1 | using System;
|
---|
2 | using System.Collections.Generic;
|
---|
3 | using System.Linq;
|
---|
4 | using System.Threading;
|
---|
5 | using System.Threading.Tasks;
|
---|
6 | using HeuristicLab.Clients.Hive;
|
---|
7 | using HeuristicLab.Common;
|
---|
8 | using HeuristicLab.Core;
|
---|
9 | using HeuristicLab.Hive;
|
---|
10 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
|
---|
11 | using HeuristicLab.PluginInfrastructure;
|
---|
12 |
|
---|
13 | namespace HeuristicLab.HiveEngine {
|
---|
14 | /// <summary>
|
---|
15 | /// Represents an engine that executes operations which can be executed in parallel on the hive
|
---|
16 | /// </summary>
|
---|
17 | [StorableClass]
|
---|
18 | [Item("Hive Engine", "Engine for parallel execution on the hive. You need enable `Parallel` for at least one operator in your operator graph to have all childoperations parallelized. Also those childoperations must not have sideeffects on a higher scope.")]
|
---|
19 | public class HiveEngine : Engine {
|
---|
20 | private Semaphore maxConcurrentConnections = new Semaphore(4, 4); // avoid too many connections
|
---|
21 | private Semaphore maxSerializedJobsInMemory = new Semaphore(4, 4); // avoid memory problems
|
---|
22 | private CancellationToken cancellationToken;
|
---|
23 |
|
---|
24 | [Storable]
|
---|
25 | private IOperator currentOperator;
|
---|
26 |
|
---|
27 | [Storable]
|
---|
28 | public string ResourceNames { get; set; }
|
---|
29 |
|
---|
30 | [Storable]
|
---|
31 | private int priority;
|
---|
32 | public int Priority {
|
---|
33 | get { return priority; }
|
---|
34 | set { priority = value; }
|
---|
35 | }
|
---|
36 |
|
---|
37 | [Storable]
|
---|
38 | private TimeSpan executionTimeOnHive;
|
---|
39 | public TimeSpan ExecutionTimeOnHive {
|
---|
40 | get { return executionTimeOnHive; }
|
---|
41 | set {
|
---|
42 | if (value != executionTimeOnHive) {
|
---|
43 | executionTimeOnHive = value;
|
---|
44 | OnExecutionTimeOnHiveChanged();
|
---|
45 | }
|
---|
46 | }
|
---|
47 | }
|
---|
48 |
|
---|
49 | [Storable]
|
---|
50 | private bool useLocalPlugins;
|
---|
51 | public bool UseLocalPlugins {
|
---|
52 | get { return useLocalPlugins; }
|
---|
53 | set { useLocalPlugins = value; }
|
---|
54 | }
|
---|
55 |
|
---|
56 | [Storable]
|
---|
57 | private ItemCollection<RefreshableHiveExperiment> hiveExperiments;
|
---|
58 | public ItemCollection<RefreshableHiveExperiment> HiveExperiments {
|
---|
59 | get { return hiveExperiments; }
|
---|
60 | set { hiveExperiments = value; }
|
---|
61 | }
|
---|
62 |
|
---|
63 | private List<Plugin> onlinePlugins;
|
---|
64 | public List<Plugin> OnlinePlugins {
|
---|
65 | get { return onlinePlugins; }
|
---|
66 | set { onlinePlugins = value; }
|
---|
67 | }
|
---|
68 |
|
---|
69 | private List<Plugin> alreadyUploadedPlugins;
|
---|
70 | public List<Plugin> AlreadyUploadedPlugins {
|
---|
71 | get { return alreadyUploadedPlugins; }
|
---|
72 | set { alreadyUploadedPlugins = value; }
|
---|
73 | }
|
---|
74 |
|
---|
75 | #region constructors and cloning
|
---|
76 | public HiveEngine() {
|
---|
77 | ResourceNames = "HEAL";
|
---|
78 | HiveExperiments = new ItemCollection<RefreshableHiveExperiment>();
|
---|
79 | Priority = 0;
|
---|
80 | }
|
---|
81 |
|
---|
82 | [StorableConstructor]
|
---|
83 | protected HiveEngine(bool deserializing) : base(deserializing) { }
|
---|
84 | protected HiveEngine(HiveEngine original, Cloner cloner)
|
---|
85 | : base(original, cloner) {
|
---|
86 | this.ResourceNames = original.ResourceNames;
|
---|
87 | this.currentOperator = cloner.Clone(original.currentOperator);
|
---|
88 | this.priority = original.priority;
|
---|
89 | this.executionTimeOnHive = original.executionTimeOnHive;
|
---|
90 | this.useLocalPlugins = original.useLocalPlugins;
|
---|
91 | }
|
---|
92 | public override IDeepCloneable Clone(Cloner cloner) {
|
---|
93 | return new HiveEngine(this, cloner);
|
---|
94 | }
|
---|
95 | #endregion
|
---|
96 |
|
---|
97 | #region Events
|
---|
98 | protected override void OnPrepared() {
|
---|
99 | base.OnPrepared();
|
---|
100 | this.ExecutionTimeOnHive = TimeSpan.Zero;
|
---|
101 | }
|
---|
102 |
|
---|
103 | public event EventHandler ExecutionTimeOnHiveChanged;
|
---|
104 | protected virtual void OnExecutionTimeOnHiveChanged() {
|
---|
105 | var handler = ExecutionTimeOnHiveChanged;
|
---|
106 | if (handler != null) handler(this, EventArgs.Empty);
|
---|
107 | }
|
---|
108 | #endregion
|
---|
109 |
|
---|
110 | protected override void Run(CancellationToken cancellationToken) {
|
---|
111 | this.cancellationToken = cancellationToken;
|
---|
112 | Run(ExecutionStack);
|
---|
113 | }
|
---|
114 |
|
---|
115 | private void Run(object state) {
|
---|
116 | Stack<IOperation> executionStack = (Stack<IOperation>)state;
|
---|
117 | IOperation next;
|
---|
118 | OperationCollection coll;
|
---|
119 | IAtomicOperation operation;
|
---|
120 | TaskScheduler.UnobservedTaskException += new EventHandler<UnobservedTaskExceptionEventArgs>(TaskScheduler_UnobservedTaskException);
|
---|
121 |
|
---|
122 | this.OnlinePlugins = ServiceLocator.Instance.CallHiveService(s => s.GetPlugins()).Where(x => x.IsLocal == false).ToList();
|
---|
123 | this.AlreadyUploadedPlugins = new List<Plugin>();
|
---|
124 |
|
---|
125 | while (ExecutionStack.Count > 0) {
|
---|
126 | cancellationToken.ThrowIfCancellationRequested();
|
---|
127 |
|
---|
128 | next = ExecutionStack.Pop();
|
---|
129 | if (next is OperationCollection) {
|
---|
130 | coll = (OperationCollection)next;
|
---|
131 | if (coll.Parallel) {
|
---|
132 | // clone the parent scope here and reuse it for each operation. otherwise for each job the whole scope-tree first needs to be copied and then cleaned, which causes a lot of work for the Garbage Collector
|
---|
133 | IScope parentScopeClone = (IScope)((IAtomicOperation)coll.First()).Scope.Parent.Clone();
|
---|
134 | parentScopeClone.SubScopes.Clear();
|
---|
135 | parentScopeClone.ClearParentScopes();
|
---|
136 |
|
---|
137 | EngineJob[] jobs = new EngineJob[coll.Count];
|
---|
138 | for (int i = 0; i < coll.Count; i++) {
|
---|
139 | jobs[i] = new EngineJob(coll[i], new SequentialEngine.SequentialEngine());
|
---|
140 | }
|
---|
141 |
|
---|
142 | IScope[] scopes = ExecuteOnHive(jobs, parentScopeClone, cancellationToken);
|
---|
143 | //IScope[] scopes = ExecuteLocally(jobs, parentScopeClone, cancellationToken);
|
---|
144 |
|
---|
145 | for (int i = 0; i < coll.Count; i++) {
|
---|
146 | if (coll[i] is IAtomicOperation) {
|
---|
147 | ExchangeScope(scopes[i], ((IAtomicOperation)coll[i]).Scope);
|
---|
148 | } else if (coll[i] is OperationCollection) {
|
---|
149 | // todo ??
|
---|
150 | }
|
---|
151 | }
|
---|
152 | } else {
|
---|
153 | for (int i = coll.Count - 1; i >= 0; i--)
|
---|
154 | if (coll[i] != null) executionStack.Push(coll[i]);
|
---|
155 | }
|
---|
156 | } else if (next is IAtomicOperation) {
|
---|
157 | operation = (IAtomicOperation)next;
|
---|
158 | try {
|
---|
159 | next = operation.Operator.Execute((IExecutionContext)operation, cancellationToken);
|
---|
160 | }
|
---|
161 | catch (Exception ex) {
|
---|
162 | ExecutionStack.Push(operation);
|
---|
163 | if (ex is OperationCanceledException) throw ex;
|
---|
164 | else throw new OperatorExecutionException(operation.Operator, ex);
|
---|
165 | }
|
---|
166 | if (next != null) ExecutionStack.Push(next);
|
---|
167 |
|
---|
168 | if (operation.Operator.Breakpoint) {
|
---|
169 | LogMessage(string.Format("Breakpoint: {0}", operation.Operator.Name != string.Empty ? operation.Operator.Name : operation.Operator.ItemName));
|
---|
170 | Pause();
|
---|
171 | }
|
---|
172 | }
|
---|
173 | }
|
---|
174 | }
|
---|
175 |
|
---|
176 | private void TaskScheduler_UnobservedTaskException(object sender, UnobservedTaskExceptionEventArgs e) {
|
---|
177 | e.SetObserved(); // avoid crash of process
|
---|
178 | }
|
---|
179 |
|
---|
180 | private IRandom FindRandomParameter(IExecutionContext ec) {
|
---|
181 | try {
|
---|
182 | if (ec == null)
|
---|
183 | return null;
|
---|
184 |
|
---|
185 | foreach (var p in ec.Parameters) {
|
---|
186 | if (p.Name == "Random" && p is IValueParameter)
|
---|
187 | return ((IValueParameter)p).Value as IRandom;
|
---|
188 | }
|
---|
189 | return FindRandomParameter(ec.Parent);
|
---|
190 | }
|
---|
191 | catch { return null; }
|
---|
192 | }
|
---|
193 |
|
---|
194 | private static void ReIntegrateScope(IAtomicOperation source, IAtomicOperation target) {
|
---|
195 | ExchangeScope(source.Scope, target.Scope);
|
---|
196 | }
|
---|
197 |
|
---|
198 | private static void ExchangeScope(IScope source, IScope target) {
|
---|
199 | target.Variables.Clear();
|
---|
200 | target.Variables.AddRange(source.Variables);
|
---|
201 | target.SubScopes.Clear();
|
---|
202 | target.SubScopes.AddRange(source.SubScopes);
|
---|
203 | // TODO: validate if parent scopes match - otherwise source is invalid
|
---|
204 | }
|
---|
205 |
|
---|
206 | // testfunction:
|
---|
207 | private IScope[] ExecuteLocally(EngineJob[] jobs, IScope parentScopeClone, CancellationToken cancellationToken) {
|
---|
208 | IScope[] scopes = new Scope[jobs.Length];
|
---|
209 | for (int i = 0; i < jobs.Length; i++) {
|
---|
210 | var serialized = PersistenceUtil.Serialize(jobs[i]);
|
---|
211 | var deserialized = PersistenceUtil.Deserialize<IJob>(serialized);
|
---|
212 | deserialized.Start();
|
---|
213 | while (deserialized.ExecutionState != ExecutionState.Stopped) {
|
---|
214 | Thread.Sleep(100);
|
---|
215 | }
|
---|
216 | var serialized2 = PersistenceUtil.Serialize(deserialized);
|
---|
217 | var deserialized2 = PersistenceUtil.Deserialize<EngineJob>(serialized2);
|
---|
218 | var newScope = ((IAtomicOperation)deserialized2.InitialOperation).Scope;
|
---|
219 | scopes[i] = newScope;
|
---|
220 | }
|
---|
221 | return scopes;
|
---|
222 | }
|
---|
223 |
|
---|
224 | /// <summary>
|
---|
225 | /// This method blocks until all jobs are finished
|
---|
226 | /// TODO: Cancelation needs to be refined; all tasks currently stay in Semaphore.WaitOne after cancelation
|
---|
227 | /// </summary>
|
---|
228 | /// <param name="jobs"></param>
|
---|
229 | private IScope[] ExecuteOnHive(EngineJob[] jobs, IScope parentScopeClone, CancellationToken cancellationToken) {
|
---|
230 | LogMessage(string.Format("Executing {0} operations on the hive.", jobs.Length));
|
---|
231 | IScope[] scopes = new Scope[jobs.Length];
|
---|
232 | object locker = new object();
|
---|
233 | IDictionary<Guid, int> jobIndices = new Dictionary<Guid, int>();
|
---|
234 | var hiveExperiment = new HiveExperiment();
|
---|
235 |
|
---|
236 | try {
|
---|
237 | List<Guid> remainingJobIds = new List<Guid>();
|
---|
238 |
|
---|
239 | // create hive experiment
|
---|
240 | hiveExperiment.Name = "HiveEngine Run " + hiveExperiments.Count;
|
---|
241 | hiveExperiment.DateCreated = DateTime.Now;
|
---|
242 | hiveExperiment.UseLocalPlugins = this.UseLocalPlugins;
|
---|
243 | hiveExperiment.ResourceNames = this.ResourceNames;
|
---|
244 | var refreshableHiveExperiment = new RefreshableHiveExperiment(hiveExperiment);
|
---|
245 | refreshableHiveExperiment.IsControllable = false;
|
---|
246 | hiveExperiments.Add(refreshableHiveExperiment);
|
---|
247 |
|
---|
248 | // create upload-tasks
|
---|
249 | var uploadTasks = new List<Task<Job>>();
|
---|
250 | for (int i = 0; i < jobs.Length; i++) {
|
---|
251 | hiveExperiment.HiveJobs.Add(new EngineHiveJob(jobs[i], parentScopeClone));
|
---|
252 |
|
---|
253 | // shuffle random variable to avoid the same random sequence in each operation; todo: does not yet work (it cannot find the random variable)
|
---|
254 | IRandom random = FindRandomParameter(jobs[i].InitialOperation as IExecutionContext);
|
---|
255 | if (random != null)
|
---|
256 | random.Reset(random.Next());
|
---|
257 | }
|
---|
258 | ExperimentManagerClient.StartExperiment((e) => { throw e; }, refreshableHiveExperiment);
|
---|
259 | // do polling until experiment is finished and all jobs are downloaded
|
---|
260 | while (!refreshableHiveExperiment.AllJobsFinished()) {
|
---|
261 | Thread.Sleep(500);
|
---|
262 | this.ExecutionTimeOnHive = TimeSpan.FromMilliseconds(hiveExperiments.Sum(x => x.HiveExperiment.ExecutionTime.TotalMilliseconds));
|
---|
263 | cancellationToken.ThrowIfCancellationRequested();
|
---|
264 | }
|
---|
265 | LogMessage(string.Format("{0} finished (TotalExecutionTime: {1}).", refreshableHiveExperiment.ToString(), refreshableHiveExperiment.HiveExperiment.ExecutionTime));
|
---|
266 |
|
---|
267 | // get scopes
|
---|
268 | int j = 0;
|
---|
269 | foreach (var hiveJob in hiveExperiment.HiveJobs) {
|
---|
270 | var scope = ((IAtomicOperation) ((EngineJob)hiveJob.ItemJob).InitialOperation).Scope;
|
---|
271 | scopes[j++] = scope;
|
---|
272 | }
|
---|
273 | refreshableHiveExperiment.RefreshAutomatically = false;
|
---|
274 | DeleteHiveExperiment(hiveExperiment.Id);
|
---|
275 | return scopes;
|
---|
276 | }
|
---|
277 | catch (OperationCanceledException e) {
|
---|
278 | lock (locker) {
|
---|
279 | if (jobIndices != null) DeleteHiveExperiment(hiveExperiment.Id);
|
---|
280 | }
|
---|
281 | throw e;
|
---|
282 | }
|
---|
283 | catch (Exception e) {
|
---|
284 | lock (locker) {
|
---|
285 | if (jobIndices != null) DeleteHiveExperiment(hiveExperiment.Id);
|
---|
286 | }
|
---|
287 | LogException(e);
|
---|
288 | throw e;
|
---|
289 | }
|
---|
290 | }
|
---|
291 |
|
---|
292 | private void DeleteHiveExperiment(Guid hiveExperimentId) {
|
---|
293 | TryAndRepeat(() => {
|
---|
294 | ServiceLocator.Instance.CallHiveService(s => s.DeleteHiveExperiment(hiveExperimentId));
|
---|
295 | }, 5, string.Format("Could not delete jobs"));
|
---|
296 | }
|
---|
297 |
|
---|
298 | private static object locker = new object();
|
---|
299 | private Job UploadJob(object keyValuePairObj, IScope parentScopeClone, CancellationToken cancellationToken, List<Guid> resourceIds, Guid hiveExperimentId) {
|
---|
300 | var keyValuePair = (KeyValuePair<int, EngineJob>)keyValuePairObj;
|
---|
301 | Job job = new Job();
|
---|
302 |
|
---|
303 | try {
|
---|
304 | maxSerializedJobsInMemory.WaitOne();
|
---|
305 | JobData jobData = new JobData();
|
---|
306 | IEnumerable<Type> usedTypes;
|
---|
307 |
|
---|
308 | // clone operation and remove unnecessary scopes; don't do this earlier to avoid memory problems
|
---|
309 | lock (locker) {
|
---|
310 | ((IAtomicOperation)keyValuePair.Value.InitialOperation).Scope.Parent = parentScopeClone;
|
---|
311 | keyValuePair.Value.InitialOperation = (IOperation)keyValuePair.Value.InitialOperation.Clone();
|
---|
312 | if (keyValuePair.Value.InitialOperation is IAtomicOperation)
|
---|
313 | ((IAtomicOperation)keyValuePair.Value.InitialOperation).Scope.ClearParentScopes();
|
---|
314 | jobData.Data = PersistenceUtil.Serialize(keyValuePair.Value, out usedTypes);
|
---|
315 | }
|
---|
316 | var neededPlugins = new List<IPluginDescription>();
|
---|
317 |
|
---|
318 | bool useAllLocalPlugins = true;
|
---|
319 | if (useAllLocalPlugins) {
|
---|
320 | // use all plugins
|
---|
321 | neededPlugins.AddRange(ApplicationManager.Manager.Plugins);
|
---|
322 | } else {
|
---|
323 | // use only
|
---|
324 | PluginUtil.CollectDeclaringPlugins(neededPlugins, usedTypes);
|
---|
325 | }
|
---|
326 |
|
---|
327 | job.CoresNeeded = 1;
|
---|
328 | job.PluginsNeededIds = ServiceLocator.Instance.CallHiveService(s => PluginUtil.GetPluginDependencies(s, this.OnlinePlugins, this.AlreadyUploadedPlugins, neededPlugins, useLocalPlugins));
|
---|
329 | job.Priority = priority;
|
---|
330 | job.HiveExperimentId = hiveExperimentId;
|
---|
331 |
|
---|
332 | try {
|
---|
333 | maxConcurrentConnections.WaitOne();
|
---|
334 | while (job.Id == Guid.Empty) { // repeat until success
|
---|
335 | cancellationToken.ThrowIfCancellationRequested();
|
---|
336 | try {
|
---|
337 | job.Id = ServiceLocator.Instance.CallHiveService(s => s.AddJob(job, jobData, resourceIds));
|
---|
338 | }
|
---|
339 | catch (Exception e) {
|
---|
340 | LogException(e);
|
---|
341 | LogMessage("Repeating upload");
|
---|
342 | }
|
---|
343 | }
|
---|
344 | }
|
---|
345 | finally {
|
---|
346 | maxConcurrentConnections.Release();
|
---|
347 | }
|
---|
348 | }
|
---|
349 | finally {
|
---|
350 | maxSerializedJobsInMemory.Release();
|
---|
351 | }
|
---|
352 | return job;
|
---|
353 | }
|
---|
354 |
|
---|
355 | private List<Guid> GetResourceIds() {
|
---|
356 | return ServiceLocator.Instance.CallHiveService(service => {
|
---|
357 | var resourceNames = ResourceNames.Split(';');
|
---|
358 | var resourceIds = new List<Guid>();
|
---|
359 | foreach (var resourceName in resourceNames) {
|
---|
360 | Guid resourceId = service.GetResourceId(resourceName);
|
---|
361 | if (resourceId == Guid.Empty) {
|
---|
362 | throw new ResourceNotFoundException(string.Format("Could not find the resource '{0}'", resourceName));
|
---|
363 | }
|
---|
364 | resourceIds.Add(resourceId);
|
---|
365 | }
|
---|
366 | return resourceIds;
|
---|
367 | });
|
---|
368 | }
|
---|
369 |
|
---|
370 | private EngineJob DownloadJob(IDictionary<Guid, int> jobIndices, object jobIdObj, CancellationToken cancellationToken) {
|
---|
371 | Guid jobId = (Guid)jobIdObj;
|
---|
372 | JobData jobData = null;
|
---|
373 | EngineJob engineJob = null;
|
---|
374 | try {
|
---|
375 | maxSerializedJobsInMemory.WaitOne();
|
---|
376 | maxConcurrentConnections.WaitOne();
|
---|
377 | while (jobData == null) { // repeat until success
|
---|
378 | cancellationToken.ThrowIfCancellationRequested();
|
---|
379 | try {
|
---|
380 | jobData = ServiceLocator.Instance.CallHiveService(s => s.GetJobData(jobId));
|
---|
381 | }
|
---|
382 | catch (Exception e) {
|
---|
383 | LogException(e);
|
---|
384 | LogMessage("Repeating download");
|
---|
385 | }
|
---|
386 | }
|
---|
387 | engineJob = PersistenceUtil.Deserialize<EngineJob>(jobData.Data);
|
---|
388 | jobData = null;
|
---|
389 | LogMessage(string.Format("Downloaded job #{0}", jobIndices[jobId] + 1, jobId));
|
---|
390 | }
|
---|
391 | finally {
|
---|
392 | maxConcurrentConnections.Release();
|
---|
393 | maxSerializedJobsInMemory.Release();
|
---|
394 | }
|
---|
395 | return engineJob;
|
---|
396 | }
|
---|
397 |
|
---|
398 | /// <summary>
|
---|
399 | /// Threadsafe message logging
|
---|
400 | /// </summary>
|
---|
401 | private void LogMessage(string message) {
|
---|
402 | lock (Log) {
|
---|
403 | Log.LogMessage(message);
|
---|
404 | }
|
---|
405 | }
|
---|
406 |
|
---|
407 | /// <summary>
|
---|
408 | /// Threadsafe exception logging
|
---|
409 | /// </summary>
|
---|
410 | private void LogException(Exception exception) {
|
---|
411 | lock (Log) {
|
---|
412 | Log.LogException(exception);
|
---|
413 | }
|
---|
414 | }
|
---|
415 |
|
---|
416 | /// <summary>
|
---|
417 | /// Executes the action. If it throws an exception it is repeated until repetition-count is reached.
|
---|
418 | /// If repetitions is -1, it is repeated infinitely.
|
---|
419 | /// </summary>
|
---|
420 | private static void TryAndRepeat(Action action, int repetitions, string errorMessage) {
|
---|
421 | try { action(); }
|
---|
422 | catch (Exception e) {
|
---|
423 | repetitions--;
|
---|
424 | if (repetitions <= 0)
|
---|
425 | throw new HiveEngineException(errorMessage, e);
|
---|
426 | TryAndRepeat(action, repetitions, errorMessage);
|
---|
427 | }
|
---|
428 | }
|
---|
429 | }
|
---|
430 |
|
---|
431 | public static class EnumerableExtensions {
|
---|
432 | public static TimeSpan Sum(this IEnumerable<TimeSpan> times) {
|
---|
433 | return TimeSpan.FromMilliseconds(times.Select(e => e.TotalMilliseconds).Sum());
|
---|
434 | }
|
---|
435 | }
|
---|
436 | }
|
---|