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- // 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.v1beta1;
- import "google/api/field_behavior.proto";
- import "google/api/resource.proto";
- import "google/cloud/aiplatform/v1beta1/feature_monitoring_stats.proto";
- import "google/cloud/aiplatform/v1beta1/featurestore_monitoring.proto";
- import "google/protobuf/timestamp.proto";
- option csharp_namespace = "Google.Cloud.AIPlatform.V1Beta1";
- option go_package = "google.golang.org/genproto/googleapis/cloud/aiplatform/v1beta1;aiplatform";
- option java_multiple_files = true;
- option java_outer_classname = "FeatureProto";
- option java_package = "com.google.cloud.aiplatform.v1beta1";
- option php_namespace = "Google\\Cloud\\AIPlatform\\V1beta1";
- option ruby_package = "Google::Cloud::AIPlatform::V1beta1";
- // 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.v1beta1.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. Deprecated: The custom monitoring configuration for this Feature, if not
- // set, use the monitoring_config defined for the EntityType this Feature
- // belongs to.
- // Only Features with type ([Feature.ValueType][google.cloud.aiplatform.v1beta1.Feature.ValueType]) BOOL, STRING, DOUBLE or
- // INT64 can enable monitoring.
- //
- // If this is populated with
- // [FeaturestoreMonitoringConfig.disabled][] = true, snapshot analysis
- // monitoring is disabled; if
- // [FeaturestoreMonitoringConfig.monitoring_interval][] specified, snapshot
- // analysis monitoring is enabled. Otherwise, snapshot analysis monitoring
- // config is same as the EntityType's this Feature belongs to.
- FeaturestoreMonitoringConfig monitoring_config = 9 [
- deprecated = true,
- (google.api.field_behavior) = OPTIONAL
- ];
- // 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.v1beta1.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. A list of historical [Snapshot
- // Analysis][FeaturestoreMonitoringConfig.SnapshotAnalysis]
- // stats requested by user, sorted by [FeatureStatsAnomaly.start_time][google.cloud.aiplatform.v1beta1.FeatureStatsAnomaly.start_time]
- // descending.
- repeated FeatureStatsAnomaly monitoring_stats = 10 [(google.api.field_behavior) = OUTPUT_ONLY];
- // 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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