/* * Copyright 2023 The original authors * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. */ package dev.morling.onebrc; import java.io.IOException; import java.nio.channels.FileChannel; import java.util.*; import java.util.concurrent.atomic.AtomicLong; /** * The solution starts a child worker process for the actual work such that clean up of the memory mapping can occur * while the main process already returns with the result. The worker then memory maps the input file, creates a worker * thread per available core, and then processes segments of size {@link #SEGMENT_SIZE} at a time. The segments are * split into 3 parts and cursors for each of those parts are processing the segment simultaneously in the same thread. * Results are accumulated into {@link Result} objects and a tree map is used to sequentially accumulate the results in * the end. * * Runs in 0.40s on an Intel i9-13900K. * * Credit: * Quan Anh Mai for branchless number parsing code * Alfonso² Peterssen for suggesting memory mapping with unsafe and the subprocess idea * Artsiom Korzun for showing the benefits of work stealing at 2MB segments instead of equal split between workers */ public class CalculateAverage_thomaswue { private static final String FILE = "./measurements.txt"; private static final int MIN_TEMP = -999; private static final int MAX_TEMP = 999; private static final int MAX_NAME_LENGTH = 100; private static final int MAX_CITIES = 10000; private static final int SEGMENT_SIZE = 1 << 21; private static final int HASH_TABLE_SIZE = 1 << 17; public static void main(String[] args) throws IOException, InterruptedException { // Start worker subprocess if this process is not the worker. if (args.length == 0 || !("--worker".equals(args[0]))) { spawnWorker(); return; } int numberOfWorkers = Runtime.getRuntime().availableProcessors(); try (var fileChannel = FileChannel.open(java.nio.file.Path.of(FILE), java.nio.file.StandardOpenOption.READ)) { long fileSize = fileChannel.size(); final long fileStart = fileChannel.map(FileChannel.MapMode.READ_ONLY, 0, fileSize, java.lang.foreign.Arena.global()).address(); final long fileEnd = fileStart + fileSize; final AtomicLong cursor = new AtomicLong(fileStart); // Parallel processing of segments. Thread[] threads = new Thread[numberOfWorkers]; List[] allResults = new List[numberOfWorkers]; for (int i = 0; i < threads.length; ++i) { final int index = i; threads[i] = new Thread(() -> { List results = new ArrayList<>(MAX_CITIES); parseLoop(cursor, fileEnd, fileStart, results); allResults[index] = results; }); threads[i].start(); } for (Thread thread : threads) { thread.join(); } // Final output. System.out.println(accumulateResults(allResults)); System.out.close(); } } private static void spawnWorker() throws IOException { ProcessHandle.Info info = ProcessHandle.current().info(); ArrayList workerCommand = new ArrayList<>(); info.command().ifPresent(workerCommand::add); info.arguments().ifPresent(args -> workerCommand.addAll(Arrays.asList(args))); workerCommand.add("--worker"); new ProcessBuilder().command(workerCommand).inheritIO().redirectOutput(ProcessBuilder.Redirect.PIPE) .start().getInputStream().transferTo(System.out); } private static TreeMap accumulateResults(List[] allResults) { TreeMap result = new TreeMap<>(); for (List resultArr : allResults) { for (Result r : resultArr) { Result current = result.putIfAbsent(r.calcName(), r); if (current != null) { current.accumulate(r); } } } return result; } private static Result findResult(long initialWord, long initialPos, Scanner scanner, Result[] results, List collectedResults) { Result existingResult; long word = initialWord; long pos = initialPos; long hash; long nameAddress = scanner.pos(); // Search for ';', one long at a time. There are two common cases that a specially treated: // (b) the ';' is found in the first 16 bytes if (pos != 0) { // Special case for when the ';' is found in the first 8 bytes. pos = Long.numberOfTrailingZeros(pos) >>> 3; scanner.add(pos); word = mask(word, pos); hash = word; int index = hashToIndex(hash, results); existingResult = results[index]; if (existingResult != null && existingResult.lastNameLong == word) { return existingResult; } scanner.setPos(nameAddress + pos); } else { // Special case for when the ';' is found in bytes 9-16. scanner.add(8); hash = word; long prevWord = word; word = scanner.getLong(); pos = findDelimiter(word); if (pos != 0) { pos = Long.numberOfTrailingZeros(pos) >>> 3; scanner.add(pos); word = mask(word, pos); hash ^= word; int index = hashToIndex(hash, results); existingResult = results[index]; if (existingResult != null && existingResult.lastNameLong == word && existingResult.secondLastNameLong == prevWord) { return existingResult; } scanner.setPos(nameAddress + pos + 8); } else { // Slow-path for when the ';' could not be found in the first 16 bytes. scanner.add(8); hash ^= word; while (true) { word = scanner.getLong(); pos = findDelimiter(word); if (pos != 0) { pos = Long.numberOfTrailingZeros(pos) >>> 3; scanner.add(pos); word = mask(word, pos); hash ^= word; break; } else { scanner.add(8); hash ^= word; } } } } // Save length of name for later. int nameLength = (int) (scanner.pos() - nameAddress); // Final calculation for index into hash table. int tableIndex = hashToIndex(hash, results); outer: while (true) { existingResult = results[tableIndex]; if (existingResult == null) { existingResult = newEntry(results, nameAddress, tableIndex, nameLength, scanner, collectedResults); } // Check for collision. int i = 0; for (; i < nameLength + 1 - 8; i += 8) { if (scanner.getLongAt(existingResult.nameAddress + i) != scanner.getLongAt(nameAddress + i)) { // Collision error, try next. tableIndex = (tableIndex + 31) & (results.length - 1); continue outer; } } int remainingShift = (64 - (nameLength + 1 - i) << 3); if (existingResult.lastNameLong == (scanner.getLongAt(nameAddress + i) << remainingShift)) { break; } else { // Collision error, try next. tableIndex = (tableIndex + 31) & (results.length - 1); } } return existingResult; } private static long nextNewLine(long prev) { while (true) { long currentWord = Scanner.UNSAFE.getLong(prev); long pos = findNewLine(currentWord); if (pos != 0) { prev += Long.numberOfTrailingZeros(pos) >>> 3; break; } else { prev += 8; } } return prev; } // Main parse loop. private static Result[] parseLoop(AtomicLong counter, long fileEnd, long fileStart, List collectedResults) { Result[] results = new Result[HASH_TABLE_SIZE]; while (true) { long current = counter.addAndGet(SEGMENT_SIZE) - SEGMENT_SIZE; if (current >= fileEnd) { return results; } long segmentEnd = nextNewLine(Math.min(fileEnd - 1, current + SEGMENT_SIZE)); long segmentStart; if (current == fileStart) { segmentStart = current; } else { segmentStart = nextNewLine(current) + 1; } long dist = (segmentEnd - segmentStart) / 3; long midPoint1 = nextNewLine(segmentStart + dist); long midPoint2 = nextNewLine(segmentStart + dist + dist); Scanner scanner1 = new Scanner(segmentStart, midPoint1); Scanner scanner2 = new Scanner(midPoint1 + 1, midPoint2); Scanner scanner3 = new Scanner(midPoint2 + 1, segmentEnd); while (true) { if (!scanner1.hasNext()) { break; } if (!scanner2.hasNext()) { break; } if (!scanner3.hasNext()) { break; } long word1 = scanner1.getLong(); long word2 = scanner2.getLong(); long word3 = scanner3.getLong(); long pos1 = findDelimiter(word1); long pos2 = findDelimiter(word2); long pos3 = findDelimiter(word3); Result existingResult1 = findResult(word1, pos1, scanner1, results, collectedResults); Result existingResult2 = findResult(word2, pos2, scanner2, results, collectedResults); Result existingResult3 = findResult(word3, pos3, scanner3, results, collectedResults); long number1 = scanNumber(scanner1); long number2 = scanNumber(scanner2); long number3 = scanNumber(scanner3); record(existingResult1, number1); record(existingResult2, number2); record(existingResult3, number3); } while (scanner1.hasNext()) { long word = scanner1.getLong(); long pos = findDelimiter(word); record(findResult(word, pos, scanner1, results, collectedResults), scanNumber(scanner1)); } while (scanner2.hasNext()) { long word = scanner2.getLong(); long pos = findDelimiter(word); record(findResult(word, pos, scanner2, results, collectedResults), scanNumber(scanner2)); } while (scanner3.hasNext()) { long word = scanner3.getLong(); long pos = findDelimiter(word); record(findResult(word, pos, scanner3, results, collectedResults), scanNumber(scanner3)); } } } private static long scanNumber(Scanner scanPtr) { scanPtr.add(1); long numberWord = scanPtr.getLong(); int decimalSepPos = Long.numberOfTrailingZeros(~numberWord & 0x10101000); long number = convertIntoNumber(decimalSepPos, numberWord); scanPtr.add((decimalSepPos >>> 3) + 3); return number; } private static void record(Result existingResult, long number) { if (number < existingResult.min) { existingResult.min = (short) number; } if (number > existingResult.max) { existingResult.max = (short) number; } existingResult.sum += number; existingResult.count++; } private static int hashToIndex(long hash, Result[] results) { long hashAsInt = hash ^ (hash >>> 37) ^ (hash >>> 17); return (int) (hashAsInt & (results.length - 1)); } private static long mask(long word, long pos) { return (word << ((7 - pos) << 3)); } // Special method to convert a number in the ascii number into an int without branches created by Quan Anh Mai. private static long convertIntoNumber(int decimalSepPos, long numberWord) { int shift = 28 - decimalSepPos; // signed is -1 if negative, 0 otherwise long signed = (~numberWord << 59) >> 63; long designMask = ~(signed & 0xFF); // Align the number to a specific position and transform the ascii to digit value long digits = ((numberWord & designMask) << shift) & 0x0F000F0F00L; // Now digits is in the form 0xUU00TTHH00 (UU: units digit, TT: tens digit, HH: hundreds digit) // 0xUU00TTHH00 * (100 * 0x1000000 + 10 * 0x10000 + 1) = // 0x000000UU00TTHH00 + 0x00UU00TTHH000000 * 10 + 0xUU00TTHH00000000 * 100 long absValue = ((digits * 0x640a0001) >>> 32) & 0x3FF; return (absValue ^ signed) - signed; } private static long findDelimiter(long word) { long input = word ^ 0x3B3B3B3B3B3B3B3BL; long tmp = (input - 0x0101010101010101L) & ~input & 0x8080808080808080L; return tmp; } private static long findNewLine(long word) { long input = word ^ 0x0A0A0A0A0A0A0A0AL; long tmp = (input - 0x0101010101010101L) & ~input & 0x8080808080808080L; return tmp; } private static Result newEntry(Result[] results, long nameAddress, int hash, int nameLength, Scanner scanner, List collectedResults) { Result r = new Result(); results[hash] = r; int i = 0; for (; i < nameLength + 1 - Long.BYTES; i += Long.BYTES) { } if (nameLength + 1 > 8) { r.secondLastNameLong = scanner.getLongAt(nameAddress + i - 8); } int remainingShift = (64 - (nameLength + 1 - i) << 3); long lastWord = (scanner.getLongAt(nameAddress + i) << remainingShift); r.lastNameLong = lastWord; r.nameAddress = nameAddress; collectedResults.add(r); return r; } private static class Result { long lastNameLong, secondLastNameLong; short min, max; int count; long sum; long nameAddress; private Result() { this.min = MAX_TEMP; this.max = MIN_TEMP; } public String toString() { return round(((double) min) / 10.0) + "/" + round((((double) sum) / 10.0) / count) + "/" + round(((double) max) / 10.0); } private static double round(double value) { return Math.round(value * 10.0) / 10.0; } private void accumulate(Result other) { if (other.min < min) { min = other.min; } if (other.max > max) { max = other.max; } sum += other.sum; count += other.count; } public String calcName() { Scanner scanner = new Scanner(nameAddress, nameAddress + MAX_NAME_LENGTH + 1); int nameLength = 0; while (scanner.getByteAt(nameAddress + nameLength) != ';') { nameLength++; } byte[] array = new byte[nameLength]; for (int i = 0; i < nameLength; ++i) { array[i] = scanner.getByteAt(nameAddress + i); } return new String(array, java.nio.charset.StandardCharsets.UTF_8); } } private static class Scanner { private static final sun.misc.Unsafe UNSAFE = initUnsafe(); private long pos, end; private static sun.misc.Unsafe initUnsafe() { try { java.lang.reflect.Field theUnsafe = sun.misc.Unsafe.class.getDeclaredField("theUnsafe"); theUnsafe.setAccessible(true); return (sun.misc.Unsafe) theUnsafe.get(sun.misc.Unsafe.class); } catch (NoSuchFieldException | IllegalAccessException e) { throw new RuntimeException(e); } } public Scanner(long start, long end) { this.pos = start; this.end = end; } boolean hasNext() { return pos < end; } long pos() { return pos; } void add(long delta) { pos += delta; } long getLong() { return UNSAFE.getLong(pos); } long getLongAt(long pos) { return UNSAFE.getLong(pos); } byte getByteAt(long pos) { return UNSAFE.getByte(pos); } long getLongAt(long pos, long[] array) { return UNSAFE.getLong(array, pos + sun.misc.Unsafe.ARRAY_LONG_BASE_OFFSET); } void setPos(long l) { this.pos = l; } } }