How to use PerfSummary method of Microsoft.Coyote.Benchmarking.PerfSummary class

Best Coyote code snippet using Microsoft.Coyote.Benchmarking.PerfSummary.PerfSummary

Program.cs

Source:Program.cs Github

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...170 using (var file = new StreamWriter(summaryFile, true, Encoding.UTF8))171 {172 if (writeHeaders)173 {174 PerfSummary.WriteHeaders(file);175 }176 foreach (var summary in await storage.DownloadAsync(this.DownloadPartition, rowKeys))177 {178 if (summary is null)179 {180 Console.WriteLine("Summary missing for {0}", b.Name);181 }182 else183 {184 summary.CommitId = this.CommitId;185 summary.SetPartitionKey(this.DownloadPartition);186 summary.WriteCsv(file);187 }188 }189 }190 }191 }192 private async Task<int> Run()193 {194 if (!string.IsNullOrEmpty(this.DownloadPartition))195 {196 await this.DowwnloadResults();197 return 0;198 }199 if (this.UploadCommits)200 {201 return await UploadCommitHistory();202 }203 if (string.IsNullOrEmpty(this.CommitId))204 {205 this.CommitId = Guid.NewGuid().ToString().Replace("-", string.Empty);206 }207 Storage storage = new Storage();208 List<PerfSummary> results = new List<PerfSummary>();209 int matching = 0;210 foreach (var b in Benchmarks)211 {212 if (FilterMatches(b.Name, this.Filters))213 {214 matching++;215 var config = DefaultConfig.Instance.WithArtifactsPath(this.OutputDir)216 .WithOption(ConfigOptions.DisableOptimizationsValidator, true);217 config.AddDiagnoser(new CpuDiagnoser());218 config.AddDiagnoser(new TotalMemoryDiagnoser());219 var summary = BenchmarkRunner.Run(b.Test, config);220 foreach (var report in summary.Reports)221 {222 var data = this.GetEntities(report);223 if (data.Count > 0)224 {225 results.Add(new PerfSummary(data));226 }227 }228 }229 }230 if (matching is 0)231 {232 Console.ForegroundColor = ConsoleColor.Red;233 Console.WriteLine("No benchmarks matching filter: {0}", string.Join(",", this.Filters));234 Console.ResetColor();235 PrintUsage();236 return 1;237 }238 else if (this.Cosmos)239 {240 await storage.UploadAsync(results);241 await UploadCommitHistory(1); // upload this commit id and it's commit date.242 }243 return 0;244 }245 private List<PerfEntity> GetEntities(BenchmarkReport report)246 {247 List<PerfEntity> results = new List<PerfEntity>();248 string testName = report.BenchmarkCase.Descriptor.DisplayInfo;249 foreach (var p in report.BenchmarkCase.Parameters.Items)250 {251 testName += string.Format(" {0}={1}", p.Name, p.Value);252 }253 // Right now we are choosing NOT to return each test result as254 // a separate entity, as this is too much information, so for now255 // we return the "Min" time from this run, based on the idea that the256 // minimum time has the least OS noise in it so it should be more stable.257 List<double> times = new List<double>();258 foreach (var row in report.GetResultRuns())259 {260 double msPerTest = row.Nanoseconds / 1000000.0 / row.Operations;261 times.Add(msPerTest);262 }263 var e = new PerfEntity(this.MachineName, this.RuntimeVersion, this.CommitId, testName, 0)264 {265 Time = times.Min(),266 TimeStdDev = MathHelpers.StandardDeviation(times),267 };268 if (report.Metrics.ContainsKey("CPU"))269 {270 e.Cpu = report.Metrics["CPU"].Value;271 }272 if (report.Metrics.ContainsKey("TotalMemory"))273 {274 e.Memory = report.Metrics["TotalMemory"].Value;275 }276 results.Add(e);277 return results;278 }279 private void ExportToCsv(List<PerfSummary> results)280 {281 this.SaveSummary(results);282 foreach (var item in results)283 {284 this.SaveReport(item.Data);285 }286 }287 private void SaveSummary(List<PerfSummary> report)288 {289 string filename = Path.Combine(this.OutputDir, "summary.csv");290 bool writeHeaders = !File.Exists(filename);291 using (StreamWriter writer = new StreamWriter(filename, true, Encoding.UTF8))292 {293 if (writeHeaders)294 {295 PerfSummary.WriteHeaders(writer);296 }297 foreach (var item in report)298 {299 item.WriteCsv(writer);300 }301 }302 }303 private void SaveReport(List<PerfEntity> data)304 {305 var testName = data[0].TestName.Split(' ')[0];306 string filename = Path.Combine(this.OutputDir, testName + ".csv");307 bool writeHeaders = !File.Exists(filename);308 using (StreamWriter writer = new StreamWriter(filename, true, Encoding.UTF8))309 {...

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Storage.cs

Source:Storage.cs Github

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...43 this.CosmosClient = new CosmosClient(endpointUri, primaryKey);44 var response = await this.CosmosClient.CreateDatabaseIfNotExistsAsync(CosmosDatabaseId);45 this.CosmosDatabase = response.Database;46 }47 internal async Task<int> UploadAsync(List<PerfSummary> summaries)48 {49 if (this.CosmosDatabase is null)50 {51 await this.Connect();52 }53 if (this.CosmosDatabase is null)54 {55 return 0;56 }57 if (this.SummaryContainer is null)58 {59 var response = await this.CosmosDatabase.CreateContainerIfNotExistsAsync(SummaryTableName, "/PartitionKey");60 this.SummaryContainer = response.Container;61 }62 int count = 0;63 foreach (var s in summaries)64 {65 bool better = true;66 try67 {68 var response = await this.SummaryContainer.ReadItemAsync<PerfSummary>(s.Id, new PartitionKey(s.PartitionKey));69 PerfSummary old = response.Resource;70 if (old.TimeMean < s.TimeMean)71 {72 better = false;73 }74 }75 catch (CosmosException ex) when (ex.StatusCode == HttpStatusCode.NotFound)76 {77 }78 if (better)79 {80 Console.WriteLine("===> Uploading summary for {0}...", s.TestName);81 await this.SummaryContainer.UpsertItemAsync(s, new PartitionKey(s.PartitionKey));82 count++;83 }84 else85 {86 Console.WriteLine("===> Existing record is better for {0}...", s.TestName);87 }88 }89 return count;90 }91 internal async Task<List<PerfSummary>> DownloadAsync(string partitionKey, List<string> rowKeys)92 {93 List<PerfSummary> results = new List<PerfSummary>();94 if (this.CosmosDatabase is null)95 {96 await this.Connect();97 }98 if (this.CosmosDatabase is null)99 {100 return results;101 }102 if (this.SummaryContainer is null)103 {104 var response = await this.CosmosDatabase.CreateContainerIfNotExistsAsync(SummaryTableName, "/PartitionKey");105 this.SummaryContainer = response.Container;106 }107 foreach (var rowKey in rowKeys)108 {109 try110 {111 var response = await this.SummaryContainer.ReadItemAsync<PerfSummary>(rowKey, new PartitionKey(partitionKey));112 results.Add(response.Resource);113 }114 catch (CosmosException ex) when (ex.StatusCode == HttpStatusCode.NotFound)115 {116 }117 }118 return results;119 }120 internal async Task UploadLogAsync(List<CommitHistoryEntity> log)121 {122 if (this.CosmosDatabase is null)123 {124 await this.Connect();125 }126 if (this.CosmosDatabase is null)127 {128 return;129 }130 var response = await this.CosmosDatabase.CreateContainerIfNotExistsAsync(CommitLogTableName, "/PartitionKey");131 var container = response.Container;132 foreach (var item in log)133 {134 Console.WriteLine("===> Uploading commit info {0}...", item.Id);135 await container.UpsertItemAsync(item, new PartitionKey(item.PartitionKey));136 }137 }138 }139 /// <summary>140 /// Entity representing a test result.141 /// </summary>142 public class PerfEntity143 {144 /// <summary>145 /// The row id.146 /// </summary>147 [JsonProperty(PropertyName = "id")]148 public string Id { get; set; }149 /// <summary>150 /// The parition key for the data.151 /// </summary>152 public string PartitionKey { get; set; }153 /// <summary>154 /// The computer name where the test was run.155 /// </summary>156 public string MachineName { get; set; }157 /// <summary>158 /// The .net runtime version used.159 /// </summary>160 public string RuntimeVersion { get; set; }161 /// <summary>162 /// The git commit id of code being tested.163 /// </summary>164 public string CommitId { get; set; }165 /// <summary>166 /// UTC date and time the test was run.167 /// </summary>168 public DateTime Date { get; set; }169 /// <summary>170 /// The unique name of the test.171 /// </summary>172 public string TestName { get; set; }173 /// <summary>174 /// The test iteration.175 /// </summary>176 public int Iteration { get; set; }177 /// <summary>178 /// Time to complete the test in milliseconds.179 /// </summary>180 public double Time { get; set; }181 /// <summary>182 /// Standard deviation in the times.183 /// </summary>184 public double TimeStdDev { get; set; }185 /// <summary>186 /// Process working set during the test.187 /// </summary>188 public double Memory { get; set; }189 /// <summary>190 /// Standard deviation in the memory numbers.191 /// </summary>192 public double MemoryStdDev { get; set; }193 /// <summary>194 /// Process total CPU usage during the test as a % of total number of cores.195 /// </summary>196 public double Cpu { get; set; }197 /// <summary>198 /// Standard deviation in the CPU numbers.199 /// </summary>200 public double CpuStdDev { get; set; }201 /// <summary>202 /// Additional notes about the test.203 /// </summary>204 public string Comments { get; set; }205 /// <summary>206 /// Initializes a new instance of the <see cref="PerfEntity"/> class.207 /// </summary>208 public PerfEntity(string machine, string runtime, string commit, string testName, int iteration)209 {210 this.MachineName = machine;211 this.RuntimeVersion = runtime;212 this.CommitId = commit;213 this.TestName = testName;214 this.Iteration = iteration;215 this.Date = DateTime.Now.ToUniversalTime();216 this.PartitionKey = string.Format("{0}.{1}", machine, runtime);217 this.Id = string.Format("{0}.{1}.{2}", commit, testName, iteration);218 }219 /// <summary>220 /// Initializes a new instance of the <see cref="PerfEntity"/> class.221 /// Needed for retreival.222 /// </summary>223 public PerfEntity()224 {225 }226 internal static void WriteHeaders(TextWriter outFile)227 {228 outFile.WriteLine("Name,Iteration,MinTime,StdDevTime,Memory,StdDevMemory,Cpu,StdDevCpu");229 }230 internal void WriteCsv(TextWriter outFile)231 {232 outFile.WriteLine("{0},{1},{2},{3},{4},{5},{6},{7}", this.TestName, this.Iteration, this.Time, this.TimeStdDev, this.Memory, this.MemoryStdDev, this.Cpu, this.CpuStdDev);233 }234 }235 /// <summary>236 /// An entity representing the summary of all test iterations on a given test.237 /// </summary>238 public class PerfSummary239 {240 /// <summary>241 /// The row id.242 /// </summary>243 [JsonProperty(PropertyName = "id")]244 public string Id { get; set; }245 /// <summary>246 /// The parition key for the data.247 /// </summary>248 public string PartitionKey { get; set; }249 /// <summary>250 /// The computer name where the test was run.251 /// </summary>252 public string MachineName { get; set; }253 /// <summary>254 /// The .net runtime version used.255 /// </summary>256 public string RuntimeVersion { get; set; }257 /// <summary>258 /// The git commit id of code being tested.259 /// </summary>260 public string CommitId { get; set; }261 /// <summary>262 /// UTC date and time the test was run.263 /// </summary>264 public DateTime Date { get; set; }265 /// <summary>266 /// The unique name of the test.267 /// </summary>268 public string TestName { get; set; }269 /// <summary>270 /// The mean time in milliseconds.271 /// </summary>272 public double TimeMean { get; set; }273 /// <summary>274 /// The standard deviation of the test times.275 /// </summary>276 public double TimeStdDev { get; set; }277 /// <summary>278 /// The slope of the linear regression of the test times.279 /// </summary>280 public double TimeSlope { get; set; }281 /// <summary>282 /// The mean time in milliseconds.283 /// </summary>284 public double MemoryMean { get; set; }285 /// <summary>286 /// The standard deviation of the memory usage.287 /// </summary>288 public double MemoryStdDev { get; set; }289 /// <summary>290 /// The slope of the linear regression of the memory usage.291 /// </summary>292 public double MemorySlope { get; set; }293 /// <summary>294 /// The process cpu utilization as a percentage of total cores.295 /// </summary>296 public double CpuMean { get; set; }297 /// <summary>298 /// The standard deviation of the cpu times.299 /// </summary>300 public double CpuStdDev { get; set; }301 /// <summary>302 /// The slope of the linear regression of the cpu utilization.303 /// </summary>304 public double CpuSlope { get; set; }305 /// <summary>306 /// Additional notes about the test.307 /// </summary>308 public string Comments { get; set; }309 /// <summary>310 /// The raw test iterations.311 /// </summary>312 [IgnoreDataMember]313 internal readonly List<PerfEntity> Data;314 /// <summary>315 /// Initializes a new instance of the <see cref="PerfSummary"/> class.316 /// </summary>317 public PerfSummary(List<PerfEntity> data)318 {319 PerfEntity e = data[0];320 this.MachineName = e.MachineName;321 this.RuntimeVersion = e.RuntimeVersion;322 this.CommitId = e.CommitId;323 this.Data = data;324 this.TestName = e.TestName;325 this.Date = DateTime.Now.ToUniversalTime();326 this.PartitionKey = string.Format("{0}.{1}", e.MachineName, e.RuntimeVersion);327 this.Id = string.Format("{0}.{1}", e.CommitId, e.TestName);328 // summaryize the data.329 double meanTime = MathHelpers.Mean(from i in data select i.Time);330 double meanMemory = MathHelpers.Mean(from i in data select i.Memory);331 double meanCpu = MathHelpers.Mean(from i in data select i.Cpu);332 double meanStdDevTime = MathHelpers.Mean(from i in data select i.TimeStdDev);333 double meanStdDevMemory = MathHelpers.Mean(from i in data select i.MemoryStdDev);334 double meanStdDevCpu = MathHelpers.Mean(from i in data select i.CpuStdDev);335 if (meanStdDevTime is 0)336 {337 meanStdDevTime = MathHelpers.StandardDeviation(from i in data select i.Time);338 meanStdDevMemory = MathHelpers.StandardDeviation(from i in data select i.Memory);339 meanStdDevCpu = MathHelpers.StandardDeviation(from i in data select i.Cpu);340 }341 double timeSlope = MathHelpers.LinearRegression(MathHelpers.ToDataPoints(from i in data select i.Time)).Slope / meanTime;342 double memSlope = MathHelpers.LinearRegression(MathHelpers.ToDataPoints(from i in data select i.Memory)).Slope / meanMemory;343 double cpuSlope = MathHelpers.LinearRegression(MathHelpers.ToDataPoints(from i in data select i.Cpu)).Slope / meanCpu;344 // more than 10% slope we have a problem!345 if (timeSlope > 0.1)346 {347 this.Comments = "Slow down?";348 }349 else if (memSlope > 0.1)350 {351 this.Comments = "Memory leak?";352 }353 else if (cpuSlope > 0.1)354 {355 this.Comments = "Thread leak?";356 }357 this.TimeMean = meanTime;358 this.TimeStdDev = meanStdDevTime;359 this.TimeSlope = timeSlope;360 this.MemoryMean = meanMemory;361 this.MemoryStdDev = meanStdDevMemory;362 this.MemorySlope = memSlope;363 this.CpuMean = meanCpu;364 this.CpuStdDev = meanStdDevCpu;365 this.CpuSlope = cpuSlope;366 }367 /// <summary>368 /// Initializes a new instance of the <see cref="PerfSummary"/> class.369 /// Needed for retreival.370 /// </summary>371 public PerfSummary()372 {373 }374 internal static void WriteHeaders(TextWriter outFile)375 {376 outFile.WriteLine("Machine,Runtime,Commit,Date,Test,TimeMean,TimeStdDev,TimeSlope,MemoryMean,MemoryStdDev,MemorySlope,CpuMean,CpuStdDev,CpuSlope");377 }378 internal void WriteCsv(TextWriter outFile)379 {380 outFile.WriteLine("{0},{1},{2},{3},{4},{5},{6},{7},{8},{9},{10},{11},{12},{13}", this.MachineName,381 this.RuntimeVersion, this.CommitId, this.Date.ToLocalTime(), this.TestName, this.TimeMean,382 this.TimeStdDev, this.TimeSlope, this.MemoryMean, this.MemoryStdDev, this.MemorySlope,383 this.CpuMean, this.CpuStdDev, this.CpuSlope);384 }385 internal void SetPartitionKey(string partitionKey)...

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PerfSummary

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1using System;2using System.Collections.Generic;3using System.Linq;4using System.Text;5using System.Threading.Tasks;6using Microsoft.Coyote.Benchmarking;7{8 {9 static void Main(string[] args)10 {11 var perfSummary = new PerfSummary();12 perfSummary.PerfSummary();13 }14 }15}16using System;17using System.Collections.Generic;18using System.Linq;19using System.Text;20using System.Threading.Tasks;21using Microsoft.Coyote.Benchmarking;22{23 {24 static void Main(string[] args)25 {26 var perfSummary = new PerfSummary();27 perfSummary.PerfSummary();28 }29 }30}31using System;32using System.Collections.Generic;33using System.Linq;34using System.Text;35using System.Threading.Tasks;

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PerfSummary

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1using Microsoft.Coyote.Benchmarking;2using System;3using System.Collections.Generic;4using System.Linq;5using System.Text;6using System.Threading.Tasks;7{8 {9 static void Main(string[] args)10 {11 List<PerfSummary> perfSummaries = new List<PerfSummary>();12 perfSummaries.Add(new PerfSummary("CoyoteTest.CoyoteTest.Test1", 1, 1, 1, 1, 1, 1));13 perfSummaries.Add(new PerfSummary("CoyoteTest.CoyoteTest.Test2", 1, 1, 1, 1, 1, 1));14 perfSummaries.Add(new PerfSummary("CoyoteTest.CoyoteTest.Test3", 1, 1, 1, 1, 1, 1));15 perfSummaries.Add(new PerfSummary("CoyoteTest.CoyoteTest.Test4", 1, 1, 1, 1, 1, 1));16 perfSummaries.Add(new PerfSummary("CoyoteTest.CoyoteTest.Test5", 1, 1, 1, 1, 1, 1));17 PerfSummary.PrintSummary(perfSummaries);18 }19 }20}21using Microsoft.Coyote.Benchmarking;22using System;23using System.Collections.Generic;24using System.Linq;25using System.Text;26using System.Threading.Tasks;27{28 {29 static void Main(string[] args)30 {31 List<PerfSummary> perfSummaries = new List<PerfSummary>();32 perfSummaries.Add(new PerfSummary("CoyoteTest.CoyoteTest.Test1", 1, 1, 1, 1, 1, 1));33 perfSummaries.Add(new PerfSummary("CoyoteTest.CoyoteTest.Test2", 1, 1, 1, 1, 1, 1));34 perfSummaries.Add(new PerfSummary("CoyoteTest.CoyoteTest.Test3

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PerfSummary

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1using Microsoft.Coyote.Benchmarking;2using System;3using System.Collections.Generic;4using System.Diagnostics;5using System.Linq;6using System.Text;7using System.Threading.Tasks;8{9 {10 static void Main(string[] args)11 {12 }13 }14}15using Microsoft.Coyote.Benchmarking;16using System;17using System.Collections.Generic;18using System.Diagnostics;19using System.Linq;20using System.Text;21using System.Threading.Tasks;22{23 {24 static void Main(string[] args)25 {26 }27 }28}29using Microsoft.Coyote.Benchmarking;30using System;31using System.Collections.Generic;32using System.Diagnostics;33using System.Linq;34using System.Text;35using System.Threading.Tasks;36{37 {38 static void Main(string[] args)39 {40 }41 }42}43using Microsoft.Coyote.Benchmarking;44using System;45using System.Collections.Generic;46using System.Diagnostics;47using System.Linq;48using System.Text;49using System.Threading.Tasks;50{51 {52 static void Main(string[] args)53 {

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PerfSummary

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1using System;2using Microsoft.Coyote.Benchmarking;3{4 {5 static void Main(string[] args)6 {7 var perfSummary = new PerfSummary();8 perfSummary.Add("1", 1);9 perfSummary.Add("2", 2);10 perfSummary.Add("3", 3);11 perfSummary.Add("4", 4);12 perfSummary.Add("5", 5);13 perfSummary.Add("6", 6);14 perfSummary.Add("7", 7);15 perfSummary.Add("8", 8);16 perfSummary.Add("9", 9);17 perfSummary.Add("10", 10);18 perfSummary.Add("11", 11);19 perfSummary.Add("12", 12);20 perfSummary.Add("13", 13);21 perfSummary.Add("14", 14);22 perfSummary.Add("15", 15);23 perfSummary.Add("16", 16);24 perfSummary.Add("17", 17);25 perfSummary.Add("18", 18);26 perfSummary.Add("19", 19);27 perfSummary.Add("20", 20);28 perfSummary.Add("21", 21);29 perfSummary.Add("22", 22);30 perfSummary.Add("23", 23);31 perfSummary.Add("24", 24);32 perfSummary.Add("25", 25);33 perfSummary.Add("26", 26);34 perfSummary.Add("27", 27);35 perfSummary.Add("28", 28);36 perfSummary.Add("29", 29);37 perfSummary.Add("30", 30);38 perfSummary.Add("31", 31);39 perfSummary.Add("32", 32);40 perfSummary.Add("33", 33);41 perfSummary.Add("34", 34);42 perfSummary.Add("35", 35);43 perfSummary.Add("36", 36);44 perfSummary.Add("37", 37);45 perfSummary.Add("38", 38);46 perfSummary.Add("39", 39);47 perfSummary.Add("40", 40);48 perfSummary.Add("41", 41);49 perfSummary.Add("42", 42);50 perfSummary.Add("43", 43);51 perfSummary.Add("44", 44);52 perfSummary.Add("45", 45);53 perfSummary.Add("46",

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PerfSummary

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1{2 using System;3 using System.Diagnostics;4 using System.Threading.Tasks;5 using Microsoft.Coyote.SystematicTesting;6 {7 public static void Main(string[] args)8 {9 if (args.Length == 0)10 {11 Console.WriteLine("Usage: dotnet run <path to test assembly>");12 return;13 }14 string assemblyPath = args[0];15 var config = Configuration.Create();16 config.AssemblyToBeAnalyzed = assemblyPath;17 config.SchedulingIterations = 10000;18 config.Verbose = 1;19 config.TestingEngineTraceLevel = 1;20 config.EnableCycleDetection = true;21 config.EnableDataRaceDetection = true;22 config.EnableHotStateDetection = true;23 config.EnableLivenessTesting = true;24 config.EnablePCTesting = true;25 config.EnableStateGraphTesting = true;26 config.EnableTaskParallelLibrarySupport = true;27 config.MaxUnfairSchedulingSteps = 100000;28 config.MaxFairSchedulingSteps = 100000;29 config.MaxStepsFromEntryToExit = 100000;30 config.EnableFairScheduling = true;31 config.EnableBuggyTraceTesting = true;32 config.EnableRandomExecution = true;33 config.RandomExecutionProbability = 0.5;34 config.EnableActorGarbageCollection = true;35 config.EnableActorTaskGarbageCollection = true;36 config.EnableActorStatePrinting = true;37 config.EnableStateGraphPrinting = true;38 config.EnableActorCycleDetection = true;39 config.EnableActorTaskCycleDetection = true;40 config.EnableActorTaskInlining = true;41 config.EnableActorTaskOptimizations = true;42 config.EnableActorTaskInterleavings = true;43 config.EnableActorTaskFairScheduling = true;44 config.EnableActorTaskRandomScheduling = true;45 config.EnableActorTaskFairRandomScheduling = true;46 config.EnableActorTaskRandomExecution = true;47 config.EnableActorTaskFairRandomExecution = true;48 config.EnableActorTaskRandomOperationSelection = true;49 config.EnableActorTaskFairRandomOperationSelection = true;50 config.EnableActorTaskRandomOperationExecution = true;51 config.EnableActorTaskFairRandomOperationExecution = true;52 config.EnableActorTaskFairRandomOperationExecutionWithFairRandomScheduling = true;

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PerfSummary

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1using Microsoft.Coyote.Benchmarking;2using Microsoft.Coyote.Testing;3using System;4{5 {6 static void Main(string[] args)7 {8 TestRuntime.Run(async () =>9 {10 });11 PerfSummary.Print();12 }13 }14}15using Microsoft.Coyote.Benchmarking;16using Microsoft.Coyote.Testing;17using System;18{19 {20 static void Main(string[] args)21 {22 TestRuntime.Run(async () =>23 {24 });25 PerfSummary.Print();26 }27 }28}

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