| 123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154 | // 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////     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 = "google.golang.org/genproto/googleapis/cloud/aiplatform/v1;aiplatform";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 [Snapshot  // Analysis][FeaturestoreMonitoringConfig.SnapshotAnalysis] or [Import Feature  // Analysis] [FeaturestoreMonitoringConfig.ImportFeatureAnalysis] 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<string, string> 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];}
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