ml/v1 library
AI Platform Training & Prediction API - v1
An API to enable creating and using machine learning models.
For more information, see cloud.google.com/ml/
Create an instance of CloudMachineLearningEngineApi to access these resources:
Classes
- CloudMachineLearningEngineApi
- An API to enable creating and using machine learning models.
- GoogleCloudMlV1AcceleratorConfig
- Represents a hardware accelerator request config.
- GoogleCloudMlV1AddTrialMeasurementRequest
- The request message for the AddTrialMeasurement service method.
- GoogleCloudMlV1AutomatedStoppingConfig
- Configuration for Automated Early Stopping of Trials.
- GoogleCloudMlV1AutomatedStoppingConfigDecayCurveAutomatedStoppingConfig
- GoogleCloudMlV1AutomatedStoppingConfigMedianAutomatedStoppingConfig
- The median automated stopping rule stops a pending trial if the trial's best objective_value is strictly below the median 'performance' of all completed trials reported up to the trial's last measurement.
- GoogleCloudMlV1AutoScaling
- Options for automatically scaling a model.
- GoogleCloudMlV1BuiltInAlgorithmOutput
- Represents output related to a built-in algorithm Job.
- GoogleCloudMlV1Capability
- GoogleCloudMlV1CompleteTrialRequest
- The request message for the CompleteTrial service method.
- GoogleCloudMlV1Config
- GoogleCloudMlV1ContainerPort
- Represents a network port in a single container.
- GoogleCloudMlV1ContainerSpec
- Specification of a custom container for serving predictions.
- GoogleCloudMlV1EncryptionConfig
- Represents a custom encryption key configuration that can be applied to a resource.
- GoogleCloudMlV1EnvVar
- Represents an environment variable to be made available in a container.
- GoogleCloudMlV1ExplainRequest
- Request for explanations to be issued against a trained model.
- GoogleCloudMlV1ExplanationConfig
- Message holding configuration options for explaining model predictions.
- GoogleCloudMlV1GetConfigResponse
- Returns service account information associated with a project.
- GoogleCloudMlV1HyperparameterOutput
- Represents the result of a single hyperparameter tuning trial from a training job.
- GoogleCloudMlV1HyperparameterOutputHyperparameterMetric
- An observed value of a metric.
- GoogleCloudMlV1HyperparameterSpec
- Represents a set of hyperparameters to optimize.
- GoogleCloudMlV1Job
- Represents a training or prediction job.
- GoogleCloudMlV1ListJobsResponse
- Response message for the ListJobs method.
- GoogleCloudMlV1ListLocationsResponse
- GoogleCloudMlV1ListModelsResponse
- Response message for the ListModels method.
- GoogleCloudMlV1ListOptimalTrialsResponse
- The response message for the ListOptimalTrials method.
- GoogleCloudMlV1ListStudiesResponse
- GoogleCloudMlV1ListTrialsResponse
- The response message for the ListTrials method.
- GoogleCloudMlV1ListVersionsResponse
- Response message for the ListVersions method.
- GoogleCloudMlV1Location
- GoogleCloudMlV1ManualScaling
- Options for manually scaling a model.
- GoogleCloudMlV1Measurement
- A message representing a measurement.
- GoogleCloudMlV1MeasurementMetric
- A message representing a metric in the measurement.
- GoogleCloudMlV1MetricSpec
- MetricSpec contains the specifications to use to calculate the desired nodes count when autoscaling is enabled.
- GoogleCloudMlV1Model
- Represents a machine learning solution.
- GoogleCloudMlV1ParameterSpec
- Represents a single hyperparameter to optimize.
- GoogleCloudMlV1PredictionInput
- Represents input parameters for a prediction job.
- GoogleCloudMlV1PredictionOutput
- Represents results of a prediction job.
- GoogleCloudMlV1PredictRequest
- Request for predictions to be issued against a trained model.
- GoogleCloudMlV1ReplicaConfig
- Represents the configuration for a replica in a cluster.
- GoogleCloudMlV1RequestLoggingConfig
- Configuration for logging request-response pairs to a BigQuery table.
- GoogleCloudMlV1RouteMap
- Specifies HTTP paths served by a custom container.
- GoogleCloudMlV1SampledShapleyAttribution
- An attribution method that approximates Shapley values for features that contribute to the label being predicted.
- GoogleCloudMlV1Scheduling
- All parameters related to scheduling of training jobs.
- GoogleCloudMlV1Study
- A message representing a Study.
- GoogleCloudMlV1StudyConfig
- Represents configuration of a study.
- GoogleCloudMlV1StudyConfigMetricSpec
- Represents a metric to optimize.
- GoogleCloudMlV1StudyConfigParameterSpec
- Represents a single parameter to optimize.
- GoogleCloudMlV1StudyConfigParameterSpecCategoricalValueSpec
- GoogleCloudMlV1StudyConfigParameterSpecDiscreteValueSpec
- GoogleCloudMlV1StudyConfigParameterSpecDoubleValueSpec
- GoogleCloudMlV1StudyConfigParameterSpecIntegerValueSpec
- GoogleCloudMlV1StudyConfigParameterSpecMatchingParentCategoricalValueSpec
- Represents the spec to match categorical values from parent parameter.
- GoogleCloudMlV1StudyConfigParameterSpecMatchingParentDiscreteValueSpec
- Represents the spec to match discrete values from parent parameter.
- GoogleCloudMlV1StudyConfigParameterSpecMatchingParentIntValueSpec
- Represents the spec to match integer values from parent parameter.
- GoogleCloudMlV1SuggestTrialsRequest
- The request message for the SuggestTrial service method.
- GoogleCloudMlV1TrainingInput
- Represents input parameters for a training job.
- GoogleCloudMlV1TrainingOutput
- Represents results of a training job.
- GoogleCloudMlV1Trial
- A message representing a trial.
- GoogleCloudMlV1TrialParameter
- A message representing a parameter to be tuned.
- GoogleCloudMlV1Version
- Represents a version of the model.
- GoogleIamV1AuditConfig
- Specifies the audit configuration for a service.
- GoogleIamV1Binding
-
Associates
members, or principals, with arole. - GoogleIamV1Policy
- An Identity and Access Management (IAM) policy, which specifies access controls for Google Cloud resources.
- GoogleIamV1SetIamPolicyRequest
-
Request message for
SetIamPolicymethod. - GoogleLongrunningListOperationsResponse
- The response message for Operations.ListOperations.
- GoogleLongrunningOperation
- This resource represents a long-running operation that is the result of a network API call.
- ProjectsJobsResource
- ProjectsLocationsOperationsResource
- ProjectsLocationsResource
- ProjectsLocationsStudiesResource
- ProjectsLocationsStudiesTrialsResource
- ProjectsModelsResource
- ProjectsModelsVersionsResource
- ProjectsOperationsResource
- ProjectsResource
Typedefs
- GoogleApiHttpBody = $HttpBody
- Message that represents an arbitrary HTTP body.
- GoogleCloudMlV1CancelJobRequest = $Empty
- Request message for the CancelJob method.
- GoogleCloudMlV1CheckTrialEarlyStoppingStateRequest = $Empty
- The request message for the CheckTrialEarlyStoppingState service method.
- GoogleCloudMlV1DiskConfig = $Shared03
- Represents the config of disk options.
- GoogleCloudMlV1IntegratedGradientsAttribution = $Attribution
- Attributes credit by computing the Aumann-Shapley value taking advantage of the model's fully differentiable structure.
- GoogleCloudMlV1ListOptimalTrialsRequest = $Empty
- The request message for the ListTrials service method.
- GoogleCloudMlV1SetDefaultVersionRequest = $Empty
- Request message for the SetDefaultVersion request.
- GoogleCloudMlV1StopTrialRequest = $Empty
- GoogleCloudMlV1XraiAttribution = $Attribution
- Attributes credit by computing the XRAI taking advantage of the model's fully differentiable structure.
- GoogleIamV1AuditLogConfig = $AuditLogConfig
- Provides the configuration for logging a type of permissions.
- GoogleIamV1TestIamPermissionsRequest = $TestIamPermissionsRequest00
-
Request message for
TestIamPermissionsmethod. - GoogleIamV1TestIamPermissionsResponse = $PermissionsResponse
-
Response message for
TestIamPermissionsmethod. - GoogleProtobufEmpty = $Empty
- A generic empty message that you can re-use to avoid defining duplicated empty messages in your APIs.
- GoogleRpcStatus = $Status
-
The
Statustype defines a logical error model that is suitable for different programming environments, including REST APIs and RPC APIs. - GoogleTypeExpr = $Expr
- Represents a textual expression in the Common Expression Language (CEL) syntax.
Exceptions / Errors
- ApiRequestError
- Represents a general error reported by the API endpoint.
- DetailedApiRequestError
- Represents a specific error reported by the API endpoint.