// Copyright 2023 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 // // http://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. syntax = "proto3"; package google.cloud.aiplatform.v1; import "google/api/field_behavior.proto"; import "google/api/resource.proto"; import "google/cloud/aiplatform/v1/feature_monitoring_stats.proto"; import "google/protobuf/timestamp.proto"; option csharp_namespace = "Google.Cloud.AIPlatform.V1"; option go_package = "cloud.google.com/go/aiplatform/apiv1/aiplatformpb;aiplatformpb"; option java_multiple_files = true; option java_outer_classname = "FeatureProto"; option java_package = "com.google.cloud.aiplatform.v1"; option php_namespace = "Google\\Cloud\\AIPlatform\\V1"; option ruby_package = "Google::Cloud::AIPlatform::V1"; // Feature Metadata information that describes an attribute of an entity type. // For example, apple is an entity type, and color is a feature that describes // apple. message Feature { option (google.api.resource) = { type: "aiplatform.googleapis.com/Feature" pattern: "projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}/features/{feature}" }; // A list of historical // [SnapshotAnalysis][google.cloud.aiplatform.v1.FeaturestoreMonitoringConfig.SnapshotAnalysis] // or // [ImportFeaturesAnalysis][google.cloud.aiplatform.v1.FeaturestoreMonitoringConfig.ImportFeaturesAnalysis] // stats requested by user, sorted by // [FeatureStatsAnomaly.start_time][google.cloud.aiplatform.v1.FeatureStatsAnomaly.start_time] // descending. message MonitoringStatsAnomaly { // If the objective in the request is both // Import Feature Analysis and Snapshot Analysis, this objective could be // one of them. Otherwise, this objective should be the same as the // objective in the request. enum Objective { // If it's OBJECTIVE_UNSPECIFIED, monitoring_stats will be empty. OBJECTIVE_UNSPECIFIED = 0; // Stats are generated by Import Feature Analysis. IMPORT_FEATURE_ANALYSIS = 1; // Stats are generated by Snapshot Analysis. SNAPSHOT_ANALYSIS = 2; } // Output only. The objective for each stats. Objective objective = 1 [(google.api.field_behavior) = OUTPUT_ONLY]; // Output only. The stats and anomalies generated at specific timestamp. FeatureStatsAnomaly feature_stats_anomaly = 2 [(google.api.field_behavior) = OUTPUT_ONLY]; } // An enum representing the value type of a feature. enum ValueType { // The value type is unspecified. VALUE_TYPE_UNSPECIFIED = 0; // Used for Feature that is a boolean. BOOL = 1; // Used for Feature that is a list of boolean. BOOL_ARRAY = 2; // Used for Feature that is double. DOUBLE = 3; // Used for Feature that is a list of double. DOUBLE_ARRAY = 4; // Used for Feature that is INT64. INT64 = 9; // Used for Feature that is a list of INT64. INT64_ARRAY = 10; // Used for Feature that is string. STRING = 11; // Used for Feature that is a list of String. STRING_ARRAY = 12; // Used for Feature that is bytes. BYTES = 13; } // Immutable. Name of the Feature. // Format: // `projects/{project}/locations/{location}/featurestores/{featurestore}/entityTypes/{entity_type}/features/{feature}` // // The last part feature is assigned by the client. The feature can be up to // 64 characters long and can consist only of ASCII Latin letters A-Z and a-z, // underscore(_), and ASCII digits 0-9 starting with a letter. The value will // be unique given an entity type. string name = 1 [(google.api.field_behavior) = IMMUTABLE]; // Description of the Feature. string description = 2; // Required. Immutable. Type of Feature value. ValueType value_type = 3 [ (google.api.field_behavior) = REQUIRED, (google.api.field_behavior) = IMMUTABLE ]; // Output only. Timestamp when this EntityType was created. google.protobuf.Timestamp create_time = 4 [(google.api.field_behavior) = OUTPUT_ONLY]; // Output only. Timestamp when this EntityType was most recently updated. google.protobuf.Timestamp update_time = 5 [(google.api.field_behavior) = OUTPUT_ONLY]; // Optional. The labels with user-defined metadata to organize your Features. // // Label keys and values can be no longer than 64 characters // (Unicode codepoints), can only contain lowercase letters, numeric // characters, underscores and dashes. International characters are allowed. // // See https://goo.gl/xmQnxf for more information on and examples of labels. // No more than 64 user labels can be associated with one Feature (System // labels are excluded)." // System reserved label keys are prefixed with "aiplatform.googleapis.com/" // and are immutable. map labels = 6 [(google.api.field_behavior) = OPTIONAL]; // Used to perform a consistent read-modify-write updates. If not set, a blind // "overwrite" update happens. string etag = 7; // Optional. If not set, use the monitoring_config defined for the EntityType // this Feature belongs to. Only Features with type // ([Feature.ValueType][google.cloud.aiplatform.v1.Feature.ValueType]) BOOL, // STRING, DOUBLE or INT64 can enable monitoring. // // If set to true, all types of data monitoring are disabled despite the // config on EntityType. bool disable_monitoring = 12 [(google.api.field_behavior) = OPTIONAL]; // Output only. The list of historical stats and anomalies with specified // objectives. repeated MonitoringStatsAnomaly monitoring_stats_anomalies = 11 [(google.api.field_behavior) = OUTPUT_ONLY]; }