From bb17c2f0020031a0ad9f3466315e995dbc42c730 Mon Sep 17 00:00:00 2001 From: "github-classroom[bot]" <66690702+github-classroom[bot]@users.noreply.github.com> Date: Sat, 4 Oct 2025 12:03:27 +0000 Subject: [PATCH 1/4] Setting up GitHub Classroom Feedback From 58d2edd240ef3b693e6eb39200c41eeafda4df1f Mon Sep 17 00:00:00 2001 From: "github-classroom[bot]" <66690702+github-classroom[bot]@users.noreply.github.com> Date: Sat, 4 Oct 2025 12:03:29 +0000 Subject: [PATCH 2/4] add deadline --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 6495c30..0eb4312 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,4 @@ +[![Review Assignment Due Date](https://classroom.github.com/assets/deadline-readme-button-22041afd0340ce965d47ae6ef1cefeee28c7c493a6346c4f15d667ab976d596c.svg)](https://classroom.github.com/a/AwTYhPar) # Лабораторная работа № 1: определение достижимости параллелизма и реализация параллельных алгоритмов. Шаги выполнения: From aa30bb7cb15f8cbff7b2bd986ec61dfab896b160 Mon Sep 17 00:00:00 2001 From: Timur Khapchaev Date: Wed, 8 Oct 2025 10:09:18 +0300 Subject: [PATCH 3/4] implemented lab 1 --- .gitignore | 1 + build.gradle.kts | 18 ++++- gradle/wrapper/gradle-wrapper.properties | 5 +- report/parallel-vk-lab-1-report.ipynb | 1 + src/main/java/org/itmo/Graph.java | 75 +++++++++++++++++-- src/test/java/org/itmo/BFSTest.java | 43 +++++++---- .../java/org/itmo/RandomGraphGenerator.java | 45 +++++++++-- tmp/results.txt | 66 ++++++++++------ 8 files changed, 201 insertions(+), 53 deletions(-) create mode 100644 report/parallel-vk-lab-1-report.ipynb diff --git a/.gitignore b/.gitignore index b63da45..8ec7327 100644 --- a/.gitignore +++ b/.gitignore @@ -5,6 +5,7 @@ build/ !**/src/test/**/build/ ### IntelliJ IDEA ### +.idea .idea/modules.xml .idea/jarRepositories.xml .idea/compiler.xml diff --git a/build.gradle.kts b/build.gradle.kts index 3341beb..caa9c40 100644 --- a/build.gradle.kts +++ b/build.gradle.kts @@ -1,5 +1,6 @@ plugins { kotlin("jvm") version "1.9.20" + java application } @@ -12,6 +13,8 @@ repositories { dependencies { testImplementation(kotlin("test")) + testImplementation("org.openjdk.jcstress:jcstress-core:0.16") + testAnnotationProcessor("org.openjdk.jcstress:jcstress-core:0.16") } tasks.test { @@ -19,9 +22,22 @@ tasks.test { } kotlin { - jvmToolchain(8) + jvmToolchain(21) } application { mainClass.set("MainKt") +} + +tasks.register("jcstress") { + group = "verification" + description = "Run JCStress stress tests" + mainClass.set("org.openjdk.jcstress.Main") + classpath = sourceSets.test.get().runtimeClasspath + dependsOn("testClasses") + + val argsProp = project.findProperty("jcstressArgs") as String? + if (!argsProp.isNullOrBlank()) { + args = argsProp.split("\\s+".toRegex()) + } } \ No newline at end of file diff --git a/gradle/wrapper/gradle-wrapper.properties b/gradle/wrapper/gradle-wrapper.properties index 62f495d..b14da4a 100644 --- a/gradle/wrapper/gradle-wrapper.properties +++ b/gradle/wrapper/gradle-wrapper.properties @@ -1,7 +1,6 @@ +#Sat Oct 04 17:49:08 MSK 2025 distributionBase=GRADLE_USER_HOME distributionPath=wrapper/dists -distributionUrl=https\://services.gradle.org/distributions/gradle-8.2-bin.zip -networkTimeout=10000 -validateDistributionUrl=true +distributionUrl=https\://services.gradle.org/distributions/gradle-8.8-bin.zip zipStoreBase=GRADLE_USER_HOME zipStorePath=wrapper/dists diff --git a/report/parallel-vk-lab-1-report.ipynb b/report/parallel-vk-lab-1-report.ipynb new file mode 100644 index 0000000..4387db2 --- /dev/null +++ b/report/parallel-vk-lab-1-report.ipynb @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyPrnjyGgOEvPevaeeymV+qO"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["В результате выполнения лабораторной работы мной была реализована параллельная версия алгоритма обхода графа в ширину. Далее в отчёте представлены графики зависимости времени работы последовательной и параллельной версии алгоритма от количества вершин и количества рёбер графа. Для параллельной версии алгоритма рассмотрены разные реализации, использующие отличающиеся подходы к формированию очереди вершин следующего уровня, а также задействующие разное количество потоков."],"metadata":{"id":"sxBJ1teh9OEt"}},{"cell_type":"code","execution_count":2,"metadata":{"id":"_Vl6zt8o614w","executionInfo":{"status":"ok","timestamp":1759840029290,"user_tz":-180,"elapsed":37,"user":{"displayName":"Timur Khapchaev","userId":"00723514413173892179"}}},"outputs":[],"source":["import matplotlib.pyplot as plt"]},{"cell_type":"markdown","source":["В графиках далее показана реализация параллельного алгоритма, в которой каждый новый поток, обрабатывающий вершины текущего уровня, сразу добавляет соседнюю вершину в конкурентную очередь, формирующую следующий уровень."],"metadata":{"id":"gQBgYg60Cv6V"}},{"cell_type":"code","source":["vertices = [10, 100, 1000, 10000, 10000, 50000, 100000, 1000000, 2000000, 2500000]\n","connections = [50, 500, 5000, 50000, 100000, 1000000, 1000000, 10000000, 10000000, 10500000]\n","serial_ms = [0, 1, 1, 11, 5, 58, 64, 924, 1648, 2173]\n","parallel_ms = [6, 5, 10, 38, 25, 56, 45, 448, 1320, 2180]\n","\n","plt.figure(figsize=(10,5))\n","plt.plot(vertices, serial_ms, marker='o', label='Serial (ms)')\n","plt.plot(vertices, parallel_ms, marker='o', label='Parallel 16-threaded (ms)')\n","plt.xlabel('Number of vertices')\n","plt.ylabel('Time (ms)')\n","plt.title('BFS time vs number of vertices')\n","plt.grid(True, linestyle='--', linewidth=0.5)\n","plt.legend()\n","plt.tight_layout()\n","plt.show()\n","\n","plt.figure(figsize=(10,5))\n","plt.plot(connections, serial_ms, marker='o', label='Serial (ms)')\n","plt.plot(connections, parallel_ms, marker='o', label='Parallel 16-threaded (ms)')\n","plt.xlabel('Number of connections')\n","plt.ylabel('Time (ms)')\n","plt.title('BFS time vs number of connections')\n","plt.grid(True, linestyle='--', linewidth=0.5)\n","plt.legend()\n","plt.tight_layout()\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":997},"id":"Us-af5my8qI9","executionInfo":{"status":"ok","timestamp":1759829416813,"user_tz":-180,"elapsed":546,"user":{"displayName":"Timur Khapchaev","userId":"00723514413173892179"}},"outputId":"245d83e2-2574-438e-9a40-cd5253af0db5"},"execution_count":6,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["vertices = [10, 100, 1000, 10000, 10000, 50000, 100000, 1000000, 2000000, 2500000]\n","connections = [50, 500, 5000, 50000, 100000, 1000000, 1000000, 10000000, 10000000, 10500000]\n","serial_ms = [0, 0, 1, 10, 7, 53, 66, 921, 1489, 1676]\n","parallel_ms = [8, 7, 9, 32, 21, 59, 27, 447, 737, 1447]\n","\n","plt.figure(figsize=(10,5))\n","plt.plot(vertices, serial_ms, marker='o', label='Serial (ms)')\n","plt.plot(vertices, parallel_ms, marker='o', label='Parallel 32-threaded (ms)')\n","plt.xlabel('Number of vertices')\n","plt.ylabel('Time (ms)')\n","plt.title('BFS time vs number of vertices')\n","plt.grid(True, linestyle='--', linewidth=0.5)\n","plt.legend()\n","plt.tight_layout()\n","plt.show()\n","\n","plt.figure(figsize=(10,5))\n","plt.plot(connections, serial_ms, marker='o', label='Serial (ms)')\n","plt.plot(connections, parallel_ms, marker='o', label='Parallel 32-threaded (ms)')\n","plt.xlabel('Number of connections')\n","plt.ylabel('Time (ms)')\n","plt.title('BFS time vs number of connections')\n","plt.grid(True, linestyle='--', linewidth=0.5)\n","plt.legend()\n","plt.tight_layout()\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":997},"id":"gxhEZU5Y_q9B","executionInfo":{"status":"ok","timestamp":1759829907925,"user_tz":-180,"elapsed":459,"user":{"displayName":"Timur Khapchaev","userId":"00723514413173892179"}},"outputId":"bd28b6e3-75db-4a7a-d809-83f963db46ab"},"execution_count":7,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["vertices = [10, 100, 1000, 10000, 10000, 50000, 100000, 1000000, 2000000, 2500000]\n","connections = [50, 500, 5000, 50000, 100000, 1000000, 1000000, 10000000, 10000000, 10500000]\n","serial_ms = [0, 0, 1, 12, 5, 54, 82, 837, 1350, 1783]\n","parallel_ms = [5, 11, 16, 12, 27, 50, 62, 312, 703, 1343]\n","\n","plt.figure(figsize=(10,5))\n","plt.plot(vertices, serial_ms, marker='o', label='Serial (ms)')\n","plt.plot(vertices, parallel_ms, marker='o', label='Parallel 64-threaded (ms)')\n","plt.xlabel('Number of vertices')\n","plt.ylabel('Time (ms)')\n","plt.title('BFS time vs number of vertices')\n","plt.grid(True, linestyle='--', linewidth=0.5)\n","plt.legend()\n","plt.tight_layout()\n","plt.show()\n","\n","plt.figure(figsize=(10,5))\n","plt.plot(connections, serial_ms, marker='o', label='Serial (ms)')\n","plt.plot(connections, parallel_ms, marker='o', label='Parallel 64-threaded (ms)')\n","plt.xlabel('Number of connections')\n","plt.ylabel('Time (ms)')\n","plt.title('BFS time vs number of connections')\n","plt.grid(True, linestyle='--', linewidth=0.5)\n","plt.legend()\n","plt.tight_layout()\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":997},"id":"ahWb17a2All4","executionInfo":{"status":"ok","timestamp":1759829916428,"user_tz":-180,"elapsed":730,"user":{"displayName":"Timur Khapchaev","userId":"00723514413173892179"}},"outputId":"98dd51bd-4ac0-4c28-b6f9-3569a9849d99"},"execution_count":8,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["vertices = [10, 100, 1000, 10000, 10000, 50000, 100000, 1000000, 2000000, 2500000]\n","connections = [50, 500, 5000, 50000, 100000, 1000000, 1000000, 10000000, 10000000, 10500000]\n","serial_ms = [0, 0, 1, 9, 7, 54, 83, 838, 1368, 1773]\n","parallel_ms = [6, 28, 29, 30, 15, 34, 53, 317, 723, 1484]\n","\n","plt.figure(figsize=(10,5))\n","plt.plot(vertices, serial_ms, marker='o', label='Serial (ms)')\n","plt.plot(vertices, parallel_ms, marker='o', label='Parallel 128-threaded (ms)')\n","plt.xlabel('Number of vertices')\n","plt.ylabel('Time (ms)')\n","plt.title('BFS time vs number of vertices')\n","plt.grid(True, linestyle='--', linewidth=0.5)\n","plt.legend()\n","plt.tight_layout()\n","plt.show()\n","\n","plt.figure(figsize=(10,5))\n","plt.plot(connections, serial_ms, marker='o', label='Serial (ms)')\n","plt.plot(connections, parallel_ms, marker='o', label='Parallel 128-threaded (ms)')\n","plt.xlabel('Number of connections')\n","plt.ylabel('Time (ms)')\n","plt.title('BFS time vs number of connections')\n","plt.grid(True, linestyle='--', linewidth=0.5)\n","plt.legend()\n","plt.tight_layout()\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":997},"id":"Lja2RKDnCeds","executionInfo":{"status":"ok","timestamp":1759830008630,"user_tz":-180,"elapsed":500,"user":{"displayName":"Timur Khapchaev","userId":"00723514413173892179"}},"outputId":"504e7924-bd9c-4cad-8325-063d5ed0163e"},"execution_count":9,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["Теперь рассмотрим реализацию параллельного алгоритма, в которой каждый новый поток, обрабатывающий вершины текущего уровня, локально формирует свой список следующего уровня, а затем все такие списки сливаются в одну общую конкурентную очередь. Ожидается, что такой подход должен быть быстрее, так как мы кратно уменьшаем количество конкурентных операций при добавлении новых вершин."],"metadata":{"id":"fdS6NUKOD2Uc"}},{"cell_type":"code","source":["vertices = [10, 100, 1000, 10000, 10000, 50000, 100000, 1000000, 2000000, 2500000]\n","connections = [50, 500, 5000, 50000, 100000, 1000000, 1000000, 10000000, 10000000, 10500000]\n","serial_ms = [0, 0, 1, 10, 6, 50, 50, 914, 1506, 2208]\n","parallel_ms = [6, 4, 6, 28, 22, 71, 30, 352, 696, 1382]\n","\n","plt.figure(figsize=(10,5))\n","plt.plot(vertices, serial_ms, marker='o', label='Serial (ms)')\n","plt.plot(vertices, parallel_ms, marker='o', label='Parallel 16-threaded (ms)')\n","plt.xlabel('Number of vertices')\n","plt.ylabel('Time (ms)')\n","plt.title('BFS time vs number of vertices')\n","plt.grid(True, linestyle='--', linewidth=0.5)\n","plt.legend()\n","plt.tight_layout()\n","plt.show()\n","\n","plt.figure(figsize=(10,5))\n","plt.plot(connections, serial_ms, marker='o', label='Serial (ms)')\n","plt.plot(connections, parallel_ms, marker='o', label='Parallel 16-threaded (ms)')\n","plt.xlabel('Number of connections')\n","plt.ylabel('Time (ms)')\n","plt.title('BFS time vs number of connections')\n","plt.grid(True, linestyle='--', linewidth=0.5)\n","plt.legend()\n","plt.tight_layout()\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":997},"id":"8J1f-0XmEqDv","executionInfo":{"status":"ok","timestamp":1759831449974,"user_tz":-180,"elapsed":437,"user":{"displayName":"Timur Khapchaev","userId":"00723514413173892179"}},"outputId":"14722b53-c9f8-4c83-8f92-d3dbbaf2c3fd"},"execution_count":10,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["vertices = [10, 100, 1000, 10000, 10000, 50000, 100000, 1000000, 2000000, 2500000]\n","connections = [50, 500, 5000, 50000, 100000, 1000000, 1000000, 10000000, 10000000, 10500000]\n","serial_ms = [0, 0, 1, 11, 7, 50, 69, 926, 1264, 1847]\n","parallel_ms = [6, 7, 7, 34, 12, 81, 40, 361, 448, 784]\n","\n","plt.figure(figsize=(10,5))\n","plt.plot(vertices, serial_ms, marker='o', label='Serial (ms)')\n","plt.plot(vertices, parallel_ms, marker='o', label='Parallel 32-threaded (ms)')\n","plt.xlabel('Number of vertices')\n","plt.ylabel('Time (ms)')\n","plt.title('BFS time vs number of vertices')\n","plt.grid(True, linestyle='--', linewidth=0.5)\n","plt.legend()\n","plt.tight_layout()\n","plt.show()\n","\n","plt.figure(figsize=(10,5))\n","plt.plot(connections, serial_ms, marker='o', label='Serial (ms)')\n","plt.plot(connections, parallel_ms, marker='o', label='Parallel 32-threaded (ms)')\n","plt.xlabel('Number of connections')\n","plt.ylabel('Time (ms)')\n","plt.title('BFS time vs number of connections')\n","plt.grid(True, linestyle='--', linewidth=0.5)\n","plt.legend()\n","plt.tight_layout()\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":997},"id":"Fs-ZgtSNErvE","executionInfo":{"status":"ok","timestamp":1759831452705,"user_tz":-180,"elapsed":484,"user":{"displayName":"Timur Khapchaev","userId":"00723514413173892179"}},"outputId":"bdfd4d70-20d7-4a32-dcc3-b5a24e2460b3"},"execution_count":11,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["vertices = [10, 100, 1000, 10000, 10000, 50000, 100000, 1000000, 2000000, 2500000]\n","connections = [50, 500, 5000, 50000, 100000, 1000000, 1000000, 10000000, 10000000, 10500000]\n","serial_ms = [0, 0, 1, 11, 6, 48, 72, 831, 1411, 2382]\n","parallel_ms = [6, 14, 17, 42, 28, 84, 62, 312, 568, 843]\n","\n","plt.figure(figsize=(10,5))\n","plt.plot(vertices, serial_ms, marker='o', label='Serial (ms)')\n","plt.plot(vertices, parallel_ms, marker='o', label='Parallel 64-threaded (ms)')\n","plt.xlabel('Number of vertices')\n","plt.ylabel('Time (ms)')\n","plt.title('BFS time vs number of vertices')\n","plt.grid(True, linestyle='--', linewidth=0.5)\n","plt.legend()\n","plt.tight_layout()\n","plt.show()\n","\n","plt.figure(figsize=(10,5))\n","plt.plot(connections, serial_ms, marker='o', label='Serial (ms)')\n","plt.plot(connections, parallel_ms, marker='o', label='Parallel 64-threaded (ms)')\n","plt.xlabel('Number of connections')\n","plt.ylabel('Time (ms)')\n","plt.title('BFS time vs number of connections')\n","plt.grid(True, linestyle='--', linewidth=0.5)\n","plt.legend()\n","plt.tight_layout()\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":997},"id":"KUZNKrTtEtVR","executionInfo":{"status":"ok","timestamp":1759831460322,"user_tz":-180,"elapsed":656,"user":{"displayName":"Timur Khapchaev","userId":"00723514413173892179"}},"outputId":"ca9e00bd-64a1-4b36-c599-f2c212a18e5d"},"execution_count":12,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["vertices = [10, 100, 1000, 10000, 10000, 50000, 100000, 1000000, 2000000, 2500000]\n","connections = [50, 500, 5000, 50000, 100000, 1000000, 1000000, 10000000, 10000000, 10500000]\n","serial_ms = [0, 1, 1, 9, 8, 50, 75, 875, 1499, 1984]\n","parallel_ms = [6, 19, 32, 42, 24, 46, 52, 372, 579, 863]\n","\n","plt.figure(figsize=(10,5))\n","plt.plot(vertices, serial_ms, marker='o', label='Serial (ms)')\n","plt.plot(vertices, parallel_ms, marker='o', label='Parallel 128-threaded (ms)')\n","plt.xlabel('Number of vertices')\n","plt.ylabel('Time (ms)')\n","plt.title('BFS time vs number of vertices')\n","plt.grid(True, linestyle='--', linewidth=0.5)\n","plt.legend()\n","plt.tight_layout()\n","plt.show()\n","\n","plt.figure(figsize=(10,5))\n","plt.plot(connections, serial_ms, marker='o', label='Serial (ms)')\n","plt.plot(connections, parallel_ms, marker='o', label='Parallel 128-threaded (ms)')\n","plt.xlabel('Number of connections')\n","plt.ylabel('Time (ms)')\n","plt.title('BFS time vs number of connections')\n","plt.grid(True, linestyle='--', linewidth=0.5)\n","plt.legend()\n","plt.tight_layout()\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":997},"id":"HVgO0mGSEue-","executionInfo":{"status":"ok","timestamp":1759831463759,"user_tz":-180,"elapsed":477,"user":{"displayName":"Timur Khapchaev","userId":"00723514413173892179"}},"outputId":"92497ca4-9c7d-43ac-d1f9-56523804aa32"},"execution_count":13,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["Теперь взглянем на график зависимости времени исполнения от количества потоков, использующихся в параллельной версии алгоритма."],"metadata":{"id":"WWbXqa5emBZ-"}},{"cell_type":"code","source":["threads = [16, 32, 64, 128, 256]\n","parallel_ms = [1382, 784, 843, 863, 907]\n","\n","plt.figure(figsize=(10,5))\n","plt.plot(threads, parallel_ms, marker='o', label='Parallel (ms)')\n","plt.xlabel('Number of threads')\n","plt.ylabel('Time (ms)')\n","plt.title('BFS time vs number of threads')\n","plt.grid(True, linestyle='--', linewidth=0.5)\n","plt.legend()\n","plt.tight_layout()\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":507},"id":"gyCVkJnpmAu9","executionInfo":{"status":"ok","timestamp":1759840036042,"user_tz":-180,"elapsed":355,"user":{"displayName":"Timur Khapchaev","userId":"00723514413173892179"}},"outputId":"6783fc97-d7ec-4c64-8a1b-63840caacf42"},"execution_count":3,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["Как и ожидалось, при росте количества данных, параллельная версия алгоритма показывает лучший результат. При этом, как видно из графиков, быстрее оказалась вторая реализация параллельного алгоритма, что также было ожидаемо. Наблюдаемая тенденция - чем больше данных, чем больше выигрыш от параллельной версии алгоритма с большими ресурсами."],"metadata":{"id":"7L5DLjb6FakB"}}]} \ No newline at end of file diff --git a/src/main/java/org/itmo/Graph.java b/src/main/java/org/itmo/Graph.java index 141a0b6..d6067ff 100644 --- a/src/main/java/org/itmo/Graph.java +++ b/src/main/java/org/itmo/Graph.java @@ -3,11 +3,13 @@ import java.util.*; import java.util.concurrent.*; import java.util.concurrent.atomic.AtomicBoolean; -import java.util.concurrent.atomic.AtomicInteger; class Graph { - private final int V; - private final ArrayList[] adjList; + public final int V; + public final ArrayList[] adjList; + + public boolean[] visitedSerial; + public AtomicBoolean[] visitedParallel; Graph(int vertices) { this.V = vertices; @@ -15,6 +17,9 @@ class Graph { for (int i = 0; i < vertices; ++i) { adjList[i] = new ArrayList<>(); } + + visitedSerial = new boolean[vertices]; + visitedParallel = new AtomicBoolean[vertices]; } void addEdge(int src, int dest) { @@ -23,7 +28,66 @@ void addEdge(int src, int dest) { } } - void parallelBFS(int startVertex) { + void parallelBFS(int startVertex, int numberOfThreads) { + AtomicBoolean[] visited = new AtomicBoolean[V]; + ExecutorService executorService = Executors.newFixedThreadPool(numberOfThreads); + + ConcurrentLinkedQueue currentLevel = new ConcurrentLinkedQueue<>(); + // ConcurrentLinkedQueue nextLevel = new ConcurrentLinkedQueue<>(); + + for (int i = 0; i < V; i++) { + visited[i] = new AtomicBoolean(false); + } + + currentLevel.add(startVertex); + visited[startVertex].set(true); + + while (!currentLevel.isEmpty()) { + CountDownLatch countDownLatch = new CountDownLatch(numberOfThreads); + List[] nextLevels = new ArrayList[numberOfThreads]; + + for (int i = 0; i < numberOfThreads; i++) { + int taskNumber = i; + + executorService.submit(() -> { + List nextLevel = new ArrayList<>(); + + try { + Integer vertex; + + while ((vertex = currentLevel.poll()) != null) { + for (int neighbor : adjList[vertex]) { + if (!visited[neighbor].get() && visited[neighbor].compareAndSet(false, true)) { + nextLevel.add(neighbor); + } + } + } + } finally { + nextLevels[taskNumber] = nextLevel; + countDownLatch.countDown(); + } + }); + } + + try { + countDownLatch.await(); + } catch (InterruptedException e) { + Thread.currentThread().interrupt(); + return; + } + + for (int i = 0; i < numberOfThreads; i++) { + currentLevel.addAll(nextLevels[i]); + } + + /*Integer vertex; + + while ((vertex = nextLevel.poll()) != null) { + currentLevel.add(vertex); + }*/ + } + + visitedParallel = visited; } //Generated by ChatGPT @@ -45,6 +109,7 @@ void bfs(int startVertex) { } } } - } + visitedSerial = visited; + } } diff --git a/src/test/java/org/itmo/BFSTest.java b/src/test/java/org/itmo/BFSTest.java index 7bf9098..4842ffa 100644 --- a/src/test/java/org/itmo/BFSTest.java +++ b/src/test/java/org/itmo/BFSTest.java @@ -1,5 +1,6 @@ package org.itmo; +import org.junit.jupiter.api.Assertions; import org.junit.jupiter.api.Test; import java.io.FileWriter; @@ -14,27 +15,44 @@ public class BFSTest { @Test public void bfsTest() throws IOException { - int[] sizes = new int[]{10, 100, 1000, 10_000, 10_000, 50_000, 100_000, 1_000_000, 2_000_000}; - int[] connections = new int[]{50, 500, 5000, 50_000, 100_000, 1_000_000, 1_000_000, 10_000_000, 10_000_000}; + int[] sizes = new int[]{10, 100, 1000, 10_000, 10_000, 50_000, 100_000, 1_000_000, 2_000_000, 2_500_000}; + int[] connections = new int[]{50, 500, 5000, 50_000, 100_000, 1_000_000, 1_000_000, 10_000_000, 10_000_000, 10_500_000}; Random r = new Random(42); try (FileWriter fw = new FileWriter("tmp/results.txt")) { for (int i = 0; i < sizes.length; i++) { - System.out.println("--------------------------"); - System.out.println("Generating graph of size " + sizes[i] + " ...wait"); + System.out.println("----------------------------------------------------"); + System.out.println("Generating graph with size " + sizes[i] + "..."); Graph g = new RandomGraphGenerator().generateGraph(r, sizes[i], connections[i]); - System.out.println("Generation completed!\nStarting bfs"); + System.out.println("Generation completed!\nStarting bfs..."); + long serialTime = executeSerialBfsAndGetTime(g); - long parallelTime = executeParallelBfsAndGetTime(g); + long parallelTime = executeParallelBfsAndGetTime(g, Runtime.getRuntime().availableProcessors()); + System.out.println("Bfs completed!"); + System.out.println("Checking that all vertices have been visited..."); + + for (int j = 0; j < g.visitedSerial.length; j++) { + Assertions.assertEquals(true, g.visitedSerial[j]); + } + + for (int j = 0; j < g.visitedParallel.length; j++) { + Assertions.assertEquals(true, g.visitedParallel[j].get()); + } + + String winner = serialTime > parallelTime ? "parallel algorithm" : "serial algorithm"; + double gain = serialTime > parallelTime ? (double) serialTime / parallelTime : (double) parallelTime / serialTime; + String gainFormatted = gain == Double.POSITIVE_INFINITY ? "incomparably faster" : String.format("%.2f", gain) + " times faster"; + String total = serialTime == parallelTime ? "algorithms are equal" : winner + " is " + gainFormatted; + fw.append("Times for " + sizes[i] + " vertices and " + connections[i] + " connections: "); - fw.append("\nSerial: " + serialTime); - fw.append("\nParallel: " + parallelTime); - fw.append("\n--------\n"); + fw.append("\nSerial: " + serialTime + " ms"); + fw.append("\nParallel: " + parallelTime + " ms"); + fw.append("\nTotal: " + total); + fw.append("\n----------------------------------------------------\n"); } fw.flush(); } } - private long executeSerialBfsAndGetTime(Graph g) { long startTime = System.currentTimeMillis(); g.bfs(0); @@ -42,11 +60,10 @@ private long executeSerialBfsAndGetTime(Graph g) { return endTime - startTime; } - private long executeParallelBfsAndGetTime(Graph g) { + private long executeParallelBfsAndGetTime(Graph g, int numberOfThreads) { long startTime = System.currentTimeMillis(); - g.parallelBFS(0); + g.parallelBFS(0, numberOfThreads); long endTime = System.currentTimeMillis(); return endTime - startTime; } - } diff --git a/src/test/java/org/itmo/RandomGraphGenerator.java b/src/test/java/org/itmo/RandomGraphGenerator.java index fdb888c..1a57226 100644 --- a/src/test/java/org/itmo/RandomGraphGenerator.java +++ b/src/test/java/org/itmo/RandomGraphGenerator.java @@ -1,7 +1,9 @@ package org.itmo; import java.util.Arrays; +import java.util.HashSet; import java.util.Random; +import java.util.Set; import java.util.SplittableRandom; import java.util.concurrent.ForkJoinPool; import java.util.stream.IntStream; @@ -11,22 +13,27 @@ public class RandomGraphGenerator { private long pack(int u, int v) { return (((long) u) << 32) | (v & 0xffffffffL); } + private int unpackU(long key) { return (int) (key >>> 32); } + private int unpackV(long key) { return (int) (key & 0xffffffffL); } Graph generateGraph(Random r, int size, int numEdges) { + if (size < 1) throw new IllegalArgumentException("size must be >= 1"); if (numEdges < size - 1) throw new IllegalArgumentException("We need min size-1 edges"); long maxDirected = (long) size * (size - 1); if (numEdges > maxDirected) throw new IllegalArgumentException("Too many edges for directed graph without self-loops"); - int[] perm = java.util.stream.IntStream.range(0, size).toArray(); - for (int i = size - 1; i > 1; i--) { - int j = 1 + r.nextInt(i); - int tmp = perm[i]; perm[i] = perm[j]; perm[j] = tmp; + int[] perm = IntStream.range(0, size).toArray(); + for (int i = size - 1; i > 0; i--) { + int j = r.nextInt(i + 1); + int tmp = perm[i]; + perm[i] = perm[j]; + perm[j] = tmp; } final int chainCount = size - 1; @@ -74,7 +81,7 @@ Graph generateGraph(Random r, int size, int numEdges) { while (unique < numEdges) { int missing = numEdges - unique; - int extra = Math.max(missing / 2, 10_000); // небольшой запас + int extra = Math.max(missing / 2, 10_000); int add = missing + extra; long[] more = new long[unique + add]; @@ -109,6 +116,31 @@ Graph generateGraph(Random r, int size, int numEdges) { keys = more; } + Set chainSet = new HashSet<>(chainCount * 2); + for (int i = 1; i < size; i++) { + chainSet.add(pack(perm[i - 1], perm[i])); + } + + int p = 0; + for (int i = 0; i < unique && p < chainCount; i++) { + long e = keys[i]; + if (chainSet.remove(e)) { + // swap keys[p] и keys[i] + long tmp = keys[p]; + keys[p] = keys[i]; + keys[i] = tmp; + p++; + } + } + + SplittableRandom shuf = base.split(); + for (int i = p; i < numEdges; i++) { + int j = i + shuf.nextInt(unique - i); + long tmp = keys[i]; + keys[i] = keys[j]; + keys[j] = tmp; + } + Graph g = new Graph(size); for (int i = 0; i < numEdges; i++) { long key = keys[i]; @@ -118,5 +150,4 @@ Graph generateGraph(Random r, int size, int numEdges) { } return g; } - -} +} \ No newline at end of file diff --git a/tmp/results.txt b/tmp/results.txt index 027e7f9..9bba079 100644 --- a/tmp/results.txt +++ b/tmp/results.txt @@ -1,32 +1,50 @@ Times for 10 vertices and 50 connections: -Serial: 0 -Parallel: 0 --------- +Serial: 0 ms +Parallel: 6 ms +Total: serial algorithm is incomparably faster +---------------------------------------------------- Times for 100 vertices and 500 connections: -Serial: 0 -Parallel: 0 --------- +Serial: 0 ms +Parallel: 3 ms +Total: serial algorithm is incomparably faster +---------------------------------------------------- Times for 1000 vertices and 5000 connections: -Serial: 1 -Parallel: 0 --------- +Serial: 1 ms +Parallel: 4 ms +Total: serial algorithm is 4,00 times faster +---------------------------------------------------- Times for 10000 vertices and 50000 connections: -Serial: 3 -Parallel: 0 --------- +Serial: 9 ms +Parallel: 21 ms +Total: serial algorithm is 2,33 times faster +---------------------------------------------------- Times for 10000 vertices and 100000 connections: -Serial: 2 -Parallel: 0 --------- +Serial: 8 ms +Parallel: 16 ms +Total: serial algorithm is 2,00 times faster +---------------------------------------------------- Times for 50000 vertices and 1000000 connections: -Serial: 30 -Parallel: 0 --------- +Serial: 46 ms +Parallel: 42 ms +Total: parallel algorithm is 1,09 times faster +---------------------------------------------------- Times for 100000 vertices and 1000000 connections: -Serial: 18 -Parallel: 0 --------- +Serial: 52 ms +Parallel: 20 ms +Total: parallel algorithm is 2,60 times faster +---------------------------------------------------- Times for 1000000 vertices and 10000000 connections: -Serial: 307 -Parallel: 0 --------- +Serial: 864 ms +Parallel: 182 ms +Total: parallel algorithm is 4,75 times faster +---------------------------------------------------- +Times for 2000000 vertices and 10000000 connections: +Serial: 1430 ms +Parallel: 424 ms +Total: parallel algorithm is 3,37 times faster +---------------------------------------------------- +Times for 2500000 vertices and 10500000 connections: +Serial: 1801 ms +Parallel: 688 ms +Total: parallel algorithm is 2,62 times faster +---------------------------------------------------- From d2efaa0a1c81e0a03e10311e43f3330a8432b653 Mon Sep 17 00:00:00 2001 From: Timur Khapchaev Date: Sun, 12 Oct 2025 00:26:12 +0300 Subject: [PATCH 4/4] added jcstress bfs test --- jcstress-results-2025-10-12-00-12-05.bin.gz | Bin 0 -> 4375 bytes results/index.html | 124 + results/org.itmo.JCStressBFSTest.html | 2729 +++++++++++++++++++ src/main/java/org/itmo/Graph.java | 160 +- src/test/java/org/itmo/BFSTest.java | 11 +- src/test/java/org/itmo/JCStressBFSTest.java | 44 + 6 files changed, 3020 insertions(+), 48 deletions(-) create mode 100644 jcstress-results-2025-10-12-00-12-05.bin.gz create mode 100644 results/index.html create mode 100644 results/org.itmo.JCStressBFSTest.html create mode 100644 src/test/java/org/itmo/JCStressBFSTest.java diff --git a/jcstress-results-2025-10-12-00-12-05.bin.gz b/jcstress-results-2025-10-12-00-12-05.bin.gz new file mode 100644 index 0000000000000000000000000000000000000000..e2e09ffe76ceea39d26cc11a165eddda82b372de GIT binary patch literal 4375 zcmYjTc|6m79H%g69#JGmPh=7gIVU7Z%kju^9}$Thg((c7kV?p7r5WbPm24tOxmRIA z5uSz3wGngVZm#D$((BoO+wZ&Y@AG}1U+H*mwyn?RRK`VLiC)xQxQOvO`5#~V*Nl%m z`})fEVOxJ{&wCnG$WJs`oiq8vtLff@69VKsnXq=`;QSV!bMC<| zrAJP$46Y-E4vib#c`g6Vnd4j-br)wSW^y#0>~{odOgiDIpCetroE%i2k)gLb&0wgF zh3n|7u5ZqN)O;)1;dgV|+F{CJzJUaN3~3$6v78J#wn!f^uPE#HR`+f-D()&#?0)-U z$|1M}VYW83xyJbBQ#W5AL&?_m3$N;~cC51vu?&2han#%MIknx2+-~JrLVj`ctz~{P zW^Ruty*j#rPHYSd99u2fxA^gEH=P(-(Ct*B!B?|3WPQtUG4pz(j`ngEv-F$eRXjzb zGBG&b+x2?b6pujrtDZEYk}j9#Y53bPjsh4CzrF;}X2*Gb1vY?4Nv8Yx|wCgx7q2Ze!h@6XtFG%u~wQ zsd_gF`M5Oa@5d@zp~g$+dv_TYtT%)awZAnmnGboVq|$>d?7_Pnu}$ zSTseEUZgxA+bDEpnBOG&I!#8-N)t9dbUcqleb&k9y=F^blofqB-#e^SjlD8_RSUSnAFCM{#x6;vBjPN z0>n-&9+xdTTv{vfB{i3cWRxdrz3gLt_bd?Y4s+I`{zyzEWRvm7Y_UGYSii3am$DtZ z)LgK&5sP1BLX$R5Xg~FS)ZqK>WPE{_7oTCp!h5sW;GoLCXGS*OD!NR1YWZ~)KneZb z4$r@)wU+E#KUuxf&{@&)Vm1?7UDi`_b0N`yudqDe#}dRrR=wlJ4~?m@_>7819dk8l z8=Xb(@|E=9dhENJ#@%u&eeX7HHW@R{%=UX)nx=mEX-Pj{d%v{xgoqo~ej>5K*Lwvb zn9~EH<<7ohH0OU8#BD6g4!CsRZ$3}kSYrpYc%>T)}-k_yVqAPt?Uy5x!c=1h@ zfA`w@gfKR;v$m?vlk8R{DK#QR#(S9l))v zrRuMj>u*r*1!vV&o_y)mJkwlP!H)EQp)t%fj`B+2Z+ZH&ZI*OsFx%^EXTbFD8{ z+0@#VQ-pHwPp{itzEZPJ$y1$F!=(wVJR^tj&DfE9hz@~y-CwXhZRR(t5ZKStUX=^@ ze2Vve$}!sEfuL(u5tX%0?O%h(Z?qnSpH>=94YJFzpI)fFVMtXCC`KqP;Dc_uF?$&A zhv^@9XAbb5no5W>_&|_lVwUNIleOR7XYwn{TdMLtv>fX4OEP3WCImg15vADOymTH+(Cn>O3iw!Yt|QDc((@*D0B}%)X6?Zvl60%>}&m1t538jTVDyO|P7ely2*QzNW@q%Q(??Q%^qvvCglqmpX(KgkaK ztaw9P6mZ8Yp&qqI&|cp7^kg=>sc>J{pw|eAYG*P}n3$Gj(^q6=_I663-S-G%B z>6&ZdlNYLwks+^0N$BFWdsWQ4m~^!it+r7mwV0pdxxv(F0c*Mky|Vqyb&vFa)h{nG zO8%!&`a?!9ZqyympR=yElwA&49)yzj%&I^ zG^}{VS!;Iw8dU8lXPK)URWpT3HPA$$M~$C6V|U;ELI{dIhK7vDCYtq^@#K86wHK3b z=CYG9*M!Oo7WlpnzcA8Ye!%x?u#v8jsiWBQJgCQM1lJoG^F0sdvgC=$Ud@@!nA@4> zq@XWN=J=27zmx>)tv-jca2sllN#yp2r%NzzTkIWb=Fnyfe%~_0hlc1u63rg%W<6ON z&MLpW+E>F^ZK|z${GHsrPDNg#Zmds~#;{Z1)48m}jmh`P z8Yq!5V}>W}EXThx?HZTS5YGLHX7Z(5yTfP(w_|05m$RC}g`fh+8)u^QhMh(%r9|vt zs@XET`h}oz)O_8-d;acsB%*YNM`tx@20YO+!lP`gN47@=O~fQHPff)TQU$k30S~$T zPo?`Ppdm;26U_|Ydi15PT0fy9#P7mVxJ%*bzKIAa^ck3HK&u?WHO<3d*if@xJfN&W zG{gue^Ean`P7`9B%og^(C121)Qvzc`e#$dZ1y&$KZqH?XY)s}svQ6JhF*HG02oE)@ zkE&dmC1%R<=IEMQCn9)D&!+o$$P1brmcV=#Vh8Jp_N3^&T=4uqbq@FGr?;fYwjtC1 zVuKwr*Bk)@3bEKTo>w&Ql5Z%5{0rD~d8RA>(%-$Y6vEZJ>7XnV)}7vByzC*5G&1ZG*0ouG4W2T0$m= z>oac+iKEY`Ot3Ej0D;(k>&pNk_3#2r)nHG(WB~FhpgI+~L$w60q4drU)f<8ZS%+GF zQ9$G*MZ0qD9HmlTkoO-zm$r&jZeEVcLb+^GKtBiI!xxNO*5MxB^9++ddoAW7rl=cIL5(%$ed{4ADi!OQY@ zFgG;Y0_T@gV6+Ampyh38rh;|pJN$*;pUa}x?+g#N@ZPiYsM;K55jgnEY}u#(_r+B? z0*b=*O7sgp7uQ7vqdg47;6;tct$`r%RR$=F#=++Ij5OE-tLZWJ+Sxq}p|LcuGnbwO zMrC|k5E8L3J6iL?C6g_VM2J5VijWjw88G#zAg|(Yky?|YA8>Drw6;?mj>sG}$zJ0H z{9>cgkX)%mv+?^Zqq5gsu6I_x!nn_Ynl4Dj4G|B3*dXhk-?qXtU#>}lmspYdGLa3> z-g7Uo?Eug|A6)KX=$2^}Xa?|@9b{_6^0J(HwOKwJlK(%&0iiLx{XPQDu&h5|PygaXqLbuESS$j^>IUx#|l9(5q{@ z1>Uc)!-GsvfvF0Rg~$<_4|O|`F4@ps5`RFk+N9`AU>7>#yjT&;)>x!LV+(n}m+MgT z`+=7{!>6!v^8rW!77}I`q{4fM$vj8)v;4~Vzyn`K-RDHInS&fK0vqk#8F)-ya3T-5 z#z(A{G%VkID;&0)1$OYZtbl8lTpoPts_(FT!^I*i?DzzE?1<3G-cgKnk>VX6R@@3( zN?Cz;1aTYxj|#&6jxcU_*!wE_6@ZHXVDh4xT`AAHdScG!^QX6aVdb%-0Vj5$cvodtl~VmK!m-2%Uf#4D<%DXiH@2iY@IV!tBZai@63?^PF9}-9KCg#(ira z{lH0Xt|dS+@C(S|u19!skovW~^7@wcQGOg?mKOS6nt?GOJg`Zwy;HYEH8xQIM1zmH z#m?Zyow9$AC`NDfM7e0U({5f(emue?&y`**vMr!KP!k71rVSJ}*vd z5PKjaT<(L^=iWt&D-_r|xd18pn+iO?Q^Vtqj2oz)QUAMhS@ocLs$}*Sn{6hY<_~4n zitvT4S^>D3SntoTH5n9Vsi7Kp?h=UeXFjhtKR=bG85Hhn2GE;p9;F$?0y`@xvXW^< zi4@HX1pO;KvvuX~`@6gSb>BT8zf3VHKv9WxJ|roc6|kVhKvSszZvcy`yTjdA$&!Jz zCf6vL&Zyn1r!~3IXAVIw#lf`AEVk-sJNsbULA#wLuFADml_0r5>z+=RI82I8`z;{L z-y-*PX?Del${wgQ*(=M$Ne|^B2BTo)@PxTbPr=z8H4&K*g@>0p$!tD=5j~KYf^azy zdtf&IwC!*+Tsrf5-R21{A9I1dou30li1=E6<>+41bh_8my9!ah08ID!zi17GaWcYZ z^;keO1N{WyLh?IMsJx&8NX@5ky=>mc zI3r_@UI1$qy%IaFP}fSGvT-G`io`I7(zRR;|i`7 sVC=2h?eIALcnl$R^s5Sxs(W-7H0Lh6`|PH29F?sq+4kevpj~YL0q&4 + +Java Concurrency Stress test report + + + + + + + + +
+

+100% +

+ + + +
 
Overall pass rate: 1/1 
+
+		 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
java.specification.nameJava Platform API Specification
java.specification.vendorOracle Corporation
java.specification.version21
java.vendorOracle Corporation
java.version21.0.6
java.vm.nameJava HotSpot(TM) 64-Bit Server VM
java.vm.vendorOracle Corporation
java.vm.version21.0.6+8-LTS-188
os.archamd64
os.nameWindows 11
os.version10.0
+
+
+

FAILED tests

+

Strong asserts were violated. Correct implementations should have no assert failures here.

+ +
+None! +
+
+
+

ERROR tests

+

Tests break for some reason, other than failing the assert. Correct implementations should have none.

+ +
+None! +
+
+
+

INTERESTING tests

+

Some interesting behaviors observed. This is for the plain curiosity.

+ +
+None! +
+
+
+

All tests

+

+ + + + + + + +
   org.itmo.JCStressBFSTest103PASSED
+
+ + diff --git a/results/org.itmo.JCStressBFSTest.html b/results/org.itmo.JCStressBFSTest.html new file mode 100644 index 0000000..7ec68d0 --- /dev/null +++ b/results/org.itmo.JCStressBFSTest.html @@ -0,0 +1,2729 @@ + + + +Java Concurrency Stress test report + + + +

org.itmo.JCStressBFSTest

+

Description and references

+

null

+

Environment

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
java.specification.nameJava Platform API Specification
java.specification.vendorOracle Corporation
java.specification.version21
java.vendorOracle Corporation
java.version21.0.6
java.vm.nameJava HotSpot(TM) 64-Bit Server VM
java.vm.vendorOracle Corporation
java.vm.version21.0.6+8-LTS-188
os.archamd64
os.nameWindows 11
os.version10.0
+

Results

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Compilation ModeScheduling ClassJava OptionsStatusObserved States
200000
Acceptable
Все 50_000 вершин посещены 4 акторами по одному разу
split
+    actor1: Interpreter
+    actor2: Interpreter
+    actor3: Interpreter
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C1
+    actor2: Interpreter
+    actor3: Interpreter
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: Interpreter
+    actor3: Interpreter
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: Interpreter
+    actor3: Interpreter
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=212042989]
+		OK12
split
+    actor1: Interpreter
+    actor2: C1
+    actor3: Interpreter
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C1
+    actor2: C1
+    actor3: Interpreter
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: C1
+    actor3: Interpreter
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: C1
+    actor3: Interpreter
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=446558044]
+		OK12
split
+    actor1: Interpreter
+    actor2: C2
+    actor3: Interpreter
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: Interpreter
+    actor2: C2
+    actor3: Interpreter
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=1798577369]
+		OK12
split
+    actor1: C1
+    actor2: C2
+    actor3: Interpreter
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C1
+    actor2: C2
+    actor3: Interpreter
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=1199073085]
+		OK12
split
+    actor1: C2
+    actor2: C2
+    actor3: Interpreter
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: C2
+    actor3: Interpreter
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=935965084]
+		OK12
split
+    actor1: Interpreter
+    actor2: Interpreter
+    actor3: C1
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C1
+    actor2: Interpreter
+    actor3: C1
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: Interpreter
+    actor3: C1
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: Interpreter
+    actor3: C1
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=1642778160]
+		OK12
split
+    actor1: Interpreter
+    actor2: C1
+    actor3: C1
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C1
+    actor2: C1
+    actor3: C1
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: C1
+    actor3: C1
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: C1
+    actor3: C1
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=112917194]
+		OK12
split
+    actor1: Interpreter
+    actor2: C2
+    actor3: C1
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: Interpreter
+    actor2: C2
+    actor3: C1
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=667677588]
+		OK12
split
+    actor1: C1
+    actor2: C2
+    actor3: C1
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C1
+    actor2: C2
+    actor3: C1
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=1009389740]
+		OK12
split
+    actor1: C2
+    actor2: C2
+    actor3: C1
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: C2
+    actor3: C1
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=1360934188]
+		OK12
split
+    actor1: Interpreter
+    actor2: Interpreter
+    actor3: C2
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: Interpreter
+    actor2: Interpreter
+    actor3: C2
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=723479021]
+		OK12
split
+    actor1: C1
+    actor2: Interpreter
+    actor3: C2
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C1
+    actor2: Interpreter
+    actor3: C2
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=818349239]
+		OK12
split
+    actor1: C2
+    actor2: Interpreter
+    actor3: C2
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: Interpreter
+    actor3: C2
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=242408363]
+		OK12
split
+    actor1: Interpreter
+    actor2: C1
+    actor3: C2
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: Interpreter
+    actor2: C1
+    actor3: C2
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=207784419]
+		OK12
split
+    actor1: C1
+    actor2: C1
+    actor3: C2
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C1
+    actor2: C1
+    actor3: C2
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=1341861491]
+		OK12
split
+    actor1: C2
+    actor2: C1
+    actor3: C2
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: C1
+    actor3: C2
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=246071730]
+		OK12
split
+    actor1: Interpreter
+    actor2: C2
+    actor3: C2
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: Interpreter
+    actor2: C2
+    actor3: C2
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=548548329]
+		OK12
split
+    actor1: C1
+    actor2: C2
+    actor3: C2
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C1
+    actor2: C2
+    actor3: C2
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=2075332062]
+		OK12
split
+    actor1: C2
+    actor2: C2
+    actor3: C2
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: C2
+    actor3: C2
+    actor4: Interpreter
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=1503912416]
+		OK12
split
+    actor1: Interpreter
+    actor2: Interpreter
+    actor3: Interpreter
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C1
+    actor2: Interpreter
+    actor3: Interpreter
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: Interpreter
+    actor3: Interpreter
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: Interpreter
+    actor3: Interpreter
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=395714962]
+		OK12
split
+    actor1: Interpreter
+    actor2: C1
+    actor3: Interpreter
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C1
+    actor2: C1
+    actor3: Interpreter
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: C1
+    actor3: Interpreter
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: C1
+    actor3: Interpreter
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=784464356]
+		OK12
split
+    actor1: Interpreter
+    actor2: C2
+    actor3: Interpreter
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: Interpreter
+    actor2: C2
+    actor3: Interpreter
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=1696678997]
+		OK12
split
+    actor1: C1
+    actor2: C2
+    actor3: Interpreter
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C1
+    actor2: C2
+    actor3: Interpreter
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=898916162]
+		OK12
split
+    actor1: C2
+    actor2: C2
+    actor3: Interpreter
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: C2
+    actor3: Interpreter
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=901114025]
+		OK12
split
+    actor1: Interpreter
+    actor2: Interpreter
+    actor3: C1
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C1
+    actor2: Interpreter
+    actor3: C1
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: Interpreter
+    actor3: C1
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: Interpreter
+    actor3: C1
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=1048531909]
+		OK12
split
+    actor1: Interpreter
+    actor2: C1
+    actor3: C1
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C1
+    actor2: C1
+    actor3: C1
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: C1
+    actor3: C1
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: C1
+    actor3: C1
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=1579727241]
+		OK12
split
+    actor1: Interpreter
+    actor2: C2
+    actor3: C1
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: Interpreter
+    actor2: C2
+    actor3: C1
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=858488958]
+		OK12
split
+    actor1: C1
+    actor2: C2
+    actor3: C1
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C1
+    actor2: C2
+    actor3: C1
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=841674879]
+		OK12
split
+    actor1: C2
+    actor2: C2
+    actor3: C1
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: C2
+    actor3: C1
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=539710979]
+		OK12
split
+    actor1: Interpreter
+    actor2: Interpreter
+    actor3: C2
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: Interpreter
+    actor2: Interpreter
+    actor3: C2
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=45196737]
+		OK12
split
+    actor1: C1
+    actor2: Interpreter
+    actor3: C2
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C1
+    actor2: Interpreter
+    actor3: C2
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=1487937221]
+		OK12
split
+    actor1: C2
+    actor2: Interpreter
+    actor3: C2
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: Interpreter
+    actor3: C2
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=1161610325]
+		OK12
split
+    actor1: Interpreter
+    actor2: C1
+    actor3: C2
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: Interpreter
+    actor2: C1
+    actor3: C2
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=1205059366]
+		OK12
split
+    actor1: C1
+    actor2: C1
+    actor3: C2
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C1
+    actor2: C1
+    actor3: C2
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=1336968671]
+		OK12
split
+    actor1: C2
+    actor2: C1
+    actor3: C2
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: C1
+    actor3: C2
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=374827046]
+		OK12
split
+    actor1: Interpreter
+    actor2: C2
+    actor3: C2
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: Interpreter
+    actor2: C2
+    actor3: C2
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=2139438167]
+		OK12
split
+    actor1: C1
+    actor2: C2
+    actor3: C2
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C1
+    actor2: C2
+    actor3: C2
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=956546982]
+		OK12
split
+    actor1: C2
+    actor2: C2
+    actor3: C2
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: C2
+    actor3: C2
+    actor4: C1
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=836264861]
+		OK12
split
+    actor1: Interpreter
+    actor2: Interpreter
+    actor3: Interpreter
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: Interpreter
+    actor2: Interpreter
+    actor3: Interpreter
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=378125374]
+		OK12
split
+    actor1: C1
+    actor2: Interpreter
+    actor3: Interpreter
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C1
+    actor2: Interpreter
+    actor3: Interpreter
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=631398749]
+		OK12
split
+    actor1: C2
+    actor2: Interpreter
+    actor3: Interpreter
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: Interpreter
+    actor3: Interpreter
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=241267442]
+		OK12
split
+    actor1: Interpreter
+    actor2: C1
+    actor3: Interpreter
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: Interpreter
+    actor2: C1
+    actor3: Interpreter
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=137832297]
+		OK12
split
+    actor1: C1
+    actor2: C1
+    actor3: Interpreter
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C1
+    actor2: C1
+    actor3: Interpreter
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=1291018762]
+		OK12
split
+    actor1: C2
+    actor2: C1
+    actor3: Interpreter
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: C1
+    actor3: Interpreter
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=1464238942]
+		OK12
split
+    actor1: Interpreter
+    actor2: C2
+    actor3: Interpreter
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: Interpreter
+    actor2: C2
+    actor3: Interpreter
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=627222156]
+		OK12
split
+    actor1: C1
+    actor2: C2
+    actor3: Interpreter
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C1
+    actor2: C2
+    actor3: Interpreter
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=980348379]
+		OK12
split
+    actor1: C2
+    actor2: C2
+    actor3: Interpreter
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: C2
+    actor3: Interpreter
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=137464029]
+		OK12
split
+    actor1: Interpreter
+    actor2: Interpreter
+    actor3: C1
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: Interpreter
+    actor2: Interpreter
+    actor3: C1
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=1070795890]
+		OK12
split
+    actor1: C1
+    actor2: Interpreter
+    actor3: C1
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C1
+    actor2: Interpreter
+    actor3: C1
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=587968849]
+		OK12
split
+    actor1: C2
+    actor2: Interpreter
+    actor3: C1
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: Interpreter
+    actor3: C1
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=1614084815]
+		OK12
split
+    actor1: Interpreter
+    actor2: C1
+    actor3: C1
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: Interpreter
+    actor2: C1
+    actor3: C1
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=2034312813]
+		OK12
split
+    actor1: C1
+    actor2: C1
+    actor3: C1
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C1
+    actor2: C1
+    actor3: C1
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=816396929]
+		OK12
split
+    actor1: C2
+    actor2: C1
+    actor3: C1
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: C1
+    actor3: C1
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=1138048214]
+		OK12
split
+    actor1: Interpreter
+    actor2: C2
+    actor3: C1
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: Interpreter
+    actor2: C2
+    actor3: C1
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=1533969444]
+		OK12
split
+    actor1: C1
+    actor2: C2
+    actor3: C1
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C1
+    actor2: C2
+    actor3: C1
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=1599890439]
+		OK12
split
+    actor1: C2
+    actor2: C2
+    actor3: C1
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: C2
+    actor3: C1
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=1151633805]
+		OK12
split
+    actor1: Interpreter
+    actor2: Interpreter
+    actor3: C2
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: Interpreter
+    actor2: Interpreter
+    actor3: C2
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=444728047]
+		OK12
split
+    actor1: C1
+    actor2: Interpreter
+    actor3: C2
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C1
+    actor2: Interpreter
+    actor3: C2
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=290270736]
+		OK12
split
+    actor1: C2
+    actor2: Interpreter
+    actor3: C2
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: Interpreter
+    actor3: C2
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=533490915]
+		OK12
split
+    actor1: Interpreter
+    actor2: C1
+    actor3: C2
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: Interpreter
+    actor2: C1
+    actor3: C2
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=1399142554]
+		OK12
split
+    actor1: C1
+    actor2: C1
+    actor3: C2
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C1
+    actor2: C1
+    actor3: C2
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=234594633]
+		OK12
split
+    actor1: C2
+    actor2: C1
+    actor3: C2
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: C1
+    actor3: C2
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=2094052125]
+		OK12
split
+    actor1: Interpreter
+    actor2: C2
+    actor3: C2
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: Interpreter
+    actor2: C2
+    actor3: C2
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=1249939346]
+		OK12
split
+    actor1: C1
+    actor2: C2
+    actor3: C2
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C1
+    actor2: C2
+    actor3: C2
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=1590555446]
+		OK12
split
+    actor1: C2
+    actor2: C2
+    actor3: C2
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant]
+		OK12
split
+    actor1: C2
+    actor2: C2
+    actor3: C2
+    actor4: C2
+
    actor1: package group free, core group free
+    actor2: package group free, core group free
+    actor3: package group free, core group free
+    actor4: package group free, core group free
+
 +
[-Dfile.encoding=UTF-8, -Duser.country=RU, -Duser.language=ru, -Duser.variant, -XX:+StressLCM, -XX:+StressGCM, -XX:+StressIGVN, -XX:+StressCCP, -XX:StressSeed=1432208695]
+		OK12
+

Messages

+

VM Output Streams

+

VM Error Streams

+ + diff --git a/src/main/java/org/itmo/Graph.java b/src/main/java/org/itmo/Graph.java index d6067ff..34ec0ef 100644 --- a/src/main/java/org/itmo/Graph.java +++ b/src/main/java/org/itmo/Graph.java @@ -2,24 +2,25 @@ import java.util.*; import java.util.concurrent.*; -import java.util.concurrent.atomic.AtomicBoolean; +import java.util.concurrent.atomic.AtomicIntegerArray; class Graph { public final int V; public final ArrayList[] adjList; public boolean[] visitedSerial; - public AtomicBoolean[] visitedParallel; + public AtomicIntegerArray visitedParallel; Graph(int vertices) { this.V = vertices; adjList = new ArrayList[vertices]; + for (int i = 0; i < vertices; ++i) { adjList[i] = new ArrayList<>(); } - visitedSerial = new boolean[vertices]; - visitedParallel = new AtomicBoolean[vertices]; + visitedSerial = new boolean[V]; + visitedParallel = new AtomicIntegerArray(V); } void addEdge(int src, int dest) { @@ -29,65 +30,144 @@ void addEdge(int src, int dest) { } void parallelBFS(int startVertex, int numberOfThreads) { - AtomicBoolean[] visited = new AtomicBoolean[V]; + AtomicIntegerArray visited = new AtomicIntegerArray(V); ExecutorService executorService = Executors.newFixedThreadPool(numberOfThreads); ConcurrentLinkedQueue currentLevel = new ConcurrentLinkedQueue<>(); - // ConcurrentLinkedQueue nextLevel = new ConcurrentLinkedQueue<>(); for (int i = 0; i < V; i++) { - visited[i] = new AtomicBoolean(false); + visited.set(i, 0); } currentLevel.add(startVertex); - visited[startVertex].set(true); + visited.set(startVertex, 1); + + try { + while (!currentLevel.isEmpty()) { + int numberOfTasks = numberOfThreads; + int currentLevelSize = currentLevel.size(); - while (!currentLevel.isEmpty()) { - CountDownLatch countDownLatch = new CountDownLatch(numberOfThreads); - List[] nextLevels = new ArrayList[numberOfThreads]; + if (currentLevelSize < numberOfTasks) { + numberOfTasks = currentLevelSize; + } - for (int i = 0; i < numberOfThreads; i++) { - int taskNumber = i; + CountDownLatch countDownLatch = new CountDownLatch(numberOfTasks); + List[] nextLevels = new ArrayList[numberOfTasks]; - executorService.submit(() -> { - List nextLevel = new ArrayList<>(); + for (int i = 0; i < numberOfTasks; i++) { + int taskNumber = i; - try { - Integer vertex; + executorService.submit(() -> { + List nextLevel = new ArrayList<>(); - while ((vertex = currentLevel.poll()) != null) { - for (int neighbor : adjList[vertex]) { - if (!visited[neighbor].get() && visited[neighbor].compareAndSet(false, true)) { - nextLevel.add(neighbor); + try { + Integer vertex; + + while ((vertex = currentLevel.poll()) != null) { + for (int neighbor : adjList[vertex]) { + if (visited.get(neighbor) == 0 && visited.compareAndSet(neighbor, 0, 1)) { + nextLevel.add(neighbor); + } } } + } finally { + nextLevels[taskNumber] = nextLevel; + countDownLatch.countDown(); } - } finally { - nextLevels[taskNumber] = nextLevel; - countDownLatch.countDown(); - } - }); - } + }); + } + + try { + countDownLatch.await(); + } catch (InterruptedException e) { + Thread.currentThread().interrupt(); + return; + } - try { - countDownLatch.await(); - } catch (InterruptedException e) { - Thread.currentThread().interrupt(); - return; + for (int i = 0; i < numberOfTasks; i++) { + currentLevel.addAll(nextLevels[i]); + } } + } finally { + executorService.shutdown(); + } - for (int i = 0; i < numberOfThreads; i++) { - currentLevel.addAll(nextLevels[i]); + for (int i = 0; i < V; i++) { + if (visited.get(i) == 1) { + visitedParallel.getAndIncrement(i); } + } + } + + void parallelBFSWithUnsafeIncrement(int startVertex, int numberOfThreads) { + AtomicIntegerArray visited = new AtomicIntegerArray(V); + ExecutorService executorService = Executors.newFixedThreadPool(numberOfThreads); + + ConcurrentLinkedQueue currentLevel = new ConcurrentLinkedQueue<>(); + + for (int i = 0; i < V; i++) { + visited.set(i, 0); + } - /*Integer vertex; + currentLevel.add(startVertex); + visited.set(startVertex, 1); + + try { + while (!currentLevel.isEmpty()) { + int numberOfTasks = numberOfThreads; + int currentLevelSize = currentLevel.size(); + + if (currentLevelSize < numberOfTasks) { + numberOfTasks = currentLevelSize; + } + + CountDownLatch countDownLatch = new CountDownLatch(numberOfTasks); + List[] nextLevels = new ArrayList[numberOfTasks]; + + for (int i = 0; i < numberOfTasks; i++) { + int taskNumber = i; + + executorService.submit(() -> { + List nextLevel = new ArrayList<>(); + + try { + Integer vertex; + + while ((vertex = currentLevel.poll()) != null) { + for (int neighbor : adjList[vertex]) { + if (visited.get(neighbor) == 0 && visited.compareAndSet(neighbor, 0, 1)) { + nextLevel.add(neighbor); + } + } + } + } finally { + nextLevels[taskNumber] = nextLevel; + countDownLatch.countDown(); + } + }); + } + + try { + countDownLatch.await(); + } catch (InterruptedException e) { + Thread.currentThread().interrupt(); + return; + } - while ((vertex = nextLevel.poll()) != null) { - currentLevel.add(vertex); - }*/ + for (int i = 0; i < numberOfTasks; i++) { + currentLevel.addAll(nextLevels[i]); + } + } + } finally { + executorService.shutdown(); } - visitedParallel = visited; + for (int i = 0; i < V; i++) { + if (visited.get(i) == 1) { + int currentValue = visitedParallel.get(i); + visitedParallel.set(i, currentValue + 1); + } + } } //Generated by ChatGPT @@ -112,4 +192,4 @@ void bfs(int startVertex) { visitedSerial = visited; } -} +} \ No newline at end of file diff --git a/src/test/java/org/itmo/BFSTest.java b/src/test/java/org/itmo/BFSTest.java index 4842ffa..3b19628 100644 --- a/src/test/java/org/itmo/BFSTest.java +++ b/src/test/java/org/itmo/BFSTest.java @@ -5,14 +5,9 @@ import java.io.FileWriter; import java.io.IOException; -import java.nio.Buffer; -import java.util.HashSet; import java.util.Random; -import java.util.function.BiFunction; -import java.util.stream.IntStream; public class BFSTest { - @Test public void bfsTest() throws IOException { int[] sizes = new int[]{10, 100, 1000, 10_000, 10_000, 50_000, 100_000, 1_000_000, 2_000_000, 2_500_000}; @@ -34,8 +29,8 @@ public void bfsTest() throws IOException { Assertions.assertEquals(true, g.visitedSerial[j]); } - for (int j = 0; j < g.visitedParallel.length; j++) { - Assertions.assertEquals(true, g.visitedParallel[j].get()); + for (int j = 0; j < g.visitedParallel.length(); j++) { + Assertions.assertEquals(1, g.visitedParallel.get(j)); } String winner = serialTime > parallelTime ? "parallel algorithm" : "serial algorithm"; @@ -66,4 +61,4 @@ private long executeParallelBfsAndGetTime(Graph g, int numberOfThreads) { long endTime = System.currentTimeMillis(); return endTime - startTime; } -} +} \ No newline at end of file diff --git a/src/test/java/org/itmo/JCStressBFSTest.java b/src/test/java/org/itmo/JCStressBFSTest.java new file mode 100644 index 0000000..bee2207 --- /dev/null +++ b/src/test/java/org/itmo/JCStressBFSTest.java @@ -0,0 +1,44 @@ +package org.itmo; + +import org.openjdk.jcstress.annotations.*; +import org.openjdk.jcstress.infra.results.I_Result; + +import java.util.Random; + +@JCStressTest +@Outcome(id = "200000", expect = Expect.ACCEPTABLE, desc = "Все 50_000 вершин посещены 4 акторами по одному разу") +@State +public class JCStressBFSTest { + private Graph graph = new RandomGraphGenerator().generateGraph(new Random(42), 50_000, 1_000_000); + + @Actor + public void actor1() { + graph.parallelBFS(0, Runtime.getRuntime().availableProcessors() / 4); + } + + @Actor + public void actor2() { + graph.parallelBFS(0, Runtime.getRuntime().availableProcessors() / 4); + } + + @Actor + public void actor3() { + graph.parallelBFS(0, Runtime.getRuntime().availableProcessors() / 4); + } + + @Actor + public void actor4() { + graph.parallelBFS(0, Runtime.getRuntime().availableProcessors() / 4); + } + + @Arbiter + public void arbiter(I_Result result) { + int visitedVerticesCounter = 0; + + for (int i = 0; i < graph.V; i++) { + visitedVerticesCounter += graph.visitedParallel.get(i); + } + + result.r1 = visitedVerticesCounter; + } +} \ No newline at end of file