feat(scheduler): add partial scheduling based on min replicas

scheduler/pkg/scheduler/scheduler.go

@@ -43,7 +43,7 @@ func DefaultSchedulerConfig(store store.ModelStore) SchedulerConfig {
 	return SchedulerConfig{
 		serverFilters:  []filters.ServerFilter{filters.ServerReplicaFilter{}, filters.SharingServerFilter{}, filters.DeletedServerFilter{}, filters.ServerRequirementFilter{}},
 		replicaFilters: []filters.ReplicaFilter{filters.AvailableMemoryReplicaFilter{}, filters.ExplainerFilter{}, filters.ReplicaDrainingFilter{}},
-		serverSorts:    []sorters.ServerSorter{},
+		serverSorts:    []sorters.ServerSorter{sorters.ModelAlreadyLoadedOnServerSorter{}},
 		replicaSorts:   []sorters.ReplicaSorter{sorters.ReplicaIndexSorter{}, sorters.AvailableMemorySorter{}, sorters.ModelAlreadyLoadedSorter{}},
 	}
 }
@@ -84,6 +84,11 @@ func (s *SimpleScheduler) ScheduleFailedModels() ([]string, error) {
 	return updatedModels, nil
 }
 
+// Get failed models
+// Currently this includes:
+// - models that have failed to schedule
+// - models that have failed to load
+// - models that have loaded but not all replicas are available (e.g. min replicas is met but not desired replicas)
 func (s *SimpleScheduler) getFailedModels() ([]string, error) {
 	models, err := s.store.GetModels()
 	if err != nil {
@@ -94,7 +99,8 @@ func (s *SimpleScheduler) getFailedModels() ([]string, error) {
 		version := model.GetLatest()
 		if version != nil {
 			versionState := version.ModelState()
-			if versionState.State == store.ModelFailed || versionState.State == store.ScheduleFailed {
+			if versionState.State == store.ModelFailed || versionState.State == store.ScheduleFailed ||
+				(versionState.State == store.ModelAvailable && versionState.AvailableReplicas < version.GetDeploymentSpec().GetReplicas()) {
 				failedModels = append(failedModels, model.Name)
 			}
 		}
@@ -160,13 +166,52 @@ func (s *SimpleScheduler) scheduleToServer(modelName string) error {
 		return errors.New(msg)
 	}
 
+	desiredReplicas := latestModel.DesiredReplicas()
+	minReplicas := latestModel.GetDeploymentSpec().GetMinReplicas()
+
 	s.sortServers(latestModel, filteredServers)
 	logger.
 		WithField("candidate_servers", filteredServers).
-		WithField("desired_replicas", latestModel.DesiredReplicas()).
+		WithField("desired_replicas", desiredReplicas).
 		Debug("Identified candidate servers for model")
 
+	// The main logic of trying to find a server for the model is as follows:
+	// 1. If there are enough replicas on a server, schedule the model
+	// 2. If there are not enough replicas on a server, try to schedule with min replicas. In this case we actually should get
+	// the models loaded on all the replicas of the servers (assuming min replicas is less than the number of replicas on the server)
+	// we also mark the model in this case as failed to schedule so that if the infra changes in the future we can try to reschedule
+
 	// For each server filter and sort replicas and attempt schedule if enough replicas
+	ok := s.findAndUpdateToServers(filteredServers, latestModel, desiredReplicas, desiredReplicas)
+	// Try to scheduler with min replicas if not enough replicas
+	okWithMinReplicas := false
+	if !ok && minReplicas > 0 {
+		okWithMinReplicas = s.findAndUpdateToServers(filteredServers, latestModel, desiredReplicas, int(minReplicas))
+		if okWithMinReplicas {
+			msg := "Failed to schedule model as no matching server had enough suitable replicas, managed to schedule with min replicas"
+			logger.Warn(msg)
+		}
+	}
+
+	if !ok && !okWithMinReplicas {
+		msg := "Failed to schedule model as no matching server had enough suitable replicas"
+		logger.Debug(msg)
+		// we do not want to reset the server if it has live replicas or loading replicas
+		// in the case of loading replicas, we need to make sure that we can unload them later.
+		// for example in the case that a model is just marked as loading on a particular server replica
+		// then it gets a delete request (before it is marked as loaded or available) we need to make sure
+		// that we can unload it from the server
+		s.store.FailedScheduling(latestModel, msg, !latestModel.HasLiveReplicas() && !latestModel.IsLoadingOrLoadedOnServer())
+		return errors.New(msg)
+	}
+
+	//TODO Cleanup previous version if needed?
+	return nil
+}
+
+func (s *SimpleScheduler) findAndUpdateToServers(filteredServers []*store.ServerSnapshot, latestModel *store.ModelVersion, desiredReplicas, minReplicas int) bool {
+	modelName := latestModel.GetMeta().GetName()
+	logger := s.logger.WithField("func", "findAndUpdateToServers").WithField("model", modelName)
 	ok := false
 	for _, candidateServer := range filteredServers {
 		logger.WithField("server", candidateServer.Name).Debug("Checking compatibility with candidate server")
@@ -176,23 +221,29 @@ func (s *SimpleScheduler) scheduleToServer(modelName string) error {
 		// without the store being reflected and hence sorting on stale values
 		s.muSortAndUpdate.Lock()
 		candidateReplicas = s.filterReplicas(latestModel, candidateServer)
-		if len(candidateReplicas.ChosenReplicas) < latestModel.DesiredReplicas() {
+		numServerReplicas := len(candidateReplicas.ChosenReplicas)
+		if numServerReplicas < minReplicas {
 			logger.
 				WithField("server", candidateServer.Name).
-				WithField("available_replicas", len(candidateReplicas.ChosenReplicas)).
-				WithField("desired_replicas", latestModel.DesiredReplicas()).
+				WithField("available_replicas", numServerReplicas).
+				WithField("desired_replicas", desiredReplicas).
+				WithField("min_replicas", minReplicas).
 				Debug("Skipping server due to insufficient suitable replicas")
 
 			s.muSortAndUpdate.Unlock()
 			continue
 		}
 
 		s.sortReplicas(candidateReplicas)
-		err = s.store.UpdateLoadedModels(
+		numReplicas := minReplicas
+		if minReplicas != desiredReplicas {
+			numReplicas = min(numServerReplicas, desiredReplicas) // we have more replicas for the server than min, so we can use all of them
+		}
+		err := s.store.UpdateLoadedModels(
 			modelName,
 			latestModel.GetVersion(),
 			candidateServer.Name,
-			candidateReplicas.ChosenReplicas[0:latestModel.DesiredReplicas()],
+			candidateReplicas.ChosenReplicas[0:numReplicas],
 		)
 		s.muSortAndUpdate.Unlock()
 
@@ -204,21 +255,7 @@ func (s *SimpleScheduler) scheduleToServer(modelName string) error {
 			break
 		}
 	}
-
-	if !ok {
-		msg := "Failed to schedule model as no matching server had enough suitable replicas"
-		logger.Debug(msg)
-		// we do not want to reset the server if it has live replicas or loading replicas
-		// in the case of loading replicas, we need to make sure that we can unload them later.
-		// for example in the case that a model is just marked as loading on a particular server replica
-		// then it gets a delete request (before it is marked as loaded or available) we need to make sure
-		// that we can unload it from the server
-		s.store.FailedScheduling(latestModel, msg, !latestModel.HasLiveReplicas() && !latestModel.IsLoadingOrLoadedOnServer())
-		return errors.New(msg)
-	}
-
-	//TODO Cleanup previous version if needed?
-	return nil
+	return ok
 }
 
 func showServerSlice(servers []*store.ServerSnapshot) string {