From 3a1734392d88af6255b041e0ce5f9e357e47490e Mon Sep 17 00:00:00 2001 From: Lucian Carata Date: Mon, 7 Oct 2024 01:26:11 +0100 Subject: [PATCH] WIP. --- apis/go/mlops/scheduler/scheduler.pb.go | 1343 ++++++++++--------- apis/mlops/scheduler/scheduler.proto | 16 +- operator/apis/mlops/v1alpha1/model_types.go | 33 +- operator/apis/mlops/v1alpha1/utils.go | 54 + operator/scheduler/server.go | 72 +- scheduler/pkg/coordinator/server.go | 3 +- scheduler/pkg/coordinator/types.go | 11 + scheduler/pkg/server/server.go | 39 +- scheduler/pkg/server/server_status.go | 69 +- scheduler/pkg/server/server_status_test.go | 2 +- scheduler/pkg/store/memory.go | 3 + scheduler/pkg/store/mesh.go | 12 + scheduler/pkg/store/store.go | 2 + 13 files changed, 989 insertions(+), 670 deletions(-) create mode 100644 operator/apis/mlops/v1alpha1/utils.go diff --git a/apis/go/mlops/scheduler/scheduler.pb.go b/apis/go/mlops/scheduler/scheduler.pb.go index a71317d2d3..b1018f6573 100644 --- a/apis/go/mlops/scheduler/scheduler.pb.go +++ b/apis/go/mlops/scheduler/scheduler.pb.go @@ -219,6 +219,62 @@ func (ModelReplicaStatus_ModelReplicaState) EnumDescriptor() ([]byte, []int) { return file_mlops_scheduler_scheduler_proto_rawDescGZIP(), []int{17, 0} } +// Type of SterverStatus update. At the moment the scheduler doesn't combine multiple types of +// updates in the same response. However, the Type enum is forward-compatible with this +// possibility, by setting members to power-of-two values. This means enum values can be used +// as flags and combined with bitwise OR, with the exception of StatusResponseTypeUnknown. +type ServerStatusResponse_Type int32 + +const ( + ServerStatusResponse_StatusResponseTypeUnknown ServerStatusResponse_Type = 0 + ServerStatusResponse_StatusUpdate ServerStatusResponse_Type = 1 + ServerStatusResponse_NonAuthoritativeReplicaInfo ServerStatusResponse_Type = 2 + ServerStatusResponse_ScalingRequest ServerStatusResponse_Type = 4 +) + +// Enum value maps for ServerStatusResponse_Type. +var ( + ServerStatusResponse_Type_name = map[int32]string{ + 0: "StatusResponseTypeUnknown", + 1: "StatusUpdate", + 2: "NonAuthoritativeReplicaInfo", + 4: "ScalingRequest", + } + ServerStatusResponse_Type_value = map[string]int32{ + "StatusResponseTypeUnknown": 0, + "StatusUpdate": 1, + "NonAuthoritativeReplicaInfo": 2, + "ScalingRequest": 4, + } +) + +func (x ServerStatusResponse_Type) Enum() *ServerStatusResponse_Type { + p := new(ServerStatusResponse_Type) + *p = x + return p +} + +func (x ServerStatusResponse_Type) String() string { + return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) +} + +func (ServerStatusResponse_Type) Descriptor() protoreflect.EnumDescriptor { + return file_mlops_scheduler_scheduler_proto_enumTypes[3].Descriptor() +} + +func (ServerStatusResponse_Type) Type() protoreflect.EnumType { + return &file_mlops_scheduler_scheduler_proto_enumTypes[3] +} + +func (x ServerStatusResponse_Type) Number() protoreflect.EnumNumber { + return protoreflect.EnumNumber(x) +} + +// Deprecated: Use ServerStatusResponse_Type.Descriptor instead. +func (ServerStatusResponse_Type) EnumDescriptor() ([]byte, []int) { + return file_mlops_scheduler_scheduler_proto_rawDescGZIP(), []int{19, 0} +} + type PipelineStep_JoinOp int32 const ( @@ -252,11 +308,11 @@ func (x PipelineStep_JoinOp) String() string { } func (PipelineStep_JoinOp) Descriptor() protoreflect.EnumDescriptor { - return file_mlops_scheduler_scheduler_proto_enumTypes[3].Descriptor() + return file_mlops_scheduler_scheduler_proto_enumTypes[4].Descriptor() } func (PipelineStep_JoinOp) Type() protoreflect.EnumType { - return &file_mlops_scheduler_scheduler_proto_enumTypes[3] + return &file_mlops_scheduler_scheduler_proto_enumTypes[4] } func (x PipelineStep_JoinOp) Number() protoreflect.EnumNumber { @@ -301,11 +357,11 @@ func (x PipelineInput_JoinOp) String() string { } func (PipelineInput_JoinOp) Descriptor() protoreflect.EnumDescriptor { - return file_mlops_scheduler_scheduler_proto_enumTypes[4].Descriptor() + return file_mlops_scheduler_scheduler_proto_enumTypes[5].Descriptor() } func (PipelineInput_JoinOp) Type() protoreflect.EnumType { - return &file_mlops_scheduler_scheduler_proto_enumTypes[4] + return &file_mlops_scheduler_scheduler_proto_enumTypes[5] } func (x PipelineInput_JoinOp) Number() protoreflect.EnumNumber { @@ -350,11 +406,11 @@ func (x PipelineOutput_JoinOp) String() string { } func (PipelineOutput_JoinOp) Descriptor() protoreflect.EnumDescriptor { - return file_mlops_scheduler_scheduler_proto_enumTypes[5].Descriptor() + return file_mlops_scheduler_scheduler_proto_enumTypes[6].Descriptor() } func (PipelineOutput_JoinOp) Type() protoreflect.EnumType { - return &file_mlops_scheduler_scheduler_proto_enumTypes[5] + return &file_mlops_scheduler_scheduler_proto_enumTypes[6] } func (x PipelineOutput_JoinOp) Number() protoreflect.EnumNumber { @@ -414,11 +470,11 @@ func (x PipelineVersionState_PipelineStatus) String() string { } func (PipelineVersionState_PipelineStatus) Descriptor() protoreflect.EnumDescriptor { - return file_mlops_scheduler_scheduler_proto_enumTypes[6].Descriptor() + return file_mlops_scheduler_scheduler_proto_enumTypes[7].Descriptor() } func (PipelineVersionState_PipelineStatus) Type() protoreflect.EnumType { - return &file_mlops_scheduler_scheduler_proto_enumTypes[6] + return &file_mlops_scheduler_scheduler_proto_enumTypes[7] } func (x PipelineVersionState_PipelineStatus) Number() protoreflect.EnumNumber { @@ -1645,6 +1701,7 @@ type ServerStatusResponse struct { sizeCache protoimpl.SizeCache unknownFields protoimpl.UnknownFields + Type ServerStatusResponse_Type `protobuf:"varint,7,opt,name=type,proto3,enum=seldon.mlops.scheduler.ServerStatusResponse_Type" json:"type,omitempty"` ServerName string `protobuf:"bytes,1,opt,name=serverName,proto3" json:"serverName,omitempty"` Resources []*ServerReplicaResources `protobuf:"bytes,2,rep,name=resources,proto3" json:"resources,omitempty"` ExpectedReplicas int32 `protobuf:"varint,3,opt,name=expectedReplicas,proto3" json:"expectedReplicas,omitempty"` @@ -1685,6 +1742,13 @@ func (*ServerStatusResponse) Descriptor() ([]byte, []int) { return file_mlops_scheduler_scheduler_proto_rawDescGZIP(), []int{19} } +func (x *ServerStatusResponse) GetType() ServerStatusResponse_Type { + if x != nil { + return x.Type + } + return ServerStatusResponse_StatusResponseTypeUnknown +} + func (x *ServerStatusResponse) GetServerName() string { if x != nil { return x.ServerName @@ -1977,7 +2041,9 @@ type ServerNotify struct { unknownFields protoimpl.UnknownFields Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` - ExpectedReplicas int32 `protobuf:"varint,2,opt,name=expectedReplicas,proto3" json:"expectedReplicas,omitempty"` + ExpectedReplicas uint32 `protobuf:"varint,2,opt,name=expectedReplicas,proto3" json:"expectedReplicas,omitempty"` + MinReplicas uint32 `protobuf:"varint,5,opt,name=minReplicas,proto3" json:"minReplicas,omitempty"` + MaxReplicas uint32 `protobuf:"varint,6,opt,name=maxReplicas,proto3" json:"maxReplicas,omitempty"` Shared bool `protobuf:"varint,3,opt,name=shared,proto3" json:"shared,omitempty"` KubernetesMeta *KubernetesMeta `protobuf:"bytes,4,opt,name=kubernetesMeta,proto3,oneof" json:"kubernetesMeta,omitempty"` } @@ -2021,13 +2087,27 @@ func (x *ServerNotify) GetName() string { return "" } -func (x *ServerNotify) GetExpectedReplicas() int32 { +func (x *ServerNotify) GetExpectedReplicas() uint32 { if x != nil { return x.ExpectedReplicas } return 0 } +func (x *ServerNotify) GetMinReplicas() uint32 { + if x != nil { + return x.MinReplicas + } + return 0 +} + +func (x *ServerNotify) GetMaxReplicas() uint32 { + if x != nil { + return x.MaxReplicas + } + return 0 +} + func (x *ServerNotify) GetShared() bool { if x != nil { return x.Shared @@ -3954,266 +4034,304 @@ var file_mlops_scheduler_scheduler_proto_rawDesc = []byte{ 0x28, 0x09, 0x52, 0x0e, 0x73, 0x75, 0x62, 0x73, 0x63, 0x72, 0x69, 0x62, 0x65, 0x72, 0x4e, 0x61, 0x6d, 0x65, 0x12, 0x17, 0x0a, 0x04, 0x6e, 0x61, 0x6d, 0x65, 0x18, 0x02, 0x20, 0x01, 0x28, 0x09, 0x48, 0x00, 0x52, 0x04, 0x6e, 0x61, 0x6d, 0x65, 0x88, 0x01, 0x01, 0x42, 0x07, 0x0a, 0x05, 0x5f, - 0x6e, 0x61, 0x6d, 0x65, 0x22, 0xfe, 0x02, 0x0a, 0x14, 0x53, 0x65, 0x72, 0x76, 0x65, 0x72, 0x53, - 0x74, 0x61, 0x74, 0x75, 0x73, 0x52, 0x65, 0x73, 0x70, 0x6f, 0x6e, 0x73, 0x65, 0x12, 0x1e, 0x0a, - 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make([]protoimpl.MessageInfo, 58) var file_mlops_scheduler_scheduler_proto_goTypes = []any{ (ResourceType)(0), // 0: seldon.mlops.scheduler.ResourceType (ModelStatus_ModelState)(0), // 1: seldon.mlops.scheduler.ModelStatus.ModelState (ModelReplicaStatus_ModelReplicaState)(0), // 2: seldon.mlops.scheduler.ModelReplicaStatus.ModelReplicaState - (PipelineStep_JoinOp)(0), // 3: seldon.mlops.scheduler.PipelineStep.JoinOp - (PipelineInput_JoinOp)(0), // 4: seldon.mlops.scheduler.PipelineInput.JoinOp - (PipelineOutput_JoinOp)(0), // 5: seldon.mlops.scheduler.PipelineOutput.JoinOp - (PipelineVersionState_PipelineStatus)(0), // 6: seldon.mlops.scheduler.PipelineVersionState.PipelineStatus - (*LoadModelRequest)(nil), // 7: seldon.mlops.scheduler.LoadModelRequest - (*Model)(nil), // 8: seldon.mlops.scheduler.Model - (*MetaData)(nil), // 9: seldon.mlops.scheduler.MetaData - (*DeploymentSpec)(nil), // 10: seldon.mlops.scheduler.DeploymentSpec - (*ModelSpec)(nil), // 11: seldon.mlops.scheduler.ModelSpec - (*ParameterSpec)(nil), // 12: seldon.mlops.scheduler.ParameterSpec - (*ExplainerSpec)(nil), // 13: seldon.mlops.scheduler.ExplainerSpec - (*KubernetesMeta)(nil), // 14: seldon.mlops.scheduler.KubernetesMeta - (*StreamSpec)(nil), // 15: seldon.mlops.scheduler.StreamSpec - (*StorageConfig)(nil), // 16: seldon.mlops.scheduler.StorageConfig - (*LoadModelResponse)(nil), // 17: seldon.mlops.scheduler.LoadModelResponse - (*ModelReference)(nil), // 18: seldon.mlops.scheduler.ModelReference - (*UnloadModelRequest)(nil), // 19: seldon.mlops.scheduler.UnloadModelRequest - (*UnloadModelResponse)(nil), // 20: seldon.mlops.scheduler.UnloadModelResponse - (*ModelStatusResponse)(nil), // 21: seldon.mlops.scheduler.ModelStatusResponse - (*ModelVersionStatus)(nil), // 22: seldon.mlops.scheduler.ModelVersionStatus - (*ModelStatus)(nil), // 23: seldon.mlops.scheduler.ModelStatus - (*ModelReplicaStatus)(nil), // 24: seldon.mlops.scheduler.ModelReplicaStatus - (*ServerStatusRequest)(nil), // 25: seldon.mlops.scheduler.ServerStatusRequest - (*ServerStatusResponse)(nil), // 26: seldon.mlops.scheduler.ServerStatusResponse - (*ServerReplicaResources)(nil), // 27: seldon.mlops.scheduler.ServerReplicaResources - (*ModelSubscriptionRequest)(nil), // 28: seldon.mlops.scheduler.ModelSubscriptionRequest - (*ModelStatusRequest)(nil), // 29: seldon.mlops.scheduler.ModelStatusRequest - (*ServerNotifyRequest)(nil), // 30: seldon.mlops.scheduler.ServerNotifyRequest - (*ServerNotify)(nil), // 31: seldon.mlops.scheduler.ServerNotify - (*ServerNotifyResponse)(nil), // 32: seldon.mlops.scheduler.ServerNotifyResponse - (*ServerSubscriptionRequest)(nil), // 33: seldon.mlops.scheduler.ServerSubscriptionRequest - (*StartExperimentRequest)(nil), // 34: seldon.mlops.scheduler.StartExperimentRequest - (*Experiment)(nil), // 35: seldon.mlops.scheduler.Experiment - (*ExperimentConfig)(nil), // 36: seldon.mlops.scheduler.ExperimentConfig - (*ExperimentCandidate)(nil), // 37: seldon.mlops.scheduler.ExperimentCandidate - (*ExperimentMirror)(nil), // 38: seldon.mlops.scheduler.ExperimentMirror - (*StartExperimentResponse)(nil), // 39: seldon.mlops.scheduler.StartExperimentResponse - (*StopExperimentRequest)(nil), // 40: seldon.mlops.scheduler.StopExperimentRequest - (*StopExperimentResponse)(nil), // 41: seldon.mlops.scheduler.StopExperimentResponse - (*ExperimentSubscriptionRequest)(nil), // 42: seldon.mlops.scheduler.ExperimentSubscriptionRequest - (*ExperimentStatusResponse)(nil), // 43: seldon.mlops.scheduler.ExperimentStatusResponse - (*LoadPipelineRequest)(nil), // 44: seldon.mlops.scheduler.LoadPipelineRequest - (*ExperimentStatusRequest)(nil), // 45: seldon.mlops.scheduler.ExperimentStatusRequest - (*Pipeline)(nil), // 46: seldon.mlops.scheduler.Pipeline - (*PipelineStep)(nil), // 47: seldon.mlops.scheduler.PipelineStep - (*Batch)(nil), // 48: seldon.mlops.scheduler.Batch - (*PipelineInput)(nil), // 49: seldon.mlops.scheduler.PipelineInput - (*PipelineOutput)(nil), // 50: seldon.mlops.scheduler.PipelineOutput - (*LoadPipelineResponse)(nil), // 51: seldon.mlops.scheduler.LoadPipelineResponse - (*UnloadPipelineRequest)(nil), // 52: seldon.mlops.scheduler.UnloadPipelineRequest - (*UnloadPipelineResponse)(nil), // 53: seldon.mlops.scheduler.UnloadPipelineResponse - (*PipelineStatusRequest)(nil), // 54: seldon.mlops.scheduler.PipelineStatusRequest - (*PipelineSubscriptionRequest)(nil), // 55: seldon.mlops.scheduler.PipelineSubscriptionRequest - (*PipelineStatusResponse)(nil), // 56: seldon.mlops.scheduler.PipelineStatusResponse - (*PipelineWithState)(nil), // 57: seldon.mlops.scheduler.PipelineWithState - (*PipelineVersionState)(nil), // 58: seldon.mlops.scheduler.PipelineVersionState - (*SchedulerStatusRequest)(nil), // 59: seldon.mlops.scheduler.SchedulerStatusRequest - (*SchedulerStatusResponse)(nil), // 60: seldon.mlops.scheduler.SchedulerStatusResponse - nil, // 61: seldon.mlops.scheduler.ModelVersionStatus.ModelReplicaStateEntry - nil, // 62: seldon.mlops.scheduler.PipelineStep.TensorMapEntry - nil, // 63: seldon.mlops.scheduler.PipelineInput.TensorMapEntry - nil, // 64: seldon.mlops.scheduler.PipelineOutput.TensorMapEntry - (*timestamppb.Timestamp)(nil), // 65: google.protobuf.Timestamp + (ServerStatusResponse_Type)(0), // 3: seldon.mlops.scheduler.ServerStatusResponse.Type + (PipelineStep_JoinOp)(0), // 4: seldon.mlops.scheduler.PipelineStep.JoinOp + (PipelineInput_JoinOp)(0), // 5: seldon.mlops.scheduler.PipelineInput.JoinOp + (PipelineOutput_JoinOp)(0), // 6: seldon.mlops.scheduler.PipelineOutput.JoinOp + (PipelineVersionState_PipelineStatus)(0), // 7: seldon.mlops.scheduler.PipelineVersionState.PipelineStatus + (*LoadModelRequest)(nil), // 8: seldon.mlops.scheduler.LoadModelRequest + (*Model)(nil), // 9: seldon.mlops.scheduler.Model + (*MetaData)(nil), // 10: seldon.mlops.scheduler.MetaData + (*DeploymentSpec)(nil), // 11: seldon.mlops.scheduler.DeploymentSpec + (*ModelSpec)(nil), // 12: seldon.mlops.scheduler.ModelSpec + (*ParameterSpec)(nil), // 13: seldon.mlops.scheduler.ParameterSpec + (*ExplainerSpec)(nil), // 14: seldon.mlops.scheduler.ExplainerSpec + (*KubernetesMeta)(nil), // 15: seldon.mlops.scheduler.KubernetesMeta + (*StreamSpec)(nil), // 16: seldon.mlops.scheduler.StreamSpec + (*StorageConfig)(nil), // 17: seldon.mlops.scheduler.StorageConfig + (*LoadModelResponse)(nil), // 18: seldon.mlops.scheduler.LoadModelResponse + (*ModelReference)(nil), // 19: seldon.mlops.scheduler.ModelReference + (*UnloadModelRequest)(nil), // 20: seldon.mlops.scheduler.UnloadModelRequest + (*UnloadModelResponse)(nil), // 21: seldon.mlops.scheduler.UnloadModelResponse + (*ModelStatusResponse)(nil), // 22: seldon.mlops.scheduler.ModelStatusResponse + (*ModelVersionStatus)(nil), // 23: seldon.mlops.scheduler.ModelVersionStatus + (*ModelStatus)(nil), // 24: seldon.mlops.scheduler.ModelStatus + (*ModelReplicaStatus)(nil), // 25: seldon.mlops.scheduler.ModelReplicaStatus + (*ServerStatusRequest)(nil), // 26: seldon.mlops.scheduler.ServerStatusRequest + (*ServerStatusResponse)(nil), // 27: seldon.mlops.scheduler.ServerStatusResponse + (*ServerReplicaResources)(nil), // 28: seldon.mlops.scheduler.ServerReplicaResources + (*ModelSubscriptionRequest)(nil), // 29: seldon.mlops.scheduler.ModelSubscriptionRequest + (*ModelStatusRequest)(nil), // 30: seldon.mlops.scheduler.ModelStatusRequest + (*ServerNotifyRequest)(nil), // 31: seldon.mlops.scheduler.ServerNotifyRequest + (*ServerNotify)(nil), // 32: seldon.mlops.scheduler.ServerNotify + (*ServerNotifyResponse)(nil), // 33: seldon.mlops.scheduler.ServerNotifyResponse + (*ServerSubscriptionRequest)(nil), // 34: seldon.mlops.scheduler.ServerSubscriptionRequest + (*StartExperimentRequest)(nil), // 35: seldon.mlops.scheduler.StartExperimentRequest + (*Experiment)(nil), // 36: seldon.mlops.scheduler.Experiment + (*ExperimentConfig)(nil), // 37: seldon.mlops.scheduler.ExperimentConfig + (*ExperimentCandidate)(nil), // 38: seldon.mlops.scheduler.ExperimentCandidate + (*ExperimentMirror)(nil), // 39: seldon.mlops.scheduler.ExperimentMirror + (*StartExperimentResponse)(nil), // 40: seldon.mlops.scheduler.StartExperimentResponse + (*StopExperimentRequest)(nil), // 41: seldon.mlops.scheduler.StopExperimentRequest + (*StopExperimentResponse)(nil), // 42: seldon.mlops.scheduler.StopExperimentResponse + (*ExperimentSubscriptionRequest)(nil), // 43: seldon.mlops.scheduler.ExperimentSubscriptionRequest + (*ExperimentStatusResponse)(nil), // 44: seldon.mlops.scheduler.ExperimentStatusResponse + (*LoadPipelineRequest)(nil), // 45: seldon.mlops.scheduler.LoadPipelineRequest + (*ExperimentStatusRequest)(nil), // 46: seldon.mlops.scheduler.ExperimentStatusRequest + (*Pipeline)(nil), // 47: seldon.mlops.scheduler.Pipeline + (*PipelineStep)(nil), // 48: seldon.mlops.scheduler.PipelineStep + (*Batch)(nil), // 49: seldon.mlops.scheduler.Batch + (*PipelineInput)(nil), // 50: seldon.mlops.scheduler.PipelineInput + (*PipelineOutput)(nil), // 51: seldon.mlops.scheduler.PipelineOutput + (*LoadPipelineResponse)(nil), // 52: seldon.mlops.scheduler.LoadPipelineResponse + (*UnloadPipelineRequest)(nil), // 53: seldon.mlops.scheduler.UnloadPipelineRequest + (*UnloadPipelineResponse)(nil), // 54: seldon.mlops.scheduler.UnloadPipelineResponse + (*PipelineStatusRequest)(nil), // 55: seldon.mlops.scheduler.PipelineStatusRequest + (*PipelineSubscriptionRequest)(nil), // 56: seldon.mlops.scheduler.PipelineSubscriptionRequest + (*PipelineStatusResponse)(nil), // 57: seldon.mlops.scheduler.PipelineStatusResponse + (*PipelineWithState)(nil), // 58: seldon.mlops.scheduler.PipelineWithState + (*PipelineVersionState)(nil), // 59: seldon.mlops.scheduler.PipelineVersionState + (*SchedulerStatusRequest)(nil), // 60: seldon.mlops.scheduler.SchedulerStatusRequest + (*SchedulerStatusResponse)(nil), // 61: seldon.mlops.scheduler.SchedulerStatusResponse + nil, // 62: seldon.mlops.scheduler.ModelVersionStatus.ModelReplicaStateEntry + nil, // 63: seldon.mlops.scheduler.PipelineStep.TensorMapEntry + nil, // 64: seldon.mlops.scheduler.PipelineInput.TensorMapEntry + nil, // 65: seldon.mlops.scheduler.PipelineOutput.TensorMapEntry + (*timestamppb.Timestamp)(nil), // 66: google.protobuf.Timestamp } var file_mlops_scheduler_scheduler_proto_depIdxs = []int32{ - 8, // 0: seldon.mlops.scheduler.LoadModelRequest.model:type_name -> seldon.mlops.scheduler.Model - 9, // 1: seldon.mlops.scheduler.Model.meta:type_name -> seldon.mlops.scheduler.MetaData - 11, // 2: seldon.mlops.scheduler.Model.modelSpec:type_name -> seldon.mlops.scheduler.ModelSpec - 10, // 3: seldon.mlops.scheduler.Model.deploymentSpec:type_name -> seldon.mlops.scheduler.DeploymentSpec - 15, // 4: seldon.mlops.scheduler.Model.streamSpec:type_name -> seldon.mlops.scheduler.StreamSpec - 14, // 5: seldon.mlops.scheduler.MetaData.kubernetesMeta:type_name -> seldon.mlops.scheduler.KubernetesMeta - 16, // 6: seldon.mlops.scheduler.ModelSpec.storageConfig:type_name -> seldon.mlops.scheduler.StorageConfig - 13, // 7: seldon.mlops.scheduler.ModelSpec.explainer:type_name -> seldon.mlops.scheduler.ExplainerSpec - 12, // 8: seldon.mlops.scheduler.ModelSpec.parameters:type_name -> seldon.mlops.scheduler.ParameterSpec - 18, // 9: seldon.mlops.scheduler.UnloadModelRequest.model:type_name -> seldon.mlops.scheduler.ModelReference - 14, // 10: seldon.mlops.scheduler.UnloadModelRequest.kubernetesMeta:type_name -> seldon.mlops.scheduler.KubernetesMeta - 22, // 11: seldon.mlops.scheduler.ModelStatusResponse.versions:type_name -> seldon.mlops.scheduler.ModelVersionStatus - 14, // 12: seldon.mlops.scheduler.ModelVersionStatus.kubernetesMeta:type_name -> seldon.mlops.scheduler.KubernetesMeta - 61, // 13: seldon.mlops.scheduler.ModelVersionStatus.modelReplicaState:type_name -> seldon.mlops.scheduler.ModelVersionStatus.ModelReplicaStateEntry - 23, // 14: seldon.mlops.scheduler.ModelVersionStatus.state:type_name -> seldon.mlops.scheduler.ModelStatus - 8, // 15: seldon.mlops.scheduler.ModelVersionStatus.modelDefn:type_name -> seldon.mlops.scheduler.Model + 9, // 0: seldon.mlops.scheduler.LoadModelRequest.model:type_name -> seldon.mlops.scheduler.Model + 10, // 1: seldon.mlops.scheduler.Model.meta:type_name -> seldon.mlops.scheduler.MetaData + 12, // 2: seldon.mlops.scheduler.Model.modelSpec:type_name -> seldon.mlops.scheduler.ModelSpec + 11, // 3: seldon.mlops.scheduler.Model.deploymentSpec:type_name -> seldon.mlops.scheduler.DeploymentSpec + 16, // 4: seldon.mlops.scheduler.Model.streamSpec:type_name -> seldon.mlops.scheduler.StreamSpec + 15, // 5: seldon.mlops.scheduler.MetaData.kubernetesMeta:type_name -> seldon.mlops.scheduler.KubernetesMeta + 17, // 6: seldon.mlops.scheduler.ModelSpec.storageConfig:type_name -> seldon.mlops.scheduler.StorageConfig + 14, // 7: seldon.mlops.scheduler.ModelSpec.explainer:type_name -> seldon.mlops.scheduler.ExplainerSpec + 13, // 8: seldon.mlops.scheduler.ModelSpec.parameters:type_name -> seldon.mlops.scheduler.ParameterSpec + 19, // 9: seldon.mlops.scheduler.UnloadModelRequest.model:type_name -> seldon.mlops.scheduler.ModelReference + 15, // 10: seldon.mlops.scheduler.UnloadModelRequest.kubernetesMeta:type_name -> seldon.mlops.scheduler.KubernetesMeta + 23, // 11: seldon.mlops.scheduler.ModelStatusResponse.versions:type_name -> seldon.mlops.scheduler.ModelVersionStatus + 15, // 12: seldon.mlops.scheduler.ModelVersionStatus.kubernetesMeta:type_name -> seldon.mlops.scheduler.KubernetesMeta + 62, // 13: seldon.mlops.scheduler.ModelVersionStatus.modelReplicaState:type_name -> seldon.mlops.scheduler.ModelVersionStatus.ModelReplicaStateEntry + 24, // 14: seldon.mlops.scheduler.ModelVersionStatus.state:type_name -> seldon.mlops.scheduler.ModelStatus + 9, // 15: seldon.mlops.scheduler.ModelVersionStatus.modelDefn:type_name -> seldon.mlops.scheduler.Model 1, // 16: seldon.mlops.scheduler.ModelStatus.state:type_name -> seldon.mlops.scheduler.ModelStatus.ModelState - 65, // 17: seldon.mlops.scheduler.ModelStatus.lastChangeTimestamp:type_name -> google.protobuf.Timestamp + 66, // 17: seldon.mlops.scheduler.ModelStatus.lastChangeTimestamp:type_name -> google.protobuf.Timestamp 2, // 18: seldon.mlops.scheduler.ModelReplicaStatus.state:type_name -> seldon.mlops.scheduler.ModelReplicaStatus.ModelReplicaState - 65, // 19: seldon.mlops.scheduler.ModelReplicaStatus.lastChangeTimestamp:type_name -> google.protobuf.Timestamp - 27, // 20: seldon.mlops.scheduler.ServerStatusResponse.resources:type_name -> seldon.mlops.scheduler.ServerReplicaResources - 14, // 21: seldon.mlops.scheduler.ServerStatusResponse.kubernetesMeta:type_name -> seldon.mlops.scheduler.KubernetesMeta - 18, // 22: seldon.mlops.scheduler.ModelStatusRequest.model:type_name -> seldon.mlops.scheduler.ModelReference - 31, // 23: seldon.mlops.scheduler.ServerNotifyRequest.servers:type_name -> seldon.mlops.scheduler.ServerNotify - 14, // 24: seldon.mlops.scheduler.ServerNotify.kubernetesMeta:type_name -> seldon.mlops.scheduler.KubernetesMeta - 35, // 25: seldon.mlops.scheduler.StartExperimentRequest.experiment:type_name -> seldon.mlops.scheduler.Experiment - 37, // 26: seldon.mlops.scheduler.Experiment.candidates:type_name -> seldon.mlops.scheduler.ExperimentCandidate - 38, // 27: seldon.mlops.scheduler.Experiment.mirror:type_name -> seldon.mlops.scheduler.ExperimentMirror - 36, // 28: seldon.mlops.scheduler.Experiment.config:type_name -> seldon.mlops.scheduler.ExperimentConfig - 14, // 29: seldon.mlops.scheduler.Experiment.kubernetesMeta:type_name -> seldon.mlops.scheduler.KubernetesMeta - 0, // 30: seldon.mlops.scheduler.Experiment.resourceType:type_name -> seldon.mlops.scheduler.ResourceType - 14, // 31: seldon.mlops.scheduler.ExperimentStatusResponse.kubernetesMeta:type_name -> seldon.mlops.scheduler.KubernetesMeta - 46, // 32: seldon.mlops.scheduler.LoadPipelineRequest.pipeline:type_name -> seldon.mlops.scheduler.Pipeline - 47, // 33: seldon.mlops.scheduler.Pipeline.steps:type_name -> seldon.mlops.scheduler.PipelineStep - 50, // 34: seldon.mlops.scheduler.Pipeline.output:type_name -> seldon.mlops.scheduler.PipelineOutput - 14, // 35: seldon.mlops.scheduler.Pipeline.kubernetesMeta:type_name -> seldon.mlops.scheduler.KubernetesMeta - 49, // 36: seldon.mlops.scheduler.Pipeline.input:type_name -> seldon.mlops.scheduler.PipelineInput - 62, // 37: seldon.mlops.scheduler.PipelineStep.tensorMap:type_name -> seldon.mlops.scheduler.PipelineStep.TensorMapEntry - 3, // 38: seldon.mlops.scheduler.PipelineStep.inputsJoin:type_name -> seldon.mlops.scheduler.PipelineStep.JoinOp - 3, // 39: seldon.mlops.scheduler.PipelineStep.triggersJoin:type_name -> seldon.mlops.scheduler.PipelineStep.JoinOp - 48, // 40: seldon.mlops.scheduler.PipelineStep.batch:type_name -> seldon.mlops.scheduler.Batch - 4, // 41: seldon.mlops.scheduler.PipelineInput.joinType:type_name -> seldon.mlops.scheduler.PipelineInput.JoinOp - 4, // 42: seldon.mlops.scheduler.PipelineInput.triggersJoin:type_name -> seldon.mlops.scheduler.PipelineInput.JoinOp - 63, // 43: seldon.mlops.scheduler.PipelineInput.tensorMap:type_name -> seldon.mlops.scheduler.PipelineInput.TensorMapEntry - 5, // 44: seldon.mlops.scheduler.PipelineOutput.stepsJoin:type_name -> seldon.mlops.scheduler.PipelineOutput.JoinOp - 64, // 45: seldon.mlops.scheduler.PipelineOutput.tensorMap:type_name -> seldon.mlops.scheduler.PipelineOutput.TensorMapEntry - 57, // 46: seldon.mlops.scheduler.PipelineStatusResponse.versions:type_name -> seldon.mlops.scheduler.PipelineWithState - 46, // 47: seldon.mlops.scheduler.PipelineWithState.pipeline:type_name -> seldon.mlops.scheduler.Pipeline - 58, // 48: seldon.mlops.scheduler.PipelineWithState.state:type_name -> seldon.mlops.scheduler.PipelineVersionState - 6, // 49: seldon.mlops.scheduler.PipelineVersionState.status:type_name -> seldon.mlops.scheduler.PipelineVersionState.PipelineStatus - 65, // 50: seldon.mlops.scheduler.PipelineVersionState.lastChangeTimestamp:type_name -> google.protobuf.Timestamp - 24, // 51: seldon.mlops.scheduler.ModelVersionStatus.ModelReplicaStateEntry.value:type_name -> seldon.mlops.scheduler.ModelReplicaStatus - 30, // 52: seldon.mlops.scheduler.Scheduler.ServerNotify:input_type -> seldon.mlops.scheduler.ServerNotifyRequest - 7, // 53: seldon.mlops.scheduler.Scheduler.LoadModel:input_type -> seldon.mlops.scheduler.LoadModelRequest - 19, // 54: seldon.mlops.scheduler.Scheduler.UnloadModel:input_type -> seldon.mlops.scheduler.UnloadModelRequest - 44, // 55: seldon.mlops.scheduler.Scheduler.LoadPipeline:input_type -> seldon.mlops.scheduler.LoadPipelineRequest - 52, // 56: seldon.mlops.scheduler.Scheduler.UnloadPipeline:input_type -> seldon.mlops.scheduler.UnloadPipelineRequest - 34, // 57: seldon.mlops.scheduler.Scheduler.StartExperiment:input_type -> seldon.mlops.scheduler.StartExperimentRequest - 40, // 58: seldon.mlops.scheduler.Scheduler.StopExperiment:input_type -> seldon.mlops.scheduler.StopExperimentRequest - 25, // 59: seldon.mlops.scheduler.Scheduler.ServerStatus:input_type -> seldon.mlops.scheduler.ServerStatusRequest - 29, // 60: seldon.mlops.scheduler.Scheduler.ModelStatus:input_type -> seldon.mlops.scheduler.ModelStatusRequest - 54, // 61: seldon.mlops.scheduler.Scheduler.PipelineStatus:input_type -> seldon.mlops.scheduler.PipelineStatusRequest - 45, // 62: seldon.mlops.scheduler.Scheduler.ExperimentStatus:input_type -> seldon.mlops.scheduler.ExperimentStatusRequest - 59, // 63: seldon.mlops.scheduler.Scheduler.SchedulerStatus:input_type -> seldon.mlops.scheduler.SchedulerStatusRequest - 33, // 64: seldon.mlops.scheduler.Scheduler.SubscribeServerStatus:input_type -> seldon.mlops.scheduler.ServerSubscriptionRequest - 28, // 65: seldon.mlops.scheduler.Scheduler.SubscribeModelStatus:input_type -> seldon.mlops.scheduler.ModelSubscriptionRequest - 42, // 66: seldon.mlops.scheduler.Scheduler.SubscribeExperimentStatus:input_type -> seldon.mlops.scheduler.ExperimentSubscriptionRequest - 55, // 67: seldon.mlops.scheduler.Scheduler.SubscribePipelineStatus:input_type -> seldon.mlops.scheduler.PipelineSubscriptionRequest - 32, // 68: seldon.mlops.scheduler.Scheduler.ServerNotify:output_type -> seldon.mlops.scheduler.ServerNotifyResponse - 17, // 69: seldon.mlops.scheduler.Scheduler.LoadModel:output_type -> seldon.mlops.scheduler.LoadModelResponse - 20, // 70: seldon.mlops.scheduler.Scheduler.UnloadModel:output_type -> seldon.mlops.scheduler.UnloadModelResponse - 51, // 71: seldon.mlops.scheduler.Scheduler.LoadPipeline:output_type -> seldon.mlops.scheduler.LoadPipelineResponse - 53, // 72: seldon.mlops.scheduler.Scheduler.UnloadPipeline:output_type -> seldon.mlops.scheduler.UnloadPipelineResponse - 39, // 73: seldon.mlops.scheduler.Scheduler.StartExperiment:output_type -> seldon.mlops.scheduler.StartExperimentResponse - 41, // 74: seldon.mlops.scheduler.Scheduler.StopExperiment:output_type -> seldon.mlops.scheduler.StopExperimentResponse - 26, // 75: seldon.mlops.scheduler.Scheduler.ServerStatus:output_type -> seldon.mlops.scheduler.ServerStatusResponse - 21, // 76: seldon.mlops.scheduler.Scheduler.ModelStatus:output_type -> seldon.mlops.scheduler.ModelStatusResponse - 56, // 77: seldon.mlops.scheduler.Scheduler.PipelineStatus:output_type -> seldon.mlops.scheduler.PipelineStatusResponse - 43, // 78: seldon.mlops.scheduler.Scheduler.ExperimentStatus:output_type -> seldon.mlops.scheduler.ExperimentStatusResponse - 60, // 79: seldon.mlops.scheduler.Scheduler.SchedulerStatus:output_type -> seldon.mlops.scheduler.SchedulerStatusResponse - 26, // 80: seldon.mlops.scheduler.Scheduler.SubscribeServerStatus:output_type -> seldon.mlops.scheduler.ServerStatusResponse - 21, // 81: seldon.mlops.scheduler.Scheduler.SubscribeModelStatus:output_type -> seldon.mlops.scheduler.ModelStatusResponse - 43, // 82: seldon.mlops.scheduler.Scheduler.SubscribeExperimentStatus:output_type -> seldon.mlops.scheduler.ExperimentStatusResponse - 56, // 83: seldon.mlops.scheduler.Scheduler.SubscribePipelineStatus:output_type -> seldon.mlops.scheduler.PipelineStatusResponse - 68, // [68:84] is the sub-list for method output_type - 52, // [52:68] is the sub-list for method input_type - 52, // [52:52] is the sub-list for extension type_name - 52, // [52:52] is the sub-list for extension extendee - 0, // [0:52] is the sub-list for field type_name + 66, // 19: seldon.mlops.scheduler.ModelReplicaStatus.lastChangeTimestamp:type_name -> google.protobuf.Timestamp + 3, // 20: seldon.mlops.scheduler.ServerStatusResponse.type:type_name -> seldon.mlops.scheduler.ServerStatusResponse.Type + 28, // 21: seldon.mlops.scheduler.ServerStatusResponse.resources:type_name -> seldon.mlops.scheduler.ServerReplicaResources + 15, // 22: seldon.mlops.scheduler.ServerStatusResponse.kubernetesMeta:type_name -> seldon.mlops.scheduler.KubernetesMeta + 19, // 23: seldon.mlops.scheduler.ModelStatusRequest.model:type_name -> seldon.mlops.scheduler.ModelReference + 32, // 24: seldon.mlops.scheduler.ServerNotifyRequest.servers:type_name -> seldon.mlops.scheduler.ServerNotify + 15, // 25: seldon.mlops.scheduler.ServerNotify.kubernetesMeta:type_name -> seldon.mlops.scheduler.KubernetesMeta + 36, // 26: seldon.mlops.scheduler.StartExperimentRequest.experiment:type_name -> seldon.mlops.scheduler.Experiment + 38, // 27: seldon.mlops.scheduler.Experiment.candidates:type_name -> seldon.mlops.scheduler.ExperimentCandidate + 39, // 28: seldon.mlops.scheduler.Experiment.mirror:type_name -> seldon.mlops.scheduler.ExperimentMirror + 37, // 29: seldon.mlops.scheduler.Experiment.config:type_name -> seldon.mlops.scheduler.ExperimentConfig + 15, // 30: seldon.mlops.scheduler.Experiment.kubernetesMeta:type_name -> seldon.mlops.scheduler.KubernetesMeta + 0, // 31: seldon.mlops.scheduler.Experiment.resourceType:type_name -> seldon.mlops.scheduler.ResourceType + 15, // 32: seldon.mlops.scheduler.ExperimentStatusResponse.kubernetesMeta:type_name -> seldon.mlops.scheduler.KubernetesMeta + 47, // 33: seldon.mlops.scheduler.LoadPipelineRequest.pipeline:type_name -> seldon.mlops.scheduler.Pipeline + 48, // 34: seldon.mlops.scheduler.Pipeline.steps:type_name -> seldon.mlops.scheduler.PipelineStep + 51, // 35: seldon.mlops.scheduler.Pipeline.output:type_name -> seldon.mlops.scheduler.PipelineOutput + 15, // 36: seldon.mlops.scheduler.Pipeline.kubernetesMeta:type_name -> seldon.mlops.scheduler.KubernetesMeta + 50, // 37: seldon.mlops.scheduler.Pipeline.input:type_name -> seldon.mlops.scheduler.PipelineInput + 63, // 38: seldon.mlops.scheduler.PipelineStep.tensorMap:type_name -> seldon.mlops.scheduler.PipelineStep.TensorMapEntry + 4, // 39: seldon.mlops.scheduler.PipelineStep.inputsJoin:type_name -> seldon.mlops.scheduler.PipelineStep.JoinOp + 4, // 40: seldon.mlops.scheduler.PipelineStep.triggersJoin:type_name -> seldon.mlops.scheduler.PipelineStep.JoinOp + 49, // 41: seldon.mlops.scheduler.PipelineStep.batch:type_name -> seldon.mlops.scheduler.Batch + 5, // 42: seldon.mlops.scheduler.PipelineInput.joinType:type_name -> seldon.mlops.scheduler.PipelineInput.JoinOp + 5, // 43: seldon.mlops.scheduler.PipelineInput.triggersJoin:type_name -> seldon.mlops.scheduler.PipelineInput.JoinOp + 64, // 44: seldon.mlops.scheduler.PipelineInput.tensorMap:type_name -> seldon.mlops.scheduler.PipelineInput.TensorMapEntry + 6, // 45: seldon.mlops.scheduler.PipelineOutput.stepsJoin:type_name -> seldon.mlops.scheduler.PipelineOutput.JoinOp + 65, // 46: seldon.mlops.scheduler.PipelineOutput.tensorMap:type_name -> seldon.mlops.scheduler.PipelineOutput.TensorMapEntry + 58, // 47: seldon.mlops.scheduler.PipelineStatusResponse.versions:type_name -> seldon.mlops.scheduler.PipelineWithState + 47, // 48: seldon.mlops.scheduler.PipelineWithState.pipeline:type_name -> seldon.mlops.scheduler.Pipeline + 59, // 49: seldon.mlops.scheduler.PipelineWithState.state:type_name -> seldon.mlops.scheduler.PipelineVersionState + 7, // 50: seldon.mlops.scheduler.PipelineVersionState.status:type_name -> seldon.mlops.scheduler.PipelineVersionState.PipelineStatus + 66, // 51: seldon.mlops.scheduler.PipelineVersionState.lastChangeTimestamp:type_name -> google.protobuf.Timestamp + 25, // 52: seldon.mlops.scheduler.ModelVersionStatus.ModelReplicaStateEntry.value:type_name -> seldon.mlops.scheduler.ModelReplicaStatus + 31, // 53: seldon.mlops.scheduler.Scheduler.ServerNotify:input_type -> seldon.mlops.scheduler.ServerNotifyRequest + 8, // 54: seldon.mlops.scheduler.Scheduler.LoadModel:input_type -> seldon.mlops.scheduler.LoadModelRequest + 20, // 55: seldon.mlops.scheduler.Scheduler.UnloadModel:input_type -> seldon.mlops.scheduler.UnloadModelRequest + 45, // 56: seldon.mlops.scheduler.Scheduler.LoadPipeline:input_type -> seldon.mlops.scheduler.LoadPipelineRequest + 53, // 57: seldon.mlops.scheduler.Scheduler.UnloadPipeline:input_type -> seldon.mlops.scheduler.UnloadPipelineRequest + 35, // 58: seldon.mlops.scheduler.Scheduler.StartExperiment:input_type -> seldon.mlops.scheduler.StartExperimentRequest + 41, // 59: seldon.mlops.scheduler.Scheduler.StopExperiment:input_type -> seldon.mlops.scheduler.StopExperimentRequest + 26, // 60: seldon.mlops.scheduler.Scheduler.ServerStatus:input_type -> seldon.mlops.scheduler.ServerStatusRequest + 30, // 61: seldon.mlops.scheduler.Scheduler.ModelStatus:input_type -> seldon.mlops.scheduler.ModelStatusRequest + 55, // 62: seldon.mlops.scheduler.Scheduler.PipelineStatus:input_type -> seldon.mlops.scheduler.PipelineStatusRequest + 46, // 63: seldon.mlops.scheduler.Scheduler.ExperimentStatus:input_type -> seldon.mlops.scheduler.ExperimentStatusRequest + 60, // 64: seldon.mlops.scheduler.Scheduler.SchedulerStatus:input_type -> seldon.mlops.scheduler.SchedulerStatusRequest + 34, // 65: seldon.mlops.scheduler.Scheduler.SubscribeServerStatus:input_type -> seldon.mlops.scheduler.ServerSubscriptionRequest + 29, // 66: seldon.mlops.scheduler.Scheduler.SubscribeModelStatus:input_type -> seldon.mlops.scheduler.ModelSubscriptionRequest + 43, // 67: seldon.mlops.scheduler.Scheduler.SubscribeExperimentStatus:input_type -> seldon.mlops.scheduler.ExperimentSubscriptionRequest + 56, // 68: seldon.mlops.scheduler.Scheduler.SubscribePipelineStatus:input_type -> seldon.mlops.scheduler.PipelineSubscriptionRequest + 33, // 69: seldon.mlops.scheduler.Scheduler.ServerNotify:output_type -> seldon.mlops.scheduler.ServerNotifyResponse + 18, // 70: seldon.mlops.scheduler.Scheduler.LoadModel:output_type -> seldon.mlops.scheduler.LoadModelResponse + 21, // 71: seldon.mlops.scheduler.Scheduler.UnloadModel:output_type -> seldon.mlops.scheduler.UnloadModelResponse + 52, // 72: seldon.mlops.scheduler.Scheduler.LoadPipeline:output_type -> seldon.mlops.scheduler.LoadPipelineResponse + 54, // 73: seldon.mlops.scheduler.Scheduler.UnloadPipeline:output_type -> seldon.mlops.scheduler.UnloadPipelineResponse + 40, // 74: seldon.mlops.scheduler.Scheduler.StartExperiment:output_type -> seldon.mlops.scheduler.StartExperimentResponse + 42, // 75: seldon.mlops.scheduler.Scheduler.StopExperiment:output_type -> seldon.mlops.scheduler.StopExperimentResponse + 27, // 76: seldon.mlops.scheduler.Scheduler.ServerStatus:output_type -> seldon.mlops.scheduler.ServerStatusResponse + 22, // 77: seldon.mlops.scheduler.Scheduler.ModelStatus:output_type -> seldon.mlops.scheduler.ModelStatusResponse + 57, // 78: seldon.mlops.scheduler.Scheduler.PipelineStatus:output_type -> seldon.mlops.scheduler.PipelineStatusResponse + 44, // 79: seldon.mlops.scheduler.Scheduler.ExperimentStatus:output_type -> seldon.mlops.scheduler.ExperimentStatusResponse + 61, // 80: seldon.mlops.scheduler.Scheduler.SchedulerStatus:output_type -> seldon.mlops.scheduler.SchedulerStatusResponse + 27, // 81: seldon.mlops.scheduler.Scheduler.SubscribeServerStatus:output_type -> seldon.mlops.scheduler.ServerStatusResponse + 22, // 82: seldon.mlops.scheduler.Scheduler.SubscribeModelStatus:output_type -> seldon.mlops.scheduler.ModelStatusResponse + 44, // 83: seldon.mlops.scheduler.Scheduler.SubscribeExperimentStatus:output_type -> seldon.mlops.scheduler.ExperimentStatusResponse + 57, // 84: seldon.mlops.scheduler.Scheduler.SubscribePipelineStatus:output_type -> seldon.mlops.scheduler.PipelineStatusResponse + 69, // [69:85] is the sub-list for method output_type + 53, // [53:69] is the sub-list for method input_type + 53, // [53:53] is the sub-list for extension type_name + 53, // [53:53] is the sub-list for extension extendee + 0, // [0:53] is the sub-list for field type_name } func init() { file_mlops_scheduler_scheduler_proto_init() } @@ -5303,7 +5400,7 @@ func file_mlops_scheduler_scheduler_proto_init() { File: protoimpl.DescBuilder{ GoPackagePath: reflect.TypeOf(x{}).PkgPath(), RawDescriptor: file_mlops_scheduler_scheduler_proto_rawDesc, - NumEnums: 7, + NumEnums: 8, NumMessages: 58, NumExtensions: 0, NumServices: 1, diff --git a/apis/mlops/scheduler/scheduler.proto b/apis/mlops/scheduler/scheduler.proto index d8d6463b5a..fe107d4321 100644 --- a/apis/mlops/scheduler/scheduler.proto +++ b/apis/mlops/scheduler/scheduler.proto @@ -158,6 +158,18 @@ message ServerStatusRequest { /* ServerStatusResponse provides details of current server status */ message ServerStatusResponse { + /* Type of SterverStatus update. At the moment the scheduler doesn't combine multiple types of + * updates in the same response. However, the Type enum is forward-compatible with this + * possibility, by setting members to power-of-two values. This means enum values can be used + * as flags and combined with bitwise OR, with the exception of StatusResponseTypeUnknown. + */ + enum Type { + StatusResponseTypeUnknown = 0; + StatusUpdate = 1; + NonAuthoritativeReplicaInfo = 2; + ScalingRequest = 4; + } + Type type = 7; string serverName = 1; repeated ServerReplicaResources resources = 2; int32 expectedReplicas = 3; @@ -191,7 +203,9 @@ message ServerNotifyRequest { message ServerNotify { string name = 1; - int32 expectedReplicas = 2; + uint32 expectedReplicas = 2; + uint32 minReplicas = 5; + uint32 maxReplicas = 6; bool shared = 3; optional KubernetesMeta kubernetesMeta = 4; } diff --git a/operator/apis/mlops/v1alpha1/model_types.go b/operator/apis/mlops/v1alpha1/model_types.go index 0340497b20..5e2ea4a831 100644 --- a/operator/apis/mlops/v1alpha1/model_types.go +++ b/operator/apis/mlops/v1alpha1/model_types.go @@ -191,34 +191,13 @@ func (m Model) AsSchedulerModel() (*scheduler.Model, error) { md.ModelSpec.Requirements = append(md.ModelSpec.Requirements, *m.Spec.ModelType) } // Set Replicas - if m.Spec.Replicas != nil { - md.DeploymentSpec.Replicas = uint32(*m.Spec.Replicas) - } else { - if m.Spec.MinReplicas != nil { - // set replicas to the min replicas if not set - md.DeploymentSpec.Replicas = uint32(*m.Spec.MinReplicas) - } else { - md.DeploymentSpec.Replicas = 1 - } - } - - if m.Spec.MinReplicas != nil { - md.DeploymentSpec.MinReplicas = uint32(*m.Spec.MinReplicas) - if md.DeploymentSpec.Replicas < md.DeploymentSpec.MinReplicas { - return nil, fmt.Errorf("Number of replicas %d should be >= min replicas %d", md.DeploymentSpec.Replicas, md.DeploymentSpec.MinReplicas) - } - } else { - md.DeploymentSpec.MinReplicas = 0 - } - - if m.Spec.MaxReplicas != nil { - md.DeploymentSpec.MaxReplicas = uint32(*m.Spec.MaxReplicas) - if md.DeploymentSpec.Replicas > md.DeploymentSpec.MaxReplicas { - return nil, fmt.Errorf("Number of replicas %d should be <= max replicas %d", md.DeploymentSpec.Replicas, md.DeploymentSpec.MaxReplicas) - } - } else { - md.DeploymentSpec.MaxReplicas = 0 + scalingSpec, err := GetValidatedScalingSpec(m.Spec.Replicas, m.Spec.MinReplicas, m.Spec.MaxReplicas) + if err != nil { + return nil, err } + md.DeploymentSpec.Replicas = scalingSpec.Replicas + md.DeploymentSpec.MinReplicas = scalingSpec.MinReplicas + md.DeploymentSpec.MaxReplicas = scalingSpec.MaxReplicas // Set memory bytes if m.Spec.Memory != nil { diff --git a/operator/apis/mlops/v1alpha1/utils.go b/operator/apis/mlops/v1alpha1/utils.go new file mode 100644 index 0000000000..bd13a06cb1 --- /dev/null +++ b/operator/apis/mlops/v1alpha1/utils.go @@ -0,0 +1,54 @@ +/* +Copyright (c) 2024 Seldon Technologies Ltd. + +Use of this software is governed by +(1) the license included in the LICENSE file or +(2) if the license included in the LICENSE file is the Business Source License 1.1, +the Change License after the Change Date as each is defined in accordance with the LICENSE file. +*/ + +package v1alpha1 + +import "fmt" + +type ValidatedScalingSpec struct { + Replicas uint32 + MinReplicas uint32 + MaxReplicas uint32 +} + + +func GetValidatedScalingSpec(replicas *int32, minReplicas *int32, maxReplicas *int32) (*ValidatedScalingSpec, error) { + var validatedSpec ValidatedScalingSpec + + if replicas != nil && *replicas > 0 { + validatedSpec.Replicas = uint32(*replicas) + } else { + if minReplicas != nil && *minReplicas > 0 { + // set replicas to the min replicas when replicas is not set explicitly + validatedSpec.Replicas = uint32(*minReplicas) + } else { + validatedSpec.Replicas = 1 + } + } + + if minReplicas != nil && *minReplicas > 0 { + validatedSpec.MinReplicas = uint32(*minReplicas) + if validatedSpec.Replicas < validatedSpec.MinReplicas { + return nil, fmt.Errorf("number of replicas %d must be >= min replicas %d", validatedSpec.Replicas, validatedSpec.MinReplicas) + } + } else { + validatedSpec.MinReplicas = 0 + } + + if maxReplicas != nil && *maxReplicas > 0 { + validatedSpec.MaxReplicas = uint32(*maxReplicas) + if validatedSpec.Replicas > validatedSpec.MaxReplicas { + return nil, fmt.Errorf("number of replicas %d must be <= min replicas %d", validatedSpec.Replicas, validatedSpec.MaxReplicas) + } + } else { + validatedSpec.MaxReplicas = 0 + } + + return &validatedSpec, nil +} diff --git a/operator/scheduler/server.go b/operator/scheduler/server.go index fa3144719f..8ff928bc81 100644 --- a/operator/scheduler/server.go +++ b/operator/scheduler/server.go @@ -28,7 +28,6 @@ func (s *SchedulerClient) ServerNotify(ctx context.Context, grpcClient scheduler if len(servers) == 0 { return nil } - if grpcClient == nil { // we assume that all servers are in the same namespace namespace := servers[0].Namespace @@ -39,6 +38,20 @@ func (s *SchedulerClient) ServerNotify(ctx context.Context, grpcClient scheduler grpcClient = scheduler.NewSchedulerClient(conn) } + var scalingSpec *v1alpha1.ValidatedScalingSpec + if !server.ObjectMeta.DeletionTimestamp.IsZero() { + scalingSpec = &v1alpha1.ValidatedScalingSpec{ + Replicas: 0, + MinReplicas: 0, + MaxReplicas: 0, + } + } else { + scalingSpec, err = v1alpha1.GetValidatedScalingSpec(server.Spec.Replicas, server.Spec.MinReplicas, server.Spec.MaxReplicas) + if err != nil { + return err + } + } + var requests []*scheduler.ServerNotify for _, server := range servers { var replicas int32 @@ -54,6 +67,8 @@ func (s *SchedulerClient) ServerNotify(ctx context.Context, grpcClient scheduler requests = append(requests, &scheduler.ServerNotify{ Name: server.GetName(), ExpectedReplicas: replicas, + MinReplicas: scalingSpec.MinReplicas, + MaxReplicas: scalingSpec.MaxReplicas, KubernetesMeta: &scheduler.KubernetesMeta{ Namespace: server.GetNamespace(), Generation: server.GetGeneration(), @@ -127,9 +142,29 @@ func (s *SchedulerClient) SubscribeServerEvents(ctx context.Context, grpcClient logger.Info("Ignoring event for old generation", "currentGeneration", server.Generation, "eventGeneration", event.GetKubernetesMeta().Generation, "server", event.ServerName) return nil } - // Handle status update - server.Status.LoadedModelReplicas = event.NumLoadedModelReplicas - return s.updateServerStatus(server) + + // The types of updates we may get from the scheduler are: + // 1. Status updates + // 2. Requests for changing the number of server replicas + // 3. Updates containing non-authoritative replica info, because the scheduler is in a + // discovery phase (just starting up, after a restart) + // + // At the moment, the scheduler doesn't send multiple types of updates in a single event; + switch event.GetType() { + case scheduler.ServerStatusResponse_StatusUpdate: + return s.applyStatusUpdates(ctx, server, event) + case scheduler.ServerStatusResponse_ScalingRequest: + if event.ExpectedReplicas != event.AvailableReplicas { + return s.applyReplicaUpdates(ctx, server, event) + } else { + return nil + } + case scheduler.ServerStatusResponse_NonAuthoritativeReplicaInfo: + // skip updating replica info, only update status + return s.updateServerStatus(server) + default: // we ignore unknown event types + return nil + } }) if retryErr != nil { logger.Error(err, "Failed to update status", "model", event.ServerName) @@ -147,3 +182,32 @@ func (s *SchedulerClient) updateServerStatus(server *v1alpha1.Server) error { } return nil } + +// when need to notify the scheduler about existing Server configuration +func handleRegisteredServers( + ctx context.Context, namespace string, s *SchedulerClient, grpcClient scheduler.SchedulerClient) { + serverList := &v1alpha1.ServerList{} + // Get all servers in the namespace + err := s.List( + ctx, + serverList, + client.InNamespace(namespace), + ) + if err != nil { + return + } + + for _, server := range serverList.Items { + // servers that are not in the process of being deleted has DeletionTimestamp as zero + if server.ObjectMeta.DeletionTimestamp.IsZero() { + s.logger.V(1).Info("Calling NotifyServer (on reconnect)", "server", server.Name) + if err := s.ServerNotify(ctx, &server); err != nil { + s.logger.Error(err, "Failed to notify scheduler about initial Server parameters", "server", server.Name) + } else { + s.logger.V(1).Info("Load model called successfully", "server", server.Name) + } + } else { + s.logger.V(1).Info("Server being deleted, not notifying", "server", server.Name) + } + } +} diff --git a/scheduler/pkg/coordinator/server.go b/scheduler/pkg/coordinator/server.go index ac37807dd2..b3da2c64e4 100644 --- a/scheduler/pkg/coordinator/server.go +++ b/scheduler/pkg/coordinator/server.go @@ -32,13 +32,14 @@ func (h *EventHub) RegisterServerEventHandler( } }() - handler := h.newServerEventHandler(logger, events) + handler := h.newServerEventHandler(logger, events, handle) h.bus.RegisterHandler(name, handler) } func (h *EventHub) newServerEventHandler( logger log.FieldLogger, events chan ServerEventMsg, + _ func(event ServerEventMsg), ) busV3.Handler { handleServerEventMessage := func(_ context.Context, e busV3.Event) { l := logger.WithField("func", "handleServerEventMessage") diff --git a/scheduler/pkg/coordinator/types.go b/scheduler/pkg/coordinator/types.go index ca8a43a2d9..fe16690aed 100644 --- a/scheduler/pkg/coordinator/types.go +++ b/scheduler/pkg/coordinator/types.go @@ -11,6 +11,7 @@ package coordinator import "fmt" +type ModelEventUpdateContext int type ServerEventUpdateContext int const ( @@ -18,6 +19,16 @@ const ( SERVER_REPLICA_CONNECTED ) +const ( + SERVER_STATUS_UPDATE ServerEventUpdateContext = iota + SERVER_REPLICA_CONNECTED +) + +const ( + SERVER_STATUS_UPDATE ServerEventUpdateContext = iota + SERVER_REPLICA_CONNECTED +) + type ModelEventMsg struct { ModelName string ModelVersion uint32 diff --git a/scheduler/pkg/server/server.go b/scheduler/pkg/server/server.go index 64e436be91..42eb568d12 100644 --- a/scheduler/pkg/server/server.go +++ b/scheduler/pkg/server/server.go @@ -35,20 +35,29 @@ import ( ) const ( - grpcMaxConcurrentStreams = 1_000_000 - pendingEventsQueueSize int = 1000 - modelEventHandlerName = "scheduler.server.models" - serverEventHandlerName = "scheduler.server.servers" - experimentEventHandlerName = "scheduler.server.experiments" - pipelineEventHandlerName = "scheduler.server.pipelines" - defaultBatchWait = 250 * time.Millisecond - sendTimeout = 30 * time.Second // Timeout for sending events to subscribers via grpc `sendMsg` + grpcMaxConcurrentStreams = 1_000_000 + pendingEventsQueueSize int = 1000 + modelEventHandlerName = "scheduler.server.models" + serverEventHandlerName = "scheduler.server.servers" + serverModelEventHandlerName = "scheduler.server.servers.models" + experimentEventHandlerName = "scheduler.server.experiments" + pipelineEventHandlerName = "scheduler.server.pipelines" + defaultBatchWait = 250 * time.Millisecond + sendTimeout = 30 * time.Second // Timeout for sending events to subscribers via grpc `sendMsg` ) var ( ErrAddServerEmptyServerName = status.Errorf(codes.FailedPrecondition, "Empty server name passed") ) +type SchedulerSyncPhase uint8 + +const ( + SCHEDULER_SYNC_INIT SchedulerSyncPhase = iota + SCHEDULER_SYNC_PARTIAL + SCHEDULER_SYNC_ONLINE +) + type SchedulerServer struct { pb.UnimplementedSchedulerServer logger log.FieldLogger @@ -77,6 +86,7 @@ type ServerEventStream struct { trigger *time.Timer pendingEvents map[string]struct{} pendingLock sync.Mutex + syncPhase SchedulerSyncPhase } type ExperimentEventStream struct { @@ -191,6 +201,7 @@ func NewSchedulerServer( batchWait: defaultBatchWait, trigger: nil, pendingEvents: map[string]struct{}{}, + syncPhase: SCHEDULER_SYNC_INIT, }, pipelineEventStream: PipelineEventStream{ streams: make(map[pb.Scheduler_SubscribePipelineStatusServer]*PipelineSubscription), @@ -208,12 +219,21 @@ func NewSchedulerServer( s.logger, s.handleModelEvent, ) - eventHub.RegisterModelEventHandler( + + eventHub.RegisterServerEventHandler( serverEventHandlerName, pendingEventsQueueSize, s.logger, s.handleServerEvent, ) + + eventHub.RegisterModelEventHandler( + serverModelEventHandlerName, + pendingEventsQueueSize, + s.logger, + s.handleServerModelEvent, + ) + eventHub.RegisterExperimentEventHandler( experimentEventHandlerName, pendingEventsQueueSize, @@ -446,6 +466,7 @@ func createServerStatusResponse(s *store.ServerSnapshot) *pb.ServerStatusRespons // note we dont count draining replicas in available replicas resp := &pb.ServerStatusResponse{ + Type: pb.ServerStatusResponse_StatusUpdate, ServerName: s.Name, ExpectedReplicas: int32(s.ExpectedReplicas), KubernetesMeta: s.KubernetesMeta, diff --git a/scheduler/pkg/server/server_status.go b/scheduler/pkg/server/server_status.go index 3eb1750e9b..b3efd3bc19 100644 --- a/scheduler/pkg/server/server_status.go +++ b/scheduler/pkg/server/server_status.go @@ -87,6 +87,63 @@ func (s *SchedulerServer) handleModelEvent(event coordinator.ModelEventMsg) { } } +<<<<<<< Updated upstream +======= +func (s *SchedulerServer) handleFailedModelScalingEvent(event coordinator.ModelEventMsg) { + logger := s.logger.WithField("func", "handleFailedModelScalingEvent") + logger.Debugf("can not scale model %s using available server resources; triggering server scaling", event.String()) + + err := s.triggerServerScaling(event) + if err != nil { + logger.WithError(err).Errorf("Failed to send failed scaling event for model %s", event.String()) + } +} + +func (s *SchedulerServer) triggerServerScaling(evt coordinator.ModelEventMsg) error { + logger := s.logger.WithField("func", "sendModelStatusEvent") + model, err := s.modelStore.GetModel(evt.ModelName) + if err != nil { + return err + } + latestModel := model.GetLatest() + if latestModel != nil && latestModel.GetVersion() == evt.ModelVersion { + if latestModel.DesiredReplicas() > int(latestModel.ModelState().AvailableReplicas) { + serverName := latestModel.Server() + + server, err := s.modelStore.GetServer(serverName, true, false) + if err != nil { + logger.WithError(err).Errorf("Failed to get server details for model %s", evt.String()) + return err + } + newExpectedReplicas := server.ExpectedReplicas + 1 + if newExpectedReplicas < latestModel.DesiredReplicas() { + newExpectedReplicas = latestModel.DesiredReplicas() + } + serverScalingUpdate := &pb.ServerStatusResponse{ + Type: pb.ServerStatusResponse_ScalingRequest, + ServerName: serverName, + ExpectedReplicas: int32(newExpectedReplicas), + KubernetesMeta: server.KubernetesMeta, + } + s.serverEventStream.mu.Lock() + defer s.serverEventStream.mu.Unlock() + for stream, subscription := range s.serverEventStream.streams { + hasExpired, err := sendWithTimeout(func() error { return stream.Send(serverScalingUpdate) }, s.timeout) + if hasExpired { + // this should trigger a reconnect from the client + close(subscription.fin) + delete(s.serverEventStream.streams, stream) + } + if err != nil { + logger.WithError(err).Errorf("Failed to send server scaling event to %s", subscription.name) + } + } + } + } + return nil +} + +>>>>>>> Stashed changes func (s *SchedulerServer) StopSendModelEvents() { s.modelEventStream.mu.Lock() defer s.modelEventStream.mu.Unlock() @@ -162,17 +219,21 @@ func (s *SchedulerServer) SubscribeServerStatus(req *pb.ServerSubscriptionReques } } -// TODO - Create a ServerStatusMsg type to disambiguate? -func (s *SchedulerServer) handleServerEvent(event coordinator.ModelEventMsg) { +func (s *SchedulerServer) handleServerModelEvent(event coordinator.ModelEventMsg) { logger := s.logger.WithField("func", "handleServerEvent") logger.Debugf("Got server state change for %s", event.String()) - err := s.updateServerStatus(event) + err := s.updateServerModelsStatus(event) if err != nil { logger.WithError(err).Errorf("Failed to update server status for model event %s", event.String()) } } +func (s *SchedulerServer) handleServerEvent(event coordinator.ServerEventMsg) { + logger := s.logger.WithField("func", "handleServerEvent") + logger.Debugf("Got server event for %s", event.String()) +} + func (s *SchedulerServer) StopSendServerEvents() { s.serverEventStream.mu.Lock() defer s.serverEventStream.mu.Unlock() @@ -181,7 +242,7 @@ func (s *SchedulerServer) StopSendServerEvents() { } } -func (s *SchedulerServer) updateServerStatus(evt coordinator.ModelEventMsg) error { +func (s *SchedulerServer) updateServerModelsStatus(evt coordinator.ModelEventMsg) error { logger := s.logger.WithField("func", "sendServerStatusEvent") model, err := s.modelStore.GetModel(evt.ModelName) diff --git a/scheduler/pkg/server/server_status_test.go b/scheduler/pkg/server/server_status_test.go index 787b18e493..a0592ffa47 100644 --- a/scheduler/pkg/server/server_status_test.go +++ b/scheduler/pkg/server/server_status_test.go @@ -392,7 +392,7 @@ func TestServersStatusEvents(t *testing.T) { fin: make(chan bool), } g.Expect(s.serverEventStream.streams[stream]).ToNot(BeNil()) - hub.PublishModelEvent(serverEventHandlerName, coordinator.ModelEventMsg{ + hub.PublishModelEvent(serverModelEventHandlerName, coordinator.ModelEventMsg{ ModelName: "foo", ModelVersion: 1}) // to allow events to propagate diff --git a/scheduler/pkg/store/memory.go b/scheduler/pkg/store/memory.go index e2a3b6e611..72f89bff8f 100644 --- a/scheduler/pkg/store/memory.go +++ b/scheduler/pkg/store/memory.go @@ -582,6 +582,7 @@ func (m *MemoryStore) AddServerReplica(request *agent.AgentSubscribeRequest) err serverEvt, ) } + return nil } @@ -764,6 +765,8 @@ func (m *MemoryStore) ServerNotify(request *pb.ServerNotify) error { m.store.servers[request.Name] = server } server.SetExpectedReplicas(int(request.ExpectedReplicas)) + server.SetMinReplicas(int(request.MinReplicas)) + server.SetMaxReplicas(int(request.MaxReplicas)) server.SetKubernetesMeta(request.KubernetesMeta) return nil } diff --git a/scheduler/pkg/store/mesh.go b/scheduler/pkg/store/mesh.go index 7fce1f3e8d..1216867586 100644 --- a/scheduler/pkg/store/mesh.go +++ b/scheduler/pkg/store/mesh.go @@ -101,6 +101,8 @@ type Server struct { replicas map[int]*ServerReplica shared bool expectedReplicas int + minReplicas int + maxReplicas int kubernetesMeta *pb.KubernetesMeta } @@ -122,6 +124,8 @@ func (s *Server) CreateSnapshot(shallow bool, modelDetails bool) *ServerSnapshot Replicas: replicas, Shared: s.shared, ExpectedReplicas: s.expectedReplicas, + MinReplicas: s.minReplicas, + MaxReplicas: s.maxReplicas, KubernetesMeta: proto.Clone(s.kubernetesMeta).(*pb.KubernetesMeta), } } @@ -130,6 +134,14 @@ func (s *Server) SetExpectedReplicas(replicas int) { s.expectedReplicas = replicas } +func (s *Server) SetMinReplicas(replicas int) { + s.minReplicas = replicas +} + +func (s *Server) SetMaxReplicas(replicas int) { + s.maxReplicas = replicas +} + func (s *Server) SetKubernetesMeta(meta *pb.KubernetesMeta) { s.kubernetesMeta = meta } diff --git a/scheduler/pkg/store/store.go b/scheduler/pkg/store/store.go index f9ba96dbb7..59971e8e85 100644 --- a/scheduler/pkg/store/store.go +++ b/scheduler/pkg/store/store.go @@ -19,6 +19,8 @@ type ServerSnapshot struct { Replicas map[int]*ServerReplica Shared bool ExpectedReplicas int + MinReplicas int + MaxReplicas int KubernetesMeta *pb.KubernetesMeta }