# frozen_string_literal: true # Copyright 2022 Google LLC # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # https://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # Auto-generated by gapic-generator-ruby. DO NOT EDIT! module Google module Cloud module AIPlatform module V1 # Request message for # {::Google::Cloud::AIPlatform::V1::VizierService::Client#get_study VizierService.GetStudy}. # @!attribute [rw] name # @return [::String] # Required. The name of the Study resource. # Format: `projects/{project}/locations/{location}/studies/{study}` class GetStudyRequest include ::Google::Protobuf::MessageExts extend ::Google::Protobuf::MessageExts::ClassMethods end # Request message for # {::Google::Cloud::AIPlatform::V1::VizierService::Client#create_study VizierService.CreateStudy}. # @!attribute [rw] parent # @return [::String] # Required. The resource name of the Location to create the CustomJob in. # Format: `projects/{project}/locations/{location}` # @!attribute [rw] study # @return [::Google::Cloud::AIPlatform::V1::Study] # Required. The Study configuration used to create the Study. class CreateStudyRequest include ::Google::Protobuf::MessageExts extend ::Google::Protobuf::MessageExts::ClassMethods end # Request message for # {::Google::Cloud::AIPlatform::V1::VizierService::Client#list_studies VizierService.ListStudies}. # @!attribute [rw] parent # @return [::String] # Required. The resource name of the Location to list the Study from. # Format: `projects/{project}/locations/{location}` # @!attribute [rw] page_token # @return [::String] # Optional. A page token to request the next page of results. # If unspecified, there are no subsequent pages. # @!attribute [rw] page_size # @return [::Integer] # Optional. The maximum number of studies to return per "page" of results. # If unspecified, service will pick an appropriate default. class ListStudiesRequest include ::Google::Protobuf::MessageExts extend ::Google::Protobuf::MessageExts::ClassMethods end # Response message for # {::Google::Cloud::AIPlatform::V1::VizierService::Client#list_studies VizierService.ListStudies}. # @!attribute [rw] studies # @return [::Array<::Google::Cloud::AIPlatform::V1::Study>] # The studies associated with the project. # @!attribute [rw] next_page_token # @return [::String] # Passes this token as the `page_token` field of the request for a # subsequent call. # If this field is omitted, there are no subsequent pages. class ListStudiesResponse include ::Google::Protobuf::MessageExts extend ::Google::Protobuf::MessageExts::ClassMethods end # Request message for # {::Google::Cloud::AIPlatform::V1::VizierService::Client#delete_study VizierService.DeleteStudy}. # @!attribute [rw] name # @return [::String] # Required. The name of the Study resource to be deleted. # Format: `projects/{project}/locations/{location}/studies/{study}` class DeleteStudyRequest include ::Google::Protobuf::MessageExts extend ::Google::Protobuf::MessageExts::ClassMethods end # Request message for # {::Google::Cloud::AIPlatform::V1::VizierService::Client#lookup_study VizierService.LookupStudy}. # @!attribute [rw] parent # @return [::String] # Required. The resource name of the Location to get the Study from. # Format: `projects/{project}/locations/{location}` # @!attribute [rw] display_name # @return [::String] # Required. The user-defined display name of the Study class LookupStudyRequest include ::Google::Protobuf::MessageExts extend ::Google::Protobuf::MessageExts::ClassMethods end # Request message for # {::Google::Cloud::AIPlatform::V1::VizierService::Client#suggest_trials VizierService.SuggestTrials}. # @!attribute [rw] parent # @return [::String] # Required. The project and location that the Study belongs to. # Format: `projects/{project}/locations/{location}/studies/{study}` # @!attribute [rw] suggestion_count # @return [::Integer] # Required. The number of suggestions requested. It must be positive. # @!attribute [rw] client_id # @return [::String] # Required. The identifier of the client that is requesting the suggestion. # # If multiple SuggestTrialsRequests have the same `client_id`, # the service will return the identical suggested Trial if the Trial is # pending, and provide a new Trial if the last suggested Trial was completed. # @!attribute [rw] contexts # @return [::Array<::Google::Cloud::AIPlatform::V1::TrialContext>] # Optional. This allows you to specify the "context" for a Trial; a context # is a slice (a subspace) of the search space. # # Typical uses for contexts: # 1) You are using Vizier to tune a server for best performance, but there's # a strong weekly cycle. The context specifies the day-of-week. # This allows Tuesday to generalize from Wednesday without assuming that # everything is identical. # 2) Imagine you're optimizing some medical treatment for people. # As they walk in the door, you know certain facts about them # (e.g. sex, weight, height, blood-pressure). Put that information in the # context, and Vizier will adapt its suggestions to the patient. # 3) You want to do a fair A/B test efficiently. Specify the "A" and "B" # conditions as contexts, and Vizier will generalize between "A" and "B" # conditions. If they are similar, this will allow Vizier to converge # to the optimum faster than if "A" and "B" were separate Studies. # NOTE: You can also enter contexts as REQUESTED Trials, e.g. via the # CreateTrial() RPC; that's the asynchronous option where you don't need a # close association between contexts and suggestions. # # NOTE: All the Parameters you set in a context MUST be defined in the # Study. # NOTE: You must supply 0 or $suggestion_count contexts. # If you don't supply any contexts, Vizier will make suggestions # from the full search space specified in the StudySpec; if you supply # a full set of context, each suggestion will match the corresponding # context. # NOTE: A Context with no features set matches anything, and allows # suggestions from the full search space. # NOTE: Contexts MUST lie within the search space specified in the # StudySpec. It's an error if they don't. # NOTE: Contexts preferentially match ACTIVE then REQUESTED trials before # new suggestions are generated. # NOTE: Generation of suggestions involves a match between a Context and # (optionally) a REQUESTED trial; if that match is not fully specified, a # suggestion will be geneated in the merged subspace. class SuggestTrialsRequest include ::Google::Protobuf::MessageExts extend ::Google::Protobuf::MessageExts::ClassMethods end # Response message for # {::Google::Cloud::AIPlatform::V1::VizierService::Client#suggest_trials VizierService.SuggestTrials}. # @!attribute [rw] trials # @return [::Array<::Google::Cloud::AIPlatform::V1::Trial>] # A list of Trials. # @!attribute [rw] study_state # @return [::Google::Cloud::AIPlatform::V1::Study::State] # The state of the Study. # @!attribute [rw] start_time # @return [::Google::Protobuf::Timestamp] # The time at which the operation was started. # @!attribute [rw] end_time # @return [::Google::Protobuf::Timestamp] # The time at which operation processing completed. class SuggestTrialsResponse include ::Google::Protobuf::MessageExts extend ::Google::Protobuf::MessageExts::ClassMethods end # Details of operations that perform Trials suggestion. # @!attribute [rw] generic_metadata # @return [::Google::Cloud::AIPlatform::V1::GenericOperationMetadata] # Operation metadata for suggesting Trials. # @!attribute [rw] client_id # @return [::String] # The identifier of the client that is requesting the suggestion. # # If multiple SuggestTrialsRequests have the same `client_id`, # the service will return the identical suggested Trial if the Trial is # pending, and provide a new Trial if the last suggested Trial was completed. class SuggestTrialsMetadata include ::Google::Protobuf::MessageExts extend ::Google::Protobuf::MessageExts::ClassMethods end # Request message for # {::Google::Cloud::AIPlatform::V1::VizierService::Client#create_trial VizierService.CreateTrial}. # @!attribute [rw] parent # @return [::String] # Required. The resource name of the Study to create the Trial in. # Format: `projects/{project}/locations/{location}/studies/{study}` # @!attribute [rw] trial # @return [::Google::Cloud::AIPlatform::V1::Trial] # Required. The Trial to create. class CreateTrialRequest include ::Google::Protobuf::MessageExts extend ::Google::Protobuf::MessageExts::ClassMethods end # Request message for # {::Google::Cloud::AIPlatform::V1::VizierService::Client#get_trial VizierService.GetTrial}. # @!attribute [rw] name # @return [::String] # Required. The name of the Trial resource. # Format: # `projects/{project}/locations/{location}/studies/{study}/trials/{trial}` class GetTrialRequest include ::Google::Protobuf::MessageExts extend ::Google::Protobuf::MessageExts::ClassMethods end # Request message for # {::Google::Cloud::AIPlatform::V1::VizierService::Client#list_trials VizierService.ListTrials}. # @!attribute [rw] parent # @return [::String] # Required. The resource name of the Study to list the Trial from. # Format: `projects/{project}/locations/{location}/studies/{study}` # @!attribute [rw] page_token # @return [::String] # Optional. A page token to request the next page of results. # If unspecified, there are no subsequent pages. # @!attribute [rw] page_size # @return [::Integer] # Optional. The number of Trials to retrieve per "page" of results. # If unspecified, the service will pick an appropriate default. class ListTrialsRequest include ::Google::Protobuf::MessageExts extend ::Google::Protobuf::MessageExts::ClassMethods end # Response message for # {::Google::Cloud::AIPlatform::V1::VizierService::Client#list_trials VizierService.ListTrials}. # @!attribute [rw] trials # @return [::Array<::Google::Cloud::AIPlatform::V1::Trial>] # The Trials associated with the Study. # @!attribute [rw] next_page_token # @return [::String] # Pass this token as the `page_token` field of the request for a # subsequent call. # If this field is omitted, there are no subsequent pages. class ListTrialsResponse include ::Google::Protobuf::MessageExts extend ::Google::Protobuf::MessageExts::ClassMethods end # Request message for # {::Google::Cloud::AIPlatform::V1::VizierService::Client#add_trial_measurement VizierService.AddTrialMeasurement}. # @!attribute [rw] trial_name # @return [::String] # Required. The name of the trial to add measurement. # Format: # `projects/{project}/locations/{location}/studies/{study}/trials/{trial}` # @!attribute [rw] measurement # @return [::Google::Cloud::AIPlatform::V1::Measurement] # Required. The measurement to be added to a Trial. class AddTrialMeasurementRequest include ::Google::Protobuf::MessageExts extend ::Google::Protobuf::MessageExts::ClassMethods end # Request message for # {::Google::Cloud::AIPlatform::V1::VizierService::Client#complete_trial VizierService.CompleteTrial}. # @!attribute [rw] name # @return [::String] # Required. The Trial's name. # Format: # `projects/{project}/locations/{location}/studies/{study}/trials/{trial}` # @!attribute [rw] final_measurement # @return [::Google::Cloud::AIPlatform::V1::Measurement] # Optional. If provided, it will be used as the completed Trial's # final_measurement; Otherwise, the service will auto-select a # previously reported measurement as the final-measurement # @!attribute [rw] trial_infeasible # @return [::Boolean] # Optional. True if the Trial cannot be run with the given Parameter, and # final_measurement will be ignored. # @!attribute [rw] infeasible_reason # @return [::String] # Optional. A human readable reason why the trial was infeasible. This should # only be provided if `trial_infeasible` is true. class CompleteTrialRequest include ::Google::Protobuf::MessageExts extend ::Google::Protobuf::MessageExts::ClassMethods end # Request message for # {::Google::Cloud::AIPlatform::V1::VizierService::Client#delete_trial VizierService.DeleteTrial}. # @!attribute [rw] name # @return [::String] # Required. The Trial's name. # Format: # `projects/{project}/locations/{location}/studies/{study}/trials/{trial}` class DeleteTrialRequest include ::Google::Protobuf::MessageExts extend ::Google::Protobuf::MessageExts::ClassMethods end # Request message for # {::Google::Cloud::AIPlatform::V1::VizierService::Client#check_trial_early_stopping_state VizierService.CheckTrialEarlyStoppingState}. # @!attribute [rw] trial_name # @return [::String] # Required. The Trial's name. # Format: # `projects/{project}/locations/{location}/studies/{study}/trials/{trial}` class CheckTrialEarlyStoppingStateRequest include ::Google::Protobuf::MessageExts extend ::Google::Protobuf::MessageExts::ClassMethods end # Response message for # {::Google::Cloud::AIPlatform::V1::VizierService::Client#check_trial_early_stopping_state VizierService.CheckTrialEarlyStoppingState}. # @!attribute [rw] should_stop # @return [::Boolean] # True if the Trial should stop. class CheckTrialEarlyStoppingStateResponse include ::Google::Protobuf::MessageExts extend ::Google::Protobuf::MessageExts::ClassMethods end # This message will be placed in the metadata field of a # google.longrunning.Operation associated with a CheckTrialEarlyStoppingState # request. # @!attribute [rw] generic_metadata # @return [::Google::Cloud::AIPlatform::V1::GenericOperationMetadata] # Operation metadata for suggesting Trials. # @!attribute [rw] study # @return [::String] # The name of the Study that the Trial belongs to. # @!attribute [rw] trial # @return [::String] # The Trial name. class CheckTrialEarlyStoppingStateMetatdata include ::Google::Protobuf::MessageExts extend ::Google::Protobuf::MessageExts::ClassMethods end # Request message for # {::Google::Cloud::AIPlatform::V1::VizierService::Client#stop_trial VizierService.StopTrial}. # @!attribute [rw] name # @return [::String] # Required. The Trial's name. # Format: # `projects/{project}/locations/{location}/studies/{study}/trials/{trial}` class StopTrialRequest include ::Google::Protobuf::MessageExts extend ::Google::Protobuf::MessageExts::ClassMethods end # Request message for # {::Google::Cloud::AIPlatform::V1::VizierService::Client#list_optimal_trials VizierService.ListOptimalTrials}. # @!attribute [rw] parent # @return [::String] # Required. The name of the Study that the optimal Trial belongs to. class ListOptimalTrialsRequest include ::Google::Protobuf::MessageExts extend ::Google::Protobuf::MessageExts::ClassMethods end # Response message for # {::Google::Cloud::AIPlatform::V1::VizierService::Client#list_optimal_trials VizierService.ListOptimalTrials}. # @!attribute [rw] optimal_trials # @return [::Array<::Google::Cloud::AIPlatform::V1::Trial>] # The pareto-optimal Trials for multiple objective Study or the # optimal trial for single objective Study. The definition of # pareto-optimal can be checked in wiki page. # https://en.wikipedia.org/wiki/Pareto_efficiency class ListOptimalTrialsResponse include ::Google::Protobuf::MessageExts extend ::Google::Protobuf::MessageExts::ClassMethods end end end end end