scheduler

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Published: Jan 23, 2023 License: Apache-2.0 Imports: 47 Imported by: 0

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Index

Constants

This section is empty.

Variables

This section is empty.

Functions

func GangIdAndCardinalityFromAnnotations

func GangIdAndCardinalityFromAnnotations(annotations map[string]string, gangIdAnnotation, gangCardinalityAnnotation string) (string, int, bool, error)

func JavaStringHash

func JavaStringHash(s string) uint32

JavaStringHash is the default hashing algorithm used by Pulsar copied from https://github.com/apache/pulsar-client-go/blob/master/pulsar/internal/hash.go

func NodeTypesMatchingPod

func NodeTypesMatchingPod(nodeTypes map[string]*schedulerobjects.NodeType, req *schedulerobjects.PodRequirements) ([]*schedulerobjects.NodeType, map[string]int, error)

NodeTypesMatchingPod returns a slice composed of all node types a given pod could potentially be scheduled on.

func PodRequirementsFromJobs

func PodRequirementsFromJobs[T LegacySchedulerJob](priorityClasses map[string]configuration.PriorityClass, jobs []T) ([]*schedulerobjects.PodRequirements, error)

func PriorityFromJob

func PriorityFromJob(job *api.Job, priorityByPriorityClassName map[string]configuration.PriorityClass) (priority int32, ok bool)

func ResourceListAsWeightedApproximateFloat64

func ResourceListAsWeightedApproximateFloat64(resourceScarcity map[string]float64, rl schedulerobjects.ResourceList) float64

func Run

func Run(_ *Configuration) error

Types

type CandidateGangIterator

type CandidateGangIterator[T LegacySchedulerJob] struct {
	SchedulingConstraints
	SchedulingRoundReport *SchedulingRoundReport[T]
	// contains filtered or unexported fields
}

CandidateGangIterator multiplexes between queues. Responsible for maintaining fair share and enforcing cross-queue scheduling constraints.

func (*CandidateGangIterator[T]) Next

func (it *CandidateGangIterator[T]) Next() ([]*JobSchedulingReport[T], error)

type Configuration

type Configuration struct {
	// Database configuration
	Postgres configuration.PostgresConfig
	// Metrics configuration
	Metrics configuration.MetricsConfig
	// General Pulsar configuration
	Pulsar configuration.PulsarConfig
	// Pulsar subscription name
	SubscriptionName string
	// Maximum time since the last batch before a batch will be inserted into the database
	BatchDuration time.Duration
	// Time for which the pulsar consumer will wait for a new message before retrying
	PulsarReceiveTimeout time.Duration
	// Time for which the pulsar consumer will back off after receiving an error on trying to receive a message
	PulsarBackoffTime time.Duration
}

type ExecutorApi

type ExecutorApi struct {
	// contains filtered or unexported fields
}

ExecutorApi is a gRPC service that exposes functionality required by the armada executors

func NewExecutorApi

func NewExecutorApi(producer pulsar.Producer,
	jobRepository database.JobRepository,
	executorRepository database.ExecutorRepository,
	allowedPriorities []int32,
	maxJobsPerCall int,
	maxPulsarMessageSize int,
) *ExecutorApi

func (*ExecutorApi) LeaseJobRuns

func (srv *ExecutorApi) LeaseJobRuns(stream executorapi.ExecutorApi_LeaseJobRunsServer) error

LeaseJobRuns performs the following actions:

  • Stores the request in postgres so that the scheduler can use the job + capacity information in the next scheduling round
  • Determines if any of the job runs in the request are no longer active and should be cancelled
  • Determines if any new job runs should be leased to the executor

func (*ExecutorApi) ReportEvents

func (srv *ExecutorApi) ReportEvents(ctx context.Context, list *executorapi.EventList) (*types.Empty, error)

ReportEvents publishes all events to pulsar. The events are compacted for more efficient publishing

type JobDb

type JobDb struct {
	// In-memory database. Stores *SchedulerJob.
	// Used to efficiently iterate over jobs in sorted order.
	Db *memdb.MemDB
}

JobDb is the scheduler-internal system for storing job queues. It allows for efficiently iterating over jobs in a specified queue sorted first by in-queue priority value (smaller to greater, since smaller values indicate higher priority), and second by submission time. JobDb is implemented on top of https://github.com/hashicorp/go-memdb which is a simple in-memory database built on immutable radix trees.

func NewJobDb

func NewJobDb() (*JobDb, error)

func (*JobDb) BatchDelete

func (jobDb *JobDb) BatchDelete(txn *memdb.Txn, ids []string) error

BatchDelete removes the jobs with the given ids from the database. Any ids that are not in the database will be ignored

func (*JobDb) GetAll

func (jobDb *JobDb) GetAll(txn *memdb.Txn) ([]*SchedulerJob, error)

GetAll returns all jobs in the database. The Jobs returned by this function *must not* be subsequently modified

func (*JobDb) GetById

func (jobDb *JobDb) GetById(txn *memdb.Txn, id string) (*SchedulerJob, error)

GetById returns the job with the given Id or nil if no such job exists The Job returned by this function *must not* be subsequently modified

func (*JobDb) GetByRunId

func (jobDb *JobDb) GetByRunId(txn *memdb.Txn, runId uuid.UUID) (*SchedulerJob, error)

GetByRunId returns the job with the given run id or nil if no such job exists The Job returned by this function *must not* be subsequently modified

func (*JobDb) HasQueuedJobs

func (jobDb *JobDb) HasQueuedJobs(txn *memdb.Txn, queue string) (bool, error)

HasQueuedJobs returns true if the queue has any jobs in the running state or false otherwise

func (*JobDb) ReadTxn

func (jobDb *JobDb) ReadTxn() *memdb.Txn

ReadTxn returns a read-only transaction. Multiple read-only transactions can access the db concurrently

func (*JobDb) Upsert

func (jobDb *JobDb) Upsert(txn *memdb.Txn, jobs []*SchedulerJob) error

Upsert will insert the given jobs if they don't already exist or update the if they do Any jobs passed to this function *must not* be subsequently modified

func (*JobDb) WriteTxn

func (jobDb *JobDb) WriteTxn() *memdb.Txn

WriteTxn returns a writeable transaction. Only a single write transaction may access the db at any given time

type JobDbAdapter

type JobDbAdapter struct {
	// contains filtered or unexported fields
}

func NewJobDbAdapter

func NewJobDbAdapter(txn *memdb.Txn) *JobDbAdapter

func (*JobDbAdapter) GetJobIterator

func (j *JobDbAdapter) GetJobIterator(_ context.Context, queue string) (JobIterator[*SchedulerJob], error)

func (*JobDbAdapter) TryLeaseJobs

func (j *JobDbAdapter) TryLeaseJobs(_ string, _ string, jobs []*SchedulerJob) ([]*SchedulerJob, error)

type JobIterator

type JobIterator[T LegacySchedulerJob] interface {
	Next() (T, error)
}

type JobQueueIterator

type JobQueueIterator struct {
	// contains filtered or unexported fields
}

JobQueueIterator is an iterator over all jobs in a given queue. Jobs are sorted first by per-queue priority, and secondly by submission time.

func NewJobQueueIterator

func NewJobQueueIterator(txn *memdb.Txn, queue string) (*JobQueueIterator, error)

func (*JobQueueIterator) Next

func (it *JobQueueIterator) Next() interface{}

Next is needed to implement the memdb.ResultIterator interface. External callers should use NextJobItem which provides a typesafe mechanism for getting the next SchedulerJob

func (*JobQueueIterator) NextJobItem

func (it *JobQueueIterator) NextJobItem() *SchedulerJob

NextJobItem returns the next SchedulerJob or nil if the end of the iterator has been reached

func (*JobQueueIterator) WatchCh

func (it *JobQueueIterator) WatchCh() <-chan struct{}

WatchCh is needed to implement the memdb.ResultIterator interface but is not needed for our use case

type JobRepository

type JobRepository interface {
	GetQueueJobIds(queueName string) ([]string, error)
	GetExistingJobsByIds(ids []string) ([]*api.Job, error)
}

type JobRepositoryAdapter

type JobRepositoryAdapter struct {
	// contains filtered or unexported fields
}

func NewJobRepositoryAdapter

func NewJobRepositoryAdapter(jobRepo repository.JobRepository) *JobRepositoryAdapter

func (*JobRepositoryAdapter) GetJobIterator

func (j *JobRepositoryAdapter) GetJobIterator(ctx context.Context, queue string) (JobIterator[*api.Job], error)

func (*JobRepositoryAdapter) TryLeaseJobs

func (j *JobRepositoryAdapter) TryLeaseJobs(clusterId string, queue string, jobs []*api.Job) ([]*api.Job, error)

type JobRun

type JobRun struct {
	// Unique identifier for the run
	RunID uuid.UUID
	// The name of the executor this run has been leased to
	Executor string
	// True if the job has been reported as pending by the executor
	Pending bool
	// True if the job has been reported as running by the executor
	Running bool
	// True if the job has been reported as succeeded by the executor
	Succeeded bool
	// True if the job has been reported as failed by the executor
	Failed bool
	// True if the job has been reported as cancelled by the executor
	Cancelled bool
	// True if the job has been returned by the executor
	Returned bool
	// True if the job has been expired by the scheduler
	Expired bool
}

JobRun is the scheduler-internal representation of a job run.

func (*JobRun) DeepCopy

func (run *JobRun) DeepCopy() *JobRun

DeepCopy deep copies the entire JobRun This is needed because when runs are stored in the JobDb they cannot be modified in-place

func (*JobRun) InTerminalState

func (run *JobRun) InTerminalState() bool

InTerminalState returns true if the JobRun is in a terminal state

type JobSchedulingReport

type JobSchedulingReport[T LegacySchedulerJob] struct {
	// Time at which this report was created.
	Timestamp time.Time
	// Id of the job this pod corresponds to.
	JobId uuid.UUID
	// Job spec.
	Job T
	// Scheduling requirements of this job.
	// We currently require that each job contains exactly one pod spec.
	Req *schedulerobjects.PodRequirements
	// Executor this job was attempted to be assigned to.
	ExecutorId string
	// Reason for why the job could not be scheduled.
	// Empty if the job was scheduled successfully.
	UnschedulableReason string
	// Scheduling reports for the individual pods that make up the job.
	PodSchedulingReports []*PodSchedulingReport
}

JobSchedulingReport is created by the scheduler and contains information about the decision made by the scheduler for this job.

func (*JobSchedulingReport[T]) String

func (report *JobSchedulingReport[T]) String() string

type KubernetesLeaderController

type KubernetesLeaderController struct {
	// contains filtered or unexported fields
}

KubernetesLeaderController uses the Kubernetes Leader election mechanism to determine who is leader This allows multiple instances of the scheduler to be run for HA.

func (*KubernetesLeaderController) GetToken

func (lc *KubernetesLeaderController) GetToken() LeaderToken

func (*KubernetesLeaderController) Run

Run starts the controller. This is a blocking call which will return when the provided context is cancelled

func (*KubernetesLeaderController) ValidateToken

func (lc *KubernetesLeaderController) ValidateToken(tok LeaderToken) bool

type LeaderConfig

type LeaderConfig struct {
	// Name of the K8s Lock Object
	LeaseLockName string
	// Namespace of the K8s Lock Object
	LeaseLockNamespace string
	// The name of the pod
	PodName string
	// How long the lease is held for.
	// Non leaders much wait this long before trying to acquire the lease
	LeaseDuration time.Duration
	// RenewDeadline is the duration that the acting leader will retry refreshing leadership before giving up.
	RenewDeadline time.Duration
	// RetryPeriod is the duration the LeaderElector clients should waite between tries of actions.
	RetryPeriod time.Duration
}

type LeaderController

type LeaderController interface {
	// GetToken returns a LeaderToken which allows you to determine if you are leader or not
	GetToken() LeaderToken
	// ValidateToken allows a caller to determine whether a previously obtained token is still valid.
	// Returns true if the token is a leader and false otherwise
	ValidateToken(tok LeaderToken) bool
}

LeaderController is an interface to be implemented by structs that control which scheduler is leader

type LeaderToken

type LeaderToken struct {
	// contains filtered or unexported fields
}

LeaderToken is a token handed out to schedulers which they can use to determine if they are leader

func InvalidLeaderToken

func InvalidLeaderToken() LeaderToken

InvalidLeaderToken returns a LeaderToken which indicates the scheduler is not leader

func NewLeaderToken

func NewLeaderToken() LeaderToken

NewLeaderToken returns a LeaderToken which indicates the scheduler is leader

type LeaseListener

type LeaseListener interface {
	// contains filtered or unexported methods
}

LeaseListener allows clients to listen for lease events

type LegacyScheduler

type LegacyScheduler[T LegacySchedulerJob] struct {
	SchedulingConstraints
	SchedulingRoundReport *SchedulingRoundReport[T]
	CandidateGangIterator *CandidateGangIterator[T]
	// Contains all nodes to be considered for scheduling.
	// Used for matching pods with nodes.
	NodeDb *NodeDb
	// Used to request jobs from Redis and to mark jobs as leased.
	JobRepository SchedulerJobRepository[T]
	// Jobs are grouped into gangs by this annotation.
	GangIdAnnotation string
	// Jobs in a gang specify the number of jobs in the gang via this annotation.
	GangCardinalityAnnotation string
	// contains filtered or unexported fields
}

func NewLegacyScheduler

func NewLegacyScheduler[T LegacySchedulerJob](
	ctx context.Context,
	constraints SchedulingConstraints,
	config configuration.SchedulingConfig,
	nodeDb *NodeDb,
	jobRepository SchedulerJobRepository[T],
	priorityFactorByQueue map[string]float64,
	initialResourcesByQueueAndPriority map[string]schedulerobjects.QuantityByPriorityAndResourceType,
) (*LegacyScheduler[T], error)

func (*LegacyScheduler[T]) Schedule

func (sched *LegacyScheduler[T]) Schedule() ([]T, error)

func (*LegacyScheduler[T]) String

func (sched *LegacyScheduler[T]) String() string

type LegacySchedulerJob

type LegacySchedulerJob interface {
	GetQueue() string
	GetAnnotations() map[string]string
	GetId() string
}

type LegacySchedulingAlgo

type LegacySchedulingAlgo struct {
	// contains filtered or unexported fields
}

LegacySchedulingAlgo is a SchedulingAlgo that schedules jobs in the same way as the old lease call

func NewLegacySchedulingAlgo

func NewLegacySchedulingAlgo(
	config configuration.SchedulingConfig,
	executorRepository database.ExecutorRepository,
	queueRepository database.QueueRepository,
) *LegacySchedulingAlgo

func (*LegacySchedulingAlgo) Schedule

func (l *LegacySchedulingAlgo) Schedule(ctx context.Context, txn *memdb.Txn, jobDb *JobDb) ([]*SchedulerJob, error)

Schedule assigns jobs to nodes in the same way as the old lease call. It iterates over each executor in turn (using a random order) and assigns the jobs using a LegacyScheduler, before moving onto the next executor Newly leased jobs are updated as such in the jobDb using the transaction provided and are also returned to the caller.

type NodeDb

type NodeDb struct {
	// contains filtered or unexported fields
}

NodeDb is the scheduler-internal system for storing node information. It's used to efficiently find nodes on which a pod can be scheduled.

func NewNodeDb

func NewNodeDb(priorities []int32, indexedResources, indexedTaints, indexedNodeLabels []string) (*NodeDb, error)

func (*NodeDb) BindNodeToPod

func (nodeDb *NodeDb) BindNodeToPod(txn *memdb.Txn, req *schedulerobjects.PodRequirements, node *schedulerobjects.Node) error

func (*NodeDb) ClearAllocated

func (nodeDb *NodeDb) ClearAllocated() error

ClearAllocated zeroes out allocated resources on all nodes in the NodeDb.

func (*NodeDb) NodeTypesMatchingPod

func (nodeDb *NodeDb) NodeTypesMatchingPod(req *schedulerobjects.PodRequirements) ([]*schedulerobjects.NodeType, map[string]int, error)

NodeTypesMatchingPod returns a slice composed of all node types a given pod could potentially be scheduled on.

func (*NodeDb) ScheduleMany

func (nodeDb *NodeDb) ScheduleMany(reqs []*schedulerobjects.PodRequirements) ([]*PodSchedulingReport, bool, error)

ScheduleMany assigns a set of pods to nodes. The assignment is atomic, i.e., either all pods are successfully assigned to nodes or none are. The returned bool indicates whether assignment succeeded or not. TODO: Pass through contexts to support timeouts.

func (*NodeDb) ScheduleManyWithTxn

func (nodeDb *NodeDb) ScheduleManyWithTxn(txn *memdb.Txn, reqs []*schedulerobjects.PodRequirements) ([]*PodSchedulingReport, bool, error)

func (*NodeDb) SelectAndBindNodeToPod

func (nodeDb *NodeDb) SelectAndBindNodeToPod(req *schedulerobjects.PodRequirements) (*PodSchedulingReport, error)

func (*NodeDb) SelectAndBindNodeToPodWithTxn

func (nodeDb *NodeDb) SelectAndBindNodeToPodWithTxn(txn *memdb.Txn, req *schedulerobjects.PodRequirements) (*PodSchedulingReport, error)

func (*NodeDb) SelectNodeForPod

func (nodeDb *NodeDb) SelectNodeForPod(req *schedulerobjects.PodRequirements) (*PodSchedulingReport, error)

func (*NodeDb) SelectNodeForPodWithTxn

func (nodeDb *NodeDb) SelectNodeForPodWithTxn(txn *memdb.Txn, req *schedulerobjects.PodRequirements) (*PodSchedulingReport, error)

SelectAndBindNodeToPod selects a node on which the pod can be scheduled, and updates the internal state of the db to indicate that this pod is bound to that node.

func (*NodeDb) String

func (nodeDb *NodeDb) String() string

func (*NodeDb) TimeOfMostRecentUpsert

func (nodeDb *NodeDb) TimeOfMostRecentUpsert() time.Time

func (*NodeDb) Txn

func (nodeDb *NodeDb) Txn(write bool) *memdb.Txn

func (*NodeDb) Upsert

func (nodeDb *NodeDb) Upsert(nodes []*schedulerobjects.Node) error

Upsert nodes.

type NodeItemAvailableResourceIndex

type NodeItemAvailableResourceIndex struct {
	// Resource name, e.g., "cpu", "gpu", or "memory".
	Resource string
	// Job priority.
	Priority int32
}

func (*NodeItemAvailableResourceIndex) FromArgs

func (s *NodeItemAvailableResourceIndex) FromArgs(args ...interface{}) ([]byte, error)

FromArgs computes the index key from a set of arguments. Takes a single argument resourceAmount of type uint64.

func (*NodeItemAvailableResourceIndex) FromObject

func (s *NodeItemAvailableResourceIndex) FromObject(raw interface{}) (bool, []byte, error)

FromObject extracts the index key from a *NodeItem object.

type NodeTypeResourceIterator

type NodeTypeResourceIterator struct {
	// contains filtered or unexported fields
}

NodeTypeResourceIterator is an iterator over all nodes of a given nodeType, for which there's at least some specified amount of a given resource available. For example, all nodes of type "foo" for which there's at least 1Gi of memory available.

Available resources is the sum of unused resources and resources assigned to lower-priority jobs. Nodes are returned in sorted order, going from least to most of the specified resource available.

func NewNodeTypeResourceIterator

func NewNodeTypeResourceIterator(txn *memdb.Txn, resource string, priority int32, nodeType *schedulerobjects.NodeType, resourceAmount resource.Quantity) (*NodeTypeResourceIterator, error)

func (*NodeTypeResourceIterator) Next

func (it *NodeTypeResourceIterator) Next() interface{}

func (*NodeTypeResourceIterator) NextNodeItem

func (it *NodeTypeResourceIterator) NextNodeItem() *schedulerobjects.Node

func (*NodeTypeResourceIterator) WatchCh

func (it *NodeTypeResourceIterator) WatchCh() <-chan struct{}

type NodeTypesResourceIterator

type NodeTypesResourceIterator struct {
	// contains filtered or unexported fields
}

NodeTypesResourceIterator extends NodeTypeResourceIterator to iterate over nodes of several node types. Nodes are returned in sorted order, going from least to most of the specified resource available.

func NewNodeTypesResourceIterator

func NewNodeTypesResourceIterator(txn *memdb.Txn, resource string, priority int32, nodeTypes []*schedulerobjects.NodeType, resourceQuantity resource.Quantity) (*NodeTypesResourceIterator, error)

func (*NodeTypesResourceIterator) Next

func (it *NodeTypesResourceIterator) Next() interface{}

func (*NodeTypesResourceIterator) NextNodeItem

func (it *NodeTypesResourceIterator) NextNodeItem() *schedulerobjects.Node

func (*NodeTypesResourceIterator) WatchCh

func (it *NodeTypesResourceIterator) WatchCh() <-chan struct{}

type NodeTypesResourceIteratorItem

type NodeTypesResourceIteratorItem struct {
	// contains filtered or unexported fields
}

type NodeTypesResourceIteratorPQ

type NodeTypesResourceIteratorPQ []*NodeTypesResourceIteratorItem

NodeTypesResourceIteratorPQ is a priority queue used by NodeTypesResourceIterator to return results from across several sub-iterators in order.

func (NodeTypesResourceIteratorPQ) Len

func (NodeTypesResourceIteratorPQ) Less

func (pq NodeTypesResourceIteratorPQ) Less(i, j int) bool

func (*NodeTypesResourceIteratorPQ) Pop

func (pq *NodeTypesResourceIteratorPQ) Pop() any

func (*NodeTypesResourceIteratorPQ) Push

func (pq *NodeTypesResourceIteratorPQ) Push(x any)

func (NodeTypesResourceIteratorPQ) Swap

func (pq NodeTypesResourceIteratorPQ) Swap(i, j int)

type NodesIterator

type NodesIterator struct {
	// contains filtered or unexported fields
}

NodesIterator is an iterator over all nodes in the db.

func NewNodesIterator

func NewNodesIterator(txn *memdb.Txn) (*NodesIterator, error)

func (*NodesIterator) Next

func (it *NodesIterator) Next() interface{}

func (*NodesIterator) NextNode

func (it *NodesIterator) NextNode() *schedulerobjects.Node

func (*NodesIterator) WatchCh

func (it *NodesIterator) WatchCh() <-chan struct{}

type PodSchedulingReport

type PodSchedulingReport struct {
	// Time at which this report was created.
	Timestamp time.Time
	// Pod scheduling requirements.
	Req *schedulerobjects.PodRequirements
	// Resource type determined by the scheduler to be the hardest to satisfy
	// the scheduling requirements for.
	DominantResourceType string
	// Node the pod was assigned to.
	// If nil, the pod could not be assigned to any Node.
	Node *schedulerobjects.Node
	// Score indicates how well the pod fits on the selected Node.
	Score int
	// Number of Node types that
	NumMatchedNodeTypes int
	// Number of Node types excluded by reason.
	NumExcludedNodeTypesByReason map[string]int
	// Number of nodes excluded by reason.
	NumExcludedNodesByReason map[string]int
}

PodSchedulingReport is returned by SelectAndBindNodeToPod and contains detailed information on the scheduling decision made for this pod.

func (*PodSchedulingReport) String

func (report *PodSchedulingReport) String() string

type Publisher

type Publisher interface {
	// PublishMessages will publish the supplied messages. A LeaderToken is provided and the
	// implementor may decide whether to publish based on the status of this token
	PublishMessages(ctx context.Context, events []*armadaevents.EventSequence, shouldPublish func() bool) error

	// PublishMarkers publishes a single marker message for each Pulsar partition.  Each marker
	// massage contains the supplied group id, which allows all marker messages for a given call
	// to be identified.  The uint32 returned is the number of messages published
	PublishMarkers(ctx context.Context, groupId uuid.UUID) (uint32, error)
}

Publisher is an interface to be implemented by structs that handle publishing messages to pulsar

type PulsarPublisher

type PulsarPublisher struct {
	// contains filtered or unexported fields
}

PulsarPublisher is the default implementation of Publisher

func NewPulsarPublisher

func NewPulsarPublisher(
	pulsarClient pulsar.Client,
	producerOptions pulsar.ProducerOptions,
	pulsarSendTimeout time.Duration,
	maxMessageBatchSize int,
) (*PulsarPublisher, error)

func (*PulsarPublisher) PublishMarkers

func (p *PulsarPublisher) PublishMarkers(ctx context.Context, groupId uuid.UUID) (uint32, error)

PublishMarkers sends one pulsar message (containing an armadaevents.PartitionMarker) to each partition of the producer's Pulsar topic.

func (*PulsarPublisher) PublishMessages

func (p *PulsarPublisher) PublishMessages(ctx context.Context, events []*armadaevents.EventSequence, shouldPublish func() bool) error

PublishMessages publishes all event sequences to pulsar. Event sequences for a given jobset will be combined into single event sequences up to maxMessageBatchSize.

type QueueCandidateGangIterator

type QueueCandidateGangIterator[T LegacySchedulerJob] struct {
	SchedulingConstraints
	QueueSchedulingRoundReport *QueueSchedulingRoundReport[T]
	// contains filtered or unexported fields
}

QueueCandidateGangIterator is an iterator over gangs in a queue that could be scheduled without exceeding per-queue limits.

func (*QueueCandidateGangIterator[T]) Next

func (it *QueueCandidateGangIterator[T]) Next() ([]*JobSchedulingReport[T], error)

type QueueSchedulingReport

type QueueSchedulingReport[T LegacySchedulerJob] struct {
	// Queue name.
	Name                                      string
	MostRecentSuccessfulJobSchedulingReport   *JobSchedulingReport[T]
	MostRecentUnsuccessfulJobSchedulingReport *JobSchedulingReport[T]
}

QueueSchedulingReport contains job scheduling reports for the most recent successful and failed scheduling attempts for this queue.

func (*QueueSchedulingReport[T]) String

func (report *QueueSchedulingReport[T]) String() string

type QueueSchedulingRoundReport

type QueueSchedulingRoundReport[T LegacySchedulerJob] struct {
	// These factors influence the fraction of resources assigned to each queue.
	PriorityFactor float64
	// Resources assigned to the queue across all clusters at the start of the scheduling cycle.
	InitialResourcesByPriority schedulerobjects.QuantityByPriorityAndResourceType
	// Resources assigned to this queue during this scheduling cycle.
	ScheduledResourcesByPriority schedulerobjects.QuantityByPriorityAndResourceType
	// Reports for all successful job scheduling attempts.
	SuccessfulJobSchedulingReports map[uuid.UUID]*JobSchedulingReport[T]
	// Reports for all unsuccessful job scheduling attempts.
	UnsuccessfulJobSchedulingReports map[uuid.UUID]*JobSchedulingReport[T]
	// Total number of jobs successfully scheduled in this round for this queue.
	NumScheduledJobs int
	// contains filtered or unexported fields
}

QueueSchedulingRoundReport captures the decisions made by the scheduler during one invocation for a particular queue.

func NewQueueSchedulingRoundReport

func NewQueueSchedulingRoundReport[T LegacySchedulerJob](priorityFactor float64, initialResourcesByPriority schedulerobjects.QuantityByPriorityAndResourceType) *QueueSchedulingRoundReport[T]

func (*QueueSchedulingRoundReport[T]) AddJobSchedulingReport

func (report *QueueSchedulingRoundReport[T]) AddJobSchedulingReport(r *JobSchedulingReport[T])

AddJobSchedulingReport adds a job scheduling report to the report for this invocation of the scheduler. Automatically updates scheduled resources by calling AddScheduledResources. Is thread-safe.

func (*QueueSchedulingRoundReport[T]) ClearJobSpecs

func (report *QueueSchedulingRoundReport[T]) ClearJobSpecs()

ClearJobSpecs zeroes out job specs to reduce memory usage.

type QueuedGangIterator

type QueuedGangIterator[T LegacySchedulerJob] struct {
	// contains filtered or unexported fields
}

QueuedGangIterator is an iterator over all gangs in a queue, where a gang is a set of jobs for which the gangIdAnnotation has equal value. A gang is yielded once the final member of the gang has been received. Jobs without gangIdAnnotation are considered to be gangs of cardinality 1.

func NewQueuedGangIterator

func NewQueuedGangIterator[T LegacySchedulerJob](ctx context.Context, it JobIterator[T], gangIdAnnotation, gangCardinalityAnnotation string) *QueuedGangIterator[T]

func (*QueuedGangIterator[T]) Next

func (it *QueuedGangIterator[T]) Next() ([]T, error)

type QueuedJobsIterator

type QueuedJobsIterator struct {
	// contains filtered or unexported fields
}

QueuedJobsIterator is an iterator over all jobs in a queue. It lazily loads jobs in batches from Redis asynch.

func NewQueuedJobsIterator

func NewQueuedJobsIterator(ctx context.Context, queue string, repo JobRepository) (*QueuedJobsIterator, error)

func (*QueuedJobsIterator) Next

func (it *QueuedJobsIterator) Next() (*api.Job, error)

type Scheduler

type Scheduler struct {
	// contains filtered or unexported fields
}

Scheduler is the main armada Scheduler. It runs a periodic scheduling cycle during which the following actions are performed: * Determine if we are leader * Update internal state from postgres (via the jobRepository) * If Leader:

  • Generate any armada events resulting from the state update
  • Expire any jobs that are running on stale clusters
  • Attempt to schedule jobs from the queue
  • Publish any armada events resulting from the cycle to Pulsar

func NewScheduler

func NewScheduler(
	jobRepository database.JobRepository,
	executorRepository database.ExecutorRepository,
	schedulingAlgo SchedulingAlgo,
	leaderController LeaderController,
	publisher Publisher,
	cyclePeriod time.Duration,
	executorTimeout time.Duration,
	maxLeaseReturns uint,
) (*Scheduler, error)

func (*Scheduler) Run

func (s *Scheduler) Run(ctx context.Context) error

Run enters the scheduling loop, which will continue until the ctx is cancelled

type SchedulerJob

type SchedulerJob struct {
	// String representation of the job id
	JobId string
	// Name of the queue this job belongs to.
	Queue string
	// Jobset the job belongs to
	// We store this as it's needed for sending job event messages
	Jobset string
	// Per-queue priority of this job.
	Priority uint32
	// Logical timestamp indicating the order in which jobs are submitted.
	// Jobs with identical Queue and Priority
	// are sorted by timestamp.
	Timestamp int64
	// Name of the executor to which this job has been assigned.
	// Empty if this job has not yet been assigned.
	Executor string
	// Name of the node to which this job has been assigned.
	// Empty if this job has not yet been assigned.
	Node string
	// True if the job is currently queued.
	// If this is set then the job will not be considered for scheduling
	Queued bool

	// True if the user has requested this job be cancelled
	CancelRequested bool
	// True if the scheduler has cancelled the job
	Cancelled bool
	// True if the scheduler has failed the job
	Failed bool
	// True if the scheduler has marked the job as succeeded
	Succeeded bool
	// Job Runs in the order they were received.
	// For now there can be only one active job run which will be the last element of the slice
	Runs []*JobRun
	// contains filtered or unexported fields
}

SchedulerJob is the scheduler-internal representation of a job.

func (*SchedulerJob) CurrentRun

func (job *SchedulerJob) CurrentRun() *JobRun

CurrentRun returns the currently active job run or nil if there are no runs yet

func (*SchedulerJob) DeepCopy

func (job *SchedulerJob) DeepCopy() *SchedulerJob

DeepCopy deep copies the entire job including the runs. This is needed because when jobs are stored in the JobDb they cannot be modified in-place

func (*SchedulerJob) GetAnnotations

func (job *SchedulerJob) GetAnnotations() map[string]string

GetAnnotations returns the annotations on the job.

func (*SchedulerJob) GetId

func (job *SchedulerJob) GetId() string

GetId returns the id of the Job.

func (*SchedulerJob) GetQueue

func (job *SchedulerJob) GetQueue() string

GetQueue returns the queue this job belongs to.

func (*SchedulerJob) InTerminalState

func (job *SchedulerJob) InTerminalState() bool

InTerminalState returns true if the job is in a terminal state

func (*SchedulerJob) NumReturned

func (job *SchedulerJob) NumReturned() uint

NumReturned returns the number of times this job has been returned by executors Note that this is O(N) on Runs, but this should be fine as the number of runs should be small

func (*SchedulerJob) RunById

func (job *SchedulerJob) RunById(id uuid.UUID) *JobRun

RunById returns the Run corresponding to the provided run id or nil if no such Run exists Note that this is O(N) on Runs, but this should be fine as the number of runs should be small

type SchedulerJobRepository

type SchedulerJobRepository[T LegacySchedulerJob] interface {
	// GetJobIterator returns a iterator over queued jobs for a given queue.
	GetJobIterator(ctx context.Context, queue string) (JobIterator[T], error)
	// TryLeaseJobs tries to create jobs leases and returns the jobs that were successfully leased.
	// Leasing may fail, e.g., if the job was concurrently leased to another executor.
	TryLeaseJobs(clusterId string, queue string, jobs []T) ([]T, error)
}

SchedulerJobRepository represents the underlying jobs database.

type SchedulingAlgo

type SchedulingAlgo interface {
	// Schedule should assign jobs to nodes
	// Any jobs that are scheduled should be marked as such in the JobDb using the transaction provided
	// It should return a slice containing all scheduled jobs.
	Schedule(txn *memdb.Txn, jobDb *JobDb) ([]*SchedulerJob, error)
}

SchedulingAlgo is an interface that should bne implemented by structs capable of assigning Jobs to nodes

type SchedulingConstraints

type SchedulingConstraints struct {
	Priorities      []int32
	PriorityClasses map[string]configuration.PriorityClass
	// Executor for which we're currently scheduling jobs.
	ExecutorId string
	// Resource pool of this executor.
	Pool string
	// Weights used when computing total resource usage.
	ResourceScarcity map[string]float64
	// Max number of jobs to scheduler per lease jobs call.
	MaximumJobsToSchedule uint
	// Max number of consecutive unschedulable jobs to consider for a queue before giving up.
	MaxConsecutiveUnschedulableJobs uint
	// Jobs leased to this executor must be at least this large.
	// Used, e.g., to avoid scheduling CPU-only jobs onto clusters with GPUs.
	MinimumJobSize schedulerobjects.ResourceList
	// Per-queue resource limits.
	// Map from resource type to the limit for that resource.
	MaximalResourceFractionPerQueue map[string]float64
	// Limit- as a fraction of total resources across worker clusters- of resource types at each priority.
	// The limits are cumulative, i.e., the limit at priority p includes all higher levels.
	MaximalCumulativeResourceFractionPerQueueAndPriority map[int32]map[string]float64
	// Max resources to schedule per queue at a time.
	MaximalResourceFractionToSchedulePerQueue map[string]float64
	// Max resources to schedule at a time.
	MaximalResourceFractionToSchedule map[string]float64
	// Total resources across all worker clusters.
	// Used when computing resource limits.
	TotalResources schedulerobjects.ResourceList
}

SchedulingConstraints collects scheduling constraints, e.g., per-queue resource limits.

func SchedulingConstraintsFromSchedulingConfig

func SchedulingConstraintsFromSchedulingConfig(
	executorId, pool string,
	minimumJobSize schedulerobjects.ResourceList,
	config configuration.SchedulingConfig,
	totalResources schedulerobjects.ResourceList,
) *SchedulingConstraints

type SchedulingReportsRepository

type SchedulingReportsRepository[T LegacySchedulerJob] struct {
	// Scheduling reports for the jobs that were most recently attempted to be scheduled.
	MostRecentJobSchedulingReports *lru.Cache
	// Scheduling reports for the most recently seen queues.
	MostRecentQueueSchedulingReports *lru.Cache
}

SchedulingReportsRepository stores reports on the most recent scheduling attempts.

func NewSchedulingReportsRepository

func NewSchedulingReportsRepository[T LegacySchedulerJob](maxQueueSchedulingReports, maxJobSchedulingReports int) *SchedulingReportsRepository[T]

func (*SchedulingReportsRepository[T]) Add

func (repo *SchedulingReportsRepository[T]) Add(queueName string, report *JobSchedulingReport[T])

func (*SchedulingReportsRepository[T]) AddMany

func (repo *SchedulingReportsRepository[T]) AddMany(queueName string, reports []*JobSchedulingReport[T])

func (*SchedulingReportsRepository[T]) AddSchedulingRoundReport

func (repo *SchedulingReportsRepository[T]) AddSchedulingRoundReport(report *SchedulingRoundReport[T])

func (*SchedulingReportsRepository[T]) GetJobReport

func (*SchedulingReportsRepository[T]) GetJobSchedulingReport

func (repo *SchedulingReportsRepository[T]) GetJobSchedulingReport(jobId uuid.UUID) (*JobSchedulingReport[T], bool)

func (*SchedulingReportsRepository[T]) GetQueueReport

func (*SchedulingReportsRepository[T]) GetQueueSchedulingReport

func (repo *SchedulingReportsRepository[T]) GetQueueSchedulingReport(queueName string) (*QueueSchedulingReport[T], bool)

type SchedulingRoundReport

type SchedulingRoundReport[T LegacySchedulerJob] struct {
	// Time at which the scheduling cycle started.
	Started time.Time
	// Time at which the scheduling cycle finished.
	Finished time.Time
	// Executor for which the scheduler was invoked.
	Executor string
	// Per-queue scheduling reports.
	QueueSchedulingRoundReports map[string]*QueueSchedulingRoundReport[T]
	// Total resources across all clusters available at the start of the scheduling cycle.
	TotalResources schedulerobjects.ResourceList
	// Resources assigned across all queues during this scheduling cycle.
	ScheduledResourcesByPriority schedulerobjects.QuantityByPriorityAndResourceType
	// Total number of jobs successfully scheduled in this round.
	NumScheduledJobs int
	// Reason for why the scheduling round finished.
	TerminationReason string
	// contains filtered or unexported fields
}

SchedulingRoundReport captures the decisions made by the scheduler during one invocation.

func NewSchedulingRoundReport

func NewSchedulingRoundReport[T LegacySchedulerJob](
	totalResources schedulerobjects.ResourceList, priorityFactorByQueue map[string]float64, initialResourcesByQueueAndPriority map[string]schedulerobjects.QuantityByPriorityAndResourceType,
) *SchedulingRoundReport[T]

func (*SchedulingRoundReport[T]) AddJobSchedulingReport

func (report *SchedulingRoundReport[T]) AddJobSchedulingReport(r *JobSchedulingReport[T])

AddJobSchedulingReport adds a job scheduling report to the report for this invocation of the scheduler. Automatically updates scheduled resources by calling AddScheduledResources. Is thread-safe.

func (*SchedulingRoundReport[T]) ClearJobSpecs

func (report *SchedulingRoundReport[T]) ClearJobSpecs()

ClearJobSpecs zeroes out job specs to reduce memory usage.

func (*SchedulingRoundReport[T]) String

func (report *SchedulingRoundReport[T]) String() string

func (*SchedulingRoundReport[T]) SuccessfulJobSchedulingReports

func (report *SchedulingRoundReport[T]) SuccessfulJobSchedulingReports() []*JobSchedulingReport[T]

type StandaloneLeaderController

type StandaloneLeaderController struct {
	// contains filtered or unexported fields
}

StandaloneLeaderController returns a token that always indicates you are leader This can be used when only a single instance of the scheduler is needed

func NewStandaloneLeaderController

func NewStandaloneLeaderController() *StandaloneLeaderController

func (*StandaloneLeaderController) GetToken

func (lc *StandaloneLeaderController) GetToken() LeaderToken

func (*StandaloneLeaderController) ValidateToken

func (lc *StandaloneLeaderController) ValidateToken(tok LeaderToken) bool

type SubmitChecker

type SubmitChecker struct {
	// contains filtered or unexported fields
}

func NewSubmitChecker

func NewSubmitChecker(executorTimeout time.Duration, priorityClasses map[string]configuration.PriorityClass, gangIdAnnotation string) *SubmitChecker

func (*SubmitChecker) Check

func (srv *SubmitChecker) Check(reqs []*schedulerobjects.PodRequirements) (bool, string)

Check if a set of pods can be scheduled onto some cluster.

func (*SubmitChecker) CheckApiJobs

func (srv *SubmitChecker) CheckApiJobs(jobs []*api.Job) (bool, string)

func (*SubmitChecker) RegisterNodeDb

func (srv *SubmitChecker) RegisterNodeDb(executor string, nodeDb *NodeDb)

RegisterNodeDb adds a NodeDb to use when checking if a pod can be scheduled. To only check static scheduling requirements, set NodeDb.CheckOnlyStaticRequirements = true before registering it.

Directories

Path Synopsis
Package schedulermocks is a generated GoMock package.
Package schedulermocks is a generated GoMock package.

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