API Snapshots: Core, Memory, Pig, Hive, Misc

Table of Contents

Reservoir Sampling Java Example

// simplified file operations and no error handling for clarity

import java.io.File;
import java.io.FileInputStream;
import java.io.FileOutputStream;

import com.yahoo.memory.Memory;
import com.yahoo.sketches.ArrayOfLongsSerDe;
import com.yahoo.sketches.sampling.ReservoirItemsSketch;
import com.yahoo.sketches.sampling.ReservoirItemsUnion;

// this section generates two sketches with some overlap
// and serializes them into files in compact (not updatable) form
{
  int k = 8192;

  // 100000 unique keys
  ReservoirItemsSketch<Long> sketch1 = ReservoirItemsSketch.newInstance(k);
  for (long key = 0; key < 100000; key++) { sketch1.update(key); }
  FileOutputStream out1 = new FileOutputStream(new File("Reservoir1.bin"));
  out1.write(sketch1.toByteArray(new ArrayOfLongsSerDe()));
  out1.close();

  // 100000 unique keys
  // the first 50000 unique keys overlap with sketch1
  ReservoirItemsSketch<Long> sketch2 = ReservoirItemsSketch.newInstance(k);
  for (long key = 50000; key < 150000; key++) { sketch2.update(key); }
  FileOutputStream out2 = new FileOutputStream(new File("Reservoir2.bin"));
  out2.write(sketch2.toByteArray(new ArrayOfLongsSerDe()));
  out2.close();
}

// this section deserializes the sketches, produces their union, and prints the results
{
  FileInputStream in1 = new FileInputStream(new File("Reservoir1.bin"));
  byte[] bytes1 = new byte[in1.available()];
  in1.read(bytes1);
  in1.close();
  ReservoirItemsSketch<Long> sketch1 = ReservoirItemsSketch.heapify(Memory.wrap(bytes1), 
                                                                    new ArrayOfLongsSerDe());

  FileInputStream in2 = new FileInputStream(new File("Reservoir2.bin"));
  byte[] bytes2 = new byte[in2.available()];
  in2.read(bytes2);
  in2.close();
  ReservoirItemsSketch<Long> sketch2 = ReservoirItemsSketch.heapify(Memory.wrap(bytes2),
                                                                    new ArrayOfLongsSerDe());

  int k = sketch1.getK();
  ReservoirItemsUnion<Long> union = ReservoirItemsUnion.newInstance(k);
  union.update(sketch1);
  union.update(sketch2);
  ReservoirItemsSketch<Long> unionResult = union.getResult();

  // debug summary of the union result sketch
  System.out.println(unionResult.toString());
  System.out.println("First 10 results in union:");
  Long[] samples = unionResult.getSamples();
  for (int i = 0; i < 10; i++) {
      System.out.println(i + ": " + samples[i]);
  }
}

Output:

### ReservoirItemsSketch SUMMARY:
   k            : 8192
   n            : 200000
   Current size : 8192
   Resize factor: X8
### END SKETCH SUMMARY

First 10 results in union:
0: 6843
1: 1
2: 18592
3: 13470
4: 24367
5: 12686
6: 73476
7: 15003
8: 68131
9: 18649