| /* |
| * Copyright 2017, 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.sampling; |
| |
| import static com.yahoo.sketches.pig.sampling.VarOptCommonImpl.RECORD_ALIAS; |
| import static com.yahoo.sketches.pig.sampling.VarOptCommonImpl.WEIGHT_ALIAS; |
| import static com.yahoo.sketches.pig.sampling.VarOptCommonImpl.createDataBagFromSketch; |
| |
| import java.io.IOException; |
| |
| import org.apache.pig.EvalFunc; |
| 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.impl.logicalLayer.FrontendException; |
| import org.apache.pig.impl.logicalLayer.schema.Schema; |
| |
| import com.yahoo.memory.Memory; |
| import com.yahoo.sketches.sampling.VarOptItemsSketch; |
| |
| /** |
| * This UDF extracts samples from the binary image of a VarOpt<Tuple> sketch. Because the |
| * input is a binary object, this UDF is unable to automatically determine the data schema at query |
| * planning time, beyond knowing that the result will be a <tt>DataBag</tt> of |
| * (varOptWeight, (record)) tuples. |
| * |
| * @author Jon Malkin |
| */ |
| public class GetVarOptSamples extends EvalFunc<DataBag> { |
| private static final ArrayOfTuplesSerDe SERDE = new ArrayOfTuplesSerDe(); |
| |
| @Override |
| public DataBag exec(final Tuple inputTuple) throws IOException { |
| if (inputTuple == null || inputTuple.size() < 1 || inputTuple.isNull(0)) { |
| return null; |
| } |
| |
| final DataByteArray dba = (DataByteArray) inputTuple.get(0); |
| final Memory mem = Memory.wrap(dba.get()); |
| final VarOptItemsSketch<Tuple> sketch = VarOptItemsSketch.heapify(mem, SERDE); |
| |
| return createDataBagFromSketch(sketch); |
| } |
| |
| @Override |
| public Schema outputSchema(final Schema input) { |
| try { |
| if (input == null || input.size() == 0 |
| || input.getField(0).type != DataType.BYTEARRAY) { |
| throw new IllegalArgumentException("Input to GetVarOptSamples must be a DataByteArray: " |
| + (input == null ? "null" : input.toString())); |
| } |
| |
| final Schema weightedSampleSchema = new Schema(); |
| weightedSampleSchema.add(new Schema.FieldSchema(WEIGHT_ALIAS, DataType.DOUBLE)); |
| weightedSampleSchema.add(new Schema.FieldSchema(RECORD_ALIAS, DataType.TUPLE)); |
| |
| return new Schema(new Schema.FieldSchema(getSchemaName(this |
| .getClass().getName().toLowerCase(), input), weightedSampleSchema, DataType.BAG)); |
| } catch (final FrontendException e) { |
| throw new RuntimeException(e); |
| } |
| } |
| } |