY)); |
| tupleSchema.add(new Schema.FieldSchema("estimate", DataType.LONG)); |
| tupleSchema.add(new Schema.FieldSchema("lower_bound", DataType.LONG)); |
| tupleSchema.add(new Schema.FieldSchema("upper_bound", DataType.LONG)); |
| try { |
| final Schema bagSchema = new Schema(new Schema.FieldSchema("item_tuple", tupleSchema, DataType.TUPLE)); |
| return new Schema(new Schema.FieldSchema("bag_of_item_tuples", bagSchema, DataType.BAG)); |
| } catch (final FrontendException e) { |
| throw new RuntimeException(e); |
| } |
| } |
| } |