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AlgoTradingStreamjit.java
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210 lines (186 loc) · 7.19 KB
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package edu.mit.streamjit.test.apps;
import com.google.common.base.Supplier;
import com.google.common.base.Suppliers;
import com.google.common.collect.ImmutableList;
import com.google.common.collect.Iterables;
import com.google.common.collect.UnmodifiableIterator;
import com.jeffreybosboom.serviceproviderprocessor.ServiceProvider;
import edu.mit.streamjit.api.DuplicateSplitter;
import edu.mit.streamjit.api.Filter;
import edu.mit.streamjit.api.Identity;
import edu.mit.streamjit.api.Input;
import edu.mit.streamjit.api.OneToOneElement;
import edu.mit.streamjit.api.Pipeline;
import edu.mit.streamjit.api.RoundrobinJoiner;
import edu.mit.streamjit.api.RoundrobinSplitter;
import edu.mit.streamjit.api.Splitjoin;
import edu.mit.streamjit.api.StatefulFilter;
import edu.mit.streamjit.api.StreamCompiler;
import edu.mit.streamjit.api.StreamPrinter;
import edu.mit.streamjit.api.WeightedRoundrobinJoiner;
import edu.mit.streamjit.api.WeightedRoundrobinSplitter;
import edu.mit.streamjit.impl.compiler2.Compiler2StreamCompiler;
import edu.mit.streamjit.impl.interp.DebugStreamCompiler;
import edu.mit.streamjit.test.Benchmark;
import edu.mit.streamjit.test.Benchmarker;
import edu.mit.streamjit.test.Datasets;
import edu.mit.streamjit.test.SuppliedBenchmark;
import java.nio.ByteOrder;
import java.nio.file.Paths;
import java.util.Collections;
import java.util.Iterator;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.List;
import java.io.BufferedReader;
import java.io.FileReader;
import java.io.IOException;
public class AlgoTradingStreamjit {
private AlgoTradingStreamjit() {}
public static void main(String[] args) throws InterruptedException {
StreamCompiler sc = new DebugStreamCompiler();
//StreamCompiler sc2 = new Compiler2StreamCompiler();
Benchmarker.runBenchmark(new AlgoTradingBenchmark(), sc).get(0).print(System.out);
}
static class Stock_data{
public long date;
public double open;
public double high;
public double low;
public double close;
public long volume;
public String name;
public Stock_data(long date, double open, double high, double low, double close, long volume, String name){
this.date = date;
this.open = open;
this.high = high;
this.low = low;
this.close = close;
this.volume = volume;
this.name = name;
}
}
static class Intermediate_result{
public long result_date;
public Double moving_average;
public Intermediate_result(long result_date, Double moving_average){
this.result_date = result_date;
this.moving_average = moving_average;
}
}
static class Final_result{
public long result_date;
public Boolean buy;
public Final_result(long result_date, Boolean buy){
this.result_date = result_date;
this.buy = buy;
}
}
@ServiceProvider(Benchmark.class)
public static final class AlgoTradingBenchmark extends SuppliedBenchmark {
public static ArrayList<Stock_data> getSource(){
ArrayList<Stock_data> source = new ArrayList<Stock_data>();
String line = "";
try
{
BufferedReader br = new BufferedReader(new FileReader("C:/Users/yudis/Documents/university/Summer2021/streamjit/src/edu/mit/streamjit/test/apps/AAPL_2015_UNIX.csv"));
br.readLine();
while ((line = br.readLine()) != null)
{
String[] row = line.split(",");
source.add(new Stock_data(Long.parseLong(row[0]),Double.parseDouble(row[1]),Double.parseDouble(row[2]),Double.parseDouble(row[3]),Double.parseDouble(row[4]),Long.parseLong(row[5]), row[6]));
}
br.close();
}
catch (IOException e)
{
e.printStackTrace();
}
return source;
}
private static final ArrayList<Stock_data> mydata = getSource();
public AlgoTradingBenchmark() {
super("AlgoTrading", AlgoTradingTopLevel.class, new Dataset("Datasource", (Input)Datasets.nCopies(1, (Input)Input.fromIterable(mydata))
));
}
}
private static final class AlgoTradingTopLevel extends Pipeline<Stock_data, Final_result>{
private static final int shorter = 20;
private static final int longer = 50;
public AlgoTradingTopLevel() {
super(new Splitjoin<>(
new DuplicateSplitter<Stock_data>(),
new RoundrobinJoiner<Intermediate_result>(),
new MovingAverageShort(shorter,longer),
new MovingAverageLong(longer)),
new Compare());
//new StreamPrinter<String>());
}
}
private static final class MovingAverageLong extends Filter<Stock_data, Intermediate_result>{
private final int num_days;
private MovingAverageLong(int num_days){
super(1,1,num_days);
this.num_days = num_days;
}
@Override
public void work() {
double sum = 0;
for (int i = 0; i < num_days-1; i++){
sum += peek(i).close;
}
Stock_data last_datapoint = peek(num_days-1);
sum += last_datapoint.close;
long date = last_datapoint.date;
push(new Intermediate_result(date, sum/num_days));
pop();
}
}
private static final class MovingAverageShort extends Filter<Stock_data, Intermediate_result>{
private final int shorter;
private final int longer;
private MovingAverageShort(int shorter, int longer){
super(1,1,longer);
this.shorter = shorter;
this.longer = longer;
}
@Override
public void work() {
double sum = 0;
for (int i = 0; i < longer-1; i++){
double item = peek(i).close;
if (i >= longer-shorter) {
sum += item;
}
}
Stock_data last_datapoint = peek(longer-1);
sum += last_datapoint.close;
long date = last_datapoint.date;
push(new Intermediate_result(date, sum/shorter));
pop();
}
}
private static final class Compare extends Filter<Intermediate_result, Final_result>{
private Compare(){
super(2,1,0);
}
@Override
public void work() {
Intermediate_result a = pop(), b = pop();
push(new Final_result(a.result_date, a.moving_average > b.moving_average));
//Final_result result = new Final_result(a.result_date, a.moving_average > b.moving_average);
//push(Boolean.toString(result.buy));
}
}
private static final class PrintAverage extends Filter<Intermediate_result, String>{
private PrintAverage(){
super(2,1,0);
}
@Override
public void work() {
Intermediate_result a = pop(), b = pop();
push("date: " + Long.toString(a.result_date) + " short_average: " + Double.toString(a.moving_average)
+ " long average: " + Double.toString(b.moving_average));
}
}
}