From ffc005855dfb57e98e564392d50a5a4554662ee5 Mon Sep 17 00:00:00 2001 From: Shashank Mittal Date: Fri, 26 Jul 2024 08:10:55 +0530 Subject: [PATCH] added `Distribution` field to feasibleSpace in `api.proto` (#2397) Signed-off-by: Shashank Mittal --- pkg/apis/manager/v1beta1/api.pb.go | 1025 +++++++++-------- pkg/apis/manager/v1beta1/api.proto | 11 + pkg/apis/manager/v1beta1/python/api_pb2.py | 188 +-- pkg/apis/manager/v1beta1/python/api_pb2.pyi | 17 +- sdk/python/v1beta1/kubeflow/katib/__init__.py | 4 +- 5 files changed, 671 insertions(+), 574 deletions(-) diff --git a/pkg/apis/manager/v1beta1/api.pb.go b/pkg/apis/manager/v1beta1/api.pb.go index 3648082644a..8ca56b39563 100644 --- a/pkg/apis/manager/v1beta1/api.pb.go +++ b/pkg/apis/manager/v1beta1/api.pb.go @@ -80,6 +80,60 @@ func (ParameterType) EnumDescriptor() ([]byte, []int) { return file_api_proto_rawDescGZIP(), []int{0} } +// * +// Distribution types for HyperParameter. +type Distribution int32 + +const ( + Distribution_UNIFORM Distribution = 0 + Distribution_LOG_UNIFORM Distribution = 1 + Distribution_NORMAL Distribution = 2 + Distribution_LOG_NORMAL Distribution = 3 +) + +// Enum value maps for Distribution. +var ( + Distribution_name = map[int32]string{ + 0: "UNIFORM", + 1: "LOG_UNIFORM", + 2: "NORMAL", + 3: "LOG_NORMAL", + } + Distribution_value = map[string]int32{ + "UNIFORM": 0, + "LOG_UNIFORM": 1, + "NORMAL": 2, + "LOG_NORMAL": 3, + } +) + +func (x Distribution) Enum() *Distribution { + p := new(Distribution) + *p = x + return p +} + +func (x Distribution) String() string { + return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) +} + +func (Distribution) Descriptor() protoreflect.EnumDescriptor { + return file_api_proto_enumTypes[1].Descriptor() +} + +func (Distribution) Type() protoreflect.EnumType { + return &file_api_proto_enumTypes[1] +} + +func (x Distribution) Number() protoreflect.EnumNumber { + return protoreflect.EnumNumber(x) +} + +// Deprecated: Use Distribution.Descriptor instead. +func (Distribution) EnumDescriptor() ([]byte, []int) { + return file_api_proto_rawDescGZIP(), []int{1} +} + // * // Direction of optimization. Minimize or Maximize. type ObjectiveType int32 @@ -115,11 +169,11 @@ func (x ObjectiveType) String() string { } func (ObjectiveType) Descriptor() protoreflect.EnumDescriptor { - return file_api_proto_enumTypes[1].Descriptor() + return file_api_proto_enumTypes[2].Descriptor() } func (ObjectiveType) Type() protoreflect.EnumType { - return &file_api_proto_enumTypes[1] + return &file_api_proto_enumTypes[2] } func (x ObjectiveType) Number() protoreflect.EnumNumber { @@ -128,7 +182,7 @@ func (x ObjectiveType) Number() protoreflect.EnumNumber { // Deprecated: Use ObjectiveType.Descriptor instead. func (ObjectiveType) EnumDescriptor() ([]byte, []int) { - return file_api_proto_rawDescGZIP(), []int{1} + return file_api_proto_rawDescGZIP(), []int{2} } type ComparisonType int32 @@ -167,11 +221,11 @@ func (x ComparisonType) String() string { } func (ComparisonType) Descriptor() protoreflect.EnumDescriptor { - return file_api_proto_enumTypes[2].Descriptor() + return file_api_proto_enumTypes[3].Descriptor() } func (ComparisonType) Type() protoreflect.EnumType { - return &file_api_proto_enumTypes[2] + return &file_api_proto_enumTypes[3] } func (x ComparisonType) Number() protoreflect.EnumNumber { @@ -180,7 +234,7 @@ func (x ComparisonType) Number() protoreflect.EnumNumber { // Deprecated: Use ComparisonType.Descriptor instead. func (ComparisonType) EnumDescriptor() ([]byte, []int) { - return file_api_proto_rawDescGZIP(), []int{2} + return file_api_proto_rawDescGZIP(), []int{3} } // Trial can be in one of 8 conditions. @@ -233,11 +287,11 @@ func (x TrialStatus_TrialConditionType) String() string { } func (TrialStatus_TrialConditionType) Descriptor() protoreflect.EnumDescriptor { - return file_api_proto_enumTypes[3].Descriptor() + return file_api_proto_enumTypes[4].Descriptor() } func (TrialStatus_TrialConditionType) Type() protoreflect.EnumType { - return &file_api_proto_enumTypes[3] + return &file_api_proto_enumTypes[4] } func (x TrialStatus_TrialConditionType) Number() protoreflect.EnumNumber { @@ -480,10 +534,11 @@ type FeasibleSpace struct { sizeCache protoimpl.SizeCache unknownFields protoimpl.UnknownFields - Max string `protobuf:"bytes,1,opt,name=max,proto3" json:"max,omitempty"` /// Max Value - Min string `protobuf:"bytes,2,opt,name=min,proto3" json:"min,omitempty"` /// Minimum Value - List []string `protobuf:"bytes,3,rep,name=list,proto3" json:"list,omitempty"` /// List of Values. - Step string `protobuf:"bytes,4,opt,name=step,proto3" json:"step,omitempty"` /// Step for double or int parameter + Max string `protobuf:"bytes,1,opt,name=max,proto3" json:"max,omitempty"` /// Max Value + Min string `protobuf:"bytes,2,opt,name=min,proto3" json:"min,omitempty"` /// Minimum Value + List []string `protobuf:"bytes,3,rep,name=list,proto3" json:"list,omitempty"` /// List of Values. + Step string `protobuf:"bytes,4,opt,name=step,proto3" json:"step,omitempty"` /// Step for double or int parameter + Distribution Distribution `protobuf:"varint,5,opt,name=distribution,proto3,enum=api.v1.beta1.Distribution" json:"distribution,omitempty"` // Distribution of the parameter. } func (x *FeasibleSpace) Reset() { @@ -546,6 +601,13 @@ func (x *FeasibleSpace) GetStep() string { return "" } +func (x *FeasibleSpace) GetDistribution() Distribution { + if x != nil { + return x.Distribution + } + return Distribution_UNIFORM +} + // * // Objective specification. type ObjectiveSpec struct { @@ -2678,367 +2740,376 @@ var file_api_proto_rawDesc = []byte{ 0x65, 0x18, 0x03, 0x20, 0x01, 0x28, 0x0b, 0x32, 0x1b, 0x2e, 0x61, 0x70, 0x69, 0x2e, 0x76, 0x31, 0x2e, 0x62, 0x65, 0x74, 0x61, 0x31, 0x2e, 0x46, 0x65, 0x61, 0x73, 0x69, 0x62, 0x6c, 0x65, 0x53, 0x70, 0x61, 0x63, 0x65, 0x52, 0x0d, 0x66, 0x65, 0x61, 0x73, 0x69, 0x62, 0x6c, 0x65, 0x53, 0x70, - 0x61, 0x63, 0x65, 0x22, 0x5b, 0x0a, 0x0d, 0x46, 0x65, 0x61, 0x73, 0x69, 0x62, 0x6c, 0x65, 0x53, - 0x70, 0x61, 0x63, 0x65, 0x12, 0x10, 0x0a, 0x03, 0x6d, 0x61, 0x78, 0x18, 0x01, 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(ComparisonType)(0), // 2: api.v1.beta1.ComparisonType - (TrialStatus_TrialConditionType)(0), // 3: api.v1.beta1.TrialStatus.TrialConditionType - (*Experiment)(nil), // 4: api.v1.beta1.Experiment - (*ExperimentSpec)(nil), // 5: api.v1.beta1.ExperimentSpec - (*ParameterSpec)(nil), // 6: api.v1.beta1.ParameterSpec - (*FeasibleSpace)(nil), // 7: api.v1.beta1.FeasibleSpace - (*ObjectiveSpec)(nil), // 8: api.v1.beta1.ObjectiveSpec - (*AlgorithmSpec)(nil), // 9: api.v1.beta1.AlgorithmSpec - (*AlgorithmSetting)(nil), // 10: api.v1.beta1.AlgorithmSetting - (*EarlyStoppingSpec)(nil), // 11: api.v1.beta1.EarlyStoppingSpec - (*EarlyStoppingSetting)(nil), // 12: api.v1.beta1.EarlyStoppingSetting - (*NasConfig)(nil), // 13: api.v1.beta1.NasConfig - (*GraphConfig)(nil), // 14: api.v1.beta1.GraphConfig - (*Operation)(nil), // 15: api.v1.beta1.Operation - (*Trial)(nil), // 16: api.v1.beta1.Trial - (*TrialSpec)(nil), // 17: api.v1.beta1.TrialSpec - (*ParameterAssignment)(nil), // 18: api.v1.beta1.ParameterAssignment - (*TrialStatus)(nil), // 19: api.v1.beta1.TrialStatus - (*Observation)(nil), // 20: api.v1.beta1.Observation - (*Metric)(nil), // 21: api.v1.beta1.Metric - (*ReportObservationLogRequest)(nil), // 22: api.v1.beta1.ReportObservationLogRequest - (*ReportObservationLogReply)(nil), // 23: api.v1.beta1.ReportObservationLogReply - (*ObservationLog)(nil), // 24: api.v1.beta1.ObservationLog - (*MetricLog)(nil), // 25: api.v1.beta1.MetricLog - (*GetObservationLogRequest)(nil), // 26: api.v1.beta1.GetObservationLogRequest - (*GetObservationLogReply)(nil), // 27: api.v1.beta1.GetObservationLogReply - (*DeleteObservationLogRequest)(nil), // 28: api.v1.beta1.DeleteObservationLogRequest - (*DeleteObservationLogReply)(nil), // 29: api.v1.beta1.DeleteObservationLogReply - (*GetSuggestionsRequest)(nil), // 30: api.v1.beta1.GetSuggestionsRequest - (*GetSuggestionsReply)(nil), // 31: api.v1.beta1.GetSuggestionsReply - (*ValidateAlgorithmSettingsRequest)(nil), // 32: api.v1.beta1.ValidateAlgorithmSettingsRequest - (*ValidateAlgorithmSettingsReply)(nil), // 33: api.v1.beta1.ValidateAlgorithmSettingsReply - (*GetEarlyStoppingRulesRequest)(nil), // 34: api.v1.beta1.GetEarlyStoppingRulesRequest - (*GetEarlyStoppingRulesReply)(nil), // 35: api.v1.beta1.GetEarlyStoppingRulesReply - (*EarlyStoppingRule)(nil), // 36: api.v1.beta1.EarlyStoppingRule - (*ValidateEarlyStoppingSettingsRequest)(nil), // 37: api.v1.beta1.ValidateEarlyStoppingSettingsRequest - (*ValidateEarlyStoppingSettingsReply)(nil), // 38: api.v1.beta1.ValidateEarlyStoppingSettingsReply - (*SetTrialStatusRequest)(nil), // 39: api.v1.beta1.SetTrialStatusRequest - (*SetTrialStatusReply)(nil), // 40: api.v1.beta1.SetTrialStatusReply - (*ExperimentSpec_ParameterSpecs)(nil), // 41: api.v1.beta1.ExperimentSpec.ParameterSpecs - (*NasConfig_Operations)(nil), // 42: api.v1.beta1.NasConfig.Operations - (*Operation_ParameterSpecs)(nil), // 43: api.v1.beta1.Operation.ParameterSpecs - (*TrialSpec_ParameterAssignments)(nil), // 44: api.v1.beta1.TrialSpec.ParameterAssignments - nil, // 45: api.v1.beta1.TrialSpec.LabelsEntry - (*GetSuggestionsReply_ParameterAssignments)(nil), // 46: api.v1.beta1.GetSuggestionsReply.ParameterAssignments - nil, // 47: api.v1.beta1.GetSuggestionsReply.ParameterAssignments.LabelsEntry + (Distribution)(0), // 1: api.v1.beta1.Distribution + (ObjectiveType)(0), // 2: api.v1.beta1.ObjectiveType + (ComparisonType)(0), // 3: api.v1.beta1.ComparisonType + (TrialStatus_TrialConditionType)(0), // 4: api.v1.beta1.TrialStatus.TrialConditionType + (*Experiment)(nil), // 5: api.v1.beta1.Experiment + (*ExperimentSpec)(nil), // 6: api.v1.beta1.ExperimentSpec + (*ParameterSpec)(nil), // 7: api.v1.beta1.ParameterSpec + (*FeasibleSpace)(nil), // 8: api.v1.beta1.FeasibleSpace + (*ObjectiveSpec)(nil), // 9: api.v1.beta1.ObjectiveSpec + (*AlgorithmSpec)(nil), // 10: api.v1.beta1.AlgorithmSpec + (*AlgorithmSetting)(nil), // 11: api.v1.beta1.AlgorithmSetting + (*EarlyStoppingSpec)(nil), // 12: api.v1.beta1.EarlyStoppingSpec + (*EarlyStoppingSetting)(nil), // 13: api.v1.beta1.EarlyStoppingSetting + (*NasConfig)(nil), // 14: api.v1.beta1.NasConfig + (*GraphConfig)(nil), // 15: api.v1.beta1.GraphConfig + (*Operation)(nil), // 16: api.v1.beta1.Operation + (*Trial)(nil), // 17: api.v1.beta1.Trial + (*TrialSpec)(nil), // 18: api.v1.beta1.TrialSpec + (*ParameterAssignment)(nil), // 19: api.v1.beta1.ParameterAssignment + (*TrialStatus)(nil), // 20: api.v1.beta1.TrialStatus + (*Observation)(nil), // 21: api.v1.beta1.Observation + (*Metric)(nil), // 22: api.v1.beta1.Metric + (*ReportObservationLogRequest)(nil), // 23: api.v1.beta1.ReportObservationLogRequest + (*ReportObservationLogReply)(nil), // 24: api.v1.beta1.ReportObservationLogReply + (*ObservationLog)(nil), // 25: api.v1.beta1.ObservationLog + (*MetricLog)(nil), // 26: api.v1.beta1.MetricLog + (*GetObservationLogRequest)(nil), // 27: api.v1.beta1.GetObservationLogRequest + (*GetObservationLogReply)(nil), // 28: api.v1.beta1.GetObservationLogReply + (*DeleteObservationLogRequest)(nil), // 29: api.v1.beta1.DeleteObservationLogRequest + (*DeleteObservationLogReply)(nil), // 30: api.v1.beta1.DeleteObservationLogReply + (*GetSuggestionsRequest)(nil), // 31: api.v1.beta1.GetSuggestionsRequest + (*GetSuggestionsReply)(nil), // 32: api.v1.beta1.GetSuggestionsReply + (*ValidateAlgorithmSettingsRequest)(nil), // 33: api.v1.beta1.ValidateAlgorithmSettingsRequest + (*ValidateAlgorithmSettingsReply)(nil), // 34: api.v1.beta1.ValidateAlgorithmSettingsReply + (*GetEarlyStoppingRulesRequest)(nil), // 35: api.v1.beta1.GetEarlyStoppingRulesRequest + (*GetEarlyStoppingRulesReply)(nil), // 36: api.v1.beta1.GetEarlyStoppingRulesReply + (*EarlyStoppingRule)(nil), // 37: api.v1.beta1.EarlyStoppingRule + (*ValidateEarlyStoppingSettingsRequest)(nil), // 38: api.v1.beta1.ValidateEarlyStoppingSettingsRequest + (*ValidateEarlyStoppingSettingsReply)(nil), // 39: api.v1.beta1.ValidateEarlyStoppingSettingsReply + (*SetTrialStatusRequest)(nil), // 40: api.v1.beta1.SetTrialStatusRequest + (*SetTrialStatusReply)(nil), // 41: api.v1.beta1.SetTrialStatusReply + (*ExperimentSpec_ParameterSpecs)(nil), // 42: api.v1.beta1.ExperimentSpec.ParameterSpecs + (*NasConfig_Operations)(nil), // 43: api.v1.beta1.NasConfig.Operations + (*Operation_ParameterSpecs)(nil), // 44: api.v1.beta1.Operation.ParameterSpecs + (*TrialSpec_ParameterAssignments)(nil), // 45: api.v1.beta1.TrialSpec.ParameterAssignments + nil, // 46: api.v1.beta1.TrialSpec.LabelsEntry + (*GetSuggestionsReply_ParameterAssignments)(nil), // 47: api.v1.beta1.GetSuggestionsReply.ParameterAssignments + nil, // 48: api.v1.beta1.GetSuggestionsReply.ParameterAssignments.LabelsEntry } var file_api_proto_depIdxs = []int32{ - 5, // 0: api.v1.beta1.Experiment.spec:type_name -> api.v1.beta1.ExperimentSpec - 41, // 1: api.v1.beta1.ExperimentSpec.parameter_specs:type_name -> api.v1.beta1.ExperimentSpec.ParameterSpecs - 8, // 2: api.v1.beta1.ExperimentSpec.objective:type_name -> api.v1.beta1.ObjectiveSpec - 9, // 3: api.v1.beta1.ExperimentSpec.algorithm:type_name -> api.v1.beta1.AlgorithmSpec - 11, // 4: api.v1.beta1.ExperimentSpec.early_stopping:type_name -> api.v1.beta1.EarlyStoppingSpec - 13, // 5: api.v1.beta1.ExperimentSpec.nas_config:type_name -> api.v1.beta1.NasConfig + 6, // 0: api.v1.beta1.Experiment.spec:type_name -> api.v1.beta1.ExperimentSpec + 42, // 1: api.v1.beta1.ExperimentSpec.parameter_specs:type_name -> api.v1.beta1.ExperimentSpec.ParameterSpecs + 9, // 2: api.v1.beta1.ExperimentSpec.objective:type_name -> api.v1.beta1.ObjectiveSpec + 10, // 3: api.v1.beta1.ExperimentSpec.algorithm:type_name -> api.v1.beta1.AlgorithmSpec + 12, // 4: api.v1.beta1.ExperimentSpec.early_stopping:type_name -> api.v1.beta1.EarlyStoppingSpec + 14, // 5: api.v1.beta1.ExperimentSpec.nas_config:type_name -> api.v1.beta1.NasConfig 0, // 6: api.v1.beta1.ParameterSpec.parameter_type:type_name -> api.v1.beta1.ParameterType - 7, // 7: api.v1.beta1.ParameterSpec.feasible_space:type_name -> api.v1.beta1.FeasibleSpace - 1, // 8: api.v1.beta1.ObjectiveSpec.type:type_name -> api.v1.beta1.ObjectiveType - 10, // 9: api.v1.beta1.AlgorithmSpec.algorithm_settings:type_name -> api.v1.beta1.AlgorithmSetting - 12, // 10: api.v1.beta1.EarlyStoppingSpec.algorithm_settings:type_name -> api.v1.beta1.EarlyStoppingSetting - 14, // 11: api.v1.beta1.NasConfig.graph_config:type_name -> api.v1.beta1.GraphConfig - 42, // 12: api.v1.beta1.NasConfig.operations:type_name -> api.v1.beta1.NasConfig.Operations - 43, // 13: api.v1.beta1.Operation.parameter_specs:type_name -> api.v1.beta1.Operation.ParameterSpecs - 17, // 14: api.v1.beta1.Trial.spec:type_name -> api.v1.beta1.TrialSpec - 19, // 15: api.v1.beta1.Trial.status:type_name -> api.v1.beta1.TrialStatus - 8, // 16: api.v1.beta1.TrialSpec.objective:type_name -> api.v1.beta1.ObjectiveSpec - 44, // 17: api.v1.beta1.TrialSpec.parameter_assignments:type_name -> api.v1.beta1.TrialSpec.ParameterAssignments - 45, // 18: api.v1.beta1.TrialSpec.labels:type_name -> api.v1.beta1.TrialSpec.LabelsEntry - 3, // 19: api.v1.beta1.TrialStatus.condition:type_name -> api.v1.beta1.TrialStatus.TrialConditionType - 20, // 20: api.v1.beta1.TrialStatus.observation:type_name -> api.v1.beta1.Observation - 21, // 21: api.v1.beta1.Observation.metrics:type_name -> api.v1.beta1.Metric - 24, // 22: api.v1.beta1.ReportObservationLogRequest.observation_log:type_name -> api.v1.beta1.ObservationLog - 25, // 23: api.v1.beta1.ObservationLog.metric_logs:type_name -> api.v1.beta1.MetricLog - 21, // 24: api.v1.beta1.MetricLog.metric:type_name -> api.v1.beta1.Metric - 24, // 25: api.v1.beta1.GetObservationLogReply.observation_log:type_name -> api.v1.beta1.ObservationLog - 4, // 26: api.v1.beta1.GetSuggestionsRequest.experiment:type_name -> api.v1.beta1.Experiment - 16, // 27: api.v1.beta1.GetSuggestionsRequest.trials:type_name -> api.v1.beta1.Trial - 46, // 28: api.v1.beta1.GetSuggestionsReply.parameter_assignments:type_name -> api.v1.beta1.GetSuggestionsReply.ParameterAssignments - 9, // 29: api.v1.beta1.GetSuggestionsReply.algorithm:type_name -> api.v1.beta1.AlgorithmSpec - 36, // 30: api.v1.beta1.GetSuggestionsReply.early_stopping_rules:type_name -> api.v1.beta1.EarlyStoppingRule - 4, // 31: api.v1.beta1.ValidateAlgorithmSettingsRequest.experiment:type_name -> api.v1.beta1.Experiment - 4, // 32: api.v1.beta1.GetEarlyStoppingRulesRequest.experiment:type_name -> api.v1.beta1.Experiment - 16, // 33: api.v1.beta1.GetEarlyStoppingRulesRequest.trials:type_name -> api.v1.beta1.Trial - 36, // 34: api.v1.beta1.GetEarlyStoppingRulesReply.early_stopping_rules:type_name -> api.v1.beta1.EarlyStoppingRule - 2, // 35: api.v1.beta1.EarlyStoppingRule.comparison:type_name -> api.v1.beta1.ComparisonType - 11, // 36: api.v1.beta1.ValidateEarlyStoppingSettingsRequest.early_stopping:type_name -> api.v1.beta1.EarlyStoppingSpec - 6, // 37: api.v1.beta1.ExperimentSpec.ParameterSpecs.parameters:type_name -> api.v1.beta1.ParameterSpec - 15, // 38: api.v1.beta1.NasConfig.Operations.operation:type_name -> api.v1.beta1.Operation - 6, // 39: api.v1.beta1.Operation.ParameterSpecs.parameters:type_name -> api.v1.beta1.ParameterSpec - 18, // 40: api.v1.beta1.TrialSpec.ParameterAssignments.assignments:type_name -> api.v1.beta1.ParameterAssignment - 18, // 41: api.v1.beta1.GetSuggestionsReply.ParameterAssignments.assignments:type_name -> api.v1.beta1.ParameterAssignment - 47, // 42: api.v1.beta1.GetSuggestionsReply.ParameterAssignments.labels:type_name -> api.v1.beta1.GetSuggestionsReply.ParameterAssignments.LabelsEntry - 22, // 43: api.v1.beta1.DBManager.ReportObservationLog:input_type -> api.v1.beta1.ReportObservationLogRequest - 26, // 44: api.v1.beta1.DBManager.GetObservationLog:input_type -> api.v1.beta1.GetObservationLogRequest - 28, // 45: api.v1.beta1.DBManager.DeleteObservationLog:input_type -> api.v1.beta1.DeleteObservationLogRequest - 30, // 46: api.v1.beta1.Suggestion.GetSuggestions:input_type -> api.v1.beta1.GetSuggestionsRequest - 32, // 47: api.v1.beta1.Suggestion.ValidateAlgorithmSettings:input_type -> api.v1.beta1.ValidateAlgorithmSettingsRequest - 34, // 48: api.v1.beta1.EarlyStopping.GetEarlyStoppingRules:input_type -> api.v1.beta1.GetEarlyStoppingRulesRequest - 39, // 49: api.v1.beta1.EarlyStopping.SetTrialStatus:input_type -> api.v1.beta1.SetTrialStatusRequest - 37, // 50: api.v1.beta1.EarlyStopping.ValidateEarlyStoppingSettings:input_type -> api.v1.beta1.ValidateEarlyStoppingSettingsRequest - 23, // 51: api.v1.beta1.DBManager.ReportObservationLog:output_type -> api.v1.beta1.ReportObservationLogReply - 27, // 52: api.v1.beta1.DBManager.GetObservationLog:output_type -> api.v1.beta1.GetObservationLogReply - 29, // 53: api.v1.beta1.DBManager.DeleteObservationLog:output_type -> api.v1.beta1.DeleteObservationLogReply - 31, // 54: api.v1.beta1.Suggestion.GetSuggestions:output_type -> api.v1.beta1.GetSuggestionsReply - 33, // 55: api.v1.beta1.Suggestion.ValidateAlgorithmSettings:output_type -> api.v1.beta1.ValidateAlgorithmSettingsReply - 35, // 56: api.v1.beta1.EarlyStopping.GetEarlyStoppingRules:output_type -> api.v1.beta1.GetEarlyStoppingRulesReply - 40, // 57: api.v1.beta1.EarlyStopping.SetTrialStatus:output_type -> api.v1.beta1.SetTrialStatusReply - 38, // 58: api.v1.beta1.EarlyStopping.ValidateEarlyStoppingSettings:output_type -> api.v1.beta1.ValidateEarlyStoppingSettingsReply - 51, // [51:59] is the sub-list for method output_type - 43, // [43:51] is the sub-list for method input_type - 43, // [43:43] is the sub-list for extension type_name - 43, // [43:43] is the sub-list for extension extendee - 0, // [0:43] is the sub-list for field type_name + 8, // 7: api.v1.beta1.ParameterSpec.feasible_space:type_name -> api.v1.beta1.FeasibleSpace + 1, // 8: api.v1.beta1.FeasibleSpace.distribution:type_name -> api.v1.beta1.Distribution + 2, // 9: api.v1.beta1.ObjectiveSpec.type:type_name -> api.v1.beta1.ObjectiveType + 11, // 10: api.v1.beta1.AlgorithmSpec.algorithm_settings:type_name -> api.v1.beta1.AlgorithmSetting + 13, // 11: api.v1.beta1.EarlyStoppingSpec.algorithm_settings:type_name -> api.v1.beta1.EarlyStoppingSetting + 15, // 12: api.v1.beta1.NasConfig.graph_config:type_name -> api.v1.beta1.GraphConfig + 43, // 13: api.v1.beta1.NasConfig.operations:type_name -> api.v1.beta1.NasConfig.Operations + 44, // 14: api.v1.beta1.Operation.parameter_specs:type_name -> api.v1.beta1.Operation.ParameterSpecs + 18, // 15: api.v1.beta1.Trial.spec:type_name -> api.v1.beta1.TrialSpec + 20, // 16: api.v1.beta1.Trial.status:type_name -> api.v1.beta1.TrialStatus + 9, // 17: api.v1.beta1.TrialSpec.objective:type_name -> api.v1.beta1.ObjectiveSpec + 45, // 18: api.v1.beta1.TrialSpec.parameter_assignments:type_name -> api.v1.beta1.TrialSpec.ParameterAssignments + 46, // 19: api.v1.beta1.TrialSpec.labels:type_name -> api.v1.beta1.TrialSpec.LabelsEntry + 4, // 20: api.v1.beta1.TrialStatus.condition:type_name -> api.v1.beta1.TrialStatus.TrialConditionType + 21, // 21: api.v1.beta1.TrialStatus.observation:type_name -> api.v1.beta1.Observation + 22, // 22: api.v1.beta1.Observation.metrics:type_name -> api.v1.beta1.Metric + 25, // 23: api.v1.beta1.ReportObservationLogRequest.observation_log:type_name -> api.v1.beta1.ObservationLog + 26, // 24: api.v1.beta1.ObservationLog.metric_logs:type_name -> api.v1.beta1.MetricLog + 22, // 25: api.v1.beta1.MetricLog.metric:type_name -> api.v1.beta1.Metric + 25, // 26: api.v1.beta1.GetObservationLogReply.observation_log:type_name -> api.v1.beta1.ObservationLog + 5, // 27: api.v1.beta1.GetSuggestionsRequest.experiment:type_name -> api.v1.beta1.Experiment + 17, // 28: api.v1.beta1.GetSuggestionsRequest.trials:type_name -> api.v1.beta1.Trial + 47, // 29: api.v1.beta1.GetSuggestionsReply.parameter_assignments:type_name -> api.v1.beta1.GetSuggestionsReply.ParameterAssignments + 10, // 30: api.v1.beta1.GetSuggestionsReply.algorithm:type_name -> api.v1.beta1.AlgorithmSpec + 37, // 31: api.v1.beta1.GetSuggestionsReply.early_stopping_rules:type_name -> api.v1.beta1.EarlyStoppingRule + 5, // 32: api.v1.beta1.ValidateAlgorithmSettingsRequest.experiment:type_name -> api.v1.beta1.Experiment + 5, // 33: api.v1.beta1.GetEarlyStoppingRulesRequest.experiment:type_name -> api.v1.beta1.Experiment + 17, // 34: api.v1.beta1.GetEarlyStoppingRulesRequest.trials:type_name -> api.v1.beta1.Trial + 37, // 35: api.v1.beta1.GetEarlyStoppingRulesReply.early_stopping_rules:type_name -> api.v1.beta1.EarlyStoppingRule + 3, // 36: api.v1.beta1.EarlyStoppingRule.comparison:type_name -> api.v1.beta1.ComparisonType + 12, // 37: api.v1.beta1.ValidateEarlyStoppingSettingsRequest.early_stopping:type_name -> api.v1.beta1.EarlyStoppingSpec + 7, // 38: api.v1.beta1.ExperimentSpec.ParameterSpecs.parameters:type_name -> api.v1.beta1.ParameterSpec + 16, // 39: api.v1.beta1.NasConfig.Operations.operation:type_name -> api.v1.beta1.Operation + 7, // 40: api.v1.beta1.Operation.ParameterSpecs.parameters:type_name -> api.v1.beta1.ParameterSpec + 19, // 41: api.v1.beta1.TrialSpec.ParameterAssignments.assignments:type_name -> api.v1.beta1.ParameterAssignment + 19, // 42: api.v1.beta1.GetSuggestionsReply.ParameterAssignments.assignments:type_name -> api.v1.beta1.ParameterAssignment + 48, // 43: api.v1.beta1.GetSuggestionsReply.ParameterAssignments.labels:type_name -> api.v1.beta1.GetSuggestionsReply.ParameterAssignments.LabelsEntry + 23, // 44: api.v1.beta1.DBManager.ReportObservationLog:input_type -> api.v1.beta1.ReportObservationLogRequest + 27, // 45: api.v1.beta1.DBManager.GetObservationLog:input_type -> api.v1.beta1.GetObservationLogRequest + 29, // 46: api.v1.beta1.DBManager.DeleteObservationLog:input_type -> api.v1.beta1.DeleteObservationLogRequest + 31, // 47: api.v1.beta1.Suggestion.GetSuggestions:input_type -> api.v1.beta1.GetSuggestionsRequest + 33, // 48: api.v1.beta1.Suggestion.ValidateAlgorithmSettings:input_type -> api.v1.beta1.ValidateAlgorithmSettingsRequest + 35, // 49: api.v1.beta1.EarlyStopping.GetEarlyStoppingRules:input_type -> api.v1.beta1.GetEarlyStoppingRulesRequest + 40, // 50: api.v1.beta1.EarlyStopping.SetTrialStatus:input_type -> api.v1.beta1.SetTrialStatusRequest + 38, // 51: api.v1.beta1.EarlyStopping.ValidateEarlyStoppingSettings:input_type -> api.v1.beta1.ValidateEarlyStoppingSettingsRequest + 24, // 52: api.v1.beta1.DBManager.ReportObservationLog:output_type -> api.v1.beta1.ReportObservationLogReply + 28, // 53: api.v1.beta1.DBManager.GetObservationLog:output_type -> api.v1.beta1.GetObservationLogReply + 30, // 54: api.v1.beta1.DBManager.DeleteObservationLog:output_type -> api.v1.beta1.DeleteObservationLogReply + 32, // 55: api.v1.beta1.Suggestion.GetSuggestions:output_type -> api.v1.beta1.GetSuggestionsReply + 34, // 56: api.v1.beta1.Suggestion.ValidateAlgorithmSettings:output_type -> api.v1.beta1.ValidateAlgorithmSettingsReply + 36, // 57: api.v1.beta1.EarlyStopping.GetEarlyStoppingRules:output_type -> api.v1.beta1.GetEarlyStoppingRulesReply + 41, // 58: api.v1.beta1.EarlyStopping.SetTrialStatus:output_type -> api.v1.beta1.SetTrialStatusReply + 39, // 59: api.v1.beta1.EarlyStopping.ValidateEarlyStoppingSettings:output_type -> api.v1.beta1.ValidateEarlyStoppingSettingsReply + 52, // [52:60] is the sub-list for method output_type + 44, // [44:52] is the sub-list for method input_type + 44, // [44:44] is the sub-list for extension type_name + 44, // [44:44] is the sub-list for extension extendee + 0, // [0:44] is the sub-list for field type_name } func init() { file_api_proto_init() } @@ -3688,7 +3761,7 @@ func file_api_proto_init() { File: protoimpl.DescBuilder{ GoPackagePath: reflect.TypeOf(x{}).PkgPath(), RawDescriptor: file_api_proto_rawDesc, - NumEnums: 4, + NumEnums: 5, NumMessages: 44, NumExtensions: 0, NumServices: 3, diff --git a/pkg/apis/manager/v1beta1/api.proto b/pkg/apis/manager/v1beta1/api.proto index b0624c7333b..553531918cc 100644 --- a/pkg/apis/manager/v1beta1/api.proto +++ b/pkg/apis/manager/v1beta1/api.proto @@ -97,6 +97,16 @@ enum ParameterType { CATEGORICAL = 4; /// Categorical type. Use "List" as string. } +/** + * Distribution types for HyperParameter. + */ +enum Distribution { + UNIFORM = 0; + LOG_UNIFORM = 1; + NORMAL = 2; + LOG_NORMAL = 3; +} + /** * Feasible space for optimization. * Int and Double type use Max/Min. @@ -107,6 +117,7 @@ message FeasibleSpace { string min = 2; /// Minimum Value repeated string list = 3; /// List of Values. string step = 4; /// Step for double or int parameter + Distribution distribution = 5; // Distribution of the parameter. } /** diff --git a/pkg/apis/manager/v1beta1/python/api_pb2.py b/pkg/apis/manager/v1beta1/python/api_pb2.py index 8459ebaae37..5ad1e167b6c 100644 --- a/pkg/apis/manager/v1beta1/python/api_pb2.py +++ b/pkg/apis/manager/v1beta1/python/api_pb2.py @@ -14,7 +14,7 @@ -DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\tapi.proto\x12\x0c\x61pi.v1.beta1\"R\n\nExperiment\x12\x12\n\x04name\x18\x01 \x01(\tR\x04name\x12\x30\n\x04spec\x18\x02 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_globals['_VALIDATEEARLYSTOPPINGSETTINGSREQUEST']._serialized_start=5196 + _globals['_VALIDATEEARLYSTOPPINGSETTINGSREQUEST']._serialized_end=5306 + _globals['_VALIDATEEARLYSTOPPINGSETTINGSREPLY']._serialized_start=5308 + _globals['_VALIDATEEARLYSTOPPINGSETTINGSREPLY']._serialized_end=5344 + _globals['_SETTRIALSTATUSREQUEST']._serialized_start=5346 + _globals['_SETTRIALSTATUSREQUEST']._serialized_end=5400 + _globals['_SETTRIALSTATUSREPLY']._serialized_start=5402 + _globals['_SETTRIALSTATUSREPLY']._serialized_end=5423 + _globals['_DBMANAGER']._serialized_start=5721 + _globals['_DBMANAGER']._serialized_end=6047 + _globals['_SUGGESTION']._serialized_start=6050 + _globals['_SUGGESTION']._serialized_end=6275 + _globals['_EARLYSTOPPING']._serialized_start=6278 + _globals['_EARLYSTOPPING']._serialized_end=6630 # @@protoc_insertion_point(module_scope) diff --git a/pkg/apis/manager/v1beta1/python/api_pb2.pyi b/pkg/apis/manager/v1beta1/python/api_pb2.pyi index d1df3096d05..47976f7059a 100644 --- a/pkg/apis/manager/v1beta1/python/api_pb2.pyi +++ b/pkg/apis/manager/v1beta1/python/api_pb2.pyi @@ -14,6 +14,13 @@ class ParameterType(int, metaclass=_enum_type_wrapper.EnumTypeWrapper): DISCRETE: _ClassVar[ParameterType] CATEGORICAL: _ClassVar[ParameterType] +class Distribution(int, metaclass=_enum_type_wrapper.EnumTypeWrapper): + __slots__ = () + UNIFORM: _ClassVar[Distribution] + LOG_UNIFORM: _ClassVar[Distribution] + NORMAL: _ClassVar[Distribution] + LOG_NORMAL: _ClassVar[Distribution] + class ObjectiveType(int, metaclass=_enum_type_wrapper.EnumTypeWrapper): __slots__ = () UNKNOWN: _ClassVar[ObjectiveType] @@ -31,6 +38,10 @@ DOUBLE: ParameterType INT: ParameterType DISCRETE: ParameterType CATEGORICAL: ParameterType +UNIFORM: Distribution +LOG_UNIFORM: Distribution +NORMAL: Distribution +LOG_NORMAL: Distribution UNKNOWN: ObjectiveType MINIMIZE: ObjectiveType MAXIMIZE: ObjectiveType @@ -81,16 +92,18 @@ class ParameterSpec(_message.Message): def __init__(self, name: _Optional[str] = ..., parameter_type: _Optional[_Union[ParameterType, str]] = ..., feasible_space: _Optional[_Union[FeasibleSpace, _Mapping]] = ...) -> None: ... class FeasibleSpace(_message.Message): - __slots__ = ("max", "min", "list", "step") + __slots__ = ("max", "min", "list", "step", "distribution") MAX_FIELD_NUMBER: _ClassVar[int] MIN_FIELD_NUMBER: _ClassVar[int] LIST_FIELD_NUMBER: _ClassVar[int] STEP_FIELD_NUMBER: _ClassVar[int] + DISTRIBUTION_FIELD_NUMBER: _ClassVar[int] max: str min: str list: _containers.RepeatedScalarFieldContainer[str] step: str - def __init__(self, max: _Optional[str] = ..., min: _Optional[str] = ..., list: _Optional[_Iterable[str]] = ..., step: _Optional[str] = ...) -> None: ... + distribution: Distribution + def __init__(self, max: _Optional[str] = ..., min: _Optional[str] = ..., list: _Optional[_Iterable[str]] = ..., step: _Optional[str] = ..., distribution: _Optional[_Union[Distribution, str]] = ...) -> None: ... class ObjectiveSpec(_message.Message): __slots__ = ("type", "goal", "objective_metric_name", "additional_metric_names") diff --git a/sdk/python/v1beta1/kubeflow/katib/__init__.py b/sdk/python/v1beta1/kubeflow/katib/__init__.py index 7aef4c9897d..0ea206ea7ca 100644 --- a/sdk/python/v1beta1/kubeflow/katib/__init__.py +++ b/sdk/python/v1beta1/kubeflow/katib/__init__.py @@ -71,9 +71,7 @@ # Import Katib API client. from kubeflow.katib.api.katib_client import KatibClient -# Import Katib report metrics functions -from kubeflow.katib.api.report_metrics import report_metrics -# Import Katib helper functions. +# Import Katib report metrics functionsfrom kubeflow.katib.api.report_metrics import report_metrics# Import Katib helper functions. import kubeflow.katib.api.search as search # Import Katib helper constants. from kubeflow.katib.constants.constants import BASE_IMAGE_TENSORFLOW