[ML] Introduce a "starting" datafeed state for lazy jobs (#54065)

It is possible for ML jobs to open lazily if the "allow_lazy_open"
option in the job config is set to true.  Such jobs wait in the
"opening" state until a node has sufficient capacity to run them.

This commit fixes the bug that prevented datafeeds for jobs lazily
waiting assignment from being started.  The state of such datafeeds
is "starting", and they can be stopped by the stop datafeed API
while in this state with or without force.

Backport of #53918

docs/reference/ml/ml-shared.asciidoc

@@ -1387,7 +1387,10 @@ tag::state-datafeed[]
 The status of the {dfeed}, which can be one of the following values:
 +
 --
+* `starting`: The {dfeed} has been requested to start but has not yet started.
 * `started`: The {dfeed} is actively receiving data.
+* `stopping`: The {dfeed} has been requested to stop gracefully and is
+completing its final action.
 * `stopped`: The {dfeed} is stopped and will not receive data until it is
 re-started.
 --

x-pack/plugin/core/src/main/java/org/elasticsearch/xpack/core/ml/MlTasks.java

@@ -132,14 +132,18 @@ public final class MlTasks {
 
     public static DatafeedState getDatafeedState(String datafeedId, @Nullable PersistentTasksCustomMetaData tasks) {
         PersistentTasksCustomMetaData.PersistentTask<?> task = getDatafeedTask(datafeedId, tasks);
-        // TODO: report (task != null && task.getState() == null) as STARTING in version 8, and fix side effects
+        if (task == null) {
-        if (task != null && task.getState() != null) {
-            return (DatafeedState) task.getState();
-        } else {
             // If we haven't started a datafeed then there will be no persistent task,
             // which is the same as if the datafeed was't started
             return DatafeedState.STOPPED;
         }
+        DatafeedState taskState = (DatafeedState) task.getState();
+        if (taskState == null) {
+            // If we haven't set a state yet then the task has never been assigned, so
+            // report that it's starting
+            return DatafeedState.STARTING;
+        }
+        return taskState;
     }
 
     public static DataFrameAnalyticsState getDataFrameAnalyticsState(String analyticsId, @Nullable PersistentTasksCustomMetaData tasks) {

x-pack/plugin/core/src/test/java/org/elasticsearch/xpack/core/ml/MlTasksTests.java

@@ -55,7 +55,8 @@ public class MlTasksTests extends ESTestCase {
         tasksBuilder.addTask(MlTasks.datafeedTaskId("foo"), MlTasks.DATAFEED_TASK_NAME,
                 new StartDatafeedAction.DatafeedParams("foo", 0L),
                 new PersistentTasksCustomMetaData.Assignment("bar", "test assignment"));
-        assertEquals(DatafeedState.STOPPED, MlTasks.getDatafeedState("foo", tasksBuilder.build()));
+        // A task with no state means the datafeed is starting
+        assertEquals(DatafeedState.STARTING, MlTasks.getDatafeedState("foo", tasksBuilder.build()));
 
         tasksBuilder.updateTaskState(MlTasks.datafeedTaskId("foo"), DatafeedState.STARTED);
         assertEquals(DatafeedState.STARTED, MlTasks.getDatafeedState("foo", tasksBuilder.build()));

x-pack/plugin/ml/src/main/java/org/elasticsearch/xpack/ml/action/TransportOpenJobAction.java

@@ -287,7 +287,7 @@ public class TransportOpenJobAction extends TransportMasterNodeAction<OpenJobAct
                         listener.onFailure(predicate.exception);
                     }
                 } else {
-                    listener.onResponse(new AcknowledgedResponse(predicate.opened));
+                    listener.onResponse(new AcknowledgedResponse(true));
                 }
             }
 
@@ -535,9 +535,8 @@ public class TransportOpenJobAction extends TransportMasterNodeAction<OpenJobAct
      * Important: the methods of this class must NOT throw exceptions.  If they did then the callers
      * of endpoints waiting for a condition tested by this predicate would never get a response.
      */
-    private class JobPredicate implements Predicate<PersistentTasksCustomMetaData.PersistentTask<?>> {
+    private static class JobPredicate implements Predicate<PersistentTasksCustomMetaData.PersistentTask<?>> {
 
-        private volatile boolean opened;
         private volatile Exception exception;
         private volatile boolean shouldCancel;
 
@@ -584,7 +583,6 @@ public class TransportOpenJobAction extends TransportMasterNodeAction<OpenJobAct
                 case CLOSED:
                     return false;
                 case OPENED:
-                    opened = true;
                     return true;
                 case CLOSING:
                     exception = ExceptionsHelper.conflictStatusException("The job has been " + JobState.CLOSED + " while waiting to be "

x-pack/plugin/ml/src/main/java/org/elasticsearch/xpack/ml/action/TransportStartDatafeedAction.java

@@ -476,7 +476,7 @@ public class TransportStartDatafeedAction extends TransportMasterNodeAction<Star
      * Important: the methods of this class must NOT throw exceptions.  If they did then the callers
      * of endpoints waiting for a condition tested by this predicate would never get a response.
      */
-    private class DatafeedPredicate implements Predicate<PersistentTasksCustomMetaData.PersistentTask<?>> {
+    private static class DatafeedPredicate implements Predicate<PersistentTasksCustomMetaData.PersistentTask<?>> {
 
         private volatile Exception exception;
 
@@ -486,12 +486,17 @@ public class TransportStartDatafeedAction extends TransportMasterNodeAction<Star
                 return false;
             }
             PersistentTasksCustomMetaData.Assignment assignment = persistentTask.getAssignment();
-            if (assignment != null && assignment.equals(PersistentTasksCustomMetaData.INITIAL_ASSIGNMENT) == false &&
+            if (assignment != null) {
-                    assignment.isAssigned() == false) {
+                // This means we are awaiting the datafeed's job to be assigned to a node
-                // Assignment has failed despite passing our "fast fail" validation
+                if (assignment.equals(DatafeedNodeSelector.AWAITING_JOB_ASSIGNMENT)) {
-                exception = new ElasticsearchStatusException("Could not start datafeed, allocation explanation [" +
+                    return true;
+                }
+                if (assignment.equals(PersistentTasksCustomMetaData.INITIAL_ASSIGNMENT) == false && assignment.isAssigned() == false) {
+                    // Assignment has failed despite passing our "fast fail" validation
+                    exception = new ElasticsearchStatusException("Could not start datafeed, allocation explanation [" +
                         assignment.getExplanation() + "]", RestStatus.TOO_MANY_REQUESTS);
-                return true;
+                    return true;
+                }
             }
             DatafeedState datafeedState = (DatafeedState) persistentTask.getState();
             return datafeedState == DatafeedState.STARTED;

x-pack/plugin/ml/src/main/java/org/elasticsearch/xpack/ml/action/TransportStopDatafeedAction.java

@@ -93,14 +93,8 @@ public class TransportStopDatafeedAction extends TransportTasksAction<TransportS
                                                           List<String> stoppingDatafeedIds,
                                                           List<String> notStoppedDatafeedIds) {
         switch (datafeedState) {
+            // Treat STARTING like STARTED for stop API behaviour.
             case STARTING:
-                // The STARTING state is not used anywhere at present, so this should never happen.
-                // At present datafeeds that have a persistent task that hasn't yet been assigned
-                // a state are reported as STOPPED (which is not great).  It could be considered a
-                // breaking change to introduce the STARTING state though, so let's aim to do it in
-                // version 8.  Also consider treating STARTING like STARTED for stop API behaviour.
-                notStoppedDatafeedIds.add(datafeedId);
-                break;
             case STARTED:
                 startedDatafeedIds.add(datafeedId);
                 notStoppedDatafeedIds.add(datafeedId);

x-pack/plugin/ml/src/main/java/org/elasticsearch/xpack/ml/datafeed/DatafeedNodeSelector.java

@@ -32,6 +32,9 @@ public class DatafeedNodeSelector {
 
     private static final Logger LOGGER = LogManager.getLogger(DatafeedNodeSelector.class);
 
+    public static final PersistentTasksCustomMetaData.Assignment AWAITING_JOB_ASSIGNMENT =
+        new PersistentTasksCustomMetaData.Assignment(null, "datafeed awaiting job assignment.");
+
     private final String datafeedId;
     private final String jobId;
     private final List<String> datafeedIndices;
@@ -76,9 +79,14 @@ public class DatafeedNodeSelector {
 
         AssignmentFailure assignmentFailure = checkAssignment();
         if (assignmentFailure == null) {
-            return new PersistentTasksCustomMetaData.Assignment(jobTask.getExecutorNode(), "");
+            String jobNode = jobTask.getExecutorNode();
+            if (jobNode == null) {
+                return AWAITING_JOB_ASSIGNMENT;
+            }
+            return new PersistentTasksCustomMetaData.Assignment(jobNode, "");
         }
         LOGGER.debug(assignmentFailure.reason);
+        assert assignmentFailure.reason.isEmpty() == false;
         return new PersistentTasksCustomMetaData.Assignment(null, assignmentFailure.reason);
     }
 

x-pack/plugin/ml/src/test/java/org/elasticsearch/xpack/ml/integration/BasicDistributedJobsIT.java

@@ -32,6 +32,7 @@ import org.elasticsearch.xpack.core.ml.action.PostDataAction;
 import org.elasticsearch.xpack.core.ml.action.PutDatafeedAction;
 import org.elasticsearch.xpack.core.ml.action.PutJobAction;
 import org.elasticsearch.xpack.core.ml.action.StartDatafeedAction;
+import org.elasticsearch.xpack.core.ml.action.StopDatafeedAction;
 import org.elasticsearch.xpack.core.ml.datafeed.DatafeedConfig;
 import org.elasticsearch.xpack.core.ml.datafeed.DatafeedState;
 import org.elasticsearch.xpack.core.ml.job.config.AnalysisConfig;
@@ -424,6 +425,60 @@ public class BasicDistributedJobsIT extends BaseMlIntegTestCase {
         assertBusy(() -> assertJobTask(jobId, JobState.OPENED, true));
     }
 
+    public void testCloseUnassignedLazyJobAndDatafeed() throws Exception {
+        internalCluster().ensureAtLeastNumDataNodes(3);
+        ensureStableCluster(3);
+
+        String jobId = "test-lazy-stop";
+        String datafeedId = jobId + "-datafeed";
+        // Assume the test machine won't have space to assign a 2TB job
+        Job.Builder job = createJob(jobId, new ByteSizeValue(2, ByteSizeUnit.TB), true);
+        PutJobAction.Request putJobRequest = new PutJobAction.Request(job);
+        client().execute(PutJobAction.INSTANCE, putJobRequest).actionGet();
+
+        client().admin().indices().prepareCreate("data").addMapping("type", "time", "type=date").get();
+
+        DatafeedConfig config = createDatafeed(datafeedId, jobId, Collections.singletonList("data"));
+        PutDatafeedAction.Request putDatafeedRequest = new PutDatafeedAction.Request(config);
+        client().execute(PutDatafeedAction.INSTANCE, putDatafeedRequest).actionGet();
+
+        ensureYellow(); // at least the primary shards of the indices a job uses should be started
+        OpenJobAction.Request openJobRequest = new OpenJobAction.Request(jobId);
+        client().execute(OpenJobAction.INSTANCE, openJobRequest).actionGet();
+
+        // Job state should be opening because it won't fit anyway, but is allowed to open lazily
+        GetJobsStatsAction.Request jobStatsRequest = new GetJobsStatsAction.Request(jobId);
+        GetJobsStatsAction.Response jobStatsResponse = client().execute(GetJobsStatsAction.INSTANCE, jobStatsRequest).actionGet();
+        assertEquals(JobState.OPENING, jobStatsResponse.getResponse().results().get(0).getState());
+
+        StartDatafeedAction.Request startDataFeedRequest = new StartDatafeedAction.Request(config.getId(), 0L);
+        client().execute(StartDatafeedAction.INSTANCE, startDataFeedRequest).actionGet();
+
+        // Datafeed state should be starting while it waits for job assignment
+        GetDatafeedsStatsAction.Request datafeedStatsRequest = new GetDatafeedsStatsAction.Request(datafeedId);
+        GetDatafeedsStatsAction.Response datafeedStatsResponse =
+            client().execute(GetDatafeedsStatsAction.INSTANCE, datafeedStatsRequest).actionGet();
+        assertEquals(DatafeedState.STARTING, datafeedStatsResponse.getResponse().results().get(0).getDatafeedState());
+
+        // A starting datafeed can be stopped normally or by force
+        StopDatafeedAction.Request stopDatafeedRequest = new StopDatafeedAction.Request(datafeedId);
+        stopDatafeedRequest.setForce(randomBoolean());
+        StopDatafeedAction.Response stopDatafeedResponse = client().execute(StopDatafeedAction.INSTANCE, stopDatafeedRequest).actionGet();
+        assertTrue(stopDatafeedResponse.isStopped());
+
+        datafeedStatsResponse = client().execute(GetDatafeedsStatsAction.INSTANCE, datafeedStatsRequest).actionGet();
+        assertEquals(DatafeedState.STOPPED, datafeedStatsResponse.getResponse().results().get(0).getDatafeedState());
+
+        // An opening job can also be stopped normally or by force
+        CloseJobAction.Request closeJobRequest = new CloseJobAction.Request(jobId);
+        closeJobRequest.setForce(randomBoolean());
+        CloseJobAction.Response closeJobResponse = client().execute(CloseJobAction.INSTANCE, closeJobRequest).actionGet();
+        assertTrue(closeJobResponse.isClosed());
+
+        jobStatsResponse = client().execute(GetJobsStatsAction.INSTANCE, jobStatsRequest).actionGet();
+        assertEquals(JobState.CLOSED, jobStatsResponse.getResponse().results().get(0).getState());
+    }
+
     private void assertJobTask(String jobId, JobState expectedState, boolean hasExecutorNode) {
         ClusterState clusterState = client().admin().cluster().prepareState().get().getState();
         PersistentTasksCustomMetaData tasks = clusterState.getMetaData().custom(PersistentTasksCustomMetaData.TYPE);

x-pack/plugin/ml/src/test/java/org/elasticsearch/xpack/ml/support/BaseMlIntegTestCase.java

@@ -146,6 +146,10 @@ public abstract class BaseMlIntegTestCase extends ESIntegTestCase {
     }
 
     protected Job.Builder createJob(String id, ByteSizeValue modelMemoryLimit) {
+        return createJob(id, modelMemoryLimit, false);
+    }
+
+    protected Job.Builder createJob(String id, ByteSizeValue modelMemoryLimit, boolean allowLazyOpen) {
         DataDescription.Builder dataDescription = new DataDescription.Builder();
         dataDescription.setFormat(DataDescription.DataFormat.XCONTENT);
         dataDescription.setTimeFormat(DataDescription.EPOCH_MS);
@@ -160,6 +164,7 @@ public abstract class BaseMlIntegTestCase extends ESIntegTestCase {
         }
         builder.setAnalysisConfig(analysisConfig);
         builder.setDataDescription(dataDescription);
+        builder.setAllowLazyOpen(allowLazyOpen);
         return builder;
     }
 

x-pack/plugin/src/test/resources/rest-api-spec/test/ml/jobs_crud.yml

@@ -142,7 +142,7 @@
   - do:
       ml.open_job:
         job_id: job-model-memory-limit-as-string
-  - match: { opened: false }
+  - match: { opened: true }
 
   - do:
       headers: