import com.hazelcast.aggregation.Aggregators; import com.hazelcast.core.Hazelcast; import com.hazelcast.core.HazelcastInstance; import com.hazelcast.core.IMap; import com.hazelcast.query.Predicate; import java.util.Map; import java.util.Random; import java.util.Set; import java.util.UUID; public class FastAggregationsDemo { // predefined companies private static final String[] COMPANIES = {"Hazelcast", "Hazelnut", "Hazelstorm", "Stormcast", "Nutcast"}; private static final String[] FIRST_NAMES = {"Peter", "Greg", "Chris", "Talip", "Fuad", "Mehmet", "Miko", "Asim", "Enes"}; private static final String[] LAST_NAMES = {"Veentjer", "Luck", "Engelbert", "Ozturk", "Malikov", "Matsumura", "Arslan", "Akar"}; public static void main(String[] args) { // build Hazelcast cluster System.out.println("Starting instance 1"); Hazelcast.newHazelcastInstance(); System.out.println("Starting instance 2"); Hazelcast.newHazelcastInstance(); System.out.println("Starting instance 3"); HazelcastInstance hz = Hazelcast.newHazelcastInstance(); // retrieve the Hazelcast IMap IMap<String, Employee> employees = hz.getMap("employees"); // fill in demo data fillEmployeeMap(employees); // we simple calculate a average over all salaries on all employees simpleSalaryAverage(employees); // here we first search Hazelcast employees using the Predicate and calculate the average only on those companyBasedSalaryAverage(employees); // now we just sum up the salaries salarySum(employees); // this time we count the employees that we calculate on (let's expect it to be 10k ;-)) countEmployees(employees); // last but not least we want to get all distinct first names of the employees distinctEmployeeFirstNames(employees); Hazelcast.shutdownAll(); } private static void simpleSalaryAverage(IMap<String, Employee> employees) { System.out.println("Calculating salary average"); // execute the aggregation and print the result double avgSalary = employees.aggregate(Aggregators.<Map.Entry<String, Employee>>integerAvg("salaryPerMonth")); System.out.println("Overall average salary: " + avgSalary); System.out.println("\n"); } private static void companyBasedSalaryAverage(IMap<String, Employee> employees) { System.out.println("Calculating average monthly salary for Hazelcast"); // create the Predicate to select only Hazelcast employees Predicate<String, Employee> companyPredicate = new CompanyPredicate("Hazelcast"); // execute the aggregation and print the result double avgSalary = employees .aggregate(Aggregators.<Map.Entry<String, Employee>>integerAvg("salaryPerMonth"), companyPredicate); System.out.println("Hazelcast average salary: " + avgSalary); System.out.println("\n"); } private static void salarySum(IMap<String, Employee> employees) { // execute the aggregation and print the result long sumSalary = employees.aggregate(Aggregators.<Map.Entry<String, Employee>>integerSum("salaryPerMonth")); System.out.println("Sum of all salaries: " + sumSalary); System.out.println("\n"); } private static void countEmployees(IMap<String, Employee> employees) { // execute the aggregation and print the result long countEmployee = employees.aggregate(Aggregators.<Map.Entry<String, Employee>>count()); System.out.println("Number of employees: " + countEmployee); System.out.println("\n"); } private static void distinctEmployeeFirstNames(IMap<String, Employee> employees) { // execute the aggregation and print the result Set<String> allFirstNames = employees.aggregate(Aggregators.<Map.Entry<String, Employee>, String>distinct("firstName")); System.out.println("All first names: " + allFirstNames); System.out.println("\n"); } private static void fillEmployeeMap(IMap<String, Employee> employees) { Random random = new Random(); for (int i = 0; i < 10000; i++) { String companyName = COMPANIES[random.nextInt(COMPANIES.length)]; String firstName = FIRST_NAMES[random.nextInt(FIRST_NAMES.length)]; String lastName = LAST_NAMES[random.nextInt(LAST_NAMES.length)]; int salaryPerMonth = 2800 + random.nextInt(2000); Employee employee = new Employee(); employee.setCompanyName(companyName); employee.setFirstName(firstName); employee.setLastName(lastName); employee.setSalaryPerMonth(salaryPerMonth); String key = UUID.randomUUID().toString(); employees.put(key, employee); } System.out.println("Employee map filled."); } }