Google Cloud Ai Platform V1 Client - Class Trial (0.10.0)

Reference documentation and code samples for the Google Cloud Ai Platform V1 Client class Trial.

A message representing a Trial. A Trial contains a unique set of Parameters that has been or will be evaluated, along with the objective metrics got by running the Trial.

Generated from protobuf message google.cloud.aiplatform.v1.Trial

Constructor.

Output only. Resource name of the Trial assigned by the service.

Generated from protobuf field string name = 1 [(.google.api.field_behavior) = OUTPUT_ONLY];

Output only. Resource name of the Trial assigned by the service.

Generated from protobuf field string name = 1 [(.google.api.field_behavior) = OUTPUT_ONLY];

Output only. The identifier of the Trial assigned by the service.

Generated from protobuf field string id = 2 [(.google.api.field_behavior) = OUTPUT_ONLY];

Output only. The identifier of the Trial assigned by the service.

Generated from protobuf field string id = 2 [(.google.api.field_behavior) = OUTPUT_ONLY];

Output only. The detailed state of the Trial.

Generated from protobuf field .google.cloud.aiplatform.v1.Trial.State state = 3 [(.google.api.field_behavior) = OUTPUT_ONLY];

Output only. The detailed state of the Trial.

Generated from protobuf field .google.cloud.aiplatform.v1.Trial.State state = 3 [(.google.api.field_behavior) = OUTPUT_ONLY];

Output only. The parameters of the Trial.

Generated from protobuf field repeated .google.cloud.aiplatform.v1.Trial.Parameter parameters = 4 [(.google.api.field_behavior) = OUTPUT_ONLY];

Output only. The parameters of the Trial.

Generated from protobuf field repeated .google.cloud.aiplatform.v1.Trial.Parameter parameters = 4 [(.google.api.field_behavior) = OUTPUT_ONLY];

Output only. The final measurement containing the objective value.

Generated from protobuf field .google.cloud.aiplatform.v1.Measurement final_measurement = 5 [(.google.api.field_behavior) = OUTPUT_ONLY];

Output only. The final measurement containing the objective value.

Generated from protobuf field .google.cloud.aiplatform.v1.Measurement final_measurement = 5 [(.google.api.field_behavior) = OUTPUT_ONLY];

Output only. A list of measurements that are strictly lexicographically ordered by their induced tuples (steps, elapsed_duration).

These are used for early stopping computations.

Generated from protobuf field repeated .google.cloud.aiplatform.v1.Measurement measurements = 6 [(.google.api.field_behavior) = OUTPUT_ONLY];

Output only. A list of measurements that are strictly lexicographically ordered by their induced tuples (steps, elapsed_duration).

These are used for early stopping computations.

Generated from protobuf field repeated .google.cloud.aiplatform.v1.Measurement measurements = 6 [(.google.api.field_behavior) = OUTPUT_ONLY];

Output only. Time when the Trial was started.

Generated from protobuf field .google.protobuf.Timestamp start_time = 7 [(.google.api.field_behavior) = OUTPUT_ONLY];

Output only. Time when the Trial was started.

Generated from protobuf field .google.protobuf.Timestamp start_time = 7 [(.google.api.field_behavior) = OUTPUT_ONLY];

Output only. Time when the Trial's status changed to SUCCEEDED or INFEASIBLE .

Generated from protobuf field .google.protobuf.Timestamp end_time = 8 [(.google.api.field_behavior) = OUTPUT_ONLY];

Output only. Time when the Trial's status changed to SUCCEEDED or INFEASIBLE .

Generated from protobuf field .google.protobuf.Timestamp end_time = 8 [(.google.api.field_behavior) = OUTPUT_ONLY];

Output only. The identifier of the client that originally requested this Trial.

Each client is identified by a unique client_id. When a client asks for a suggestion, Vertex AI Vizier will assign it a Trial. The client should evaluate the Trial, complete it, and report back to Vertex AI Vizier. If suggestion is asked again by same client_id before the Trial is completed, the same Trial will be returned. Multiple clients with different client_ids can ask for suggestions simultaneously, each of them will get their own Trial.

Generated from protobuf field string client_id = 9 [(.google.api.field_behavior) = OUTPUT_ONLY];

Output only. The identifier of the client that originally requested this Trial.

Each client is identified by a unique client_id. When a client asks for a suggestion, Vertex AI Vizier will assign it a Trial. The client should evaluate the Trial, complete it, and report back to Vertex AI Vizier. If suggestion is asked again by same client_id before the Trial is completed, the same Trial will be returned. Multiple clients with different client_ids can ask for suggestions simultaneously, each of them will get their own Trial.

Generated from protobuf field string client_id = 9 [(.google.api.field_behavior) = OUTPUT_ONLY];

Output only. A human readable string describing why the Trial is infeasible. This is set only if Trial state is INFEASIBLE .

Generated from protobuf field string infeasible_reason = 10 [(.google.api.field_behavior) = OUTPUT_ONLY];

Output only. A human readable string describing why the Trial is infeasible. This is set only if Trial state is INFEASIBLE .

Generated from protobuf field string infeasible_reason = 10 [(.google.api.field_behavior) = OUTPUT_ONLY];

Output only. The CustomJob name linked to the Trial.

It's set for a HyperparameterTuningJob's Trial.

Generated from protobuf field string custom_job = 11 [(.google.api.field_behavior) = OUTPUT_ONLY, (.google.api.resource_reference) = {

Output only. The CustomJob name linked to the Trial.

It's set for a HyperparameterTuningJob's Trial.

Generated from protobuf field string custom_job = 11 [(.google.api.field_behavior) = OUTPUT_ONLY, (.google.api.resource_reference) = {

Output only. URIs for accessing interactive shells (one URI for each training node). Only available if this trial is part of a HyperparameterTuningJob and the job's trial_job_spec.enable_web_access field is true .

The keys are names of each node used for the trial; for example, workerpool0-0 for the primary node, workerpool1-0 for the first node in the second worker pool, and workerpool1-1 for the second node in the second worker pool. The values are the URIs for each node's interactive shell.

Generated from protobuf field map<string, string> web_access_uris = 12 [(.google.api.field_behavior) = OUTPUT_ONLY];

Output only. URIs for accessing interactive shells (one URI for each training node). Only available if this trial is part of a HyperparameterTuningJob and the job's trial_job_spec.enable_web_access field is true .

The keys are names of each node used for the trial; for example, workerpool0-0 for the primary node, workerpool1-0 for the first node in the second worker pool, and workerpool1-1 for the second node in the second worker pool. The values are the URIs for each node's interactive shell.

Generated from protobuf field map<string, string> web_access_uris = 12 [(.google.api.field_behavior) = OUTPUT_ONLY];