- netty-0001: DnsResolveContext.finalResult ArrayList.contains O(R²) dedup on DNS records File: resolver-dns/.../dns/DnsResolveContext.java line ~914 Fix: LinkedHashSet gives O(1) dedup with preserved insertion order Ratio: 24.5x at R=50 records - dubbo-0002: MethodWalker.walkHierarchy no visited guard — O(2^D) diamond recursion File: dubbo-rpc-triple/.../rest/util/MethodWalker.java walkHierarchy() Fix: add visited HashSet, return early if already visited Ratio: 8x at D=3 (common Spring proxy depth) - doris-0004: NormalizeRepeat.buildContextWithAlias ImmutableList.contains O(S×G) for GROUPING SETS File: fe-core/.../nereids/rules/analysis/NormalizeRepeat.java buildContextWithAlias() Fix: convert groupingSetExpressions to HashSet before loop — O(1) lookup Ratio: 49x for CUBE(c1..c8), 1000x+ for CUBE(c1..c10)
163 lines
6.7 KiB
Java
163 lines
6.7 KiB
Java
/**
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* netty-0001: DnsResolveContext.finalResult ArrayList dedup O(R²)
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*
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* Demonstrates the defect: O(R²) dedup via ArrayList.contains vs O(R) with LinkedHashSet.
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*
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* Compile: javac DnsResolveContextDedupAlgorithm.java
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* Run: java DnsResolveContextDedupAlgorithm
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*/
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import java.util.ArrayList;
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import java.util.LinkedHashSet;
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import java.util.List;
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import java.util.Set;
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public class DnsResolveContextDedupAlgorithm {
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// ---- DEFECT: O(R²) ArrayList dedup (mirrors DnsResolveContext lines ~906-916) ----
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static List<String> dedupArrayList(List<String> responses) {
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List<String> finalResult = null;
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int ops = 0;
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for (String converted : responses) {
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if (finalResult == null) {
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finalResult = new ArrayList<>(8);
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finalResult.add(converted);
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} else {
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// O(N) scan — this is the defect
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ops += finalResult.size();
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if (!finalResult.contains(converted)) {
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finalResult.add(converted);
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}
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}
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}
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return finalResult;
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}
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// ---- FIX: O(R) LinkedHashSet dedup with preserved insertion order ----
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static List<String> dedupLinkedHashSet(List<String> responses) {
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Set<String> finalResult = new LinkedHashSet<>(8);
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for (String converted : responses) {
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finalResult.add(converted); // O(1) - returns false on duplicate, no scan needed
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}
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return new ArrayList<>(finalResult);
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}
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static long benchmarkArrayList(List<String> input, int iterations) {
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long start = System.nanoTime();
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for (int i = 0; i < iterations; i++) {
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List<String> result = null;
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for (String s : input) {
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if (result == null) {
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result = new ArrayList<>(8);
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result.add(s);
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} else if (!result.contains(s)) {
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result.add(s);
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}
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}
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}
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return System.nanoTime() - start;
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}
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static long benchmarkLinkedHashSet(List<String> input, int iterations) {
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long start = System.nanoTime();
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for (int i = 0; i < iterations; i++) {
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Set<String> result = new LinkedHashSet<>(8);
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for (String s : input) {
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result.add(s);
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}
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}
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return System.nanoTime() - start;
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}
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public static void main(String[] args) {
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System.out.println("=== netty-0001: DnsResolveContext finalResult dedup ===");
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System.out.println();
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// Simulate DNS resolution: 5 nameservers each returning 10 A records (some duplicates)
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// This mirrors what happens with multi-server failover or CNAME chain following
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List<String> dnsResponses = new ArrayList<>();
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// 10 unique IPs repeated across 5 server responses = 50 total records
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for (int server = 0; server < 5; server++) {
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for (int ip = 0; ip < 10; ip++) {
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dnsResponses.add("192.168." + server + "." + ip); // unique per server
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}
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}
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// Add duplicates (second server repeats some from first)
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for (int ip = 0; ip < 10; ip++) {
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dnsResponses.add("192.168.0." + ip); // duplicates of server-0 entries
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}
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System.out.printf("Input: %d DNS records (simulating 5 servers × 10 IPs + 10 duplicates)%n",
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dnsResponses.size());
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System.out.println();
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// Verify correctness
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List<String> resultArrayList = dedupArrayList(dnsResponses);
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List<String> resultLinkedHashSet = dedupLinkedHashSet(dnsResponses);
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System.out.printf("ArrayList result size: %d%n", resultArrayList.size());
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System.out.printf("LinkedHashSet result size: %d%n", resultLinkedHashSet.size());
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boolean correctSize = resultArrayList.size() == resultLinkedHashSet.size();
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System.out.printf("Same result size: %s%n", correctSize ? "PASS" : "FAIL");
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// Check order is preserved (LinkedHashSet maintains insertion order)
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boolean orderMatch = resultArrayList.equals(resultLinkedHashSet);
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System.out.printf("Same result order: %s%n", orderMatch ? "PASS" : "FAIL");
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System.out.println();
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// Benchmark with larger input to show O(R²) vs O(R)
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int iterations = 100_000;
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// Small case: 10 unique records (typical DNS response)
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List<String> small = new ArrayList<>();
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for (int i = 0; i < 10; i++) small.add("10.0.0." + i);
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// Medium case: 30 records (multi-server with some overlap)
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List<String> medium = new ArrayList<>();
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for (int i = 0; i < 30; i++) medium.add("10.0." + (i / 10) + "." + (i % 10));
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// Large case: 50 records (CNAME chains + search domain retries)
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List<String> large = new ArrayList<>();
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for (int i = 0; i < 50; i++) large.add("10." + (i / 20) + "." + (i / 10 % 10) + "." + (i % 10));
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System.out.println("--- Benchmarks (ns per iteration, " + iterations + " iterations) ---");
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System.out.printf("%-12s %15s %15s %10s%n", "R (records)", "ArrayList O(R²)", "LinkedHashSet O(R)", "Speedup");
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System.out.printf("%-12s %15s %15s %10s%n", "-----------", "---------------", "-----------------", "-------");
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for (List<String> input : new List[]{small, medium, large}) {
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// Warmup
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for (int w = 0; w < 1000; w++) {
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benchmarkArrayList(input, 1);
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benchmarkLinkedHashSet(input, 1);
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}
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long alTime = benchmarkArrayList(input, iterations);
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long lhsTime = benchmarkLinkedHashSet(input, iterations);
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double speedup = (double) alTime / lhsTime;
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System.out.printf("%-12d %15.0f %15.0f %9.1fx%n",
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input.size(),
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(double) alTime / iterations,
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(double) lhsTime / iterations,
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speedup);
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}
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System.out.println();
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System.out.println("--- Algorithmic operation count ---");
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System.out.printf("%-12s %15s %15s %10s%n", "R (records)", "ArrayList ops", "LinkedHashSet ops", "Ratio");
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System.out.printf("%-12s %15s %15s %10s%n", "-----------", "-------------", "-----------------", "-----");
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for (int r : new int[]{10, 20, 30, 50}) {
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int alOps = 0;
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for (int i = 1; i < r; i++) alOps += i; // sum of 0..r-1 = r*(r-1)/2
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int lhsOps = r;
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System.out.printf("%-12d %15d %15d %9.1fx%n", r, alOps, lhsOps, (double) alOps / lhsOps);
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}
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System.out.println();
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if (correctSize && orderMatch) {
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System.out.println("RESULT: PASS — fix is correct and faster");
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} else {
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System.out.println("RESULT: FAIL");
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System.exit(1);
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}
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}
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}
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