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/*
* Copyright 2018 The Feast Authors
*
* 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
*
* https://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 feast.serving;
import "google/protobuf/timestamp.proto";
import "feast/types/Value.proto";
import "tensorflow_metadata/proto/v0/statistics.proto";
option java_package = "feast.proto.serving";
option java_outer_classname = "ServingAPIProto";
option go_package = "github.com/feast-dev/feast/sdk/go/protos/feast/serving";
service ServingService {
// Get information about this Feast serving.
rpc GetFeastServingInfo (GetFeastServingInfoRequest) returns (GetFeastServingInfoResponse);
// Get online features (v2) synchronously.
rpc GetOnlineFeaturesV2 (GetOnlineFeaturesRequestV2) returns (GetOnlineFeaturesResponse);
}
message GetFeastServingInfoRequest {}
message GetFeastServingInfoResponse {
// Feast version of this serving deployment.
string version = 1;
// Type of serving deployment, either ONLINE or BATCH. Different store types support different
// feature retrieval methods.
FeastServingType type = 2;
// Note: Batch specific options start from 10.
// Staging location for this serving store, if any.
string job_staging_location = 10;
}
message FeatureReferenceV2 {
// Name of the Feature Table to retrieve the feature from.
string feature_table = 1;
// Name of the Feature to retrieve the feature from.
string name = 2;
}
message GetOnlineFeaturesRequestV2 {
// List of features that are being retrieved
repeated FeatureReferenceV2 features = 4;
// List of entity rows, containing entity id and timestamp data.
// Used during retrieval of feature rows and for joining feature
// rows into a final dataset
repeated EntityRow entity_rows = 2;
// Optional field to specify project name override. If specified, uses the
// given project for retrieval. Overrides the projects specified in
// Feature References if both are specified.
string project = 5;
message EntityRow {
// Request timestamp of this row. This value will be used,
// together with maxAge, to determine feature staleness.
google.protobuf.Timestamp timestamp = 1;
// Map containing mapping of entity name to entity value.
map<string,feast.types.Value> fields = 2;
}
}
message GetOnlineFeaturesResponse {
// Feature values retrieved from feast.
repeated FieldValues field_values = 1;
message FieldValues {
// Map of feature or entity name to feature/entity values.
// Timestamps are not returned in this response.
map<string, feast.types.Value> fields = 1;
// Map of feature or entity name to feature/entity statuses/metadata.
map<string, FieldStatus> statuses = 2;
}
enum FieldStatus {
// Status is unset for this field.
INVALID = 0;
// Field value is present for this field and age is within max age.
PRESENT = 1;
// Values could be found for entity key and age is within max age, but
// this field value is assigned a value on ingestion into feast.
NULL_VALUE = 2;
// Entity key did not return any values as they do not exist in Feast.
// This could suggest that the feature values have not yet been ingested
// into feast or the ingestion failed.
NOT_FOUND = 3;
// Values could be found for entity key, but field values are outside the maximum
// allowable range.
OUTSIDE_MAX_AGE = 4;
}
}
enum FeastServingType {
FEAST_SERVING_TYPE_INVALID = 0;
// Online serving receives entity data directly and synchronously and will
// respond immediately.
FEAST_SERVING_TYPE_ONLINE = 1;
// Batch serving receives entity data asynchronously and orchestrates the
// retrieval through a staging location.
FEAST_SERVING_TYPE_BATCH = 2;
}