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ORMBenchmark.java
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package win.doyto.ormcamparison.benchmark;
import org.junit.jupiter.api.AfterAll;
import org.junit.jupiter.api.BeforeAll;
import org.junit.jupiter.api.Test;
import org.openjdk.jmh.annotations.Benchmark;
import org.openjdk.jmh.results.RunResult;
import org.openjdk.jmh.results.format.ResultFormatType;
import org.openjdk.jmh.runner.Runner;
import org.openjdk.jmh.runner.options.Options;
import org.openjdk.jmh.runner.options.OptionsBuilder;
import org.springframework.boot.SpringApplication;
import org.springframework.context.ConfigurableApplicationContext;
import org.springframework.test.web.servlet.MockMvc;
import org.springframework.test.web.servlet.setup.MockMvcBuilders;
import org.springframework.web.context.WebApplicationContext;
import java.util.Collection;
import java.util.Map;
import java.util.concurrent.ConcurrentHashMap;
import java.util.concurrent.atomic.AtomicLong;
import static org.springframework.test.web.servlet.request.MockMvcRequestBuilders.get;
import static org.springframework.test.web.servlet.result.MockMvcResultMatchers.status;
public class ORMBenchmark {
private static void print(String msg) {
System.out.println(msg);
}
private static void printf(String fmt, Object... args) {
System.out.printf(fmt + "%n", args);
}
private static final Map<String, LatencyAccumulator> latencyMap = new ConcurrentHashMap<>();
private static final Map<String, Long> totalTimeMs = new ConcurrentHashMap<>();
private static final Map<String, Double> opsMap = new ConcurrentHashMap<>();
// ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
// main β JMH μ€ν μ§μ
μ
// ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
public static void main(String[] args) throws Exception {
beforeAll();
Options opt = new OptionsBuilder()
.include(ORMBenchmark.class.getSimpleName())
.forks(0)
.warmupIterations(0)
.measurementIterations(1)
.resultFormat(ResultFormatType.JSON)
.result("target/test-data.json")
.build();
Collection<RunResult> results = new Runner(opt).run();
printJmhSummary(results);
afterAll();
}
// ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
// Spring 컨ν
μ€νΈ μ΄κΈ°ν
// ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
static ConfigurableApplicationContext context;
static MockMvc mockMvc;
@BeforeAll
static void beforeAll() {
try {
Class<?> appClass = Class.forName("win.doyto.ormcamparison.ORMApplication");
context = SpringApplication.run(appClass, "--spring.profiles.active=postgresql");
} catch (ClassNotFoundException e) {
throw new RuntimeException("ORMApplication class not found", e);
}
mockMvc = MockMvcBuilders
.webAppContextSetup((WebApplicationContext) context)
.build();
}
@AfterAll
static void afterAll() {
printLatencySummary();
context.close();
}
private static final int WARMUP = 5;
private static final int ROUNDS = 100;
// ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
// 쿼리 ν½μ€μ²
// ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
private static final String Q1 = "/salary/?pageSize=100";
private static final String Q2 = "/salary/?orConditions[0].salaryInUsdGt=300000&orConditions[0].salaryInUsdLt=30000&pageSize=100";
private static final String Q3 = "/salary/?work_year=2025&salaryInUsdLt=100000&salaryInUsdGt=20000&pageSize=100";
// ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
// DRY: κ³΅ν΅ λ²€μΉλ§ν¬ ν¬νΌ
// ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
/**
* μλ°μ
+ μΈ‘μ μ νκ³³μμ μ²λ¦¬νλ ν¬νΌμ
λλ€.
*
* @param key latencyMap ν€ (μ: "dq_q1", "mybatis_q2")
* @param url μμ² URL (prefix + query)
*/
private void runBenchmark(String key, String url) throws Exception {
for (int i = 0; i < WARMUP; i++)
mockMvc.perform(get(url)).andExpect(status().isOk());
long start = System.nanoTime();
for (int i = 0; i < ROUNDS; i++) {
long s = System.nanoTime();
mockMvc.perform(get(url)).andExpect(status().isOk());
record(key, System.nanoTime() - s);
}
long totalNs = System.nanoTime() - start;
totalTimeMs.put(key, totalNs / 1_000_000L);
opsMap.put(key, ROUNDS / (totalNs / 1_000_000_000.0));
}
// ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
// DoytoQuery λ²€μΉλ§ν¬
// ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
@Benchmark
@Test
public void dqQuery1() throws Exception {
runBenchmark("dq_q1", "/dq" + Q1);
}
@Benchmark
@Test
public void dqQuery2() throws Exception {
runBenchmark("dq_q2", "/dq" + Q2);
}
@Benchmark
@Test
public void dqQuery3() throws Exception {
runBenchmark("dq_q3", "/dq" + Q3);
}
// ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
// JPA λ²€μΉλ§ν¬ (Criteria API)
// ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
@Benchmark
@Test
public void jpaQuery1() throws Exception {
runBenchmark("jpa_q1", "/jpa" + Q1);
}
@Benchmark
@Test
public void jpaQuery2() throws Exception {
runBenchmark("jpa_q2", "/jpa" + Q2);
}
@Benchmark
@Test
public void jpaQuery3() throws Exception {
runBenchmark("jpa_q3", "/jpa" + Q3);
}
// ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
// JPA Native SQL λ²€μΉλ§ν¬ (μ΅μ ν)
// ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
@Benchmark
@Test
public void jpaNativeQuery1() throws Exception {
runBenchmark("jpanative_q1", "/jpa/salary/optimized?pageSize=100");
}
@Benchmark
@Test
public void jpaNativeQuery2() throws Exception {
runBenchmark("jpanative_q2",
"/jpa/salary/optimized-or?pageSize=100&orConditions[0].salaryInUsdGt=300000&orConditions[0].salaryInUsdLt=30000");
}
@Benchmark
@Test
public void jpaNativeQuery3() throws Exception {
runBenchmark("jpanative_q3",
"/jpa/salary/optimized?work_year=2025&salaryInUsdLt=100000&salaryInUsdGt=20000&pageSize=100");
}
// ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
// JDBC Template λ²€μΉλ§ν¬
// ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
@Benchmark
@Test
public void jdbcQuery1() throws Exception {
runBenchmark("jdbc_q1", "/jdbc" + Q1);
}
@Benchmark
@Test
public void jdbcQuery2() throws Exception {
runBenchmark("jdbc_q2", "/jdbc" + Q2);
}
@Benchmark
@Test
public void jdbcQuery3() throws Exception {
runBenchmark("jdbc_q3", "/jdbc" + Q3);
}
// ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
// MyBatis-Plus λ²€μΉλ§ν¬
// ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
@Benchmark
@Test
public void mpQuery1() throws Exception {
runBenchmark("mp_q1", "/mp" + Q1);
}
@Benchmark
@Test
public void mpQuery2() throws Exception {
runBenchmark("mp_q2", "/mp" + Q2);
}
@Benchmark
@Test
public void mpQuery3() throws Exception {
runBenchmark("mp_q3", "/mp" + Q3);
}
// ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
// MyBatis (Vanilla) λ²€μΉλ§ν¬
// ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
@Benchmark
@Test
public void mybatisQuery1() throws Exception {
runBenchmark("mybatis_q1", "/mybatis" + Q1);
}
@Benchmark
@Test
public void mybatisQuery2() throws Exception {
runBenchmark("mybatis_q2", "/mybatis" + Q2);
}
@Benchmark
@Test
public void mybatisQuery3() throws Exception {
runBenchmark("mybatis_q3", "/mybatis" + Q3);
}
// ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
// λ‘κ·Έ μΆλ ₯
// ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
public static void printLatencySummary() {
String[] queries = { "q1", "q2", "q3" };
String[] orms = { "dq", "jpa", "jpanative", "jdbc", "mp", "mybatis" };
String[] labels = { "DoytoQuery ", "JPA (Criteria)", "JPA (Native) ", "JDBC ", "MyBatis+ ",
"MyBatis " };
print("");
print("ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ");
print(" ORM νλ μμν¬ λ²€μΉλ§ν¬ κ²°κ³Ό (Native SQL ν¬ν¨)");
print(" λ¨μ: ms / s β OPS: μ΄λΉ μ²λ¦¬λ (λμμλ‘ μ’μ)");
print("ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ");
String[] rankMedals = { "1μ", "2μ", "3μ", "4μ", "5μ", "6μ" };
for (int qi = 0; qi < queries.length; qi++) {
String q = queries[qi];
record OrmEntry(int ormIdx, long avgNs) {
}
var ranked = new java.util.ArrayList<OrmEntry>();
for (int i = 0; i < orms.length; i++) {
LatencyAccumulator acc = latencyMap.get(orms[i] + "_" + q);
if (acc != null && acc.count() > 0)
ranked.add(new OrmEntry(i, acc.avg()));
}
ranked.sort(java.util.Comparator.comparingLong(OrmEntry::avgNs));
print("");
printf(" [쿼리%d] %s", qi + 1, queryDescription(qi + 1));
print(" ββββββββ¬ββββββββββββββ¬βββββββββββββ¬βββββββββββββ¬βββββββββββββ¬βββββββββββββ¬βββββββββββββ¬βββββββββββββ");
print(" β μμ β νλ μμν¬ β νκ· β μ΅μ β μ΅λ β p95 β μ΄μκ° β OPS β");
print(" ββββββββΌββββββββββββββΌβββββββββββββΌβββββββββββββΌβββββββββββββΌβββββββββββββΌβββββββββββββΌβββββββββββββ€");
for (int r = 0; r < ranked.size(); r++) {
int i = ranked.get(r).ormIdx();
LatencyAccumulator acc = latencyMap.get(orms[i] + "_" + q);
Long totalMs = totalTimeMs.get(orms[i] + "_" + q);
Double ops = opsMap.get(orms[i] + "_" + q);
String totalStr = totalMs != null ? formatDuration(totalMs * 1_000_000L) : " N/A ";
String opsStr = ops != null ? String.format("%8.2f/s", ops) : " N/A ";
printf(" β %s β %s β %s β %s β %s β %s β %s β %s β",
rankMedals[r], labels[i],
formatDuration(acc.avg()),
formatDuration(acc.min()),
formatDuration(acc.max()),
formatDuration(acc.p95()),
totalStr,
opsStr);
}
print(" ββββββββ΄ββββββββββββββ΄βββββββββββββ΄βββββββββββββ΄βββββββββββββ΄βββββββββββββ΄βββββββββββββ΄βββββββββββββ");
}
printOverallRanking(orms, labels, queries);
}
private static String formatDuration(long ns) {
double ms = ns / 1_000_000.0;
if (ms >= 1_000.0)
return String.format("%7.3f s ", ms / 1_000.0);
if (ms >= 1.0)
return String.format("%7.2f ms", ms);
return String.format("%7.3f ms", ms);
}
private static String queryDescription(int n) {
return switch (n) {
case 1 -> "1. κΈ°λ³Έ κΈμ¬ μ‘°ν";
case 2 -> "2. μ¬λ¬ μ§κ΅° λμ κ²μ";
case 3 -> "3. 2025λ
νΉμ κΈμ¬κ΅¬κ° νν°λ§";
default -> "κΈ°ν ν
μ€νΈ";
};
}
private static void printOverallRanking(String[] orms, String[] labels, String[] queries) {
record OrmScore(String label, long avgNs, double avgOps) {
}
var scores = new java.util.ArrayList<OrmScore>();
for (int i = 0; i < orms.length; i++) {
long totalNs = 0;
double totalOps = 0;
int cnt = 0;
for (String q : queries) {
LatencyAccumulator acc = latencyMap.get(orms[i] + "_" + q);
Double ops = opsMap.get(orms[i] + "_" + q);
if (acc != null && acc.count() > 0) {
totalNs += acc.avg();
totalOps += ops != null ? ops : 0;
cnt++;
}
}
if (cnt > 0)
scores.add(new OrmScore(labels[i], totalNs / cnt, totalOps / cnt));
}
scores.sort(java.util.Comparator.comparingLong(OrmScore::avgNs));
String[] medals = { "1μ", "2μ", "3μ", "4μ", "5μ", "6μ", "7μ" };
print("");
print(" βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ");
print(" β ORM μ’
ν© μμ (μ 체 쿼리 νκ· κΈ°μ€) β");
print(" ββββββββ¬ββββββββββββββ¬βββββββββββββββββ¬βββββββββββββββββ¬βββββββββββββββββββββββ€");
print(" β μμ β νλ μμν¬ β νκ· μλ΅μκ° β νκ· OPS β μ±λ₯ μ°¨μ΄ (1μλλΉ) β");
print(" ββββββββΌββββββββββββββΌβββββββββββββββββΌβββββββββββββββββΌβββββββββββββββββββββββ€");
long bestAvgNs = scores.isEmpty() ? 1 : scores.get(0).avgNs();
for (int i = 0; i < scores.size(); i++) {
long currentNs = scores.get(i).avgNs();
double ratio = (double) currentNs / bestAvgNs;
String diffStr = i == 0 ? " κΈ°μ€ (1.0λ°°)" : String.format(" %4.1fλ°° λλ¦Ό ", ratio);
printf(" β %s β %s β %s β %10.2f/s β %19s β",
medals[i],
scores.get(i).label(),
formatDuration(scores.get(i).avgNs()),
scores.get(i).avgOps(),
diffStr);
}
print(" ββββββββ΄ββββββββββββββ΄βββββββββββββββββ΄βββββββββββββββββ΄βββββββββββββββββββββββ");
print("ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ");
print("");
}
private static void printJmhSummary(Collection<RunResult> results) {
print("");
print("=================================================================");
print(" JMH λ²€μΉλ§ν¬ μ΅μ’
κ²°κ³Ό");
print("=================================================================");
print(" βββββββββββββββββββββββββββββ¬βββββββββββββ¬βββββββββββββ");
print(" β λ²€μΉλ§ν¬ β μ²λ¦¬λ avg β μ€μ°¨ Β± β");
print(" βββββββββββββββββββββββββββββΌβββββββββββββΌβββββββββββββ€");
results.stream()
.sorted((a, b) -> Double.compare(
b.getPrimaryResult().getScore(),
a.getPrimaryResult().getScore()))
.forEach(r -> {
String name = r.getParams().getBenchmark();
String short_ = name.contains(".") ? name.substring(name.lastIndexOf('.') + 1) : name;
double score = r.getPrimaryResult().getScore();
double err = r.getPrimaryResult().getScoreError();
printf(" β %-27s β %10.1f β Β±%9.1f β", short_, score, err);
});
print(" βββββββββββββββββββββββββββββ΄βββββββββββββ΄βββββββββββββ");
print("=================================================================");
print("");
}
private static void record(String key, long elapsedNanos) {
latencyMap.computeIfAbsent(key, k -> new LatencyAccumulator()).add(elapsedNanos);
}
// ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
// LatencyAccumulator
// ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
static class LatencyAccumulator {
private final AtomicLong sum = new AtomicLong(0);
private final AtomicLong count = new AtomicLong(0);
private final AtomicLong min = new AtomicLong(Long.MAX_VALUE);
private final AtomicLong max = new AtomicLong(0);
private static final int MAX_SAMPLES = 10_000;
private final java.util.concurrent.ConcurrentLinkedQueue<Long> samples = new java.util.concurrent.ConcurrentLinkedQueue<>();
void add(long ns) {
sum.addAndGet(ns);
count.incrementAndGet();
min.updateAndGet(cur -> Math.min(cur, ns));
max.updateAndGet(cur -> Math.max(cur, ns));
if (samples.size() < MAX_SAMPLES)
samples.add(ns);
}
long count() {
return count.get();
}
long avg() {
return count.get() == 0 ? 0 : sum.get() / count.get();
}
long min() {
return min.get() == Long.MAX_VALUE ? 0 : min.get();
}
long max() {
return max.get();
}
long p95() {
if (samples.isEmpty())
return 0;
var sorted = samples.stream().sorted().toList();
int idx = (int) Math.ceil(0.95 * sorted.size()) - 1;
return sorted.get(Math.max(0, Math.min(idx, sorted.size() - 1)));
}
}
}